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1 Required data

Required are:

  • cleaned and prepared GLODAPv2_2020 file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era,
         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)

3 Apply predictor threshold

Select combinations with a total number of predictors in the range:

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 112

4 Fit all models

Individual linear regression models were fitted for the chosen target variable:

  • cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

# 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)]) %>%
  group_by(gamma_slab, era, basin, data_source) %>% 
  nest()

# expand with model definitions

GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all
)

# 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
# 
# library(parallel)
# library(multidplyr)
# 
# n_cores <- detectCores()
# system.time(
# cluster <- new_cluster(5)
# )
# 
# cluster
# 
# system.time(
#   GLODAP_nested_lm <-
#     expand_grid(GLODAP,
#                 lm_all) %>%
#     group_by(gamma_slab, era, basin, data_source, model, predictors, n) %>%
#     partition(cluster)
# )
# 
# GLODAP_nested_lm 
# 
# cluster %>%
#   cluster_library(c("tidyverse",
#                     "broom",
#                     "olsrr",
#                     "purrr"))
# 
# cluster_call(cluster, search())
# 
# system.time(
# 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)
#   )
# )
# 
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>% 
#   collect()
# )
# 
# 
# 
# library(furrr)
# 
# plan(sequential)
# plan(multisession, workers = 5)
# 
# # This does run in parallel!
# system.time(
# GLODAP_nested_lm_fit <- 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)
#   )
# )



# print(object.size(GLODAP_nested), units = "MB")
# print(object.size(GLODAP_nested_lm), units = "MB")
# print(object.size(GLODAP_nested_lm_fit), units = "MB")

5 Tidy models

# 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)

6 Prepare coeffcients

Coefficients are prepared for the mapping of Cant and the chosen target variable.

6.1 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 200

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>

6.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

  • 10

The criterion used to select the best models was:

  • rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

# 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
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 906.32167 925.20663 3.2570887 2000-2012 –> 2007-2019 7.0649750 2439.640731 2480.24810
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 436.43486 456.66730 1.1843125 2000-2012 –> 2007-2019 2.4405388 1270.666125 1315.52074
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 900.41657 922.44903 3.1830944 2000-2012 –> 2007-2019 6.8411650 2413.579221 2460.95449
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 603.63405 623.86650 2.2204965 2000-2012 –> 2007-2019 3.8799030 1576.482514 1621.33713
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 894.10315 912.98811 3.1434307 2000-2012 –> 2007-2019 6.7921355 2403.850694 2444.45807
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 512.60762 532.84006 1.5770030 2000-2012 –> 2007-2019 3.1366542 1454.581200 1499.43581
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 889.84222 911.87468 3.0867367 2000-2012 –> 2007-2019 6.6240253 2384.471300 2431.84657
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 906.10175 924.98672 3.2550071 2000-2012 –> 2007-2019 7.0573810 2438.621137 2479.22851
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate_star 930.58314 946.32061 3.5154771 2000-2012 –> 2007-2019 7.5987800 2500.449433 2534.28891
mod Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 436.66791 456.90036 1.1853506 2000-2012 –> 2007-2019 2.4396225 1270.123803 1314.97842
obs Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 900.48054 922.51301 3.1836865 2000-2012 –> 2007-2019 6.8375796 2413.012466 2460.38773
obs Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 932.49045 951.37542 3.5145300 2000-2012 –> 2007-2019 7.5965978 2504.189754 2544.79713
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 496.12286 516.35531 1.4822385 2000-2012 –> 2007-2019 2.9555673 1409.741366 1454.59598
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 489.62048 509.85292 1.4464444 2000-2012 –> 2007-2019 2.8597446 1382.523780 1427.37839
mod Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 522.97969 540.32178 1.6520843 2000-2012 –> 2007-2019 3.2102758 1462.486930 1500.93374
mod Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate_star 514.57046 531.91256 1.6006729 2000-2012 –> 2007-2019 3.0900482 1431.583527 1470.03034
obs Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate_star 944.51407 963.39904 3.6395432 2000-2012 –> 2007-2019 7.4043757 2471.556395 2512.16377
mod Indian (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 488.75539 508.98784 1.4417479 2000-2012 –> 2007-2019 2.8465945 1378.670993 1423.52561
mod Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 513.65681 530.99891 1.5951844 2000-2012 –> 2007-2019 3.0771865 1428.198390 1466.64520
obs Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 943.74741 962.63237 3.6314409 2000-2012 –> 2007-2019 7.3824640 2468.761289 2509.36866
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate_star 2181.63945 2205.69233 3.4780306 2000-2012 –> 2007-2019 7.1016267 4829.678382 4878.86085
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1169.73007 1196.69548 1.2732761 2000-2012 –> 2007-2019 3.0437781 2871.421069 2926.73462
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1167.62945 1194.59486 1.2694390 2000-2012 –> 2007-2019 3.0366607 2867.747887 2923.06144
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2128.37074 2156.43243 3.2497190 2000-2012 –> 2007-2019 6.6884283 4727.400576 4784.78012
obs Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 2183.07280 2207.12568 3.4841603 2000-2012 –> 2007-2019 7.1070117 4830.911522 4880.09399
mod Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1199.07996 1226.04538 1.3281176 2000-2012 –> 2007-2019 3.2265013 2959.910254 3015.22381
obs Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2144.22257 2172.28426 3.3136242 2000-2012 –> 2007-2019 6.7778503 4750.453234 4807.83277
obs Indian (26,26.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 2181.25148 2205.30435 3.4763732 2000-2012 –> 2007-2019 7.0999247 4829.278404 4878.46087
mod Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1167.56337 1194.52879 1.2693185 2000-2012 –> 2007-2019 3.0362739 2867.553992 2922.86754
obs Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2127.78983 2155.85153 3.2474006 2000-2012 –> 2007-2019 6.6846207 4726.397738 4783.77728
obs Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 2160.84906 2184.90194 3.3903229 2000-2012 –> 2007-2019 6.9094394 4780.391679 4829.57414
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1210.09132 1237.05674 1.3492967 2000-2012 –> 2007-2019 3.1399263 2921.368273 2976.68182
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1202.96131 1229.92672 1.3355447 2000-2012 –> 2007-2019 3.1176975 2910.214299 2965.52785
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 1276.49873 1299.61195 1.4886505 2000-2012 –> 2007-2019 3.3250806 3007.192966 3054.60458
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1261.87438 1284.98759 1.4576973 2000-2012 –> 2007-2019 3.2781496 2985.158329 3032.56994
obs Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2157.15438 2181.20726 3.3749694 2000-2012 –> 2007-2019 6.8518769 4764.944035 4814.12650
mod Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1202.52868 1229.49409 1.3347148 2000-2012 –> 2007-2019 3.1160406 2909.388079 2964.70163
obs Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2198.02509 2222.07797 3.5487519 2000-2012 –> 2007-2019 7.1106050 4829.324842 4878.50731
mod Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1261.38605 1284.49926 1.4566749 2000-2012 –> 2007-2019 3.2759743 2984.132781 3031.54440
obs Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2156.04625 2180.09913 3.3703781 2000-2012 –> 2007-2019 6.8447482 4763.124853 4812.30732
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 4380.13477 4408.38327 3.4827089 2000-2012 –> 2007-2019 6.8089717 8899.889993 8956.68009
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4369.58267 4402.53925 3.4561227 2000-2012 –> 2007-2019 6.7869972 8893.720983 8959.97610
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1230.17086 1258.60105 0.9985111 2000-2012 –> 2007-2019 2.2743649 2830.247504 2887.85032
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4359.69381 4392.65040 3.4353204 2000-2012 –> 2007-2019 6.7588504 8880.035333 8946.29045
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 4359.18637 4387.43487 3.4384521 2000-2012 –> 2007-2019 6.7504622 8871.555763 8928.34586
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1351.37142 1379.80161 1.1500086 2000-2012 –> 2007-2019 2.9025546 3254.299170 3311.90198
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1374.33310 1402.76330 1.1812005 2000-2012 –> 2007-2019 2.4528025 2971.225238 3028.82805
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4349.71844 4382.67503 3.4144630 2000-2012 –> 2007-2019 6.7248831 8863.261907 8929.51702
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1230.40394 1258.83413 0.9987824 2000-2012 –> 2007-2019 2.2747602 2830.573303 2888.17612
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4359.89666 4392.85325 3.4357458 2000-2012 –> 2007-2019 6.7593860 8880.295177 8946.55029
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1510.54523 1534.91398 1.3876583 2000-2012 –> 2007-2019 2.6678146 3111.833558 3161.20740
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 4359.39716 4387.64566 3.4388946 2000-2012 –> 2007-2019 6.7825984 8888.147514 8944.93761
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1376.95748 1405.38768 1.1848190 2000-2012 –> 2007-2019 2.4985964 3004.977629 3062.58044
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1397.38531 1421.75405 1.2161981 2000-2012 –> 2007-2019 2.5805366 3059.431560 3108.80540
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 4374.34819 4402.59669 3.4704272 2000-2012 –> 2007-2019 6.8023072 8897.005625 8953.79572
mod Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1377.72392 1406.15412 1.1858778 2000-2012 –> 2007-2019 2.4991580 3005.382930 3062.98574
mod Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1416.05868 1440.42742 1.2429573 2000-2012 –> 2007-2019 2.5659424 3048.741673 3098.11551
obs Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4371.39371 4399.64222 3.4641732 2000-2012 –> 2007-2019 6.7827771 8887.183965 8943.97406
mod Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1398.93937 1423.30811 1.2184029 2000-2012 –> 2007-2019 2.5833407 3061.404594 3110.77843
obs Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4374.28883 4402.53734 3.4703014 2000-2012 –> 2007-2019 6.8023496 8897.033030 8953.82313
mod Indian (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate 2863.11026 2891.40256 1.3620720 2000-2012 –> 2007-2019 2.7536203 6100.921890 6158.17346
mod Indian (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2846.91125 2879.91894 1.3471313 2000-2012 –> 2007-2019 2.7374961 6085.153942 6151.94744
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 7288.22145 7319.55247 3.4506290 2000-2012 –> 2007-2019 6.9913785 15350.052374 15413.26271
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 7290.22585 7326.77870 3.4506345 2000-2012 –> 2007-2019 6.9877341 15350.962659 15424.70805
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2741.53405 2774.54173 1.2637865 2000-2012 –> 2007-2019 2.4178718 5636.316808 5703.11031
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7280.45400 7317.00685 3.4383412 2000-2012 –> 2007-2019 6.9600178 15328.081091 15401.82648
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 7251.04373 7282.37474 3.4040915 2000-2012 –> 2007-2019 6.9395024 15308.347895 15371.55823
mod Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2778.90120 2811.90888 1.2927338 2000-2012 –> 2007-2019 2.5831988 5879.648732 5946.44223
mod Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2888.24297 2921.25066 1.3813025 2000-2012 –> 2007-2019 2.5297763 5774.037784 5840.83128
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7248.08185 7284.63471 3.3979281 2000-2012 –> 2007-2019 6.9197182 15295.805675 15369.55107
mod Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate 2819.09281 2847.38511 1.3262161 2000-2012 –> 2007-2019 2.6737093 5997.581076 6054.83265
mod Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2741.95710 2774.96479 1.2641106 2000-2012 –> 2007-2019 2.4189880 5638.005032 5704.79853
obs Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7281.33237 7317.88522 3.4394444 2000-2012 –> 2007-2019 6.9625531 15330.179181 15403.92457
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2935.57212 2968.57980 1.4214980 2000-2012 –> 2007-2019 2.6736375 5980.724926 6047.51843
obs Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 7280.25494 7311.58596 3.4406036 2000-2012 –> 2007-2019 6.9849619 15345.142001 15408.35234
obs Indian (26.75,27] cstar_tref ~ temp + nitrate + phosphate_star 7249.61338 7275.72256 3.4047998 2000-2012 –> 2007-2019 6.9692543 15329.462026 15382.13731
mod Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2936.31660 2969.32428 1.4221395 2000-2012 –> 2007-2019 2.6739600 5980.999608 6047.79311
mod Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2970.57194 2998.86424 1.4537339 2000-2012 –> 2007-2019 2.7086651 6017.831443 6075.08301
obs Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7246.86572 7278.19674 3.3989011 2000-2012 –> 2007-2019 6.9522403 15319.344694 15382.55503
obs Indian (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7281.12023 7312.45125 3.4416911 2000-2012 –> 2007-2019 6.9872585 15347.030508 15410.24085
obs Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 4389.63994 4417.54161 4.1068349 2000-2012 –> 2007-2019 8.5135991 9474.474397 9531.01455
obs Indian (27,27.25] cstar_tref ~ nitrate + phosphate + phosphate_star 4363.01734 4386.26873 4.0419449 2000-2012 –> 2007-2019 8.5007893 9466.388977 9513.50577
obs Indian (27,27.25] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4365.00522 4392.90690 4.0419132 2000-2012 –> 2007-2019 8.4348722 9444.355087 9500.89524
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate 4389.36282 4417.26449 4.1060988 2000-2012 –> 2007-2019 8.5526913 9489.924741 9546.46490
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4390.83406 4423.38601 4.1046947 2000-2012 –> 2007-2019 8.5114335 9477.658466 9543.62198
obs Indian (27,27.25] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4364.87526 4392.77693 4.0415734 2000-2012 –> 2007-2019 8.4983332 9469.429445 9525.96960
obs Indian (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4366.82003 4399.37198 4.0414291 2000-2012 –> 2007-2019 8.4327963 9447.536398 9513.49991
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4045.84196 4079.29345 2.3976448 2000-2012 –> 2007-2019 4.7138594 8478.197005 8545.84707
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4094.59528 4128.04677 2.4650675 2000-2012 –> 2007-2019 4.4572818 8232.205668 8299.85573
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4045.89132 4079.34282 2.3977121 2000-2012 –> 2007-2019 4.7139323 8478.251137 8545.90120
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 4074.82157 4103.49428 2.4402708 2000-2012 –> 2007-2019 4.7565206 8505.206431 8563.19220
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 4109.54795 4138.22066 2.4889535 2000-2012 –> 2007-2019 4.6895345 8439.730820 8497.71659
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4060.14158 4093.59308 2.4172269 2000-2012 –> 2007-2019 4.5117799 8295.734787 8363.38485
obs Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4349.20413 4381.75608 3.9956403 2000-2012 –> 2007-2019 8.4065018 9437.663082 9503.62660
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4005.02878 4038.48028 2.3426230 2000-2012 –> 2007-2019 4.5199060 8316.392686 8384.04275
obs Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 4353.32406 4381.22574 4.0114887 2000-2012 –> 2007-2019 8.4501225 9450.754536 9507.29469
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4041.38561 4074.83711 2.3915747 2000-2012 –> 2007-2019 4.4765117 8267.978096 8335.62816
obs Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate 4348.44590 4376.34757 3.9988510 2000-2012 –> 2007-2019 8.4142331 9436.695417 9493.23557
mod Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4041.17058 4074.62207 2.3912822 2000-2012 –> 2007-2019 4.4736967 8265.395140 8333.04520
mod Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4050.74361 4079.41632 2.4070761 2000-2012 –> 2007-2019 4.6894333 8452.295691 8510.28146
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 5580.17221 5609.76104 3.6689134 2000-2012 –> 2007-2019 7.8548699 12051.798958 12111.58353
obs Indian (27.25,27.5] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 5584.65468 5614.24351 3.6769524 2000-2012 –> 2007-2019 7.9175923 12085.691702 12145.47628
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5577.76168 5612.28198 3.6610207 2000-2012 –> 2007-2019 7.8305318 12042.468473 12112.21715
obs Indian (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate 5628.29499 5657.88382 3.7561444 2000-2012 –> 2007-2019 7.9918504 12126.694037 12186.47861
obs Indian (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5580.32186 5614.84216 3.6656001 2000-2012 –> 2007-2019 7.8682375 12062.960573 12132.70925
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4204.77524 4239.08036 1.9961497 2000-2012 –> 2007-2019 3.8641201 8674.239613 8743.50226
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 5587.42030 5621.94060 3.6783273 2000-2012 –> 2007-2019 7.9278517 12095.199882 12164.94856
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4204.25147 4238.55658 1.9956234 2000-2012 –> 2007-2019 3.8646032 8674.893687 8744.15633
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 4207.22550 4236.62988 2.0006278 2000-2012 –> 2007-2019 3.8739173 8680.888789 8740.25677
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 4208.06139 4237.46577 2.0014700 2000-2012 –> 2007-2019 3.8716318 8678.081834 8737.44982
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4207.70826 4242.01337 1.9990999 2000-2012 –> 2007-2019 3.8673663 8677.518082 8746.78073
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5578.89530 5613.41560 3.6630477 2000-2012 –> 2007-2019 7.8927121 12076.059945 12145.80862
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4199.68299 4233.98810 1.9910380 2000-2012 –> 2007-2019 3.8579228 8667.880048 8737.14269
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 4207.66730 4237.07168 2.0010729 2000-2012 –> 2007-2019 3.8712102 8677.659175 8737.02716
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5575.34477 5609.86507 3.6567027 2000-2012 –> 2007-2019 7.8379219 12046.405594 12116.15427
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4200.14482 4234.44993 1.9915011 2000-2012 –> 2007-2019 3.8616362 8672.134081 8741.39673
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 5585.87443 5615.46326 3.6791430 2000-2012 –> 2007-2019 7.9358789 12095.496174 12155.28075
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4206.85697 4236.26136 2.0002566 2000-2012 –> 2007-2019 3.8712952 8677.899220 8737.26720
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4198.31801 4232.62313 1.9896701 2000-2012 –> 2007-2019 3.8606579 8671.301116 8740.56376
obs Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5584.48146 5619.00176 3.6730527 2000-2012 –> 2007-2019 7.8970898 12078.629349 12148.37802
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6951.53788 6987.98252 3.1719045 2000-2012 –> 2007-2019 6.6822993 14716.722946 14790.11799
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 6956.77184 6988.01011 3.1804268 2000-2012 –> 2007-2019 6.7208355 14744.629475 14807.53951
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6954.37120 6990.81584 3.1752397 2000-2012 –> 2007-2019 6.7032953 14734.099610 14807.49465
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7110.82751 7147.27215 3.3649594 2000-2012 –> 2007-2019 6.9127784 14906.744629 14980.13967
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 5597.44505 5628.81538 1.8362228 2000-2012 –> 2007-2019 3.3679013 11355.717811 11419.19124
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7062.00520 7098.44984 3.3045712 2000-2012 –> 2007-2019 6.9044064 14900.102693 14973.49774
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 5573.58671 5604.95704 1.8203954 2000-2012 –> 2007-2019 3.3269889 11280.437620 11343.91105
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6956.90611 6993.35075 3.1782266 2000-2012 –> 2007-2019 6.7186287 14746.758397 14820.15344
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate_star 5549.55259 5575.69453 1.8058994 2000-2012 –> 2007-2019 3.3363371 11303.301429 11356.19595
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7071.65156 7108.09620 3.3164162 2000-2012 –> 2007-2019 6.9457197 14933.375545 15006.77059
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7050.60294 7087.04758 3.2906246 2000-2012 –> 2007-2019 6.8463986 14853.010700 14926.40574
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7073.75423 7110.19888 3.3190038 2000-2012 –> 2007-2019 6.9255895 14917.281066 14990.67611
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate_star 5171.27070 5197.41264 1.5742850 2000-2012 –> 2007-2019 2.9957276 10694.952837 10747.84736
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 5153.93837 5185.30870 1.5632806 2000-2012 –> 2007-2019 2.9794614 10668.071799 10731.54523
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate_star 5080.56507 5106.70702 1.5233154 2000-2012 –> 2007-2019 2.8828013 10465.469743 10518.36427
obs Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7064.80529 7101.24993 3.3080051 2000-2012 –> 2007-2019 6.8970132 14894.173435 14967.56848
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5081.89764 5113.26797 1.5229465 2000-2012 –> 2007-2019 2.8822870 10468.469163 10531.94259
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + phosphate_star 5163.30246 5189.44440 1.5697399 2000-2012 –> 2007-2019 2.9865289 10676.772839 10729.66736
mod Indian (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5149.37524 5180.74557 1.5606944 2000-2012 –> 2007-2019 2.9736043 10656.307974 10719.78140
mod Indian (27.5,27.75] cstar_tref ~ temp + silicate + phosphate_star 5290.85932 5317.00126 1.6441003 2000-2012 –> 2007-2019 3.1486902 10991.566402 11044.46092
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 2380.71472 2403.02206 1.5421574 2000-2012 –> 2007-2019 2.9048459 4599.607532 4644.21440
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 2386.39772 2413.16653 1.5466011 2000-2012 –> 2007-2019 2.8559171 4556.228348 4609.75658
mod Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2299.58149 2326.35030 1.4451809 2000-2012 –> 2007-2019 2.6666730 4380.678427 4434.20666
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3549.40178 3581.46626 2.8089097 2000-2012 –> 2007-2019 5.9926041 7413.411138 7477.78807
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3556.26133 3588.32581 2.8223034 2000-2012 –> 2007-2019 6.0197101 7426.691539 7491.06847
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2173.25045 2204.48073 1.3073156 2000-2012 –> 2007-2019 2.4366318 4156.074443 4218.52405
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3522.25486 3554.31933 2.7565242 2000-2012 –> 2007-2019 6.0284857 7427.121204 7491.49813
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3554.29386 3586.35834 2.8184553 2000-2012 –> 2007-2019 6.0104744 7422.204587 7486.58152
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2222.58275 2253.81303 1.3586842 2000-2012 –> 2007-2019 2.5736140 4298.795231 4361.24484
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3521.97863 3554.04311 2.7559962 2000-2012 –> 2007-2019 5.9877967 7408.393691 7472.77062
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2169.35419 2200.58447 1.3033423 2000-2012 –> 2007-2019 2.4272641 4146.058932 4208.50854
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3522.46628 3554.53076 2.7569283 2000-2012 –> 2007-2019 6.0289140 7427.343615 7491.72055
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 2385.39794 2412.16675 1.5453936 2000-2012 –> 2007-2019 2.9811643 4673.056271 4726.58451
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 3523.31246 3550.79629 2.7623753 2000-2012 –> 2007-2019 6.0344233 7426.218269 7481.39850
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3507.82195 3539.88643 2.7290719 2000-2012 –> 2007-2019 5.9134996 7372.175387 7436.55232
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3507.34830 3539.41277 2.7281756 2000-2012 –> 2007-2019 5.9166532 7373.600538 7437.97747
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 2256.68208 2283.45089 1.3975481 2000-2012 –> 2007-2019 2.6654620 4385.448188 4438.97642
obs Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3507.21450 3539.27898 2.7279225 2000-2012 –> 2007-2019 5.9142462 7372.457188 7436.83412
mod Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2329.21559 2355.98440 1.4790295 2000-2012 –> 2007-2019 2.8647141 4571.495347 4625.02358
mod Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2253.54984 2280.31865 1.3941324 2000-2012 –> 2007-2019 2.6597201 4379.969102 4433.49734
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 2978.26827 3006.46527 1.5031777 2000-2012 –> 2007-2019 2.8057872 5754.260147 5810.72029
mod Indian (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3004.30172 3032.49873 1.5274685 2000-2012 –> 2007-2019 2.8668733 5826.032744 5882.49288
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2904.17554 2932.37255 1.4361382 2000-2012 –> 2007-2019 2.6909659 5618.803682 5675.26382
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate_star 3155.24906 3178.74656 1.6783165 2000-2012 –> 2007-2019 3.1732122 6155.322886 6202.37300
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4922.43471 4957.00270 2.6155795 2000-2012 –> 2007-2019 5.3630377 9849.115676 9918.11453
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4893.76021 4928.32820 2.5794585 2000-2012 –> 2007-2019 5.3220717 9816.872344 9885.87120
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2853.26441 2886.16092 1.3901018 2000-2012 –> 2007-2019 2.6273163 5546.681704 5612.55187
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4898.82488 4933.39287 2.5858020 2000-2012 –> 2007-2019 5.3464038 9835.155869 9904.15473
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate_star 3466.14338 3494.34038 2.0299213 2000-2012 –> 2007-2019 3.9064382 6841.543682 6898.00382
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2893.62921 2926.52571 1.4250860 2000-2012 –> 2007-2019 2.7034880 5640.819306 5706.68947
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 3527.18409 3555.38110 2.1076713 2000-2012 –> 2007-2019 4.0483857 6957.819327 7014.27947
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2852.63243 2885.52893 1.3895610 2000-2012 –> 2007-2019 2.6269293 5546.253822 5612.12399
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4899.29350 4933.86149 2.5863897 2000-2012 –> 2007-2019 5.3514549 9838.891032 9907.88989
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 2979.64948 3007.84649 1.5044567 2000-2012 –> 2007-2019 2.8849189 5850.957464 5907.41760
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4894.41887 4928.98686 2.5802826 2000-2012 –> 2007-2019 5.3237095 9818.130817 9887.12968
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4899.94385 4934.51185 2.5872056 2000-2012 –> 2007-2019 5.3459899 9834.943209 9903.94207
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 4893.00155 4922.63126 2.5810119 2000-2012 –> 2007-2019 5.3254783 9815.479560 9874.62144
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 4897.98083 4927.61054 2.5872520 2000-2012 –> 2007-2019 5.3501831 9834.017233 9893.15911
obs Indian (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4900.35408 4934.92207 2.5877203 2000-2012 –> 2007-2019 5.3517673 9839.206906 9908.20576
obs Indian (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4898.35416 4927.98387 2.5877205 2000-2012 –> 2007-2019 5.3548389 9837.452647 9896.59453
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 3353.42884 3381.77904 1.7980829 2000-2012 –> 2007-2019 3.2725574 6397.977938 6454.72140
mod Indian (27.95,28.05] cstar_tref ~ sal + nitrate + phosphate_star 3587.45328 3611.07845 2.0717473 2000-2012 –> 2007-2019 4.0129995 7091.505289 7138.79151
mod Indian (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3387.43446 3415.78466 1.8351617 2000-2012 –> 2007-2019 3.3243487 6448.643916 6505.38738
mod Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3335.60272 3363.95292 1.7789460 2000-2012 –> 2007-2019 3.2076925 6327.287681 6384.03115
mod Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate_star 3401.25762 3424.88279 1.8526745 2000-2012 –> 2007-2019 3.3732085 6495.421837 6542.70806
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7877.24530 7915.11773 2.6104916 2000-2012 –> 2007-2019 5.3445012 15432.086411 15507.40346
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7890.65066 7923.11274 2.6226844 2000-2012 –> 2007-2019 5.3604053 15447.710601 15512.26807
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 7841.36440 7879.23683 2.5823125 2000-2012 –> 2007-2019 5.3102092 15389.244255 15464.56130
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3330.57865 3363.65388 1.7714616 2000-2012 –> 2007-2019 3.1095542 6214.266916 6280.46763
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7909.66826 7947.54069 2.6362195 2000-2012 –> 2007-2019 5.4315869 15533.533737 15608.85078
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 3588.78404 3617.13424 2.0709153 2000-2012 –> 2007-2019 3.9963021 7081.065807 7137.80927
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3374.55192 3407.62715 1.8188410 2000-2012 –> 2007-2019 3.1747080 6280.382914 6346.58362
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3332.76959 3365.84483 1.7737927 2000-2012 –> 2007-2019 3.1125582 6217.301416 6283.50213
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7908.61732 7946.48975 2.6353816 2000-2012 –> 2007-2019 5.4376087 15540.105289 15615.42233
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 3387.69233 3416.04254 1.8354457 2000-2012 –> 2007-2019 3.2070032 6310.830201 6367.57367
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 7877.09645 7909.55854 2.6119538 2000-2012 –> 2007-2019 5.3475497 15431.741668 15496.29914
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7839.03601 7876.90844 2.5804944 2000-2012 –> 2007-2019 5.3128818 15392.031363 15467.34841
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7900.77243 7938.64486 2.6291354 2000-2012 –> 2007-2019 5.4269147 15527.320039 15602.63708
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 7902.67417 7929.72590 2.6338331 2000-2012 –> 2007-2019 5.3716762 15457.873104 15511.67099
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 7842.13605 7874.59813 2.5844783 2000-2012 –> 2007-2019 5.3176388 15394.011229 15458.56870
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5429.79823 5464.80057 2.8562800 2000-2012 –> 2007-2019 5.7758752 10763.257378 10833.07452
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 5428.41692 5458.41893 2.8570856 2000-2012 –> 2007-2019 5.7767203 10759.904987 10819.74825
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 2002.57160 2027.91895 1.7365918 2000-2012 –> 2007-2019 3.3509699 3851.727561 3902.16742
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5481.77464 5516.77698 2.9247539 2000-2012 –> 2007-2019 5.8682499 10832.648669 10902.46581
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2003.25101 2028.59836 1.7377603 2000-2012 –> 2007-2019 3.4145567 3889.128243 3939.56810
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 2004.57896 2029.92631 1.7400466 2000-2012 –> 2007-2019 3.3573580 3855.492067 3905.93193
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 5394.90297 5429.90532 2.8112107 2000-2012 –> 2007-2019 5.6643322 10679.167287 10748.98443
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5446.18578 5481.18812 2.8776942 2000-2012 –> 2007-2019 5.8010060 10782.362304 10852.17945
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate 2012.69969 2033.82249 1.7575705 2000-2012 –> 2007-2019 3.3888423 3869.932652 3911.96587
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 1968.13008 1993.47743 1.6783714 2000-2012 –> 2007-2019 3.3094035 3827.220756 3877.66062
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1999.95486 2025.30221 1.7320984 2000-2012 –> 2007-2019 3.3480092 3850.029356 3900.46922
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1969.81385 1999.38576 1.6778460 2000-2012 –> 2007-2019 3.2834430 3815.690116 3874.53662
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5436.34555 5471.34789 2.8648165 2000-2012 –> 2007-2019 5.7876011 10772.136859 10841.95400
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 2001.30858 2026.65593 1.7344215 2000-2012 –> 2007-2019 3.4109940 3887.056554 3937.49641
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 2044.38842 2069.73577 1.8100007 2000-2012 –> 2007-2019 3.4029029 3880.580697 3931.02056
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5437.93165 5472.93399 2.8668883 2000-2012 –> 2007-2019 5.7821378 10768.209106 10838.02625
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 1982.05954 2007.40689 1.7016791 2000-2012 –> 2007-2019 3.3072764 3825.936025 3876.37589
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 5465.57923 5495.58123 2.9058915 2000-2012 –> 2007-2019 5.8422501 10809.267517 10869.11078
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5431.48567 5466.48801 2.8584777 2000-2012 –> 2007-2019 5.7575341 10749.865411 10819.68255
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 5429.67662 5459.67863 2.8587265 2000-2012 –> 2007-2019 5.7611636 10748.545793 10808.38906
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 11711.43573 11746.13757 2.7660734 2000-2012 –> 2007-2019 5.6679406 23767.287881 23836.74877
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11690.59154 11731.07703 2.7529458 2000-2012 –> 2007-2019 5.6154575 23682.244462 23763.28217
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 11724.22970 11758.93154 2.7734528 2000-2012 –> 2007-2019 5.6552406 23746.419440 23815.88033
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 4584.08913 4616.12246 1.0687295 2000-2012 –> 2007-2019 2.0765856 8873.527538 8937.43619
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11707.89093 11748.37642 2.7628813 2000-2012 –> 2007-2019 5.6280007 23703.958319 23784.99602
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4580.77703 4618.14925 1.0668866 2000-2012 –> 2007-2019 2.0747182 8872.142341 8946.70243
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate 11757.03984 11791.74169 2.7924676 2000-2012 –> 2007-2019 5.6861869 23799.260484 23868.72137
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4676.52123 4713.89345 1.1005947 2000-2012 –> 2007-2019 2.1499618 9088.964174 9163.52427
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 11713.48923 11753.97471 2.7661042 2000-2012 –> 2007-2019 5.6155202 23682.912201 23763.94991
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11797.69139 11838.17687 2.8150350 2000-2012 –> 2007-2019 5.7147128 23851.884390 23932.92209
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 4623.99287 4656.02620 1.0826749 2000-2012 –> 2007-2019 2.1113363 8974.689314 9038.59796
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 4655.95237 4687.98570 1.0939751 2000-2012 –> 2007-2019 2.1484902 9081.067081 9144.97573
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4624.24811 4661.62033 1.0820613 2000-2012 –> 2007-2019 2.1107197 8976.935532 9051.49562
