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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
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 185.6098 200.4997 0.9656163 2000-2009 –> 2010-2019 2.188055 494.4109 526.8769
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 169.2557 184.1456 0.8463039 2000-2009 –> 2010-2019 1.958029 460.7787 493.2446
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 178.8070 193.6969 0.9140685 2000-2009 –> 2010-2019 2.025261 470.2428 502.7087
mod Atlantic (-Inf,26] cstar_tref ~ sal + silicate + phosphate + phosphate_star 181.3537 194.1165 0.9482067 2000-2009 –> 2010-2019 2.060003 470.8883 498.7163
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 185.3654 200.2553 0.9637151 2000-2009 –> 2010-2019 2.187793 494.4103 526.8763
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 611.8304 630.2735 4.4068081 2000-2009 –> 2010-2019 11.614000 1073.8407 1107.6114
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 611.6966 630.1397 4.4039466 2000-2009 –> 2010-2019 11.609604 1073.6788 1107.4495
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 632.3326 650.7757 4.8679660 2000-2009 –> 2010-2019 12.018905 1093.3087 1127.0794
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 169.6145 184.5044 0.8487563 2000-2009 –> 2010-2019 1.962537 461.4736 493.9396
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 168.9821 183.8721 0.8444392 2000-2009 –> 2010-2019 1.954838 460.2878 492.7537
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 611.2251 629.6682 4.3938782 2000-2009 –> 2010-2019 11.637376 1073.8987 1107.6694
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 192.3528 207.2427 1.0195796 2000-2009 –> 2010-2019 2.185355 492.5160 524.9820
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 170.5766 185.4666 0.8553678 2000-2009 –> 2010-2019 2.088623 480.9811 513.4471
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 169.0676 183.9575 0.8450211 2000-2009 –> 2010-2019 1.956776 460.5954 493.0614
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate 613.7158 629.5241 4.4907143 2000-2009 –> 2010-2019 12.099498 1080.8837 1109.8300
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate_star 613.2637 629.0721 4.4808708 2000-2009 –> 2010-2019 12.084372 1080.3400 1109.2863
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 615.6615 634.1046 4.4895312 2000-2009 –> 2010-2019 12.086802 1084.6295 1118.4002
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 615.1922 633.6353 4.4793160 2000-2009 –> 2010-2019 12.069974 1084.0453 1117.8160
obs Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 611.8301 627.6384 4.4497946 2000-2009 –> 2010-2019 12.031277 1078.5235 1107.4698
obs Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 613.6791 632.1222 4.4465343 2000-2009 –> 2010-2019 12.014752 1082.1414 1115.9121
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 1792.1339 1815.1427 3.2660991 2000-2009 –> 2010-2019 7.233594 3924.3155 3970.9495
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1786.1791 1813.0228 3.2283352 2000-2009 –> 2010-2019 7.104567 3902.7210 3957.1275
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3324.4539 3354.3773 5.4643749 2000-2009 –> 2010-2019 11.322616 7513.1462 7574.4620
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1786.3278 1813.1715 3.2290371 2000-2009 –> 2010-2019 7.113096 3904.3988 3958.8052
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3342.3808 3372.3041 5.5573978 2000-2009 –> 2010-2019 11.515902 7553.3037 7614.6195
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1793.2343 1820.0780 3.2618065 2000-2009 –> 2010-2019 7.103348 3902.9619 3957.3683
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 3382.4826 3408.1312 5.7821401 2000-2009 