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11796.06813 11836.55362 2.8140836 2000-2012 –> 2007-2019 5.7203309 23861.232372 23942.27008
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11795.16444 11835.64993 2.8135541 2000-2012 –> 2007-2019 5.7090460 23842.353988 23923.39169
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 11796.37994 11831.08179 2.8154387 2000-2012 –> 2007-2019 5.7216889 23859.548872 23929.00976
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate 4582.10647 4608.80091 1.0687355 2000-2012 –> 2007-2019 2.0917899 8914.416559 8967.67377
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4582.04770 4614.08103 1.0680209 2000-2012 –> 2007-2019 2.0800001 8883.725583 8947.63423
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + phosphate_star 4624.72911 4651.42355 1.0836378 2000-2012 –> 2007-2019 2.1404678 9054.417907 9107.67512
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4622.29486 4654.32819 1.0820778 2000-2012 –> 2007-2019 2.1186215 8995.876381 9059.78503
obs Indian (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate 6033.78978 6064.84272 2.4223305 2000-2012 –> 2007-2019 5.2277174 11137.887202 11198.61622
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6032.67159 6068.90001 2.4194427 2000-2012 –> 2007-2019 5.2246749 11138.654489 11209.50501
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 4260.18869 4295.34285 0.5496310 2000-2012 –> 2007-2019 0.9945900 7395.988630 7466.23874
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate 4436.96509 4472.11925 0.5687193 2000-2012 –> 2007-2019 1.0146562 7584.022266 7654.27237
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6030.37319 6066.60162 2.4173163 2000-2012 –> 2007-2019 5.1926672 11114.102515 11184.95304
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6036.23405 6072.46248 2.4227422 2000-2012 –> 2007-2019 5.2248989 11139.937392 11210.78792
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 4194.47816 4235.49135 0.5424905 2000-2012 –> 2007-2019 0.9860900 7316.587035 7398.54549
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 4220.44911 4261.46230 0.5452183 2000-2012 –> 2007-2019 0.9813735 7255.771814 7337.73027
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4227.15968 4268.17287 0.5459253 2000-2012 –> 2007-2019 0.9823312 7265.428037 7347.38649
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6027.78810 6064.01653 2.4149269 2000-2012 –> 2007-2019 5.1922705 11113.008863 11183.85939
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate_star 4525.60258 4560.75674 0.5785385 2000-2012 –> 2007-2019 1.0266572 7697.688675 7767.93878
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4180.79340 4221.80659 0.5410587 2000-2012 –> 2007-2019 0.9781264 7226.833126 7308.79158
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4223.31810 4264.33129 0.5455204 2000-2012 –> 2007-2019 0.9817821 7259.891290 7341.84975
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate 6028.53400 6059.58693 2.4174650 2000-2012 –> 2007-2019 5.2060792 11120.170333 11180.89935
mod Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate 4615.60164 4650.75580 0.5886820 2000-2012 –> 2007-2019 1.0362610 7781.506934 7851.75704
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6024.97951 6061.20794 2.4123336 2000-2012 –> 2007-2019 5.2009448 11118.613599 11189.46412
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6035.50899 6071.73741 2.4220703 2000-2012 –> 2007-2019 5.2212047 11136.969887 11207.82041
obs Indian (28.2,28.3] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 6025.97203 6057.02497 2.4150968 2000-2012 –> 2007-2019 5.2052855 11118.781295 11179.51032
obs Indian (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6026.45233 6062.68076 2.4136931 2000-2012 –> 2007-2019 5.2026368 11120.334130 11191.18466
mod Indian (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4643.55841 4678.71257 0.5918690 2000-2012 –> 2007-2019 1.0385311 7798.949036 7869.19914
obs Indian (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate_star 3416.04205 3443.46735 2.6243793 2000-2012 –> 2007-2019 5.3667828 6103.448178 6156.74388
obs Indian (28.3,28.4] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 3420.26855 3447.69385 2.6321583 2000-2012 –> 2007-2019 5.3921398 6114.715646 6168.01135
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3428.62741 3460.62359 2.6439054 2000-2012 –> 2007-2019 5.3843461 6117.244557 6179.42288
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3417.97619 3449.97237 2.6242583 2000-2012 –> 2007-2019 5.3432888 6097.949922 6160.12825
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4072.11646 4114.00292 0.4832914 2000-2012 –> 2007-2019 0.9203586 6962.054851 7044.51660
obs Indian (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3422.25259 3454.24877 2.6321289 2000-2012 –> 2007-2019 5.3624902 6106.809081 6168.98741
mod Indian (28.3,28.4] cstar_tref ~ sal + silicate + phosphate + phosphate_star 4154.74226 4190.64494 0.4903141 2000-2012 –> 2007-2019 0.9423750 7206.742580 7277.42408
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 4011.10545 4052.99192 0.4782908 2000-2012 –> 2007-2019 0.9055556 6790.713401 6873.17515
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate 4068.10183 4104.00451 0.4831254 2000-2012 –> 2007-2019 0.9200924 6954.924959 7025.60646
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 4067.33425 4109.22072 0.4828975 2000-2012 –> 2007-2019 0.9194303 6951.320849 7033.78260
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4066.86744 4108.75391 0.4828591 2000-2012 –> 2007-2019 0.9194379 6951.367071 7033.82882
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3439.96024 3471.95642 2.6649713 2000-2012 –> 2007-2019 5.3985289 6125.805997 6187.98432
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4241.61135 4283.49782 0.4974595 2000-2012 –> 2007-2019 0.9465480 7263.524531 7345.98628
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4070.04047 4111.92694 0.4831204 2000-2012 –> 2007-2019 0.9199172 6956.969306 7039.43106
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3439.64968 3471.64586 2.6643918 2000-2012 –> 2007-2019 5.4010576 6126.747792 6188.92612
mod Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 4094.81797 4130.72065 0.4853308 2000-2012 –> 2007-2019 0.9198793 6954.645205 7025.32671
obs Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3421.67442 3453.67060 2.6310634 2000-2012 –> 2007-2019 5.3915817 6118.335816 6180.51414
obs Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3416.33111 3448.32729 2.6212368 2000-2012 –> 2007-2019 5.3599508 6104.253657 6166.43198
mod Indian (28.3,28.4] cstar_tref ~ temp + aou + silicate + phosphate 4258.91427 4294.81695 0.4990992 2000-2012 –> 2007-2019 0.9507423 7306.417327 7377.09883
obs Indian (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3419.07498 3451.07116 2.6262783 2000-2012 –> 2007-2019 5.3789143 6112.585246 6174.76357
mod N_Atlantic (-Inf,26] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 258.78106 276.04241 0.9879227 2000-2012 –> 2007-2019 4.6451706 1033.162905 1071.01576
mod N_Atlantic (-Inf,26] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 258.86227 273.65772 0.9998102 2000-2012 –> 2007-2019 4.6592125 1031.409013 1063.85432
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 363.88502 377.12776 8.5961704 2000-2012 –> 2007-2019 16.4746311 705.293704 731.48748
mod N_Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 217.42188 234.68324 0.7789198 2000-2012 –> 2007-2019 4.5138700 997.690330 1035.54318
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 357.63120 370.87394 8.0647465 2000-2012 –> 2007-2019 16.1418348 701.380377 727.57415
mod N_Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 226.68410 243.94546 0.8215060 2000-2012 –> 2007-2019 4.4629976 999.857040 1037.70989
mod N_Atlantic (-Inf,26] cstar_tref ~ sal + silicate + phosphate + phosphate_star 227.08740 241.88285 0.8329313 2000-2012 –> 2007-2019 4.7017032 1015.212576 1047.65788
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 363.93983 377.18257 8.6009794 2000-2012 –> 2007-2019 16.4984918 705.575549 731.76932
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 363.96649 377.20924 8.6033197 2000-2012 –> 2007-2019 16.5013508 705.608385 731.80216
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 360.16092 373.40366 8.2756354 2000-2012 –> 2007-2019 16.1596885 701.636297 727.83007
mod N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 217.11525 234.37661 0.7775483 2000-2012 –> 2007-2019 4.4226574 990.566203 1028.41906
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 357.65094 370.89368 8.0663714 2000-2012 –> 2007-2019 16.1526859 701.507433 727.70121
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 357.70829 370.95103 8.0710929 2000-2012 –> 2007-2019 16.1595356 701.589515 727.78329
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 364.02050 377.26324 8.6080623 2000-2012 –> 2007-2019 16.5149365 705.767583 731.96136
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 357.70448 370.94722 8.0707792 2000-2012 –> 2007-2019 16.4228267 704.600333 730.79411
mod N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 217.69296 234.95432 0.7801342 2000-2012 –> 2007-2019 4.6484330 1007.783900 1045.63675
obs N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 357.70781 370.95055 8.0710537 2000-2012 –> 2007-2019 16.1614355 701.611571 727.80535
mod N_Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 256.11200 273.37336 0.9728842 2000-2012 –> 2007-2019 4.6283145 1030.354657 1068.20751
mod N_Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 263.36456 278.16001 1.0260181 2000-2012 –> 2007-2019 4.6831318 1035.736135 1068.18144
mod N_Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 259.36189 276.62325 0.9912260 2000-2012 –> 2007-2019 4.6081086 1030.636181 1068.48903
obs N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2392.51724 2419.34042 7.9139214 2000-2012 –> 2007-2019 14.3033803 5411.671140 5467.39767
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 786.29578 810.94601 1.1338887 2000-2012 –> 2007-2019 2.9055644 2090.375877 2141.49131
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate 869.96144 891.09021 1.3457942 2000-2012 –> 2007-2019 3.1286796 2176.128608 2219.94183
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 815.74144 840.39167 1.2026703 2000-2012 –> 2007-2019 2.8009817 2053.091701 2104.20713
obs N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2366.73242 2393.55560 7.6203001 2000-2012 –> 2007-2019 13.8421969 5361.490673 5417.21720
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 815.07435 839.72458 1.2010668 2000-2012 –> 2007-2019 2.8129059 2057.886046 2109.00148
obs N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2386.43592 2413.25909 7.8436674 2000-2012 –> 2007-2019 14.2761127 5411.745163 5467.47169
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 966.68903 987.81779 1.6330338 2000-2012 –> 2007-2019 3.7748637 2391.717232 2435.53046
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 965.94547 990.59570 1.6240977 2000-2012 –> 2007-2019 3.6531716 2357.929140 2409.04457
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 885.86138 910.51161 1.3837320 2000-2012 –> 2007-2019 3.5182189 2310.664179 2361.77961
obs N_Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2392.31248 2419.13566 7.9115457 2000-2012 –> 2007-2019 14.4746777 5436.085617 5491.81215
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate 972.23965 993.36842 1.6512635 2000-2012 –> 2007-2019 3.7934106 2397.363816 2441.17704
mod N_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 814.56219 839.21242 1.1998372 2000-2012 –> 2007-2019 2.8262882 2063.221793 2114.33722
obs N_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2388.80543 2415.62861 7.8709665 2000-2012 –> 2007-2019 14.3483087 5420.499829 5476.22636
obs N_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 2406.12201 2429.11331 8.0970865 2000-2012 –> 2007-2019 14.4923645 5424.111579 5471.87717
obs N_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2392.39791 2419.22109 7.9125367 2000-2012 –> 2007-2019 14.1625476 5391.294869 5447.02140
obs N_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2401.39298 2428.21615 8.0175884 2000-2012 –> 2007-2019 14.4116860 5421.213083 5476.93961
obs N_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 2393.85467 2416.84596 7.9527437 2000-2012 –> 2007-2019 14.2280162 5394.454566 5442.22016
obs N_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2406.50265 2429.49394 8.1016068 2000-2012 –> 2007-2019 14.5623413 5433.840304 5481.60590
mod N_Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1033.98917 1058.63940 1.8608620 2000-2012 –> 2007-2019 3.8388559 2409.451239 2460.56667
mod N_Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 1189.59921 1210.70393 2.5746627 2000-2012 –> 2007-2019 4.8227634 2855.535236 2900.13717
obs N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4412.11856 4443.39245 7.3577177 2000-2012 –> 2007-2019 12.9723032 8991.651299 9055.03804
obs N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4415.19751 4446.47140 7.3753273 2000-2012 –> 2007-2019 13.0353595 9006.436005 9069.82275
mod N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 993.64207 1018.26424 1.7301606 2000-2012 –> 2007-2019 3.6423901 2541.510694 2593.54628
obs N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 4444.28962 4471.09581 7.5555328 2000-2012 –> 2007-2019 13.1706140 9021.950541 9076.28203
obs N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 4452.06958 4478.87577 7.6013089 2000-2012 –> 2007-2019 13.2618748 9041.444992 9095.77648
mod N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1139.22300 1163.84517 2.3176307 2000-2012 –> 2007-2019 4.3522904 2733.139218 2785.17480
obs N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4446.18874 4477.46263 7.5549410 2000-2012 –> 2007-2019 13.1689919 9025.583209 9088.96995
mod N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1139.29049 1163.91266 2.3179448 2000-2012 –> 2007-2019 4.4077165 2753.037554 2805.07314
obs N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4452.72032 4483.99421 7.5933502 2000-2012 –> 2007-2019 13.2413423 9040.866802 9104.25354
mod N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1206.81539 1231.43756 2.6545445 2000-2012 –> 2007-2019 5.1746933 2959.511698 3011.54728
mod N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1139.39971 1164.02188 2.3184532 2000-2012 –> 2007-2019 4.4505012 2768.007702 2820.04329
obs N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4453.61444 4484.88833 7.5986233 2000-2012 –> 2007-2019 13.2525330 9043.281452 9106.66819
obs N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 4450.06825 4476.87444 7.5895069 2000-2012 –> 2007-2019 13.2497882 9039.370634 9093.70213
mod N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 1107.33030 1128.43502 2.1826067 2000-2012 –> 2007-2019 4.1540565 2675.829451 2720.43138
obs N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4452.06745 4483.34134 7.5895022 2000-2012 –> 2007-2019 13.2497711 9043.366669 9106.75341
obs N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4450.91764 4482.19153 7.5827300 2000-2012 –> 2007-2019 13.2669995 9048.360586 9111.74733
mod N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 1177.78973 1198.89445 2.5143258 2000-2012 –> 2007-2019 4.5616417 2774.307083 2818.90901
mod N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1173.59183 1194.69655 2.4932203 2000-2012 –> 2007-2019 4.5991882 2791.067405 2835.66933
mod N_Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1172.30208 1193.40679 2.4867716 2000-2012 –> 2007-2019 4.6371706 2805.269318 2849.87125
mod N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate 2627.25025 2649.42298 1.9770055 2000-2012 –> 2007-2019 3.9175186 5551.897581 5596.82572
mod N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2571.83371 2598.44099 1.8879709 2000-2012 –> 2007-2019 3.7740819 5458.671505 5512.58527
mod N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 2583.48455 2610.09183 1.9057073 2000-2012 –> 2007-2019 3.8285673 5497.337629 5551.25139
mod N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate 2629.22934 2655.83662 1.9769723 2000-2012 –> 2007-2019 3.8978643 5541.648755 5595.56252
mod N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2553.93395 2584.97577 1.8580578 2000-2012 –> 2007-2019 3.6485574 5369.940517 5432.83991
obs N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4532.29952 4564.12702 6.1861278 2000-2012 –> 2007-2019 12.0361521 9158.736063 9222.65710
mod N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2553.94500 2584.98682 1.8580742 2000-2012 –> 2007-2019 3.6883164 5400.686558 5463.58595
obs N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4529.78266 4561.61016 6.1749688 2000-2012 –> 2007-2019 12.0048158 9151.216275 9215.13731
obs N_Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4529.22343 4561.05092 6.1724921 2000-2012 –> 2007-2019 11.9748433 9143.811569 9207.73261
mod N_Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2556.54195 2587.58378 1.8619509 2000-2012 –> 2007-2019 3.7524825 5448.657119 5511.55651
obs N_Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4529.56267 4561.39017 6.1739944 2000-2012 –> 2007-2019 12.0010353 9150.299126 9214.22016
mod N_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 2506.57724 2533.18452 1.7916373 2000-2012 –> 2007-2019 3.4390267 5203.959779 5257.87354
obs N_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4533.71081 4565.53831 6.1923938 2000-2012 –> 2007-2019 12.0232394 9155.392439 9219.31348
obs N_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4532.23416 4564.06166 6.1858377 2000-2012 –> 2007-2019 11.9853452 9146.112456 9210.03349
mod N_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2600.41073 2627.01801 1.9317719 2000-2012 –> 2007-2019 3.7887036 5465.420426 5519.33419
obs N_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 4531.92841 4559.20912 6.1933605 2000-2012 –> 2007-2019 12.0732488 9163.738084 9218.52755
mod N_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 2601.23750 2627.84478 1.9330541 2000-2012 –> 2007-2019 3.8445598 5506.799216 5560.71298
obs N_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 4530.39481 4557.67553 6.1865507 2000-2012 –> 2007-2019 12.0375599 9155.075123 9209.86458
obs N_Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4531.38132 4558.66204 6.1909303 2000-2012 –> 2007-2019 12.0075540 9147.526826 9202.31629
obs N_Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4530.28780 4557.56851 6.1860757 2000-2012 –> 2007-2019 12.0335765 9154.099567 9208.88903
mod N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate 3545.05785 3569.15247 1.6699389 2000-2012 –> 2007-2019 3.5635728 7731.653346 7780.36119
mod N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 3546.71522 3575.62877 1.6696263 2000-2012 –> 2007-2019 3.5598192 7731.618527 7790.06794
mod N_Atlantic (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3630.82871 3659.74225 1.7481595 2000-2012 –> 2007-2019 3.8562535 8037.215975 8095.66538
mod N_Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate 3626.26463 3650.35925 1.7457118 2000-2012 –> 2007-2019 3.7967606 7974.963021 8023.67086
mod N_Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3546.02536 3574.93890 1.6689970 2000-2012 –> 2007-2019 3.5470226 7717.819241 7776.26865
mod N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate 3546.29222 3575.20576 1.6692404 2000-2012 –> 2007-2019 3.5593759 7731.133879 7789.58329
obs N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 8647.07849 8683.32297 6.5281891 2000-2012 –> 2007-2019 11.7607952 18110.087163 18183.69475
mod N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3546.95350 3580.68597 1.6680198 2000-2012 –> 2007-2019 3.5574272 7733.013124 7801.20410
obs N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8638.48815 8674.73262 6.5068199 2000-2012 –> 2007-2019 11.7262774 18093.762723 18167.37031
mod N_Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3629.76051 3663.49298 1.7452309 2000-2012 –> 2007-2019 3.8520786 8036.947161 8105.13814
obs N_Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8603.86503 8640.10950 6.4213983 2000-2012 –> 2007-2019 11.6792183 18081.650525 18155.25812
mod N_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate 3615.66463 3644.57818 1.7337334 2000-2012 –> 2007-2019 3.7375176 7919.035985 7977.48539
mod N_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3543.02823 3576.76070 1.6644458 2000-2012 –> 2007-2019 3.5342397 7707.904714 7776.09569
obs N_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8637.96907 8674.21355 6.5055309 2000-2012 –> 2007-2019 11.7261761 18093.943098 18167.55069
obs N_Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8526.13837 8562.38285 6.2336949 2000-2012 –> 2007-2019 11.4479220 17978.330920 18051.93851
obs N_Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8519.57370 8555.81817 6.2180953 2000-2012 –> 2007-2019 11.4142205 17961.075916 18034.68351
obs N_Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 8646.04127 8677.10797 6.5305885 2000-2012 –> 2007-2019 11.7778876 18115.669583 18178.76180
obs N_Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 8638.36985 8669.43654 6.5114948 2000-2012 –> 2007-2019 11.7399461 18096.936789 18160.02901
obs N_Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8602.93482 8634.00152 6.4240209 2000-2012 –> 2007-2019 11.6969306 18087.529973 18150.62219
obs N_Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 8637.86023 8668.92692 6.5102283 2000-2012 –> 2007-2019 11.7404656 18097.476985 18160.56921
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 10343.83078 10377.17562 3.5918501 2000-2012 –> 2007-2019 6.8242765 22041.340382 22109.00799
obs N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9524.28495 9561.26428 6.3547377 2000-2012 –> 2007-2019 10.8065221 19404.966112 19479.98938
obs N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9546.39301 9583.37234 6.4032002 2000-2012 –> 2007-2019 10.8540052 19426.328670 19501.35193
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 10325.09379 10363.99610 3.5724551 2000-2012 –> 2007-2019 6.7900444 22003.863608 22082.80915
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 10425.05786 10458.40270 3.6688400 2000-2012 –> 2007-2019 7.5707686 22971.143806 23038.81141
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 10257.01611 10290.36095 3.5113494 2000-2012 –> 2007-2019 7.2777545 22643.744483 22711.41209
obs N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 9520.41913 9557.39846 6.3463013 2000-2012 –> 2007-2019 10.7561150 19369.007238 19444.03050
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10242.95608 10281.85839 3.4966563 2000-2012 –> 2007-2019 7.2021941 22558.237342 22637.18288
obs N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9529.97020 9566.94953 6.3671650 2000-2012 –> 2007-2019 10.7866055 19385.946337 19460.96960
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 10216.99341 10250.33825 3.4748476 2000-2012 –> 2007-2019 7.1355636 22475.414091 22543.08170
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10212.32620 10251.22851 3.4688038 2000-2012 –> 2007-2019 7.1255114 22467.807839 22546.75338
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 10265.10254 10298.44738 3.5187708 2000-2012 –> 2007-2019 7.2855464 22652.274293 22719.94190
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10246.52400 10285.42631 3.4999152 2000-2012 –> 2007-2019 7.2061199 22562.616603 22641.56214
obs N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9525.75926 9562.73859 6.3579580 2000-2012 –> 2007-2019 10.7723863 19377.890760 19452.91402
mod N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 10254.59686 10287.94170 3.5091321 2000-2012 –> 2007-2019 7.2271106 22582.987637 22650.65525
obs N_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 9522.62003 9554.31659 6.3554694 2000-2012 –> 2007-2019 10.9056389 19475.361053 19539.66671
obs N_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9481.83309 9518.81242 6.2627060 2000-2012 –> 2007-2019 10.7497344 19389.230784 19464.25405
obs N_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 9527.43610 9559.13266 6.3659965 2000-2012 –> 2007-2019 10.8980680 19466.674703 19530.98036
obs N_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 9534.44184 9566.13840 6.3813409 2000-2012 –> 2007-2019 10.9102917 19471.346743 19535.65240
obs N_Atlantic (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 9530.91922 9562.61579 6.3736208 2000-2012 –> 2007-2019 10.9018966 19467.319061 19531.62472
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 16172.04119 16203.52642 1.8135277 2000-2012 –> 2007-2019 4.0845187 35743.297661 35806.69319
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11363.96609 11402.47366 5.5645227 2000-2012 –> 2007-2019 10.5139795 24585.680880 24664.02366
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 11374.43188 11412.93946 5.5806336 2000-2012 –> 2007-2019 10.5317405 24597.605357 24675.94813
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 16172.61809 16210.40036 1.8132061 2000-2012 –> 2007-2019 4.0735866 35704.962538 35781.03717
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 11379.56236 11412.56886 5.5916369 2000-2012 –> 2007-2019 10.5418501 24599.945956 24667.09691
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 15871.66319 15909.44546 1.7464581 2000-2012 –> 2007-2019 3.9221313 35070.336324 35146.41096
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 11381.82570 11414.83219 5.5951340 2000-2012 –> 2007-2019 10.5465732 24603.292879 24670.44383
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 11379.80243 11418.31000 5.5889190 2000-2012 –> 2007-2019 10.5342211 24597.842314 24676.18509
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15340.94352 15385.02284 1.6342745 2000-2012 –> 2007-2019 3.7306164 34217.124006 34305.87775
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11378.33823 11416.84580 5.5866589 2000-2012 –> 2007-2019 10.5369471 24600.788058 24679.13083
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 11365.38248 11403.89005 5.5667004 2000-2012 –> 2007-2019 10.5131422 24584.430845 24662.77362
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 15869.86202 15907.64429 1.7460661 2000-2012 –> 2007-2019 3.9155890 35043.804907 35119.87954
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 15418.78291 15462.86222 1.6502055 2000-2012 –> 2007-2019 3.7440608 34284.595278 34373.34902
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 15871.80093 15909.58320 1.7464881 2000-2012 –> 2007-2019 3.9251997 35082.665658 35158.74029
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 11378.28598 11411.29247 5.5896656 2000-2012 –> 2007-2019 10.5367306 24595.885586 24663.03654
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate_star 15899.79242 15931.27764 1.7530282 2000-2012 –> 2007-2019 3.9979345 35370.126503 35433.52203
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 15357.36971 15401.44903 1.6376235 2000-2012 –> 2007-2019 3.7457753 34282.626936 34371.38068
obs N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11377.05812 11415.56569 5.5846837 2000-2012 –> 2007-2019 10.5294478 24594.621944 24672.96472
mod N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 15893.54752 15931.32979 1.7512278 2000-2012 –> 2007-2019 3.9789047 35298.574895 35374.64953
obs N_Atlantic (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11364.14946 11402.65703 5.5648046 2000-2012 –> 2007-2019 10.5830772 24646.287857 24724.63063
obs N_Atlantic (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 8510.85219 8547.19747 5.9166496 2000-2012 –> 2007-2019 10.6308279 17801.611287 17875.43262
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate 3372.33806 3398.46183 0.8232551 2000-2012 –> 2007-2019 1.8525721 8110.963702 8164.07834
obs N_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8503.69769 8540.04296 5.9007452 2000-2012 –> 2007-2019 10.6389290 17810.324426 17884.14576
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate 3642.54280 3668.66657 0.9083825 2000-2012 –> 2007-2019 1.9593288 8449.086999 8502.20164
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3746.44107 3777.78959 0.9427239 2000-2012 –> 2007-2019 1.9785461 8507.642934 8571.38050
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3761.40632 3792.75484 0.9478756 2000-2012 –> 2007-2019 1.9913980 8546.797517 8610.53508
obs N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8506.44608 8542.79135 5.9068498 2000-2012 –> 2007-2019 10.6472574 17814.538685 17888.36002
obs N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8498.73075 8535.07603 5.8897290 2000-2012 –> 2007-2019 10.6393698 17812.902260 17886.72359
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 3416.10138 3447.44990 0.8358715 2000-2012 –> 2007-2019 1.8981514 8259.677929 8323.41549
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3240.93478 3277.50805 0.7836456 2000-2012 –> 2007-2019 1.8327723 8045.819079 8120.17957
obs N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8503.75498 8540.10025 5.9008724 2000-2012 –> 2007-2019 10.6433455 17813.208505 17887.02984
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate_star 3466.99830 3498.34682 0.8515088 2000-2012 –> 2007-2019 1.8998155 8267.328856 8331.06642
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3257.07933 3293.65260 0.7882664 2000-2012 –> 2007-2019 1.8238035 8019.381963 8093.74246
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 3419.23407 3450.58259 0.8368257 2000-2012 –> 2007-2019 1.8946293 8249.019147 8312.75671
mod N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 3300.54406 3331.89258 0.8014262 2000-2012 –> 2007-2019 1.9371850 8362.562340 8426.29990
obs N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate_star 8502.78058 8533.93368 5.9031498 2000-2012 –> 2007-2019 10.6539874 17815.739201 17879.01463
obs N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8507.78453 8544.12981 5.9098250 2000-2012 –> 2007-2019 10.6272195 17800.674270 17874.49560
obs N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8500.85569 8537.20097 5.8944394 2000-2012 –> 2007-2019 10.6252781 17802.635897 17876.45723
obs N_Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 8507.87982 8539.03291 5.9144855 2000-2012 –> 2007-2019 10.6574468 17815.654896 17878.93032
obs N_Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8504.99253 8541.33781 5.9036205 2000-2012 –> 2007-2019 10.6248462 17800.418364 17874.23970
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 18535.00061 18577.30400 4.7390881 2000-2012 –> 2007-2019 9.7321374 40179.837780 40265.40930
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 18547.85500 18584.11505 4.7504084 2000-2012 –> 2007-2019 9.7436328 40190.942824 40264.28984
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 5177.01689 5207.81187 1.9036401 2000-2012 –> 2007-2019 3.7498915 11838.034555 11901.22960
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 18540.78322 18583.08661 4.7434917 2000-2012 –> 2007-2019 9.7168763 40157.420862 40242.99238
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 18550.18275 18592.48614 4.7506585 2000-2012 –> 2007-2019 9.7449163 40196.749345 40282.32087
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 5016.19590 5052.12338 1.7837957 2000-2012 –> 2007-2019 3.4237441 11291.505913 11365.23346
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4840.20840 4871.00338 1.6640588 2000-2012 –> 2007-2019 3.2963266 11098.158174 11161.35322
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 18550.52982 18586.78988 4.7524497 2000-2012 –> 2007-2019 9.7258346 40165.167963 40238.51498
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 4811.34484 4842.13983 1.6449874 2000-2012 –> 2007-2019 3.2744921 11063.751185 11126.94623
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4779.24440 4815.17188 1.6227372 2000-2012 –> 2007-2019 3.1635062 10850.436818 10924.16437
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 18517.08211 18559.38551 4.7254686 2000-2012 –> 2007-2019 9.6848028 40113.503108 40199.07463
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4740.74615 4776.67363 1.5979789 2000-2012 –> 2007-2019 3.1289477 10791.060269 10864.78782
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 18519.44865 18561.75204 4.7272651 2000-2012 –> 2007-2019 9.7009130 40136.464731 40222.03625
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 18543.20990 18585.51330 4.7453409 2000-2012 –> 2007-2019 9.7261799 40170.550414 40256.12193
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate_star 4717.39460 4748.18959 1.5844109 2000-2012 –> 2007-2019 3.1670428 10874.301404 10937.49645
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4667.76302 4703.69050 1.5520754 2000-2012 –> 2007-2019 3.0609643 10670.544006 10744.27156
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 4799.68484 4830.47982 1.6373452 2000-2012 –> 2007-2019 3.2669140 11052.219723 11115.41477
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 18552.84714 18589.10719 4.7542189 2000-2012 –> 2007-2019 9.7350795 40178.218690 40251.56571
mod N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4721.70710 4757.63459 1.5858748 2000-2012 –> 2007-2019 3.1131785 10764.178695 10837.90624
obs N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 18516.87900 18559.18240 4.7253144 2000-2012 –> 2007-2019 9.6883860 40118.683173 40204.25469
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 16044.07568 16085.24924 4.9865576 2000-2012 –> 2007-2019 11.0798356 36814.962201 36898.66919
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16046.17666 16087.35022 4.9885355 2000-2012 –> 2007-2019 11.0852914 36820.734553 36904.44155
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 16055.33531 16096.50887 4.9971666 2000-2012 –> 2007-2019 11.0935277 36829.476427 36913.18342
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 16047.02724 16088.20080 4.9893364 2000-2012 –> 2007-2019 11.0867839 36822.314869 36906.02186
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 16019.51703 16060.69059 4.9634961 2000-2012 –> 2007-2019 11.0493123 36782.519651 36866.22665
mod N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6115.19753 6146.39560 2.3633373 2000-2012 –> 2007-2019 5.3233734 14531.091332 14594.84155
mod N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 6104.30015 6135.49822 2.3537399 2000-2012 –> 2007-2019 5.2912497 14494.556686 14558.30690
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 16053.36414 16088.65576 4.9971938 2000-2012 –> 2007-2019 11.0859732 36817.498721 36889.24757
mod N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5732.82006 5769.21781 2.0473437 2000-2012 –> 2007-2019 4.8187059 13929.679427 14004.05468
mod N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5709.27549 5745.67324 2.0294226 2000-2012 –> 2007-2019 4.7692853 13867.771698 13942.14695
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16043.00719 16084.18075 4.9855520 2000-2012 –> 2007-2019 11.0698738 36804.429670 36888.13666
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 16030.37644 16071.55000 4.9736803 2000-2012 –> 2007-2019 11.0646373 36798.811611 36882.51860
mod N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 5216.91591 5248.11398 1.6898583 2000-2012 –> 2007-2019 3.8630171 12595.739561 12659.48978
mod N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4971.11298 5007.51072 1.5405074 2000-2012 –> 2007-2019 3.6561172 12261.866030 12336.24128
mod N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 6097.47461 6128.67268 2.3477485 2000-2012 –> 2007-2019 5.2720422 14472.598167 14536.34838
mod N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5690.90126 5727.29901 2.0155461 2000-2012 –> 2007-2019 4.7341996 13823.317845 13897.69310
obs N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16055.08905 16096.26261 4.9969344 2000-2012 –> 2007-2019 11.0861840 36821.720596 36905.42759
obs N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 16027.52500 16068.69856 4.9710042 2000-2012 –> 2007-2019 11.0839608 36819.157036 36902.86403
mod N_Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate 5797.62042 5823.61882 2.1006234 2000-2012 –> 2007-2019 4.1265737 12939.044651 12992.16983
mod N_Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 6629.82410 6661.02218 2.8640680 2000-2012 –> 2007-2019 6.3368093 15581.814853 15645.56507
obs N_Atlantic (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate 13263.44612 13297.53272 5.1480454 2000-2012 –> 2007-2019 11.6621215 28014.484133 28082.85075
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate -481.50218 -458.68996 0.1710081 2000-2012 –> 2007-2019 0.3700896 -816.833143 -770.09298
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate -503.37134 -475.99668 0.1681496 2000-2012 –> 2007-2019 0.3613461 -889.814332 -833.72614
obs N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate 13286.46782 13320.55441 5.1754639 2000-2012 –> 2007-2019 11.6899114 28037.760924 28106.12755
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star -540.04672 -512.67206 0.1638503 2000-2012 –> 2007-2019 0.3487122 -1004.544687 -948.45650
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate -482.11151 -454.73684 0.1706932 2000-2012 –> 2007-2019 0.3678574 -832.572302 -776.48411
obs N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13265.44090 13305.20859 5.1480392 2000-2012 –> 2007-2019 11.6618545 28018.299689 28098.06075
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate -237.30553 -209.93087 0.2029082 2000-2012 –> 2007-2019 0.4288745 -346.428179 -290.33999
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate -612.60585 -585.23119 0.1556657 2000-2012 –> 2007-2019 0.3273916 -1207.569241 -1151.48105
obs N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13254.14158 13293.90927 5.1346350 2000-2012 –> 2007-2019 11.6396855 28000.973488 28080.73455
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate -941.79482 -909.85771 0.1232014 2000-2012 –> 2007-2019 0.2759166 -1742.422705 -1676.98648
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate -237.45847 -205.52136 0.2025999 2000-2012 –> 2007-2019 0.4283638 -346.167132 -280.73091
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star -397.48876 -365.55165 0.1809494 2000-2012 –> 2007-2019 0.3870098 -667.834301 -602.39808
obs N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13265.14861 13304.91630 5.1476920 2000-2012 –> 2007-2019 11.6670996 28021.848487 28101.60955
mod N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star -236.12803 -204.19093 0.2027903 2000-2012 –> 2007-2019 0.4298892 -334.401758 -268.96554
obs N_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 13264.79634 13298.88293 5.1496494 2000-2012 –> 2007-2019 11.6623825 28014.911347 28083.27797
obs N_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13257.67546 13297.44315 5.1388234 2000-2012 –> 2007-2019 11.6515564 28009.790452 28089.55151
obs N_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 13272.29952 13312.06721 5.1561925 2000-2012 –> 2007-2019 11.6789282 28031.283797 28111.04486
obs N_Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 13273.14251 13312.91020 5.1571955 2000-2012 –> 2007-2019 11.6792832 28031.682126 28111.44318
obs N_Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 13271.43162 13305.51822 5.1575395 2000-2012 –> 2007-2019 11.6807486 28028.740742 28097.10736
mod N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate -1107.55729 -1082.37655 0.1480229 2000-2012 –> 2007-2019 0.3231697 -1964.358305 -1913.17171
mod N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate_star -1125.48235 -1095.26546 0.1467315 2000-2012 –> 2007-2019 0.3191787 -2021.944724 -1960.52081
mod N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate -1110.46525 -1080.24836 0.1477037 2000-2012 –> 2007-2019 0.3194063 -2018.533767 -1957.10985
mod N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate -1109.56334 -1079.34645 0.1477623 2000-2012 –> 2007-2019 0.3158037 -2075.437557 -2014.01364
obs N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8630.27633 8666.45099 6.7038311 2000-2012 –> 2007-2019 14.8644349 18734.636508 18807.68873
obs N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8629.63323 8665.80789 6.7021693 2000-2012 –> 2007-2019 14.8694676 18736.345217 18809.39744
mod N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate -1126.31383 -1091.06079 0.1465489 2000-2012 –> 2007-2019 0.3145734 -2090.458639 -2018.79740
mod N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 447.74382 482.99686 0.2928197 2000-2012 –> 2007-2019 0.5969945 1075.346655 1147.00789
obs N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8629.93839 8666.11306 6.7029578 2000-2012 –> 2007-2019 14.8680333 18735.869693 18808.92192
mod N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 410.68324 445.93628 0.2880862 2000-2012 –> 2007-2019 0.5918391 1034.563878 1106.22511
obs N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8605.77036 8641.94503 6.6407971 2000-2012 –> 2007-2019 14.8181538 18716.012243 18789.06447
obs N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate 8631.58211 8662.58896 6.7123799 2000-2012 –> 2007-2019 14.8831433 18737.510609 18800.12680
mod N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 244.77192 274.98881 0.2680515 2000-2012 –> 2007-2019 0.5655684 811.018927 872.44284
obs N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 8628.69256 8659.69941 6.7049069 2000-2012 –> 2007-2019 14.8916261 18740.216206 18802.83240
mod N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 415.85019 446.06708 0.2889956 2000-2012 –> 2007-2019 0.5951849 1059.158039 1120.58196
obs N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8622.46138 8658.63604 6.6836649 2000-2012 –> 2007-2019 14.8084284 18714.197984 18787.25021
obs N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8614.12059 8650.29526 6.6622086 2000-2012 –> 2007-2019 14.7944394 18708.491869 18781.54409
mod N_Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 266.13099 296.34788 0.2705811 2000-2012 –> 2007-2019 0.5707600 856.267959 917.69187
obs N_Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 8628.51466 8659.52152 6.7044471 2000-2012 –> 2007-2019 14.8872715 18738.673576 18801.28977
obs N_Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8612.42650 8643.43336 6.6629943 2000-2012 –> 2007-2019 14.8454179 18722.444917 18785.06111
obs N_Atlantic (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 940.19272 962.34622 3.4120946 2000-2012 –> 2007-2019 7.1113414 2017.749134 2062.81363
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate -430.63178 -401.31929 0.2222971 2000-2012 –> 2007-2019 0.4574432 -580.101090 -521.12500
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate -1684.73312 -1649.55814 0.1745604 2000-2012 –> 2007-2019 0.3464892 -3577.570282 -3506.79897
obs N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 943.24117 965.39467 3.4419433 2000-2012 –> 2007-2019 7.0916683 2015.541401 2060.60590
obs N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 935.97617 958.12968 3.3712349 2000-2012 –> 2007-2019 7.0300444 2009.245957 2054.31046
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate_star -1891.35037 -1856.17538 0.1677552 2000-2012 –> 2007-2019 0.4802242 -454.142529 -383.37122
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate -3726.63667 -3691.46169 0.1178361 2000-2012 –> 2007-2019 0.2894199 -5630.671850 -5559.90054
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate -4042.91201 -4001.87453 0.1108348 2000-2012 –> 2007-2019 0.2573033 -6827.095801 -6744.52927
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate -1226.61640 -1185.57892 0.1905764 2000-2012 –> 2007-2019 0.4926273 23.579529 106.14606
obs N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 934.49723 956.65073 3.3570196 2000-2012 –> 2007-2019 7.0211436 2008.333084 2053.39758
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star -1224.96541 -1183.92793 0.1906369 2000-2012 –> 2007-2019 0.4928771 28.720898 111.28743
obs N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 934.60038 956.75388 3.3580091 2000-2012 –> 2007-2019 7.0399976 2010.333065 2055.39756
obs N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 937.06462 959.21812 3.3817352 2000-2012 –> 2007-2019 7.0882114 2015.382478 2060.44698
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star -1931.44823 -1890.41075 0.1664016 2000-2012 –> 2007-2019 0.4560856 -914.273207 -831.70668
mod N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star -1225.35307 -1184.31559 0.1906227 2000-2012 –> 2007-2019 0.4928555 28.198292 110.76482
obs N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 934.46926 956.62276 3.3567513 2000-2012 –> 2007-2019 7.0238329 2008.619776 2053.68428
obs N_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 938.77353 960.92703 3.3982872 2000-2012 –> 2007-2019 7.1001026 2016.600663 2061.66516
obs N_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 938.58802 960.74152 3.3964865 2000-2012 –> 2007-2019 7.0915697 2015.705244 2060.76974
obs N_Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 938.69095 960.84445 3.3974855 2000-2012 –> 2007-2019 7.0963961 2016.211931 2061.27643
mod N_Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star -1803.52325 -1768.34827 0.1706149 2000-2012 –> 2007-2019 0.4649493 -699.577810 -628.80650
obs N_Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 364.01725 380.69144 2.1568942 2000-2012 –> 2007-2019 6.4999639 1538.800271 1578.59759
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate -875.67496 -853.22894 0.1234469 2000-2012 –> 2007-2019 0.3616870 -886.278241 -841.34834
obs N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 373.14670 389.82089 2.2835434 2000-2012 –> 2007-2019 6.5634461 1542.039967 1581.83729
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate -336.13093 -313.68491 0.1860098 2000-2012 –> 2007-2019 0.5902178 354.256665 399.18656
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate_star -871.64997 -849.20394 0.1238251 2000-2012 –> 2007-2019 0.5599280 -80.554531 -35.62463
obs N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 375.87152 392.54571 2.3227655 2000-2012 –> 2007-2019 6.6195958 1546.351613 1586.14893
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + silicate + phosphate_star -862.81721 -840.37118 0.1246590 2000-2012 –> 2007-2019 0.4509853 -456.235420 -411.30552
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate -2035.99773 -2009.06251 0.0510389 2000-2012 –> 2007-2019 0.1976362 -2688.492524 -2634.57664
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate -886.35367 -859.41844 0.1222633 2000-2012 –> 2007-2019 0.4854580 -335.835537 -281.91966
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate_star -886.09309 -859.15786 0.1222875 2000-2012 –> 2007-2019 0.4886866 -323.927162 -270.01128
obs N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 374.60202 391.27621 2.3044087 2000-2012 –> 2007-2019 6.6013476 1545.092276 1584.88960
obs N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 374.27823 390.95242 2.2997500 2000-2012 –> 2007-2019 6.6028153 1545.341234 1585.13855
obs N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 366.88049 383.55467 2.1958397 2000-2012 –> 2007-2019 6.4018162 1528.769385 1568.56671
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate_star -821.70561 -799.25959 0.1286148 2000-2012 –> 2007-2019 0.4993246 -246.030104 -201.10020
obs N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 375.09481 391.76900 2.3115171 2000-2012 –> 2007-2019 6.6083258 1545.572886 1585.37021
mod N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star -886.63849 -859.70326 0.1222369 2000-2012 –> 2007-2019 0.4359472 -530.338334 -476.42245
obs N_Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 363.69633 380.37052 2.1525723 2000-2012 –> 2007-2019 6.4957955 1538.493552 1578.29087
obs N_Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 363.83238 380.50656 2.1544034 2000-2012 –> 2007-2019 6.5008322 1538.926194 1578.72351
mod N_Atlantic (28.2, Inf] cstar_tref ~ temp + nitrate + phosphate_star -877.11883 -854.67281 0.1233116 2000-2012 –> 2007-2019 0.6073530 52.268343 97.19824
obs N_Atlantic (28.2, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 363.77482 380.44901 2.1536285 2000-2012 –> 2007-2019 6.4981079 1538.688300 1578.48562
mod N_Pacific (-Inf,26] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 20542.20718 20585.24832 4.7040461 2000-2012 –> 2007-2019 9.5883606 36037.799580 36121.81867
obs N_Pacific (-Inf,26] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 25728.79972 25773.25107 5.0526734 2000-2012 –> 2007-2019 10.7637872 45608.739399 45695.55906
mod N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 19548.21079 19585.10319 4.0756469 2000-2012 –> 2007-2019 8.5795022 34624.000843 34696.01721
obs N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 25528.12649 25566.22765 4.9354271 2000-2012 –> 2007-2019 10.6200199 45376.816964 45451.23381
mod N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 19494.20842 19537.24957 4.0427871 2000-2012 –> 2007-2019 8.4906060 34507.495922 34591.51502
obs N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 25492.19068 25536.64204 4.9133507 2000-2012 –> 2007-2019 10.4822629 45213.683586 45300.50325
mod N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 19508.94443 19551.98557 4.0514078 2000-2012 –> 2007-2019 8.5191076 34545.209011 34629.22811
obs N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 25506.86716 25551.31852 4.9218798 2000-2012 –> 2007-2019 10.5131642 45253.554397 45340.37406
mod N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 18811.62397 18854.66512 3.6629412 2000-2012 –> 2007-2019 7.3790170 32898.861959 32982.88105
obs N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 25520.12046 25564.57181 4.9295946 2000-2012 –> 2007-2019 10.6002002 45355.329787 45442.14945
mod N_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 19695.33500 19738.37615 4.1620480 2000-2012 –> 2007-2019 8.7920959 34915.492573 34999.51167
obs N_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 25651.27934 25695.73069 5.0065973 2000-2012 –> 2007-2019 10.6879576 45498.395445 45585.21510
obs N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate 25756.77422 25794.87539 5.0706030 2000-2012 –> 2007-2019 10.7842506 45637.501322 45711.91817
mod N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 20147.21002 20184.10243 4.4442677 2000-2012 –> 2007-2019 8.8950840 35161.968263 35233.98463
mod N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 20146.35340 20189.39454 4.4424329 2000-2012 –> 2007-2019 8.8908718 35160.358977 35244.37807
obs N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 25710.74884 25755.20019 5.0419067 2000-2012 –> 2007-2019 10.6995701 45531.599547 45618.41921
mod N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 20139.10567 20182.14682 4.4377811 2000-2012 –> 2007-2019 8.8797281 35145.587001 35229.60610
obs N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 25717.31138 25761.76273 5.0458184 2000-2012 –> 2007-2019 10.7123074 45547.957103 45634.77676
mod N_Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 20032.53062 20075.57177 4.3699390 2000-2012 –> 2007-2019 8.7334283 34947.199483 35031.21858
obs N_Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 25774.82961 25819.28097 5.0802328 2000-2012 –> 2007-2019 10.7835914 45646.230320 45733.04998
mod N_Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 8429.71043 8463.47570 1.8779173 2000-2012 –> 2007-2019 4.3686570 16392.187725 16458.60091
mod N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 8201.62256 8241.01537 1.7756270 2000-2012 –> 2007-2019 3.7218309 15324.856232 15402.33829
obs N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 11149.57983 11188.78965 3.9101087 2000-2012 –> 2007-2019 8.0415072 20141.602275 20218.37721
mod N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8185.62137 8225.01418 1.7687242 2000-2012 –> 2007-2019 3.6382749 15171.832377 15249.31443
obs N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11143.94889 11183.15870 3.9046109 2000-2012 –> 2007-2019 8.0148087 20119.693151 20196.46808
obs N_Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11192.29848 11231.50830 3.9520700 2000-2012 –> 2007-2019 8.2032390 20274.741831 20351.51676
mod N_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8181.99810 8221.39091 1.7671649 2000-2012 –> 2007-2019 3.6095327 15118.264458 15195.74651
obs N_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11143.55723 11182.76704 3.9042288 2000-2012 –> 2007-2019 8.0117678 20117.254062 20194.02899
mod N_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8112.64971 8152.04252 1.7375832 2000-2012 –> 2007-2019 3.7486471 15347.674002 15425.15606
obs N_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11104.23784 11143.44765 3.8660578 2000-2012 –> 2007-2019 7.9734898 20077.852270 20154.62720
mod N_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8080.38005 8119.77287 1.7239874 2000-2012 –> 2007-2019 3.6290774 15130.805253 15208.28731
obs N_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11101.68866 11140.89848 3.8635960 2000-2012 –> 2007-2019 7.9401788 20051.449925 20128.22486
mod N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 8209.21243 8242.97770 1.7797770 2000-2012 –> 2007-2019 3.8674785 15569.770129 15636.18332
obs N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 11147.62090 11181.22931 3.9101488 2000-2012 –> 2007-2019 8.0653114 20155.790716 20221.59780
mod N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 8184.37701 8218.14228 1.7690496 2000-2012 –> 2007-2019 3.7399314 15348.577889 15414.99108
obs N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 11143.23597 11176.84438 3.9058669 2000-2012 –> 2007-2019 8.0292031 20127.077957 20192.88504
mod N_Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8071.19479 8110.58760 1.7201370 2000-2012 –> 2007-2019 3.5799540 15039.605588 15117.08764
obs N_Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11101.79964 11141.00945 3.8637032 2000-2012 –> 2007-2019 7.9335150 20046.301292 20123.07622
mod N_Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 8180.06243 8213.82770 1.7671925 2000-2012 –> 2007-2019 3.6870797 15254.871375 15321.28456
obs N_Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 11143.05660 11176.66501 3.9056918 2000-2012 –> 2007-2019 8.0248516 20123.692192 20189.49928
obs N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10626.77699 10665.41484 4.3004192 2000-2012 –> 2007-2019 8.8232598 19196.623250 19272.26923
obs N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10642.56874 10681.20659 4.3188727 2000-2012 –> 2007-2019 8.8571310 19222.358677 19298.00466
mod N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 8001.48650 8040.78669 1.7355674 2000-2012 –> 2007-2019 3.3751718 13851.336795 13927.94523
mod N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7292.03525 7331.33543 1.4569338 2000-2012 –> 2007-2019 2.8007195 12535.044519 12611.65295
obs N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10652.56147 10691.19932 4.3305907 2000-2012 –> 2007-2019 8.8373413 19211.994145 19287.64013
mod N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7368.08793 7407.38811 1.4845237 2000-2012 –> 2007-2019 2.8438041 12646.064373 12722.67281
obs N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10656.41495 10695.05279 4.3351179 2000-2012 –> 2007-2019 8.8406458 19215.054710 19290.70069
obs N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10646.02061 10684.65846 4.3229170 2000-2012 –> 2007-2019 8.8647384 19228.103831 19303.74981
mod N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7391.90987 7431.21005 1.4932727 2000-2012 –> 2007-2019 2.8598347 12686.181552 12762.78998
obs N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10657.31472 10695.95257 4.3361757 2000-2012 –> 2007-2019 8.8420197 19216.159470 19291.80545
obs N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 10681.63800 10714.75615 4.3672361 2000-2012 –> 2007-2019 8.9157577 19266.028565 19330.86798
mod N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7109.77105 7149.07123 1.3928820 2000-2012 –> 2007-2019 2.6468415 12141.767350 12218.37578
obs N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10590.30232 10628.94016 4.2580972 2000-2012 –> 2007-2019 8.6580069 19079.629164 19155.27515
mod N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7191.77076 7231.07095 1.4213425 2000-2012 –> 2007-2019 2.6875879 12253.504538 12330.11297
obs N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10598.23692 10636.87477 4.2672682 2000-2012 –> 2007-2019 8.6796296 19095.821320 19171.46730
mod N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7433.64843 7467.33430 1.5094708 2000-2012 –> 2007-2019 2.9027932 12785.068755 12850.73313
mod N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 7529.47965 7563.16553 1.5455778 2000-2012 –> 2007-2019 2.9561398 12918.406188 12984.07056
mod N_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7214.58677 7253.88696 1.4293644 2000-2012 –> 2007-2019 2.7008757 12288.978040 12365.58647
obs N_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10600.92392 10639.56177 4.2703784 2000-2012 –> 2007-2019 8.6865800 19101.050359 19176.69634
mod N_Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7556.63967 7590.32554 1.5559673 2000-2012 –> 2007-2019 2.9739857 12961.646503 13027.31087
mod N_Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9349.90718 9390.34880 1.7116442 2000-2012 –> 2007-2019 3.5375573 17173.123645 17252.52944
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14969.73380 15010.88884 4.1018684 2000-2012 –> 2007-2019 8.9731554 27257.122693 27337.63638
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 15013.71856 15054.87360 4.1361554 2000-2012 –> 2007-2019 9.0362622 27325.221829 27405.73552
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 15030.14977 15065.42552 4.1506080 2000-2012 –> 2007-2019 9.0616081 27348.730940 27417.74267
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 15070.62201 15105.89776 4.1825212 2000-2012 –> 2007-2019 9.1211270 27412.118271 27481.13000
mod N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8085.29798 8125.73959 1.3131756 2000-2012 –> 2007-2019 2.6741277 14772.901466 14852.30726
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 15031.98915 15073.14419 4.1504819 2000-2012 –> 2007-2019 9.0576494 27349.378809 27429.89250
mod N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8122.84704 8163.28866 1.3235492 2000-2012 –> 2007-2019 2.6442130 14694.337199 14773.74299
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15071.62131 15112.77635 4.1817292 2000-2012 –> 2007-2019 9.1129858 27409.029690 27489.54338
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 15019.10182 15060.25686 4.1403714 2000-2012 –> 2007-2019 9.0446120 27334.052344 27414.56603
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 15088.23716 15129.39220 4.1948996 2000-2012 –> 2007-2019 9.1572265 27451.321902 27531.83559
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 15072.03905 15107.31480 4.1836430 2000-2012 –> 2007-2019 9.1233946 27414.483645 27483.49538
mod N_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8139.45144 8179.89306 1.3281626 2000-2012 –> 2007-2019 2.6433287 14694.822984 14774.22878
obs N_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 15073.25476 15114.40980 4.1830221 2000-2012 –> 2007-2019 9.1157539 27411.885846 27492.39953
mod N_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7748.59855 7789.04017 1.2237146 2000-2012 –> 2007-2019 2.9486592 15352.010191 15431.41598
mod N_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7971.90793 8012.34954 1.2823403 2000-2012 –> 2007-2019 2.9495562 15443.789878 15523.19567
mod N_Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 8780.37695 8815.04120 1.5197186 2000-2012 –> 2007-2019 3.2469272 16386.856810 16454.91892
mod N_Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 8839.50780 8874.17204 1.5386669 2000-2012 –> 2007-2019 3.2074956 16313.125541 16381.18765
mod N_Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8027.42272 8067.86434 1.2973454 2000-2012 –> 2007-2019 2.9569925 15481.722682 15561.12847
mod N_Pacific (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 8857.68941 8892.35366 1.5445405 2000-2012 –> 2007-2019 3.2056901 16313.486044 16381.54815
mod N_Pacific (27,27.25] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 8873.40768 8909.93721 0.9435016 2000-2012 –> 2007-2019 1.8523928 15719.489985 15791.15743
obs N_Pacific (27,27.25] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 19375.30716 19412.26512 3.8559648 2000-2012 –> 2007-2019 8.1457136 35137.470359 35209.92041
mod N_Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7902.11059 7944.72838 0.8125163 2000-2012 –> 2007-2019 1.6332656 14223.425195 14307.03722
mod N_Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10145.32421 10187.94199 1.1466613 2000-2012 –> 2007-2019 2.3033302 18238.313399 18321.92542
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 19384.08167 19427.19930 3.8597016 2000-2012 –> 2007-2019 8.1599303 35161.611417 35246.13648
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 19458.18546 19501.30308 3.9008138 2000-2012 –> 2007-2019 8.2313941 35274.243821 35358.76888
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 19419.49998 19456.45794 3.8804066 2000-2012 –> 2007-2019 8.1989776 35218.346072 35290.79613
mod N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 9335.02084 9377.63862 1.0124996 2000-2012 –> 2007-2019 1.9923244 16571.169032 16654.78105
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 19383.89049 19427.00811 3.8595961 2000-2012 –> 2007-2019 8.1511934 35150.413808 35234.93887
mod N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9498.91417 9541.53195 1.0383055 2000-2012 –> 2007-2019 2.0445292 16872.352217 16955.96424
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 19455.77248 19498.89011 3.8994683 2000-2012 –> 2007-2019 8.2241788 35264.400773 35348.92584
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 19464.35388 19507.47151 3.9042557 2000-2012 –> 2007-2019 8.2384504 35284.982333 35369.50740
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 19453.99086 19497.10848 3.8984751 2000-2012 –> 2007-2019 8.2275885 35268.193438 35352.71850
mod N_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9531.97807 9574.59585 1.0435908 2000-2012 –> 2007-2019 2.0551488 16932.719931 17016.33195
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 19455.63386 19498.75149 3.8993910 2000-2012 –> 2007-2019 8.2248419 35265.199987 35349.72505
obs N_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 19453.78157 19490.73953 3.8994733 2000-2012 –> 2007-2019 8.2294303 35267.051393 35339.50145
mod N_Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 9741.95089 9778.48042 1.0781197 2000-2012 –> 2007-2019 2.0967621 17176.732061 17248.39951
mod N_Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7902.22305 7944.84083 0.8125303 2000-2012 –> 2007-2019 1.6294486 14199.377461 14282.98948
mod N_Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8274.43164 8317.04942 0.8603253 2000-2012 –> 2007-2019 1.7206415 14838.879481 14922.49150
mod N_Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8353.14235 8395.76013 0.8707872 2000-2012 –> 2007-2019 1.7409981 14976.643877 15060.25590
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 23071.90550 23116.56228 3.4114499 2000-2012 –> 2007-2019 7.2197747 42169.335449 42257.03943
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 23102.39575 23140.67298 3.4241932 2000-2012 –> 2007-2019 7.2392501 42210.054461 42285.22931
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 23107.43385 23152.09063 3.4253873 2000-2012 –> 2007-2019 7.2494109 42233.347497 42321.05148
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 23130.48814 23175.14491 3.4344617 2000-2012 –> 2007-2019 7.2673845 42272.496335 42360.20032
mod N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 8271.59057 8309.61466 0.6503532 2000-2012 –> 2007-2019 1.3020498 14796.862020 14871.47250
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 23134.09963 23172.37686 3.4366741 2000-2012 –> 2007-2019 7.2668916 42269.219167 42344.39401
mod N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 7903.79958 7948.16102 0.6221931 2000-2012 –> 2007-2019 1.2624469 14314.617041 14401.66260
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 23058.72155 23103.37833 3.4062924 2000-2012 –> 2007-2019 7.1806593 42094.135019 42181.83900
mod N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8140.14181 8184.50325 0.6400469 2000-2012 –> 2007-2019 1.3001664 14751.835506 14838.88106
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 23079.19542 23123.85219 3.4143050 2000-2012 –> 2007-2019 7.1967420 42129.397395 42217.10138
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 23079.17012 23123.82689 3.4142951 2000-2012 –> 2007-2019 7.1985040 42132.614876 42220.31886
mod N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8165.20237 8209.56381 0.6419698 2000-2012 –> 2007-2019 1.3032262 14788.209032 14875.25459
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 23079.35838 23124.01515 3.4143688 2000-2012 –> 2007-2019 7.1966424 42129.261111 42216.96510
obs N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 23078.41383 23116.69106 3.4147824 2000-2012 –> 2007-2019 7.2001440 42131.967303 42207.14215
mod N_Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 7695.65654 7733.68063 0.6070278 2000-2012 –> 2007-2019 1.1759743 13328.227539 13402.83801
mod N_Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 8338.16544 8376.18953 0.6555567 2000-2012 –> 2007-2019 1.2772739 14553.842329 14628.45280
mod N_Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6200.96516 6245.32660 0.5074590 2000-2012 –> 2007-2019 1.0214731 11168.040366 11255.08592
mod N_Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6729.91331 6774.27475 0.5406287 2000-2012 –> 2007-2019 1.0951489 12195.643141 12282.68870
mod N_Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 8430.22350 8468.24759 0.6628207 2000-2012 –> 2007-2019 1.2921513 14725.915085 14800.52556
mod N_Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6829.60218 6873.96362 0.5471187 2000-2012 –> 2007-2019 1.1090353 12382.439225 12469.48478
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 25044.24816 25089.57255 3.2942775 2000-2012 –> 2007-2019 6.8942697 46219.830814 46309.07034
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5055.96182 5100.52967 0.4347707 2000-2012 –> 2007-2019 0.8386926 8538.942114 8626.39973
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5139.13862 5183.70647 0.4389941 2000-2012 –> 2007-2019 0.8453438 8662.688153 8750.14576
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 25042.57752 25081.42699 3.2943907 2000-2012 –> 2007-2019 6.8983786 46224.855077 46301.34610
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 5055.34461 5093.54562 0.4348406 2000-2012 –> 2007-2019 0.8415202 8582.388680 8657.35235
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5131.58999 5176.15784 0.4386092 2000-2012 –> 2007-2019 0.8442692 8643.640024 8731.09764
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5516.41908 5554.62009 0.4587787 2000-2012 –> 2007-2019 0.8688427 9099.571345 9174.53501
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 25063.97033 25109.29471 3.3010621 2000-2012 –> 2007-2019 6.9067576 46251.960666 46341.20019
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 25077.58403 25122.90842 3.3057535 2000-2012 –> 2007-2019 6.9153006 46273.942393 46363.18192
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 25062.46899 25101.31846 3.3012338 2000-2012 –> 2007-2019 6.9097097 46254.500845 46330.99187
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5057.06592 5101.63377 0.4348265 2000-2012 –> 2007-2019 0.8375404 8519.768618 8607.22623
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 24890.64553 24935.96992 3.2419119 2000-2012 –> 2007-2019 6.8225204 46023.911615 46113.15114
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5131.06188 5175.62972 0.4385822 2000-2012 –> 2007-2019 0.8449483 8654.884718 8742.34233
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 24895.18717 24940.51156 3.2434482 2000-2012 –> 2007-2019 6.8282303 46037.584025 46126.82355
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5123.32085 5167.88870 0.4381878 2000-2012 –> 2007-2019 0.8485787 8713.866953 8801.32456
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 24902.90882 24948.23320 3.2460619 2000-2012 –> 2007-2019 6.8301744 46043.841396 46133.08092
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5132.48229 5177.05014 0.4386546 2000-2012 –> 2007-2019 0.8446723 8650.497703 8737.95531
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 24895.05829 24940.38267 3.2434046 2000-2012 –> 2007-2019 6.8282123 46037.511073 46126.75060
mod N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 5136.91059 5175.11160 0.4389825 2000-2012 –> 2007-2019 0.8527108 8780.289892 8855.25356
obs N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 24901.12716 24939.97663 3.2461358 2000-2012 –> 2007-2019 6.8311181 46041.961678 46118.45270
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 61.61973 98.77953 0.2458605 2000-2012 –> 2007-2019 0.4673221 -146.154131 -73.06685
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13416.68307 13457.56801 3.3780855 2000-2012 –> 2007-2019 6.9709140 24249.175150 24329.28389
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 81.00245 118.16225 0.2474616 2000-2012 –> 2007-2019 0.4723860 -87.921212 -14.83393
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 80.55407 112.40533 0.2475903 2000-2012 –> 2007-2019 0.4726484 -88.880709 -26.23447
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 82.62596 119.78576 0.2475962 2000-2012 –> 2007-2019 0.4722801 -88.976811 -15.88953
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13446.58098 13487.46593 3.3980098 2000-2012 –> 2007-2019 7.0139159 24304.747829 24384.85657
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 118.62403 150.47529 0.2507671 2000-2012 –> 2007-2019 0.4796759 -8.330416 54.31583
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 81.73138 113.58263 0.2476879 2000-2012 –> 2007-2019 0.4724532 -90.963768 -28.31753
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13460.11996 13501.00491 3.4070709 2000-2012 –> 2007-2019 7.0228722 24318.170545 24398.27929
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 13465.07011 13505.95505 3.4103899 2000-2012 –> 2007-2019 7.0289507 24326.179830 24406.28857
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 13434.76571 13475.65066 3.3901220 2000-2012 –> 2007-2019 7.0072026 24294.234881 24374.34362
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 79.47324 116.63304 0.2473349 2000-2012 –> 2007-2019 0.4701199 -113.381658 -40.29438
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13439.48145 13480.36640 3.3932680 2000-2012 –> 2007-2019 7.0132737 24302.192212 24382.30095
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 13465.10017 13505.98512 3.4104101 2000-2012 –> 2007-2019 7.0287840 24326.002828 24406.11157
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 98.01846 135.17826 0.2488759 2000-2012 –> 2007-2019 0.4715882 -95.652866 -22.56558
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13435.65647 13476.54142 3.3907160 2000-2012 –> 2007-2019 7.0016219 24288.274292 24368.38303
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 79.71270 116.87250 0.2473548 2000-2012 –> 2007-2019 0.4701455 -113.076965 -39.98968
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13439.47698 13480.36193 3.3932650 2000-2012 –> 2007-2019 7.0133163 24302.238189 24382.34693
mod N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 96.06259 127.91385 0.2488795 2000-2012 –> 2007-2019 0.4718666 -96.521579 -33.87534
obs N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 13437.48220 13472.52644 3.3932685 2000-2012 –> 2007-2019 7.0136930 24298.656779 24367.32141
mod N_Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate -834.27352 -795.20149 0.1949301 2000-2012 –> 2007-2019 0.3948699 -1449.534079 -1372.60657
obs N_Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 18977.42125 19020.80595 3.2901924 2000-2012 –> 2007-2019 6.6436677 33855.423960 33940.43746
mod N_Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate -734.67505 -701.18473 0.2000430 2000-2012 –> 2007-2019 0.4025650 -1309.614849 -1243.67699
obs N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 18996.44809 19039.83279 3.2988194 2000-2012 –> 2007-2019 6.6832217 33926.355149 34011.36865
mod N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star -735.37802 -696.30599 0.1999053 2000-2012 –> 2007-2019 0.3954744 -1423.532832 -1346.60532
obs N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 19001.08820 19044.47289 3.3009267 2000-2012 –> 2007-2019 6.6871510 33934.038201 34019.05170
obs N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 18996.96452 19040.34921 3.2990539 2000-2012 –> 2007-2019 6.6760281 33914.448517 33999.46201
mod N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star -734.73105 -695.65901 0.1999383 2000-2012 –> 2007-2019 0.3955198 -1422.676056 -1345.74855
obs N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 19001.05443 19044.43913 3.3009114 2000-2012 –> 2007-2019 6.6871535 33934.034300 34019.04780
obs N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 18999.23320 19036.42008 3.3009926 2000-2012 –> 2007-2019 6.6873726 33930.443161 34003.31187
mod N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate -978.78379 -939.71175 0.1878819 2000-2012 –> 2007-2019 0.3756720 -1800.800958 -1723.87345
obs N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 19006.30718 19049.69188 3.3032985 2000-2012 –> 2007-2019 6.6876851 33936.187896 34021.20139
mod N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star -973.50564 -934.43360 0.1881348 2000-2012 –> 2007-2019 0.3767928 -1780.316025 -1703.38852
obs N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 19009.45450 19052.83919 3.3047297 2000-2012 –> 2007-2019 6.6898842 33940.618021 34025.63152
mod N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate -728.86590 -695.37558 0.2003394 2000-2012 –> 2007-2019 0.3994827 -1359.291108 -1293.35324
mod N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star -721.42099 -687.93067 0.2007199 2000-2012 –> 2007-2019 0.4005707 -1340.149370 -1274.21151
mod N_Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star -971.98469 -932.91265 0.1882078 2000-2012 –> 2007-2019 0.3770775 -1775.093857 -1698.16635
obs N_Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 19009.18499 19052.56969 3.3046071 2000-2012 –> 2007-2019 6.6896635 33940.184675 34025.19817
obs N_Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 19012.79835 19049.98524 3.3071611 2000-2012 –> 2007-2019 6.6980981 33951.611785 34024.48050
mod N_Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star -719.95078 -686.46046 0.2007951 2000-2012 –> 2007-2019 0.4007822 -1336.430372 -1270.49251
obs N_Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 28600.71210 28647.20407 3.0193802 2000-2012 –> 2007-2019 6.1534545 51210.256892 51301.49185
obs N_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 28616.10149 28655.95174 3.0240196 2000-2012 –> 2007-2019 6.1715618 51261.475480 51339.67687
obs N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 28617.55705 28664.04901 3.0238742 2000-2012 –> 2007-2019 6.1684557 51256.628809 51347.86377
mod N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star -1390.53536 -1349.66696 0.1834418 2000-2012 –> 2007-2019 0.3863606 -2035.520389 -1955.90865
obs N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 28621.51007 28668.00204 3.0249298 2000-2012 –> 2007-2019 6.1687977 51258.579713 51349.81467
mod N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star -485.95044 -445.08204 0.2192573 2000-2012 –> 2007-2019 0.4597853 -494.340710 -414.72897
obs N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 28630.45716 28676.94913 3.0273203 2000-2012 –> 2007-2019 6.1713605 51268.010263 51359.24522
mod N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star -1391.79073 -1350.92233 0.1833964 2000-2012 –> 2007-2019 0.3862621 -2037.754520 -1958.14278
obs N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 28621.23684 28667.72881 3.0248568 2000-2012 –> 2007-2019 6.1687273 51258.313641 51349.54860
obs N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 28629.18624 28669.03649 3.0275152 2000-2012 –> 2007-2019 6.1725388 51267.498186 51345.69958
mod N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate -1242.29144 -1201.42304 0.1888825 2000-2012 –> 2007-2019 0.3952236 -1824.659639 -1745.04790
obs N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 28635.88005 28682.37201 3.0287702 2000-2012 –> 2007-2019 6.1735646 51275.549284 51366.78424
mod N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star -1262.71247 -1221.84407 0.1881236 2000-2012 –> 2007-2019 0.3935933 -1860.923122 -1781.31138
obs N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 28632.21787 28678.70983 3.0277910 2000-2012 –> 2007-2019 6.1700995 51264.910625 51356.14558
mod N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate -959.79590 -924.76584 0.1997800 2000-2012 –> 2007-2019 0.4165984 -1358.723673 -1290.48504
mod N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star -984.70895 -949.67889 0.1988011 2000-2012 –> 2007-2019 0.4145837 -1401.565504 -1333.32687
mod N_Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star -1273.51709 -1232.64869 0.1877232 2000-2012 –> 2007-2019 0.3927563 -1879.693991 -1800.08225
obs N_Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 28632.27816 28678.77013 3.0278071 2000-2012 –> 2007-2019 6.1702357 51265.307945 51356.54291
mod N_Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star -379.37989 -344.34983 0.2240013 2000-2012 –> 2007-2019 0.4678020 -339.170901 -270.93227
mod N_Pacific (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star -990.37215 -955.34209 0.1985792 2000-2012 –> 2007-2019 0.4141187 -1411.451602 -1343.21297
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 35328.23660 35376.32337 2.8973119 2000-2012 –> 2007-2019 5.7776141 60952.697443 61046.63861
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 35325.17846 35373.26523 2.8966891 2000-2012 –> 2007-2019 5.7860279 60982.029151 61075.97032
mod N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate -858.85716 -827.07868 0.1801178 2000-2012 –> 2007-2019 0.3983940 -1095.220969 -1032.87708
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 35337.97806 35379.19529 2.8997046 2000-2012 –> 2007-2019 5.7894481 60994.276931 61074.79793
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 35333.87463 35375.09186 2.8988682 2000-2012 –> 2007-2019 5.7973872 61021.526237 61102.04724
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 35321.12717 35369.21394 2.8958642 2000-2012 –> 2007-2019 5.7801928 60960.032666 61053.97383
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 35330.46261 35371.67985 2.8981729 2000-2012 –> 2007-2019 5.7929166 61004.637737 61085.15874
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 35335.13569 35383.22246 2.8987176 2000-2012 –> 2007-2019 5.7812972 60967.769109 61061.71028
mod N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star -2385.91238 -2348.83748 0.1072634 2000-2012 –> 2007-2019 0.3251859 -2624.184530 -2551.44999
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 35312.89823 35360.98500 2.8941893 2000-2012 –> 2007-2019 5.7780017 60949.952624 61043.89379
mod N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star -2568.02174 -2530.94685 0.1008420 2000-2012 –> 2007-2019 0.3045369 -2969.007725 -2896.27319
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 35476.41235 35524.49912 2.9276519 2000-2012 –> 2007-2019 5.8556589 61270.726360 61364.66753
mod N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star -2386.06523 -2348.99034 0.1072578 2000-2012 –> 2007-2019 0.3251999 -2624.120603 -2551.38607
obs N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 35316.52562 35364.61239 2.8949275 2000-2012 –> 2007-2019 5.7776389 60949.631975 61043.57314
mod N_Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star -1295.72029 -1258.64540 0.1552200 2000-2012 –> 2007-2019 0.3693298 -1576.530580 -1503.79604
mod N_Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate -1052.51732 -1020.73884 0.1686733 2000-2012 –> 2007-2019 0.4156667 -991.003300 -928.65941
mod N_Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate_star -1107.46926 -1075.69078 0.1655603 2000-2012 –> 2007-2019 0.4109948 -1061.215682 -998.87179
mod N_Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star -1293.84302 -1256.76813 0.1553189 2000-2012 –> 2007-2019 0.3700272 -1567.925426 -1495.19089
mod N_Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star -1292.77281 -1260.99433 0.1554806 2000-2012 –> 2007-2019 0.3869049 -1388.171592 -1325.82770
mod N_Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star -1117.81546 -1086.03698 0.1649807 2000-2012 –> 2007-2019 0.4101837 -1073.835513 -1011.49162
mod N_Pacific (28.1,28.2] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star -1105.93523 -1069.95328 0.2004849 2000-2012 –> 2007-2019 0.4001703 -1998.602063 -1928.03434
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10983.29096 11023.09731 2.9984890 2000-2012 –> 2007-2019 5.8608113 19333.000220 19410.82152
mod N_Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star -1676.54648 -1634.56755 0.1820724 2000-2012 –> 2007-2019 0.3821345 -2558.336281 -2476.00728
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10977.61356 11017.41991 2.9945853 2000-2012 –> 2007-2019 5.8554041 19325.550182 19403.37148
mod N_Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate -1522.75970 -1486.77776 0.1869074 2000-2012 –> 2007-2019 0.3804153 -2563.438482 -2492.87076
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 10981.52897 11015.64870 2.9986528 2000-2012 –> 2007-2019 5.8650192 19334.002038 19400.70601
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate_star 10975.61439 11009.73412 2.9945858 2000-2012 –> 2007-2019 5.8583039 19324.968608 19391.67258
mod N_Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star -2242.54517 -2200.56623 0.1655350 2000-2012 –> 2007-2019 0.3411805 -3737.390104 -3655.06110
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10980.11685 11019.92320 2.9963059 2000-2012 –> 2007-2019 5.8577902 19328.838288 19406.65959
mod N_Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate_star -1006.30886 -970.32692 0.2038735 2000-2012 –> 2007-2019 0.4252459 -1413.358360 -1342.79064
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + silicate + phosphate + phosphate_star 10978.15059 11012.27032 2.9963291 2000-2012 –> 2007-2019 5.8612054 19328.869178 19395.57315
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 10983.52597 11023.33231 2.9986507 2000-2012 –> 2007-2019 5.8650172 19337.999022 19415.82032
mod N_Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star -1960.21023 -1918.23130 0.1735875 2000-2012 –> 2007-2019 0.3632860 -3092.534367 -3010.20536
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10977.50005 11017.30640 2.9945073 2000-2012 –> 2007-2019 5.8581243 19328.735170 19406.55647
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11031.63310 11071.43945 3.0319356 2000-2012 –> 2007-2019 5.9233554 19415.468266 19493.28956
mod N_Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star -3067.88446 -3025.90553 0.1440744 2000-2012 –> 2007-2019 0.3003430 -5113.287203 -5030.95820
mod N_Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star -1959.00979 -1917.03085 0.1736226 2000-2012 –> 2007-2019 0.3633569 -3090.444285 -3008.11528
obs N_Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10980.11336 11019.91971 2.9963035 2000-2012 –> 2007-2019 5.8611542 19332.801755 19410.62305
mod N_Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star -2031.08340 -1989.10447 0.1715300 2000-2012 –> 2007-2019 0.3467164 -3538.255622 -3455.92662
mod N_Pacific (28.1,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star -2004.44848 -1962.46955 0.1723004 2000-2012 –> 2007-2019 0.3484402 -3486.055603 -3403.72660
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + aou + phosphate_star -10193.33987 -10156.49802 0.1565262 2000-2012 –> 2007-2019 0.3290936 -15944.027379 -15871.93409
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate_star -10685.57943 -10641.36922 0.1532581 2000-2012 –> 2007-2019 0.3128355 -17767.962653 -17681.45070
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate_star -11387.06320 -11342.85299 0.1487365 2000-2012 –> 2007-2019 0.3032666 -19017.175308 -18930.66336
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + phosphate + phosphate_star -10135.79071 -10098.94887 0.1569112 2000-2012 –> 2007-2019 0.3279614 -16036.974181 -15964.88089
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + silicate + phosphate + phosphate_star -10429.92116 -10385.71094 0.1549400 2000-2012 –> 2007-2019 0.3159813 -17356.676110 -17270.16416
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate_star -10245.82942 -10201.61920 0.1561625 2000-2012 –> 2007-2019 0.3271747 -16148.798725 -16062.28678
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star -10683.58514 -10632.00655 0.1532581 2000-2012 –> 2007-2019 0.3128354 -17763.968357 -17663.03775
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star -11393.46680 -11341.88822 0.1486832 2000-2012 –> 2007-2019 0.3031906 -19024.078919 -18923.14831
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + temp + phosphate + phosphate_star -10246.20706 -10201.99685 0.1561600 2000-2012 –> 2007-2019 0.3271675 -16149.639748 -16063.12780
mod N_Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star -10684.56000 -10632.98141 0.1532517 2000-2012 –> 2007-2019 0.3128140 -17766.544090 -17665.61348
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + aou + phosphate_star -1638.86447 -1616.23200 0.0723664 2000-2012 –> 2007-2019 0.1338819 -3280.514759 -3235.87270
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate_star -3016.79910 -2989.64013 0.0263519 2000-2012 –> 2007-2019 0.0536485 -5636.358654 -5582.78818
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + silicate + phosphate + phosphate_star -2719.52067 -2692.36170 0.0327587 2000-2012 –> 2007-2019 0.0633561 -5201.410767 -5147.84029
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + silicate + phosphate_star -1985.15270 -1962.52022 0.0561618 2000-2012 –> 2007-2019 0.1051158 -3902.262450 -3857.62039
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + phosphate_star -1656.12169 -1628.96273 0.0713533 2000-2012 –> 2007-2019 0.1327644 -3297.821256 -3244.25078
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate_star -1606.10619 -1578.94722 0.0740143 2000-2012 –> 2007-2019 0.1408761 -3145.251250 -3091.68078
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star -3022.41297 -2990.72751 0.0262054 2000-2012 –> 2007-2019 0.0532118 -5652.860881 -5590.36200
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + temp + phosphate + phosphate_star -1653.25839 -1626.09942 0.0715031 2000-2012 –> 2007-2019 0.1330671 -3291.957739 -3238.38727
mod N_Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate_star -1991.62989 -1964.47092 0.0558143 2000-2012 –> 2007-2019 0.1041570 -3921.894793 -3868.32432
mod N_Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate_star -1700.54920 -1673.39023 0.0690700 2000-2012 –> 2007-2019 0.1408244 -3154.523019 -3100.95255
obs S_Atlantic (-Inf,26] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 444.55120 461.56692 3.1388806 2000-2012 –> 2007-2019 5.9033765 555.983076 579.96892
obs S_Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 446.14326 463.15898 3.1687677 2000-2012 –> 2007-2019 5.8758974 556.736357 580.72220
obs S_Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 448.02705 465.04277 3.2044992 2000-2012 –> 2007-2019 5.9037550 558.503638 582.48948
obs S_Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 452.90020 469.91592 3.2988128 2000-2012 –> 2007-2019 5.9866471 563.207173 587.19302
obs S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 445.72325 462.73896 3.1608554 2000-2012 –> 2007-2019 6.0285441 558.621042 582.60689
obs S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 445.85930 462.87502 3.1634163 2000-2012 –> 2007-2019 6.0271615 558.702054 582.68790
obs S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 446.13884 463.15456 3.1686844 2000-2012 –> 2007-2019 6.0270412 558.906259 582.89210
obs S_Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 444.57146 461.58717 3.1392591 2000-2012 –> 2007-2019 5.8952871 555.880619 579.86646
obs S_Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 444.59742 461.61313 3.1397442 2000-2012 –> 2007-2019 5.8950487 555.896078 579.88192
obs S_Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 444.67150 461.68721 3.1411290 2000-2012 –> 2007-2019 5.8930323 555.920749 579.90659
mod S_Atlantic (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 638.93494 661.47743 1.3100625 2000-2012 –> 2007-2019 3.1779990 947.238240 985.71739
obs S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1868.21621 1895.24172 3.3953101 2000-2012 –> 2007-2019 6.4610763 3258.482153 3310.72249
obs S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1869.48140 1896.50691 3.4014349 2000-2012 –> 2007-2019 6.4858410 3263.032737 3315.27307
mod S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 638.40821 660.95070 1.3081988 2000-2012 –> 2007-2019 3.1979612 948.384316 986.86347
obs S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1882.66418 1905.82889 3.4758020 2000-2012 –> 2007-2019 6.5584475 3273.906032 3318.68346
obs S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate_star 1883.60016 1906.76488 3.4804394 2000-2012 –> 2007-2019 6.5824206 3278.231061 3323.00849
mod S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 686.69972 709.24221 1.4905852 2000-2012 –> 2007-2019 3.3530165 994.577985 1033.05714
obs S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1883.74513 1910.77064 3.4712546 2000-2012 –> 2007-2019 6.5530767 3276.842223 3329.08256
mod S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 686.15796 708.70045 1.4884043 2000-2012 –> 2007-2019 3.3529805 994.201976 1032.68113
obs S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1884.66049 1911.68599 3.4757838 2000-2012 –> 2007-2019 6.5773434 3281.217742 3333.45808
obs S_Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1870.80823 1897.83374 3.4078699 2000-2012 –> 2007-2019 6.5021683 3266.095082 3318.33542
mod S_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 685.49075 708.03324 1.4857227 2000-2012 –> 2007-2019 3.3551030 993.905302 1032.38446
obs S_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1884.92492 1911.95042 3.4770933 2000-2012 –> 2007-2019 6.5833370 3282.300102 3334.54044
mod S_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 638.35311 657.67524 1.3150934 2000-2012 –> 2007-2019 3.2211122 947.562653 980.54478
mod S_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 639.12070 661.66319 1.3107204 2000-2012 –> 2007-2019 3.1704565 946.790435 985.26959
obs S_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1891.15849 1918.18400 3.5081064 2000-2012 –> 2007-2019 6.5677960 3280.349073 3332.58941
mod S_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 639.18069 661.72318 1.3109329 2000-2012 –> 2007-2019 3.1709773 946.874295 985.35345
obs S_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1890.81328 1917.83879 3.5063817 2000-2012 –> 2007-2019 6.5870861 3283.713748 3335.95408
mod S_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 689.97136 709.29350 1.5119746 2000-2012 –> 2007-2019 3.3766922 996.026291 1029.00842
mod S_Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 641.53179 664.07428 1.3192895 2000-2012 –> 2007-2019 3.1829643 949.506168 987.98532
obs S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2177.31423 2205.54583 3.2380245 2000-2012 –> 2007-2019 6.2527169 3639.192693 3693.04067
obs S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2175.07241 2203.30401 3.2293323 2000-2012 –> 2007-2019 6.2346804 3635.168956 3689.01693
mod S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 974.38403 1000.28714 1.2056934 2000-2012 –> 2007-2019 2.7261652 1874.280382 1924.57707
mod S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1054.13524 1080.03835 1.3777036 2000-2012 –> 2007-2019 2.9580260 1972.640740 2022.93742
mod S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1055.38702 1081.29012 1.3805905 2000-2012 –> 2007-2019 2.9651989 1975.197963 2025.49465
obs S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2175.17905 2203.41066 3.2297452 2000-2012 –> 2007-2019 6.2359612 3635.441308 3689.28929
obs S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2173.78322 2197.98174 3.2320858 2000-2012 –> 2007-2019 6.2574802 3635.695736 3681.85115
obs S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2172.22500 2200.45660 3.2183256 2000-2012 –> 2007-2019 6.2436527 3636.124751 3689.97273
mod S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1056.29767 1082.20077 1.3826945 2000-2012 –> 2007-2019 2.9708649 1977.190889 2027.48757
obs S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 2174.14458 2198.34310 3.2334865 2000-2012 –> 2007-2019 6.2726840 3638.669971 3684.82538
mod S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1005.20116 1031.10426 1.2694560 2000-2012 –> 2007-2019 2.8051933 1909.912631 1960.20931
obs S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2175.19565 2203.42726 3.2298095 2000-2012 –> 2007-2019 6.2706021 3642.022215 3695.87019
mod S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1004.92755 1030.83066 1.2688753 2000-2012 –> 2007-2019 2.8055139 1909.921809 1960.21849
obs S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2172.31726 2200.54886 3.2186816 2000-2012 –> 2007-2019 6.2577355 3638.815512 3692.66349
mod S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 1059.09177 1081.29443 1.3938240 2000-2012 –> 2007-2019 2.9753173 1975.954257 2019.06570
mod S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1059.15540 1081.35806 1.3939723 2000-2012 –> 2007-2019 2.9791412 1977.136797 2020.24824
mod S_Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1004.86611 1030.76921 1.2687450 2000-2012 –> 2007-2019 2.8082071 1910.745228 1961.04191
obs S_Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2172.45018 2200.68179 3.2191947 2000-2012 –> 2007-2019 6.2582573 3638.950096 3692.79807
obs S_Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2171.02445 2195.22297 3.2214121 2000-2012 –> 2007-2019 6.2700357 3637.327346 3683.48276
mod S_Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1059.38642 1081.58908 1.3945109 2000-2012 –> 2007-2019 2.9829086 1978.348588 2021.46003
mod S_Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate 2036.85144 2062.00562 1.9183428 2000-2012 –> 2007-2019 3.8223455 3513.508205 3561.89509
mod S_Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1975.43635 2000.59052 1.8015819 2000-2012 –> 2007-2019 3.5719644 3400.431610 3448.81849
mod S_Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 1873.70124 1898.85541 1.6235928 2000-2012 –> 2007-2019 3.3432516 3278.056970 3326.44385
obs S_Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3030.20167 3060.40918 3.6994633 2000-2012 –> 2007-2019 7.4405814 5207.476882 5265.53659
mod S_Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1875.69959 1905.04613 1.6235901 2000-2012 –> 2007-2019 3.3366989 3279.345893 3335.79725
obs S_Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3035.53853 3065.74603 3.7173577 2000-2012 –> 2007-2019 7.4308201 5206.952081 5265.01179
obs S_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 3028.94376 3054.83590 3.7019463 2000-2012 –> 2007-2019 7.4549112 5206.716663 5256.48213
mod S_Atlantic (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1980.20900 2009.55554 1.8066966 2000-2012 –> 2007-2019 3.7226247 3463.298867 3519.75023
obs S_Atlantic (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3034.71128 3064.91878 3.7145783 2000-2012 –> 2007-2019 7.4290957 5206.349242 5264.40895
obs S_Atlantic (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3034.11480 3060.00695 3.7192951 2000-2012 –> 2007-2019 7.4490882 5206.994924 5256.76039
obs S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3043.34349 3073.55099 3.7436836 2000-2012 –> 2007-2019 7.4551620 5214.334867 5272.39457
mod S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 1621.03452 1650.38105 1.2513789 2000-2012 –> 2007-2019 2.5665657 2837.005772 2893.45713
obs S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3030.86479 3061.07229 3.7016820 2000-2012 –> 2007-2019 7.4517900 5210.036084 5268.09579
mod S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2035.34638 2064.69291 1.9114800 2000-2012 –> 2007-2019 3.9017996 3545.482365 3601.93373
obs S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3028.76655 3058.97406 3.6946661 2000-2012 –> 2007-2019 7.4265590 5204.091307 5262.15101
obs S_Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3028.06141 3058.26892 3.6923112 2000-2012 –> 2007-2019 7.4161394 5201.677096 5259.73680
obs S_Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3028.70008 3058.90759 3.6944440 2000-2012 –> 2007-2019 7.4257317 5203.896698 5261.95640
mod S_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 1648.26912 1673.42330 1.2893501 2000-2012 –> 2007-2019 2.6598364 2891.483121 2939.87000
mod S_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1585.07855 1614.42509 1.2062076 2000-2012 –> 2007-2019 2.4517076 2762.396174 2818.84754
mod S_Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1600.98929 1630.33583 1.2259915 2000-2012 –> 2007-2019 2.4978198 2793.159035 2849.61040
mod S_Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 1685.35779 1711.66895 0.9920191 2000-2012 –> 2007-2019 2.1111829 2989.960915 3040.54211
obs S_Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 4075.13310 4102.89340 3.5675464 2000-2012 –> 2007-2019 7.2334778 6854.078425 6907.23342
mod S_Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1674.57224 1700.88340 0.9830385 2000-2012 –> 2007-2019 2.0954206 2974.045536 3024.62673
mod S_Atlantic (27,27.25] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1705.13129 1731.44246 1.0086971 2000-2012 –> 2007-2019 2.1390907 3018.161036 3068.74223
mod S_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 1783.77130 1810.08247 1.0778480 2000-2012 –> 2007-2019 2.2148635 3101.730844 3152.31204
obs S_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4065.61806 4098.00508 3.5404443 2000-2012 –> 2007-2019 7.1786336 6838.830341 6900.84450
mod S_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1676.12246 1706.81882 0.9826658 2000-2012 –> 2007-2019 2.0907585 2974.334953 3033.34635
obs S_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4081.30146 4113.68848 3.5774083 2000-2012 –> 2007-2019 7.2671053 6868.825033 6930.83919
obs S_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4084.98994 4112.75024 3.5909105 2000-2012 –> 2007-2019 7.2696896 6867.496755 6920.65175
mod S_Atlantic (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate 1914.84550 1941.15666 1.2038013 2000-2012 –> 2007-2019 2.4994310 3343.022937 3393.60414
mod S_Atlantic (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1703.20444 1733.90080 1.0053628 2000-2012 –> 2007-2019 2.1256929 3010.686624 3069.69802
obs S_Atlantic (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4074.12767 4106.51469 3.5604528 2000-2012 –> 2007-2019 7.2330049 6856.909861 6918.92402
obs S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4092.46125 4124.84827 3.6039454 2000-2012 –> 2007-2019 7.2488740 6867.557517 6929.57168
obs S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4086.40997 4118.79699 3.5895316 2000-2012 –> 2007-2019 7.2640049 6869.724592 6931.73875
mod S_Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1750.58076 1781.27712 1.0463363 2000-2012 –> 2007-2019 2.1795178 3067.689509 3126.70091
obs S_Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4074.73750 4107.12453 3.5618911 2000-2012 –> 2007-2019 7.2149791 6852.110084 6914.12424
obs S_Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4085.09123 4117.47825 3.5863981 2000-2012 –> 2007-2019 7.2626777 6868.906146 6930.92031
mod S_Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate 1757.04842 1783.35959 1.0538335 2000-2012 –> 2007-2019 2.2013793 3082.788500 3133.36970
mod S_Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1703.97368 1734.67004 1.0060151 2000-2012 –> 2007-2019 2.1362473 3018.882851 3077.89425
obs S_Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4082.07081 4114.45783 3.5792314 2000-2012 –> 2007-2019 7.2497182 6864.280369 6926.29453
mod S_Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate 2867.87690 2891.45381 1.3676693 2000-2012 –> 2007-2019 2.6798259 4893.084684 4938.61280
mod S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 3001.05772 3029.35002 1.4808431 2000-2012 –> 2007-2019 2.8164037 5049.339015 5103.97276
mod S_Atlantic (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2985.94687 3014.23917 1.4673433 2000-2012 –> 2007-2019 2.7992425 5030.955768 5085.58951
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6176.14358 6211.48228 3.5181195 2000-2012 –> 2007-2019 6.8934637 10438.466126 10506.64942
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6206.35808 6241.69679 3.5646004 2000-2012 –> 2007-2019 6.9776228 10486.575374 10554.75867
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 6186.30325 6216.59357 3.5367522 2000-2012 –> 2007-2019 6.9207809 10450.768071 10509.21089
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 6215.10296 6245.39328 3.5812775 2000-2012 –> 2007-2019 7.0019181 10496.914364 10555.35718
mod S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 2840.98904 2869.28134 1.3439328 2000-2012 –> 2007-2019 2.7043023 4911.209330 4965.84307
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 6186.28881 6221.62751 3.5336586 2000-2012 –> 2007-2019 6.9164927 10452.184487 10520.36778
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6214.32661 6249.66531 3.5769608 2000-2012 –> 2007-2019 6.9971433 10497.922088 10566.10538
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6200.43953 6235.77824 3.5554474 2000-2012 –> 2007-2019 6.9616608 10477.437633 10545.62092
mod S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 2887.62521 2915.91751 1.3824601 2000-2012 –> 2007-2019 2.7875170 4996.372626 5051.00637
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 6213.20508 6243.49540 3.5783261 2000-2012 –> 2007-2019 6.9953900 10493.330043 10551.77286
mod S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 2845.13275 2873.42505 1.3473122 2000-2012 –> 2007-2019 2.7341792 4938.347800 4992.98154
obs S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6212.35223 6247.69094 3.5738943 2000-2012 –> 2007-2019 6.9905255 10494.273068 10562.45636
obs S_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6205.58461 6240.92332 3.5634029 2000-2012 –> 2007-2019 6.9570017 10476.601755 10544.78505
mod S_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2922.54123 2950.83353 1.4120264 2000-2012 –> 2007-2019 2.8435884 5053.565213 5108.19896
mod S_Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2950.83132 2979.12362 1.4364451 2000-2012 –> 2007-2019 2.8897075 5099.788748 5154.42249
mod S_Atlantic (27.25,27.5] cstar_tref ~ temp + silicate + phosphate 2968.52393 2992.10085 1.4536916 2000-2012 –> 2007-2019 2.8862597 5098.385348 5143.91347
mod S_Atlantic (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2922.03372 2950.32602 1.4115922 2000-2012 –> 2007-2019 2.8434200 5053.279002 5107.91275
obs S_Atlantic (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6189.85188 6225.35289 3.3280641 2000-2012 –> 2007-2019 6.8379190 10183.527548 10251.31285
mod S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate 4274.35278 4300.08664 1.2968529 2000-2012 –> 2007-2019 2.6439801 7055.450137 7104.65062
obs S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6210.96169 6246.46270 3.3580176 2000-2012 –> 2007-2019 6.8940245 10215.683379 10283.46868
mod S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 4271.38620 4302.26683 1.2943196 2000-2012 –> 2007-2019 2.6385129 7050.964528 7110.00510
mod S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 4276.32820 4307.20884 1.2968404 2000-2012 –> 2007-2019 2.6402378 7054.950657 7113.99123
obs S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6206.87813 6242.37914 3.3522024 2000-2012 –> 2007-2019 6.8822769 10209.101312 10276.88661
mod S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4269.58597 4305.61337 1.2923846 2000-2012 –> 2007-2019 2.6182610 7029.019729 7097.90040
obs S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6205.77594 6241.27695 3.3506345 2000-2012 –> 2007-2019 6.8777779 10206.763072 10274.54837
mod S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4278.08731 4314.11471 1.2967174 2000-2012 –> 2007-2019 2.6266200 7042.414653 7111.29532
obs S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6205.94364 6241.44465 3.3508730 2000-2012 –> 2007-2019 6.8787412 10207.236533 10275.02183
mod S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 4302.66913 4333.54976 1.3103592 2000-2012 –> 2007-2019 2.6053637 7022.077876 7081.11845
obs S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6184.75557 6220.25658 3.3208729 2000-2012 –> 2007-2019 6.8240830 10175.611553 10243.39685
obs S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6182.96804 6218.46906 3.3183543 2000-2012 –> 2007-2019 6.8164252 10171.639512 10239.42481
mod S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate 4307.32074 4333.05460 1.3137952 2000-2012 –> 2007-2019 2.6571938 7083.944701 7133.14518
mod S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 4300.93252 4331.81316 1.3094636 2000-2012 –> 2007-2019 2.6434681 7068.230470 7127.27105
mod S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 4300.02258 4330.90321 1.3089946 2000-2012 –> 2007-2019 2.6441449 7068.706173 7127.74675
obs S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 6203.83362 6234.26306 3.3507165 2000-2012 –> 2007-2019 6.8886925 10207.383697 10265.48538
obs S_Atlantic (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6183.40169 6218.90270 3.3189651 2000-2012 –> 2007-2019 6.8187444 10172.799690 10240.58499
mod S_Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4303.36960 4334.25023 1.3107206 2000-2012 –> 2007-2019 2.6482468 7074.922820 7133.96339
obs S_Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 6204.03663 6234.46607 3.3510053 2000-2012 –> 2007-2019 6.8901274 10208.068683 10266.17037
obs S_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2996.39299 3026.71351 3.4364399 2000-2012 –> 2007-2019 6.6115701 5059.525581 5117.75126
mod S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 1920.29071 1946.52039 1.2362458 2000-2012 –> 2007-2019 2.4904043 3195.960518 3245.89404
obs S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2969.90869 3000.22920 3.3564151 2000-2012 –> 2007-2019 6.5661504 5041.669778 5099.89545
obs S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2969.57454 2999.89505 3.3554174 2000-2012 –> 2007-2019 6.5603609 5040.146405 5098.37208
mod S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 1991.31616 2017.54583 1.3136174 2000-2012 –> 2007-2019 2.7148848 3352.166610 3402.10014
mod S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 1993.07813 2019.30780 1.3155971 2000-2012 –> 2007-2019 2.7077533 3348.918613 3398.85214
obs S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2969.61142 2999.93193 3.3555275 2000-2012 –> 2007-2019 6.5621123 5040.590805 5098.81648
mod S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 1848.15203 1874.38170 1.1623248 2000-2012 –> 2007-2019 2.2880799 3040.869442 3090.80297
obs S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2964.74723 2995.06774 3.3410376 2000-2012 –> 2007-2019 6.4963664 5022.900084 5081.12576
obs S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2965.84347 2996.16398 3.3442977 2000-2012 –> 2007-2019 6.4981175 5023.615573 5081.84125
mod S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate 1969.49013 1991.34819 1.2915452 2000-2012 –> 2007-2019 2.6010257 3276.311111 3317.92238
mod S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 1845.74780 1871.97747 1.1599388 2000-2012 –> 2007-2019 2.3069992 3052.864083 3102.79761
obs S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 2971.91953 2997.90854 3.3684134 2000-2012 –> 2007-2019 6.5861200 5043.655030 5093.56275
mod S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1858.73645 1884.96612 1.1728875 2000-2012 –> 2007-2019 2.3325646 3074.254004 3124.18753
obs S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 2972.81814 2998.80715 3.3711074 2000-2012 –> 2007-2019 6.5871469 5044.141098 5094.04882
obs S_Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2965.24106 2995.56158 3.3425058 2000-2012 –> 2007-2019 6.4968363 5023.142044 5081.36772
mod S_Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1866.64280 1892.87247 1.1808402 2000-2012 –> 2007-2019 2.3637480 3097.392881 3147.32641
mod S_Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1866.42665 1892.65632 1.1806221 2000-2012 –> 2007-2019 2.3487474 3087.518788 3137.45231
obs S_Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2972.42850 2998.41751 3.3699390 2000-2012 –> 2007-2019 6.5864350 5043.864460 5093.77218
mod S_Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate_star 1996.18525 2018.04331 1.3213523 2000-2012 –> 2007-2019 2.7101938 3348.194976 3389.80625
obs S_Atlantic (27.85,27.95] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4740.44138 4769.30885 3.2701268 2000-2012 –> 2007-2019 6.4641574 7936.435545 7991.85223
obs S_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4735.23540 4768.91411 3.2571764 2000-2012 –> 2007-2019 6.4659343 7938.906297 8003.55909
mod S_Atlantic (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2386.14132 2417.23910 1.5995287 2000-2012 –> 2007-2019 3.2867424 4093.580141 4153.22142
obs S_Atlantic (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4725.66072 4759.33943 3.2400485 2000-2012 –> 2007-2019 6.4311357 7922.517170 7987.16996
obs S_Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 4731.82428 4760.69175 3.2546464 2000-2012 –> 2007-2019 6.4715894 7936.638943 7992.05562
mod S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2198.48988 2229.58766 1.3775479 2000-2012 –> 2007-2019 2.8016543 3758.095127 3817.73640
mod S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 2200.32480 2226.98004 1.3817603 2000-2012 –> 2007-2019 2.8126677 3762.084454 3813.20555
mod S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2194.02813 2225.12592 1.3726630 2000-2012 –> 2007-2019 2.7884534 3748.526460 3808.16774
obs S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4732.01736 4765.69607 3.2514097 2000-2012 –> 2007-2019 6.4629280 7936.749378 8001.40217
obs S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4730.67782 4764.35653 3.2490122 2000-2012 –> 2007-2019 6.4584577 7934.613122 7999.26592
mod S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 2196.81828 2223.47353 1.3779081 2000-2012 –> 2007-2019 2.8058425 3756.764322 3807.88542
mod S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2161.99297 2193.09075 1.3380950 2000-2012 –> 2007-2019 2.6921101 3677.588177 3737.22945
mod S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate 2204.93849 2227.15119 1.3890554 2000-2012 –> 2007-2019 2.8203415 3764.928905 3807.52982
mod S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 2204.82756 2231.48280 1.3867228 2000-2012 –> 2007-2019 2.8173319 3766.405377 3817.52647
obs S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4731.27862 4764.95733 3.2500873 2000-2012 –> 2007-2019 6.4605584 7935.608215 8000.26101
mod S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2400.51553 2431.61331 1.6179395 2000-2012 –> 2007-2019 3.3753486 4143.498936 4203.14021
obs S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4740.88071 4774.55942 3.2673176 2000-2012 –> 2007-2019 6.4610199 7938.747990 8003.40078
obs S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4743.09544 4776.77415 3.2713047 2000-2012 –> 2007-2019 6.4658647 7941.294086 8005.94688
mod S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 2405.84284 2432.49808 1.6274059 2000-2012 –> 2007-2019 3.3978986 4153.294094 4204.41519
obs S_Atlantic (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4741.26800 4774.94671 3.2680145 2000-2012 –> 2007-2019 6.4615616 7939.075352 8003.72815
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8310.81736 8348.42218 3.2821006 2000-2012 –> 2007-2019 6.5736000 14370.229906 14443.21588
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8274.42250 8312.02732 3.2447747 2000-2012 –> 2007-2019 6.5623256 14352.093497 14425.07947
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 8312.47045 8344.70316 3.2858708 2000-2012 –> 2007-2019 6.5872566 14376.828952 14439.38836
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 3170.39095 3198.96039 1.5050619 2000-2012 –> 2007-2019 3.0400308 5558.209949 5613.57625
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 8272.50755 8304.74026 3.2448614 2000-2012 –> 2007-2019 6.5642649 14349.471476 14412.03088
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8266.60799 8304.21282 3.2368158 2000-2012 –> 2007-2019 6.5111118 14313.883921 14386.86990
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3125.13081 3153.70025 1.4661528 2000-2012 –> 2007-2019 2.9865031 5500.643647 5556.00995
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3096.38830 3124.95774 1.4419674 2000-2012 –> 2007-2019 2.9470961 5458.960950 5514.32726
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 8265.79603 8298.02874 3.2380245 2000-2012 –> 2007-2019 6.5204191 14316.793221 14379.35263
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate_star 3196.27547 3220.08333 1.5295459 2000-2012 –> 2007-2019 3.0652363 5582.698773 5628.83736
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 2818.11352 2851.44453 1.2260681 2000-2012 –> 2007-2019 2.5010504 4969.279455 5033.87348
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 2948.45498 2977.02441 1.3236576 2000-2012 –> 2007-2019 2.7444133 5236.838856 5292.20516
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 2856.61089 2889.94190 1.2536896 2000-2012 –> 2007-2019 2.5627770 5041.724491 5106.31851
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 8271.98731 8309.59214 3.2422924 2000-2012 –> 2007-2019 6.5261992 14326.051299 14399.03727
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8262.47963 8300.08446 3.2326190 2000-2012 –> 2007-2019 6.5112120 14312.792957 14385.77893
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 3071.85248 3100.42192 1.4216376 2000-2012 –> 2007-2019 2.9348090 5441.278604 5496.64491
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate 3096.88349 3120.69135 1.4440510 2000-2012 –> 2007-2019 2.9623442 5468.655101 5514.79369
mod S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 3065.77647 3094.34591 1.4166476 2000-2012 –> 2007-2019 2.9281004 5433.741179 5489.10748
obs S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8266.44978 8304.05461 3.2366548 2000-2012 –> 2007-2019 6.5170140 14318.010360 14390.99633
obs S_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8392.51252 8430.11735 3.3674568 2000-2012 –> 2007-2019 6.7085251 14486.543242 14559.52922
obs S_Atlantic (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate 6472.53388 6503.29040 3.2470246 2000-2012 –> 2007-2019 6.5502398 11576.284130 11636.32912
obs S_Atlantic (28.05,28.1] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6482.27603 6513.03255 3.2597638 2000-2012 –> 2007-2019 6.5690015 11589.574698 11649.61969
obs S_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6460.08493 6495.96754 3.2282223 2000-2012 –> 2007-2019 6.5313635 11565.791558 11635.84405
obs S_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 6475.63415 6506.39067 3.2510732 2000-2012 –> 2007-2019 6.6001164 11606.224695 11666.26969
obs S_Atlantic (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6459.39711 6495.27972 3.2273300 2000-2012 –> 2007-2019 6.5357767 11568.230118 11638.28261
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1726.68782 1752.54733 1.1501226 2000-2012 –> 2007-2019 2.4073846 3083.353688 3133.28080
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1771.10631 1796.96582 1.1975155 2000-2012 –> 2007-2019 2.3724998 3072.544007 3122.47112
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 1698.66895 1724.52846 1.1211970 2000-2012 –> 2007-2019 2.2253450 2949.367191 2999.29430
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 1709.91625 1735.77576 1.1327199 2000-2012 –> 2007-2019 2.2470940 2968.137112 3018.06422
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1481.20581 1507.06532 0.9200779 2000-2012 –> 2007-2019 1.8399779 2582.931538 2632.85865
obs S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 6476.87860 6512.76121 3.2500861 2000-2012 –> 2007-2019 6.5989358 11609.356640 11679.40913
obs S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6472.23121 6508.11382 3.2440208 2000-2012 –> 2007-2019 6.5977001 11607.516541 11677.56903
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate 1775.42927 1796.97886 1.2044189 2000-2012 –> 2007-2019 2.3794034 3074.867203 3116.47313
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1535.30653 1561.16604 0.9664609 2000-2012 –> 2007-2019 1.9258909 2671.364956 2721.29207
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate 1699.55722 1721.10681 1.1241448 2000-2012 –> 2007-2019 2.2285991 2948.481775 2990.08770
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate 1588.15747 1609.70706 1.0158748 2000-2012 –> 2007-2019 2.0009556 2743.745544 2785.35147
mod S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 1533.16915 1559.02866 0.9645848 2000-2012 –> 2007-2019 1.9244335 2669.583634 2719.51075
obs S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6474.20053 6510.08314 3.2465896 2000-2012 –> 2007-2019 6.5966035 11607.355610 11677.40810
obs S_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6466.82019 6502.70280 3.2369733 2000-2012 –> 2007-2019 6.5401599 11572.553604 11642.60609
obs S_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6463.10575 6498.98836 3.2321442 2000-2012 –> 2007-2019 6.5414865 11572.465949 11642.51844
obs S_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7016.39661 7052.85163 3.2366592 2000-2012 –> 2007-2019 6.5561026 12849.227230 12920.77336
obs S_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate 7021.51695 7052.76411 3.2452061 2000-2012 –> 2007-2019 6.5860216 12866.607946 12927.93320
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2263.78198 2291.90464 0.9850288 2000-2012 –> 2007-2019 2.1396800 4260.457835 4315.30224
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 2297.52736 2325.65001 1.0059716 2000-2012 –> 2007-2019 1.9536926 4043.386462 4098.23086
obs S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7015.31579 7051.77081 3.2353638 2000-2012 –> 2007-2019 6.5278495 12830.027508 12901.57364
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 2107.77084 2135.89349 0.8937330 2000-2012 –> 2007-2019 1.7518491 3727.492612 3782.33701
obs S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 7028.32142 7059.56858 3.2533949 2000-2012 –> 2007-2019 6.5824080 12865.548699 12926.87395
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 2127.67381 2155.79647 0.9048918 2000-2012 –> 2007-2019 1.7718489 3760.413221 3815.25762
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate 1666.11199 1694.23464 0.6786182 2000-2012 –> 2007-2019 1.3438016 2962.394581 3017.23898
obs S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 6987.90358 7024.35860 3.2026824 2000-2012 –> 2007-2019 6.4925394 12800.840562 12872.38669
obs S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7033.34057 7069.79558 3.2570349 2000-2012 –> 2007-2019 6.5913455 12876.100943 12947.64707
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate 2295.56676 2319.00230 1.0059963 2000-2012 –> 2007-2019 1.9598181 4047.575095 4093.27876
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate 1730.71389 1758.83654 0.7065077 2000-2012 –> 2007-2019 1.4119861 3101.689290 3156.53369
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate 2106.53644 2129.97198 0.8941597 2000-2012 –> 2007-2019 1.7523852 3724.420113 3770.12378
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate 1886.74376 1910.17931 0.7796589 2000-2012 –> 2007-2019 1.5841357 3422.490496 3468.19416
mod S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate 1729.57940 1757.70205 0.7060082 2000-2012 –> 2007-2019 1.4185237 3113.160284 3168.00469
obs S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7019.86434 7056.31936 3.2408189 2000-2012 –> 2007-2019 6.5601752 12852.636648 12924.18278
obs S_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate 7037.57652 7068.82368 3.2645660 2000-2012 –> 2007-2019 6.5613580 12853.192548 12914.51780
obs S_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7011.33154 7047.78656 3.2305931 2000-2012 –> 2007-2019 6.5092201 12816.670765 12888.21689
obs S_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 7021.93939 7053.18655 3.2457139 2000-2012 –> 2007-2019 6.5508443 12843.168372 12904.49363
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 5259.06521 5288.45749 3.4158293 2000-2012 –> 2007-2019 6.9011090 9779.117958 9836.94627
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5257.45880 5291.74980 3.4096196 2000-2012 –> 2007-2019 6.8935478 9778.856108 9846.32247
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + phosphate 5268.12374 5292.61731 3.4349411 2000-2012 –> 2007-2019 6.9507157 9800.899054 9849.08931
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate 5261.78627 5291.17855 3.4205220 2000-2012 –> 2007-2019 6.9269122 9792.044521 9849.87283
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5259.49766 5293.78867 3.4131288 2000-2012 –> 2007-2019 6.8905738 9777.747101 9845.21346
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 1511.99358 1540.27132 0.6019130 2000-2012 –> 2007-2019 1.1588488 2651.065517 2706.44041
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 5267.31879 5296.71107 3.4300834 2000-2012 –> 2007-2019 6.9303478 9794.622004 9852.45031
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate_star 1534.79881 1563.07655 0.6103105 2000-2012 –> 2007-2019 1.1732251 2688.307507 2743.68240
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate 894.94840 923.22614 0.4137399 2000-2012 –> 2007-2019 0.7958550 1524.684336 1580.05923
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 5258.80913 5293.10013 3.4119433 2000-2012 –> 2007-2019 6.8993963 9781.915373 9849.38173
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5287.79830 5322.08930 3.4622139 2000-2012 –> 2007-2019 6.9933259 9831.930139 9899.39650
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate 907.86425 936.14199 0.4169992 2000-2012 –> 2007-2019 0.8267455 1631.991888 1687.36678
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 858.60649 891.59718 0.4042136 2000-2012 –> 2007-2019 0.7816282 1473.607769 1538.21181
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate + phosphate_star 1515.76122 1544.03896 0.6032924 2000-2012 –> 2007-2019 1.1605329 2655.572985 2710.94788
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate 1335.66336 1359.22815 0.5414234 2000-2012 –> 2007-2019 1.0919044 2456.974466 2503.12021
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate 917.49097 945.76870 0.4194451 2000-2012 –> 2007-2019 0.8345257 1659.105665 1714.48056
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 853.31033 886.30102 0.4029151 2000-2012 –> 2007-2019 0.7792741 1464.524790 1529.12883
obs S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5282.74689 5317.03790 3.4534012 2000-2012 –> 2007-2019 6.9917421 9830.334947 9897.80131
mod S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 1214.88488 1243.16261 0.5025070 2000-2012 –> 2007-2019 0.9550316 2073.271306 2128.64620
obs S_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5306.56382 5340.85482 3.4951497 2000-2012 –> 2007-2019 7.0179401 9846.708200 9914.17456
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 11588.15987 11621.53939 0.6498323 2000-2012 –> 2007-2019 1.3298727 21253.646141 21319.27238
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 13425.32231 13460.58897 3.0752599 2000-2012 –> 2007-2019 6.0642091 24558.640730 24628.11730
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 11470.06005 11510.11548 0.6432072 2000-2012 –> 2007-2019 1.2847341 20592.781563 20671.53305
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13397.07937 13438.22380 3.0576824 2000-2012 –> 2007-2019 6.0460272 24531.503185 24612.55919
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate 13423.35863 13452.74751 3.0752811 2000-2012 –> 2007-2019 6.0647648 24555.468224 24613.36537
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 13398.71273 13433.97939 3.0597889 2000-2012 –> 2007-2019 6.0482703 24531.338796 24600.81537
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13415.21784 13456.36228 3.0682126 2000-2012 –> 2007-2019 6.0729004 24573.770273 24654.82627
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 13086.68753 13126.74296 0.7383400 2000-2012 –> 2007-2019 1.4001539 22500.318165 22579.06965
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 13318.42733 13358.48276 0.7530845 2000-2012 –> 2007-2019 1.4241344 22861.557860 22940.30934
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 13415.07535 13450.34201 3.0692930 2000-2012 –> 2007-2019 6.0740223 24571.688851 24641.16542
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 11569.20897 11609.26440 0.6486717 2000-2012 –> 2007-2019 1.3279943 21226.827031 21305.57852
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13412.32404 13453.46848 3.0665302 2000-2012 –> 2007-2019 6.0547607 24546.578698 24627.63470
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 13480.74828 13520.80371 0.7635872 2000-2012 –> 2007-2019 1.4342930 23019.086087 23097.83757
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 13410.45008 13445.71674 3.0666034 2000-2012 –> 2007-2019 6.0551433 24543.162687 24612.63926
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 13380.78214 13421.92657 3.0482520 2000-2012 –> 2007-2019 6.0360372 24514.377411 24595.43341
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 12623.55120 12663.60663 0.7097322 2000-2012 –> 2007-2019 1.3730338 22058.163217 22136.91470
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12102.31769 12149.04903 0.6787434 2000-2012 –> 2007-2019 1.3343696 21430.174984 21522.05172
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + phosphate_star 13511.07595 13551.13138 0.7655657 2000-2012 –> 2007-2019 1.4370225 23059.869921 23138.62141
mod S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12570.74412 12617.47545 0.7064209 2000-2012 –> 2007-2019 1.3752957 22085.537062 22177.41379
obs S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13413.09375 13454.23818 3.0669776 2000-2012 –> 2007-2019 6.0685227 24567.016536 24648.07254
obs S_Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 7039.20768 7074.13947 6.1441678 2000-2012 –> 2007-2019 12.6498469 14149.927522 14219.73936
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7001.21414 7036.14594 6.0376260 2000-2012 –> 2007-2019 12.4799777 14090.844333 14160.65617
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3972.69321 4004.38891 4.3703498 2000-2012 –> 2007-2019 8.6418295 7793.505065 7856.67819
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6999.03114 7033.96293 6.0315608 2000-2012 –> 2007-2019 12.4729744 14088.347319 14158.15915
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3960.39689 3992.09259 4.3312428 2000-2012 –> 2007-2019 8.5568528 7766.892379 7830.06551
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 7118.41872 7153.35052 6.3723765 2000-2012 –> 2007-2019 12.8816100 14230.316180 14300.12801
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 3961.69237 3988.86011 4.3416892 2000-2012 –> 2007-2019 8.6122955 7780.233069 7834.38147
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3955.84582 3987.54152 4.3168575 2000-2012 –> 2007-2019 8.5535364 7765.810179 7828.98331
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 7039.36406 7074.29585 6.1446102 2000-2012 –> 2007-2019 12.8677269 14220.965309 14290.77714
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3955.41727 3987.11297 4.3155054 2000-2012 –> 2007-2019 8.5489331 7764.363676 7827.53681
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7034.36119 7069.29299 6.1304733 2000-2012 –> 2007-2019 12.8456282 14213.407701 14283.21954
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3974.56703 4006.26273 4.3763402 2000-2012 –> 2007-2019 8.6481001 7795.465858 7858.63899
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6998.05462 7032.98642 6.0288497 2000-2012 –> 2007-2019 12.4696613 14087.169315 14156.98115
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 7006.62295 7036.56449 6.0582558 2000-2012 –> 2007-2019 12.7148973 14164.800536 14224.63925
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3959.38585 3991.08156 4.3280429 2000-2012 –> 2007-2019 8.6445268 7794.095335 7857.26847
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3955.14005 3986.83575 4.3146310 2000-2012 –> 2007-2019 8.5530896 7765.661306 7828.83444
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7008.08882 7043.02062 6.0567662 2000-2012 –> 2007-2019 12.7125453 14167.987076 14237.79891
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3955.36780 3987.06351 4.3153493 2000-2012 –> 2007-2019 8.5476475 7763.960373 7827.13350
obs S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7035.61207 7070.54387 6.1340049 2000-2012 –> 2007-2019 12.8491250 14214.647377 14284.45921
mod S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 3953.75935 3980.92710 4.3165846 2000-2012 –> 2007-2019 8.5645202 7765.242145 7819.39054
mod S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4317.06348 4350.89470 2.4584287 2000-2012 –> 2007-2019 4.8776500 8862.155727 8930.22833
obs S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5428.09207 5462.02811 4.2835554 2000-2012 –> 2007-2019 8.4893654 11187.167777 11255.49998
mod S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4319.95875 4353.78997 2.4622667 2000-2012 –> 2007-2019 4.8862938 8868.956479 8937.02908
obs S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5420.17839 5454.11443 4.2656002 2000-2012 –> 2007-2019 8.4565381 11172.126907 11240.45911
mod S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4497.63375 4531.46497 2.7096309 2000-2012 –> 2007-2019 5.3400424 9207.436890 9275.50949
mod S_Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4323.39737 4357.22859 2.4668328 2000-2012 –> 2007-2019 4.8966902 8877.122935 8945.19554
obs S_Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5418.74716 5452.68320 4.2623610 2000-2012 –> 2007-2019 8.4505682 11169.384278 11237.71648
obs S_Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5530.34839 5564.28443 4.5224756 2000-2012 –> 2007-2019 9.0167489 11422.894303 11491.22650
mod S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 4317.51447 4346.51267 2.4616774 2000-2012 –> 2007-2019 4.8818362 8861.369180 8919.71713
obs S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 5429.83114 5458.91917 4.2920652 2000-2012 –> 2007-2019 8.5391856 11206.572762 11265.14322
mod S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 4322.17508 4351.17327 2.4678667 2000-2012 –> 2007-2019 4.8944817 8871.272762 8929.62071
obs S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 5419.42892 5448.51695 4.2684325 2000-2012 –> 2007-2019 8.4854766 11181.871728 11240.44218
mod S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4294.15550 4327.98672 2.4282716 2000-2012 –> 2007-2019 4.8068903 8805.937780 8874.01038
obs S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5422.68358 5456.61962 4.2712761 2000-2012 –> 2007-2019 8.5061554 11195.617833 11263.95003
mod S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4298.58359 4332.41481 2.4340720 2000-2012 –> 2007-2019 4.8178290 8814.612584 8882.68519
obs S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5410.17476 5444.11079 4.2430108 2000-2012 –> 2007-2019 8.4441512 11167.015359 11235.34756
mod S_Pacific (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4328.30361 4357.30180 2.4760290 2000-2012 –> 2007-2019 4.9115306 8884.595145 8942.94309
obs S_Pacific (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 5417.65777 5446.74580 4.2644217 2000-2012 –> 2007-2019 8.4758982 11177.442472 11236.01293
mod S_Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4305.65797 4339.48919 2.4433674 2000-2012 –> 2007-2019 4.8364046 8829.333658 8897.40626
obs S_Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5407.50032 5441.43635 4.2369919 2000-2012 –> 2007-2019 8.4306688 11160.763365 11229.09556
obs S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4853.67660 4886.65026 4.6112057 2000-2012 –> 2007-2019 9.1970962 9939.551599 10005.84005
mod S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3326.56401 3359.08875 2.0793952 2000-2012 –> 2007-2019 4.0025797 6711.133500 6776.56335
obs S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4854.17348 4887.14714 4.6126013 2000-2012 –> 2007-2019 9.2026237 9941.601108 10007.88956
mod S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3325.90054 3358.42528 2.0784995 2000-2012 –> 2007-2019 3.9971195 6706.606259 6772.03611
obs S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4854.32187 4887.29554 4.6130182 2000-2012 –> 2007-2019 9.2042484 9942.203100 10008.49155
mod S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 3655.91014 3683.78848 2.5785749 2000-2012 –> 2007-2019 5.0203365 7426.666491 7482.74922
mod S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3650.64607 3683.17080 2.5664406 2000-2012 –> 2007-2019 4.9488158 7383.367460 7448.79731
obs S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4918.63430 4951.60796 4.7972818 2000-2012 –> 2007-2019 9.6062914 10086.411097 10152.69955
obs S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 4870.93106 4899.19420 4.6655960 2000-2012 –> 2007-2019 9.3031957 9974.136610 10030.95528
mod S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 3330.52072 3358.39907 2.0874538 2000-2012 –> 2007-2019 4.0883393 6777.491858 6833.57459
obs S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 4867.82456 4896.08770 4.6567775 2000-2012 –> 2007-2019 9.2880125 9968.662439 10025.48111
obs S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4872.73331 4905.70697 4.6650341 2000-2012 –> 2007-2019 9.2949435 9975.077647 10041.36610
mod S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3332.37209 3364.89682 2.0872524 2000-2012 –> 2007-2019 4.0814875 6775.929903 6841.35975
obs S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4869.33796 4902.31163 4.6553977 2000-2012 –> 2007-2019 9.2809446 9970.057106 10036.34555
mod S_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3328.93586 3356.81420 2.0853067 2000-2012 –> 2007-2019 4.0773912 6768.739227 6824.82196
obs S_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4867.28545 4895.54859 4.6552488 2000-2012 –> 2007-2019 9.2853704 9967.708792 10024.52746
mod S_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate_star 3660.83709 3684.06904 2.5901995 2000-2012 –> 2007-2019 5.0344596 7431.256394 7477.99200
mod S_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3330.79742 3363.32215 2.0851192 2000-2012 –> 2007-2019 4.0706947 6767.279215 6832.70907
obs S_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4868.70030 4901.67396 4.6535901 2000-2012 –> 2007-2019 9.2784992 9969.181680 10035.47013
mod S_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3655.09783 3682.97617 2.5772151 2000-2012 –> 2007-2019 4.9636702 7388.601363 7444.68409
mod S_Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate 5411.97029 5442.19246 2.5951178 2000-2012 –> 2007-2019 5.1383770 10857.979545 10918.51284
mod S_Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate_star 5420.07320 5450.29537 2.6043732 2000-2012 –> 2007-2019 5.1568398 10874.430163 10934.96346
mod S_Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 5411.14718 5441.36935 2.5941794 2000-2012 –> 2007-2019 5.1236279 10844.578182 10905.11148
mod S_Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5407.43231 5442.69150 2.5876738 2000-2012 –> 2007-2019 5.1163507 10842.158600 10912.78078
mod S_Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5411.84304 5447.10223 2.5926934 2000-2012 –> 2007-2019 5.1214965 10846.684627 10917.30681
mod S_Pacific (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5417.24465 5452.50384 2.5988539 2000-2012 –> 2007-2019 5.1425202 10865.623554 10936.24574
obs S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7843.40928 7879.80180 4.5124926 2000-2012 –> 2007-2019 9.1587455 15434.028262 15506.51402
mod S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 5404.80031 5440.05950 2.5846831 2000-2012 –> 2007-2019 5.0762968 10805.417964 10876.04015
obs S_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7842.03740 7878.42992 4.5101798 2000-2012 –> 2007-2019 9.1532044 15430.874234 15503.35999
obs S_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 7866.96361 7898.15720 4.5557909 2000-2012 –> 2007-2019 9.3658542 15544.423108 15606.55375
mod S_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5428.63186 5463.89105 2.6118890 2000-2012 –> 2007-2019 5.1694274 10889.574401 10960.19658
obs S_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7866.81602 7903.20854 4.5521361 2000-2012 –> 2007-2019 9.3522796 15540.982289 15613.46804
obs S_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 7842.12937 7873.32296 4.5137071 2000-2012 –> 2007-2019 9.1630024 15432.426741 15494.55739
mod S_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5357.04806 5392.30726 2.5310193 2000-2012 –> 2007-2019 4.9867011 10724.110294 10794.73248
obs S_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7841.73273 7878.12525 4.5096664 2000-2012 –> 2007-2019 9.1497090 15428.922345 15501.40810
obs S_Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 7840.83337 7872.02695 4.5115216 2000-2012 –> 2007-2019 9.1581136 15429.639500 15491.77015
obs S_Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate_star 7867.27214 7893.26679 4.5597227 2000-2012 –> 2007-2019 9.3831556 15549.848335 15601.62387
mod S_Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5356.57051 5391.82970 2.5304883 2000-2012 –> 2007-2019 4.9843119 10721.884103 10792.50629
obs S_Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7840.53232 7876.92484 4.5076439 2000-2012 –> 2007-2019 9.1455496 15426.540816 15499.02657
obs S_Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7868.70081 7899.89439 4.5587493 2000-2012 –> 2007-2019 9.3792049 15551.693879 15613.82453
mod S_Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 7175.29221 7207.33722 2.4689406 2000-2012 –> 2007-2019 4.8218504 14675.246695 14739.72833
mod S_Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate_star 7191.15472 7223.19974 2.4816723 2000-2012 –> 2007-2019 4.8415595 14700.857096 14765.33873
mod S_Pacific (27,27.25] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 7186.70498 7218.74999 2.4780942 2000-2012 –> 2007-2019 4.8374012 14695.597854 14760.07949
mod S_Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7184.29744 7221.68329 2.4745551 2000-2012 –> 2007-2019 4.8004773 14648.274855 14723.50343
obs S_Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 13348.55605 13389.25402 3.5783835 2000-2012 –> 2007-2019 7.2879118 29299.380994 29381.93194
obs S_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 13383.32156 13418.20553 3.6050605 2000-2012 –> 2007-2019 7.3260619 29350.174926 29420.93288
mod S_Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7180.42734 7217.81319 2.4714518 2000-2012 –> 2007-2019 4.7973599 14644.384990 14719.61356
obs S_Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13425.02675 13465.72472 3.6340939 2000-2012 –> 2007-2019 7.3459951 29379.584977 29462.13592
obs S_Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate_star 13458.99107 13493.87505 3.6605936 2000-2012 –> 2007-2019 7.3724992 29411.556166 29482.31412
obs S_Pacific (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 13423.86322 13458.74720 3.6347080 2000-2012 –> 2007-2019 7.3753141 29421.394144 29492.15210
obs S_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13138.81232 13179.51029 3.4299261 2000-2012 –> 2007-2019 7.0787347 28993.286801 29075.83775
mod S_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7212.47230 7249.85815 2.4972658 2000-2012 –> 2007-2019 4.8461707 14708.818712 14784.04729
obs S_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12948.96752 12989.66549 3.3008705 2000-2012 –> 2007-2019 7.1233785 29074.944257 29157.49520
mod S_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7170.65367 7208.03952 2.4636318 2000-2012 –> 2007-2019 4.7810145 14622.522665 14697.75124
obs S_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13352.12825 13392.82621 3.5809668 2000-2012 –> 2007-2019 7.2613756 29256.944493 29339.49544
obs S_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate 13508.58505 13543.46902 3.6974534 2000-2012 –> 2007-2019 7.6105278 29769.268022 29840.02597
obs S_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13137.15453 13177.85250 3.4287775 2000-2012 –> 2007-2019 7.0752787 28987.935954 29070.48690
mod S_Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7166.91059 7204.29644 2.4606434 2000-2012 –> 2007-2019 4.8001187 14650.014788 14725.24336
mod S_Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7166.89908 7204.28493 2.4606343 2000-2012 –> 2007-2019 4.7995090 14649.158192 14724.38676
mod S_Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7172.03143 7204.07644 2.4663315 2000-2012 –> 2007-2019 4.8107477 14660.080958 14724.56259
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9644.61875 9684.32480 2.2769245 2000-2012 –> 2007-2019 4.3403718 19509.301756 19589.18636
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 11481.19081 11515.20498 3.5237555 2000-2012 –> 2007-2019 7.3113502 24129.767492 24198.21782
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 11497.89644 11531.91061 3.5375298 2000-2012 –> 2007-2019 7.3677621 24197.899586 24266.34991
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9649.75480 9689.46085 2.2796482 2000-2012 –> 2007-2019 4.3410202 19509.813010 19589.69762
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11381.95891 11421.64211 3.4414265 2000-2012 –> 2007-2019 7.2336728 24038.174032 24118.03274
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate_star 9665.68351 9699.71726 2.2891819 2000-2012 –> 2007-2019 4.3698602 19566.586340 19635.05886
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate_star 11597.18983 11631.20400 3.6205185 2000-2012 –> 2007-2019 7.5178478 24376.972692 24445.42302
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 11479.12199 11513.13616 3.5220534 2000-2012 –> 2007-2019 7.3287766 24150.841337 24219.29166
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 9374.91858 9414.62463 2.1383751 2000-2012 –> 2007-2019 4.1445988 19110.344280 19190.22889
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9765.30483 9805.01088 2.3417963 2000-2012 –> 2007-2019 4.5445241 19930.191606 20010.07621
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11471.26723 11510.95043 3.5139570 2000-2012 –> 2007-2019 7.3039945 24124.805831 24204.66454
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 9731.02133 9765.05509 2.3242641 2000-2012 –> 2007-2019 4.3507435 19510.617608 19579.09013
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 9416.53524 9456.24129 2.1591908 2000-2012 –> 2007-2019 4.1673276 19156.341404 19236.22601
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11476.88556 11516.56876 3.5185706 2000-2012 –> 2007-2019 7.4297380 24274.951277 24354.80999
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9651.34004 9691.04609 2.2804896 2000-2012 –> 2007-2019 4.3033121 19424.635178 19504.51979
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11523.68575 11563.36895 3.5572378 2000-2012 –> 2007-2019 7.3686875 24203.105524 24282.96424
mod S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9746.62425 9786.33030 2.3316354 2000-2012 –> 2007-2019 4.5268791 19895.868734 19975.75334
obs S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11468.74700 11508.43020 3.5118894 2000-2012 –> 2007-2019 7.3006063 24120.684596 24200.54331
obs S_Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate 11595.18925 11629.20342 3.6188273 2000-2012 –> 2007-2019 7.5628049 24429.632620 24498.08294
mod S_Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 9895.71839 9929.75215 2.4151002 2000-2012 –> 2007-2019 4.5082127 19824.005286 19892.47781
obs S_Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 12467.99696 12502.75106 3.1660647 2000-2012 –> 2007-2019 6.4447117 24651.741915 24721.03061
obs S_Pacific (27.5,27.75] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 12482.23753 12516.99162 3.1753862 2000-2012 –> 2007-2019 6.4734102 24693.501314 24762.79001
obs S_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12447.08612 12487.63256 3.1511254 2000-2012 –> 2007-2019 6.4290239 24631.764788 24712.60160
obs S_Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 12582.69523 12617.44932 3.2419268 2000-2012 –> 2007-2019 6.5646074 24828.742859 24898.03156
obs S_Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12461.03819 12501.58464 3.1602147 2000-2012 –> 2007-2019 6.4582038 24674.252550 24755.08936
mod S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 12304.35115 12339.43069 2.6770839 2000-2012 –> 2007-2019 4.7956683 24332.076061 24402.71305
mod S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 12333.22278 12368.30232 2.6922404 2000-2012 –> 2007-2019 4.7501805 24200.109762 24270.74675
mod S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12088.31530 12129.24143 2.5653451 2000-2012 –> 2007-2019 4.5665939 23802.502885 23884.91271
mod S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 12185.67554 12220.75508 2.6156747 2000-2012 –> 2007-2019 4.7064920 24140.336926 24210.97392
mod S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 11802.44336 11837.52290 2.4268260 2000-2012 –> 2007-2019 4.3602904 23323.802799 23394.43979
obs S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12536.86984 12577.41629 3.2100763 2000-2012 –> 2007-2019 6.5327279 24784.876603 24865.71342
mod S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11634.78073 11675.70686 2.3476342 2000-2012 –> 2007-2019 4.2313609 23013.812410 23096.22223
mod S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 12302.46931 12337.54885 2.6760990 2000-2012 –> 2007-2019 4.7941576 24328.819502 24399.45649
mod S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12081.89340 12122.81953 2.5621257 2000-2012 –> 2007-2019 4.5603572 23787.724999 23870.13482
obs S_Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12462.82870 12503.37515 3.1613830 2000-2012 –> 2007-2019 6.4036830 24596.512987 24677.34980
obs S_Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12450.44175 12490.98819 3.1533091 2000-2012 –> 2007-2019 6.3691705 24545.889489 24626.72630
mod S_Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate_star 12188.38789 12217.62084 2.6180860 2000-2012 –> 2007-2019 4.7445874 24234.768927 24293.63308
obs S_Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate 12535.04100 12569.79510 3.2101897 2000-2012 –> 2007-2019 6.5560651 24813.575317 24882.86401
obs S_Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12458.80078 12499.34722 3.1587553 2000-2012 –> 2007-2019 6.3888013 24574.801819 24655.63863
mod S_Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 11978.86697 12013.94651 2.5120079 2000-2012 –> 2007-2019 4.6005994 23927.629794 23998.26678
obs S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6426.20072 6462.18944 3.0634495 2000-2012 –> 2007-2019 5.9871009 12659.663243 12731.55704
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 4645.92575 4675.69353 2.1754484 2000-2012 –> 2007-2019 4.0103952 9078.557431 9138.29431
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 4648.42619 4678.19397 2.1780279 2000-2012 –> 2007-2019 4.0475788 9121.823558 9181.56043
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4641.74755 4676.47662 2.1690879 2000-2012 –> 2007-2019 3.9960737 9066.891988 9136.58501
obs S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6425.49481 6461.48353 3.0625935 2000-2012 –> 2007-2019 5.9768296 12650.906258 12722.80006
obs S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6426.84366 6462.83238 3.0642293 2000-2012 –> 2007-2019 5.9863222 12658.975309 12730.86911
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate_star 4662.60054 4692.36831 2.1927085 2000-2012 –> 2007-2019 4.0405729 9110.539120 9170.27600
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4660.81651 4695.54559 2.1887797 2000-2012 –> 2007-2019 4.0358294 9109.792940 9179.48596
obs S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6400.80504 6436.79375 3.0328047 2000-2012 –> 2007-2019 5.9361155 12616.841529 12688.73533
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate 4645.04911 4669.85559 2.1766069 2000-2012 –> 2007-2019 4.0350365 9103.427827 9153.20856
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 4645.76071 4675.52849 2.1752783 2000-2012 –> 2007-2019 4.0100691 9078.206970 9137.94385
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 4643.33259 4673.10037 2.1727765 2000-2012 –> 2007-2019 4.0299618 9102.249998 9161.98687
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4641.49875 4676.22783 2.1688321 2000-2012 –> 2007-2019 3.9955624 9066.337882 9136.03090
obs S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6423.57208 6459.56080 3.0602632 2000-2012 –> 2007-2019 5.9721950 12647.009166 12718.90296
mod S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 4659.06927 4688.83704 2.1890419 2000-2012 –> 2007-2019 4.0363413 9106.340673 9166.07755
obs S_Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6398.20128 6434.19000 3.0296802 2000-2012 –> 2007-2019 5.9824055 12656.362410 12728.25621
obs S_Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6351.29975 6387.28846 2.9739456 2000-2012 –> 2007-2019 5.8849971 12573.982153 12645.87595
obs S_Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6364.85904 6400.84775 2.9899523 2000-2012 –> 2007-2019 5.9021697 12588.540904 12660.43470
obs S_Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 6403.40170 6434.24917 3.0383287 2000-2012 –> 2007-2019 5.9507319 12625.242837 12686.86609
obs S_Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 6426.74754 6457.59501 3.0665397 2000-2012 –> 2007-2019 5.9857471 12654.413227 12716.03648
mod S_Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 4922.15248 4952.63264 1.9109948 2000-2012 –> 2007-2019 3.6157195 9651.011103 9712.07159
mod S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 4928.79817 4959.27833 1.9163474 2000-2012 –> 2007-2019 3.6218206 9658.717462 9719.77795
mod S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 4883.25819 4913.73835 1.8799672 2000-2012 –> 2007-2019 3.5639536 9582.545619 9643.60611
obs S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 8667.87840 8706.36273 2.6633548 2000-2012 –> 2007-2019 5.3552395 17451.294048 17528.32452
mod S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4885.08774 4920.64792 1.8798323 2000-2012 –> 2007-2019 3.5628037 9584.918489 9656.15572
obs S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8652.91934 8691.40367 2.6523352 2000-2012 –> 2007-2019 5.3435824 17435.472917 17512.50339
obs S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8640.96844 8679.45277 2.6435643 2000-2012 –> 2007-2019 5.3317209 17419.339476 17496.36995
mod S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 4927.53343 4958.01359 1.9153276 2000-2012 –> 2007-2019 3.6199453 9656.240479 9717.30097
mod S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 4893.72761 4924.20777 1.8882692 2000-2012 –> 2007-2019 3.5754965 9597.660191 9658.72068
mod S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4883.15491 4918.71509 1.8783037 2000-2012 –> 2007-2019 3.5603229 9581.618213 9652.85545
obs S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8651.92851 8690.41284 2.6516069 2000-2012 –> 2007-2019 5.3428929 17434.534570 17511.56504
obs S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8656.43300 8694.91733 2.6549194 2000-2012 –> 2007-2019 5.3399690 17430.594349 17507.62482
obs S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8646.76162 8685.24596 2.6478123 2000-2012 –> 2007-2019 5.3333816 17421.627435 17498.65791
mod S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 4916.62778 4947.10794 1.9065565 2000-2012 –> 2007-2019 3.6103929 9644.227148 9705.28764
obs S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 8662.94654 8695.93311 2.6611914 2000-2012 –> 2007-2019 5.3528573 17444.066297 17510.09242
obs S_Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8646.87478 8685.35911 2.6478954 2000-2012 –> 2007-2019 5.3332550 17421.456433 17498.48691
obs S_Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8645.48326 8678.46983 2.6483420 2000-2012 –> 2007-2019 5.3365903 17421.978450 17488.00457
mod S_Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate 4914.22487 4939.62500 1.9062332 2000-2012 –> 2007-2019 3.6128757 9643.799872 9694.68361
mod S_Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4915.95036 4946.43052 1.9060130 2000-2012 –> 2007-2019 3.6099855 9643.742691 9704.80318
obs S_Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 8662.49178 8695.47835 2.6608560 2000-2012 –> 2007-2019 5.3525741 17443.682152 17509.70827
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou 6474.76712 6502.02623 1.5794586 2000-2012 –> 2007-2019 2.9955111 12548.464564 12602.96243
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 6416.45758 6449.16851 1.5520564 2000-2012 –> 2007-2019 2.9556079 12461.722346 12527.11979
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6417.62381 6450.33475 1.5525818 2000-2012 –> 2007-2019 2.9585969 12468.907571 12534.30501
obs S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 19280.08913 19323.82334 3.0145820 2000-2012 –> 2007-2019 5.6704435 36543.183932 36630.23896
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6412.37975 6450.54251 1.5493214 2000-2012 –> 2007-2019 2.9525682 12458.899436 12535.19645
obs S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 19327.43554 19371.16975 3.0333269 2000-2012 –> 2007-2019 5.7106927 36648.593473 36735.64850
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 6446.79583 6479.50676 1.5657809 2000-2012 –> 2007-2019 2.9884589 12538.513481 12603.91092
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 6518.61390 6551.32483 1.5987558 2000-2012 –> 2007-2019 3.0481734 12674.238401 12739.63584
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6448.72931 6486.89207 1.5657507 2000-2012 –> 2007-2019 2.9868507 12538.638372 12614.93539
obs S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 19324.27865 19368.01286 3.0320734 2000-2012 –> 2007-2019 5.7032614 36628.804082 36715.85911
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 6415.59220 6448.30313 1.5516667 2000-2012 –> 2007-2019 2.9549008 12460.081006 12525.47845
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 6481.67927 6514.39020 1.5817116 2000-2012 –> 2007-2019 3.0118944 12591.453596 12656.85104
mod S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6411.24727 6449.41002 1.5488124 2000-2012 –> 2007-2019 2.9517146 12456.924299 12533.22131
obs S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 19326.09727 19369.83148 3.0327954 2000-2012 –> 2007-2019 5.7083631 36642.418006 36729.47304
obs S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 19325.93650 19363.42296 3.0335258 2000-2012 –> 2007-2019 5.7142962 36654.244368 36728.86297
obs S_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 19321.37041 19365.10462 3.0309191 2000-2012 –> 2007-2019 5.7032179 36628.889055 36715.94409
obs S_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 19374.15746 19417.89167 3.0519387 2000-2012 –> 2007-2019 5.7472782 36743.488969 36830.54400
obs S_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 19319.75367 19357.24013 3.0310712 2000-2012 –> 2007-2019 5.7037079 36626.182788 36700.80139
obs S_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 19372.43830 19409.92476 3.0520509 2000-2012 –> 2007-2019 5.7477302 36740.677312 36815.29591
obs S_Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 19376.69646 19420.43067 3.0529534 2000-2012 –> 2007-2019 5.7488784 36747.591889 36834.64692
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6977.76653 7014.94506 2.4768034 2000-2012 –> 2007-2019 4.9950495 13855.295017 13929.50082
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 6975.76722 7007.63453 2.4768040 2000-2012 –> 2007-2019 4.9959273 13852.316210 13915.92118
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou 3437.25566 3461.52216 1.4778592 2000-2012 –> 2007-2019 2.8514375 6597.008708 6645.32592
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7032.70302 7069.88155 2.5226695 2000-2012 –> 2007-2019 5.1373890 14020.382465 14094.58827
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 7038.23225 7070.09956 2.5290214 2000-2012 –> 2007-2019 5.1546703 14036.133370 14099.73834
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 3430.34354 3459.46333 1.4709215 2000-2012 –> 2007-2019 2.8389434 6584.743608 6642.72426
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 3435.10253 3464.22233 1.4746221 2000-2012 –> 2007-2019 2.8470970 6595.397682 6653.37833
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 6904.56488 6941.74341 2.4169812 2000-2012 –> 2007-2019 4.9170423 13760.858239 13835.06404
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6890.90675 6928.08528 2.4059805 2000-2012 –> 2007-2019 4.9121121 13754.305931 13828.51173
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate 3461.51499 3485.78149 1.4969101 2000-2012 –> 2007-2019 2.8969325 6655.859106 6704.17631
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 3433.17593 3462.29572 1.4731229 2000-2012 –> 2007-2019 2.8506167 6600.092529 6658.07318
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 3461.39622 3490.51601 1.4952365 2000-2012 –> 2007-2019 2.8952354 6657.709985 6715.69063
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6894.62850 6931.80703 2.4089731 2000-2012 –> 2007-2019 4.9255539 13770.218694 13844.42450
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate 3464.96070 3489.22719 1.4996359 2000-2012 –> 2007-2019 2.8981243 6657.316140 6705.63335
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 3430.13469 3459.25448 1.4707593 2000-2012 –> 2007-2019 2.8387550 6584.499959 6642.48061
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate 3481.92700 3506.19349 1.5131299 2000-2012 –> 2007-2019 2.9246507 6691.108710 6739.42592
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6891.41911 6928.59764 2.4063923 2000-2012 –> 2007-2019 4.9108319 13752.839538 13827.04534
mod S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 3436.08345 3465.20325 1.4753860 2000-2012 –> 2007-2019 2.8439040 6591.141232 6649.12188
obs S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 6908.23675 6940.10406 2.4215643 2000-2012 –> 2007-2019 4.9537589 13799.949631 13863.55460
obs S_Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7041.62735 7078.80587 2.5302001 2000-2012 –> 2007-2019 5.1592964 14045.372981 14119.57878
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12015.90106 12057.19773 2.2410249 2000-2012 –> 2007-2019 4.5862513 23522.782647 23604.93114
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12030.81285 12072.10952 2.2472312 2000-2012 –> 2007-2019 4.6157742 23587.753317 23669.90181
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 12021.37213 12056.76928 2.2441322 2000-2012 –> 2007-2019 4.5918981 23531.729942 23602.14294
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate_star 12034.48968 12069.88683 2.2495984 2000-2012 –> 2007-2019 4.6200986 23593.609860 23664.02285
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12014.07665 12055.37332 2.2402668 2000-2012 –> 2007-2019 4.5961333 23543.863164 23626.01166
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + silicate + phosphate + phosphate_star 12020.31736 12055.71451 2.2436933 2000-2012 –> 2007-2019 4.6030534 23555.602069 23626.01506
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 12118.12342 12159.42009 2.2839159 2000-2012 –> 2007-2019 4.6367008 23641.286851 23723.43534
mod S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate 7417.14262 7451.86691 1.1245670 2000-2012 –> 2007-2019 2.2240036 14289.395969 14358.47489
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 12021.60028 12062.89695 2.2433949 2000-2012 –> 2007-2019 4.5861797 23523.211216 23605.35971
mod S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7278.93770 7319.44938 1.0923266 2000-2012 –> 2007-2019 2.1504032 13979.410863 14060.00294
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12023.72912 12065.02579 2.2442808 2000-2012 –> 2007-2019 4.6119592 23578.822185 23660.97068
mod S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 7372.35581 7407.08010 1.1141661 2000-2012 –> 2007-2019 2.1974406 14177.492450 14246.57137
mod S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7271.24483 7311.75650 1.0905846 2000-2012 –> 2007-2019 2.1434890 13949.509943 14030.10202
mod S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate 7420.21296 7449.14987 1.1257506 2000-2012 –> 2007-2019 2.2271718 14298.639355 14356.20512
mod S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate 7360.56403 7395.28832 1.1114437 2000-2012 –> 2007-2019 2.1938079 14161.890814 14230.96974
mod S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7277.98846 7318.50013 1.0921115 2000-2012 –> 2007-2019 2.1498696 13977.097259 14057.68933
obs S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12017.26946 12058.56613 2.2415938 2000-2012 –> 2007-2019 4.6007362 23554.087349 23636.23584
mod S_Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 7335.73908 7370.46337 1.1057340 2000-2012 –> 2007-2019 2.1824385 14113.305676 14182.38460
mod S_Pacific (28.1,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7505.14703 7539.87132 1.1452882 2000-2012 –> 2007-2019 2.2470780 14387.090132 14456.16905
mod S_Pacific (28.1,28.2] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7506.09718 7540.82148 1.1455140 2000-2012 –> 2007-2019 2.2475102 14388.889231 14457.96815
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate 5863.80167 5895.12391 2.0573988 2000-2012 –> 2007-2019 4.1003308 10957.380811 11019.19835
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5829.51066 5866.05328 2.0302694 2000-2012 –> 2007-2019 4.0450203 10892.002662 10964.12312
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5832.82591 5869.36853 2.0327328 2000-2012 –> 2007-2019 4.0654789 10916.498831 10988.61929
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + aou + phosphate + phosphate_star 5829.02453 5860.34678 2.0313940 2000-2012 –> 2007-2019 4.0564634 10901.684835 10963.50237
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 5540.18304 5577.03018 0.5412981 2000-2012 –> 2007-2019 1.0618550 10570.023236 10643.43481
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 5832.35609 5863.67833 2.0338708 2000-2012 –> 2007-2019 4.0759383 10924.927007 10986.74454
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5825.69536 5862.23797 2.0274382 2000-2012 –> 2007-2019 4.0513133 10898.950377 10971.07083
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate_star 5609.23375 5646.08089 0.5467693 2000-2012 –> 2007-2019 1.0769055 10758.511147 10831.92272
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + silicate + phosphate 5539.42295 5570.12889 0.5413958 2000-2012 –> 2007-2019 1.0636075 10588.051698 10649.22801
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5524.42102 5561.26816 0.5400569 2000-2012 –> 2007-2019 1.0621279 10573.285137 10646.69672
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5856.04034 5892.58295 2.0500663 2000-2012 –> 2007-2019 4.0853400 10942.673348 11014.79381
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate 5861.58500 5892.90724 2.0557314 2000-2012 –> 2007-2019 4.0987280 10955.239448 11017.05698
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5815.10717 5851.64979 2.0196015 2000-2012 –> 2007-2019 4.0350291 10878.399020 10950.51948
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 5609.04655 5645.89369 0.5467544 2000-2012 –> 2007-2019 1.0859449 10869.248455 10942.66003
obs S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 5834.01007 5870.55269 2.0336135 2000-2012 –> 2007-2019 4.0737735 10926.354971 10998.47543
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5418.22063 5461.20896 0.5316129 2000-2012 –> 2007-2019 1.0426950 10329.743745 10415.39059
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 5578.55449 5615.40163 0.5443317 2000-2012 –> 2007-2019 1.0774662 10764.772813 10838.18439
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5527.13511 5570.12344 0.5401130 2000-2012 –> 2007-2019 1.0612814 10566.664194 10652.31103
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate 5441.70123 5478.54837 0.5335894 2000-2012 –> 2007-2019 1.0520826 10445.522296 10518.93387
mod S_Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5417.06636 5460.05469 0.5315235 2000-2012 –> 2007-2019 1.0425027 10327.270075 10412.91691
mod S_Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate 9071.25861 9101.80022 0.9463785 2000-2012 –> 2007-2019 1.8299436 16929.857073 16990.48027
mod S_Pacific (28.3,28.4] cstar_tref ~ nitrate + silicate + phosphate_star 9032.05790 9062.59951 0.9408111 2000-2012 –> 2007-2019 1.8154267 16828.962450 16889.58565
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate_star 718.13905 737.09338 1.8407934 2000-2012 –> 2007-2019 3.7052986 1497.906330 1536.27931
mod S_Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate 8879.84126 8916.49119 0.9192250 2000-2012 –> 2007-2019 1.7668718 16488.943812 16561.69165
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 713.49998 735.61336 1.8060080 2000-2012 –> 2007-2019 3.6523321 1491.582817 1536.35130
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 714.32012 736.43351 1.8102693 2000-2012 –> 2007-2019 3.6609314 1493.285364 1538.05384
mod S_Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate 8896.08256 8926.62417 0.9217523 2000-2012 –> 2007-2019 1.7720963 16522.437725 16583.06093
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 711.50031 730.45465 1.8060097 2000-2012 –> 2007-2019 3.6577309 1488.680653 1527.05364
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 713.49984 735.61323 1.8060073 2000-2012 –> 2007-2019 3.6523593 1491.588368 1536.35685
mod S_Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate_star 8893.80413 8930.45407 0.9211589 2000-2012 –> 2007-2019 1.7710542 16518.960479 16591.70832
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 718.74509 740.85847 1.8334346 2000-2012 –> 2007-2019 3.6944710 1499.812186 1544.58067
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 717.13226 739.24565 1.8249571 2000-2012 –> 2007-2019 3.6825071 1497.494313 1542.26279
mod S_Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 8880.91443 8923.67268 0.9190968 2000-2012 –> 2007-2019 1.7659066 16486.030380 16570.90286
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate 716.75070 735.70503 1.8334642 2000-2012 –> 2007-2019 3.6979387 1496.511784 1534.88477
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 718.72408 740.83747 1.8333239 2000-2012 –> 2007-2019 3.6955728 1500.036066 1544.80455
mod S_Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate 8892.74049 8929.39042 0.9210114 2000-2012 –> 2007-2019 1.7711039 16519.302517 16592.05036
obs S_Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 713.46867 735.58206 1.8058455 2000-2012 –> 2007-2019 3.6528852 1491.697207 1536.46569
mod S_Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8893.78287 8936.54113 0.9208787 2000-2012 –> 2007-2019 1.7707475 16520.750518 16605.62300
mod S_Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 9038.71613 9075.36606 0.9414710 2000-2012 –> 2007-2019 1.8190335 16858.004998 16930.75284
mod S_Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate_star 9003.66784 9040.31778 0.9365176 2000-2012 –> 2007-2019 1.8063525 16769.357365 16842.10521

6.3 Target variable coefficients

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)

6.4 Cant coeffcients

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)

6.5 Write files

# 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 = ""))

7 Model diagnotics

7.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

7.1.1 All models

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
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
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

7.1.2 Best models

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
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
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

7.2 RMSE correlation between eras

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).

7.2.1 All models

# 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
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)

7.2.2 Best models

# 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
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)

7.3 Predictor counts

The number of models where a particular predictor was included were counted for each basin, density slab and compared eras

# calculate cases of predictor used
lm_all_stats <- lm_best_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
Indian - mod
(-Inf,26] 5 5 6 8 4 9 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 3 5 4 9 5 10 10
(26.75,27] 2 7 6 7 7 10 8
(27,27.25] 3 10 3 7 7 7 10
(27.25,27.5] 3 10 4 8 6 5 10
(27.5,27.75] 3 3 2 8 3 6 10
(27.75,27.85] 4 2 4 9 6 10 7
(27.85,27.95] 2 3 3 10 10 8 6
(27.95,28.05] 2 4 2 10 10 8 5
(28.05,28.1] 3 5 3 4 10 5 10
(28.1,28.2] 5 9 1 4 6 6 10
(28.2,28.3] 6 6 3 5 8 8 9
(28.3,28.4] 7 3 5 5 8 10 8
total 54.00 76.00 52.00 101.00 94.00 112.00 123.00
N_Atlantic - mod
(-Inf,26] 5 5 10 7 5 10 5
(26,26.5] 4 5 5 4 9 10 10
(26.5,26.75] 7 4 4 5 6 10 9
(26.75,27] 9 1 4 4 7 10 7
(27,27.25] 4 2 4 6 10 10 5
(27.25,27.5] 5 4 3 7 10 6 9
(27.5,27.75] 4 2 4 8 10 4 9
(27.75,27.85] 4 4 3 8 10 5 6
(27.85,27.95] 6 4 4 6 10 5 10
(27.95,28.05] 4 4 5 7 8 5 10
(28.05,28.1] 8 7 4 3 10 6 5
(28.1,28.15] 8 9 2 4 7 5 7
(28.15,28.2] 6 7 2 5 9 8 7
(28.2, Inf] 6 3 2 6 9 2 6
total 80.00 61.00 56.00 80.00 120.00 96.00 105.00
N_Pacific - mod
(-Inf,26] 8 10 5 5 5 6 9
(26,26.5] 7 3 7 7 3 10 9
(26.5,26.75] 7 4 6 6 4 10 10
(26.75,27] 7 4 7 6 4 10 9
(27,27.25] 8 7 8 6 4 8 7
(27.25,27.5] 7 6 7 6 4 6 10
(27.5,27.75] 5 4 6 7 10 10 5
(27.75,27.85] 4 5 4 9 10 10 4
(27.85,27.95] 7 4 7 6 4 10 8
(27.95,28.05] 5 5 5 8 3 10 10
(28.05,28.1] 5 4 5 8 4 10 9
(28.1,28.2] 4 7 5 9 7 10 5
(28.2,28.3] 4 2 4 10 10 6 5
(28.3,28.4] 2 4 2 10 9 6 6
total 80.00 69.00 78.00 103.00 81.00 122.00 106.00
S_Atlantic - mod
(26,26.5] 8 6 6 5 4 10 9
(26.5,26.75] 7 4 6 6 4 10 10
(26.75,27] 8 9 3 6 5 10 5
(27,27.25] 4 10 7 5 5 10 3
(27.25,27.5] 4 3 4 5 5 10 7
(27.5,27.75] 8 1 3 5 5 10 8
(27.75,27.85] 5 3 3 4 3 10 10
(27.85,27.95] 5 5 6 1 8 10 9
(27.95,28.05] 4 3 3 4 10 10 6
(28.05,28.1] 4 3 4 2 10 5 9
(28.1,28.15] 4 3 4 2 10 5 9
(28.15,28.2] 3 2 4 5 10 7 10
(28.2, Inf] 4 6 4 6 10 5 6
total 68.00 58.00 57.00 56.00 89.00 112.00 101.00
S_Pacific - mod
(-Inf,26] 5 5 4 6 10 8 10
(26,26.5] 7 10 6 6 4 4 10
(26.5,26.75] 3 10 3 10 4 4 10
(26.75,27] 7 10 5 5 6 10 4
(27,27.25] 4 10 5 8 4 10 5
(27.25,27.5] 3 8 3 7 9 10 7
(27.5,27.75] 3 5 2 8 8 6 10
(27.75,27.85] 3 2 4 7 10 6 10
(27.85,27.95] 5 NA 5 7 7 8 9
(27.95,28.05] 4 3 3 6 10 6 10
(28.05,28.1] 3 3 2 4 10 4 10
(28.1,28.2] 2 3 3 6 8 10 10
(28.2,28.3] 4 2 5 5 10 10 6
(28.3,28.4] 4 10 NA 4 6 10 5
total 57.00 — — 89.00 106.00 106.00 116.00
Indian - obs
(-Inf,26] 3 2 3 10 8 6 10
(26,26.5] 3 3 3 10 7 7 10
(26.5,26.75] 4 3 3 9 7 8 10
(26.75,27] 4 4 3 9 6 7 10
(27,27.25] 4 10 10 4 5 6 3
(27.25,27.5] 5 8 10 3 5 10 5
(27.5,27.75] 5 8 9 4 7 9 7
(27.75,27.85] 5 7 5 8 7 7 10
(27.85,27.95] 7 4 7 6 4 9 10
(27.95,28.05] 9 4 8 3 5 6 10
(28.05,28.1] 7 4 7 4 8 9 8
(28.1,28.2] 7 4 7 4 10 7 7
(28.2,28.3] 7 10 8 5 4 5 8
(28.3,28.4] 6 8 6 8 5 10 5
total 76.00 79.00 89.00 87.00 88.00 106.00 113.00
N_Atlantic - obs
(-Inf,26] 7 6 6 7 10 6 8
(26,26.5] 8 5 6 5 5 8 10
(26.5,26.75] 9 5 6 5 7 5 10
(26.75,27] 6 4 5 7 4 10 10
(27,27.25] 6 4 5 7 4 10 10
(27.25,27.5] 8 4 6 6 5 7 10
(27.5,27.75] 6 4 7 7 9 4 10
(27.75,27.85] 7 10 7 7 4 5 8
(27.85,27.95] 7 4 6 7 10 5 8
(27.95,28.05] 7 7 6 8 9 5 7
(28.05,28.1] 7 10 7 4 4 7 7
(28.1,28.15] 6 10 5 7 4 4 10
(28.15,28.2] 7 6 8 6 6 10 7
(28.2, Inf] 7 6 8 6 6 10 7
total 98.00 85.00 88.00 89.00 87.00 96.00 122.00
N_Pacific - obs
(-Inf,26] 8 10 6 5 5 5 9
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 7 7 7 6 6 6 10
(26.75,27] 6 4 6 7 10 4 10
(27,27.25] 6 5 6 7 9 5 9
(27.25,27.5] 7 4 6 7 10 5 8
(27.5,27.75] 7 4 6 7 10 5 8
(27.75,27.85] 5 6 6 7 10 7 8
(27.85,27.95] 5 6 5 7 6 10 9
(27.95,28.05] 6 5 6 6 7 10 8
(28.05,28.1] 6 4 6 7 10 10 4
(28.1,28.2] 6 4 7 6 10 10 4
total 75.00 63.00 73.00 79.00 97.00 87.00 97.00
S_Atlantic - obs
(-Inf,26] 7 10 7 7 6 7 6
(26,26.5] 8 5 6 6 8 5 10
(26.5,26.75] 5 10 4 8 5 5 10
(26.75,27] 6 6 5 7 10 9 5
(27,27.25] 8 8 8 4 6 9 5
(27.25,27.5] 7 4 7 6 9 4 10
(27.5,27.75] 7 4 7 8 4 10 8
(27.75,27.85] 7 4 7 6 4 10 9
(27.85,27.95] 5 6 7 8 6 10 6
(27.95,28.05] 7 4 6 7 9 10 4
(28.05,28.1] 7 6 8 5 6 10 5
(28.1,28.15] 9 4 9 2 7 7 8
(28.15,28.2] 8 5 10 2 9 5 6
(28.2, Inf] 7 4 10 3 10 6 4
total 98.00 80.00 101.00 79.00 99.00 107.00 96.00
S_Pacific - obs
(-Inf,26] 6 7 5 7 10 5 9
(26,26.5] 6 10 6 7 4 4 10
(26.5,26.75] 6 10 6 7 4 4 10
(26.75,27] 3 10 3 10 4 4 10
(27,27.25] 3 5 5 8 10 10 5
(27.25,27.5] 3 5 6 7 9 10 5
(27.5,27.75] 4 10 9 4 4 10 5
(27.75,27.85] 4 7 5 9 5 8 10
(27.85,27.95] 5 5 5 8 4 10 10
(27.95,28.05] 6 4 5 7 5 10 10
(28.05,28.1] 7 4 7 4 9 8 8
(28.1,28.2] 7 3 7 7 10 9 4
(28.2,28.3] 10 4 10 4 10 4 4
(28.3,28.4] 5 10 7 5 10 5 5
total 75.00 94.00 86.00 94.00 98.00 101.00 105.00

7.4 RMSE alternatives

7.4.1 AIC

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
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
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

7.4.2 AIC vs BIC

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
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

7.5 RMSE vs VIF

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
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

7.6 Residual patterns

7.6.1 Fitted vs actual models

Plotted are fitted vs actual target variable values, here: rparams_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(cstar_tref, .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
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(cstar_tref, .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
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)

7.6.2 Pooled

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
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
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

7.6.3 By model domain

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
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
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
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
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 

[[5]]

Version Author Date
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[7]]


[[8]]


[[9]]


[[10]]

7.6.4 Latitudinal mean

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
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
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 

[[3]]

Version Author Date
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[4]]


[[5]]

7.6.5 Latitudinal offset

# 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
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

8 VIF

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
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
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] gt_0.2.2         corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] 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_0.13          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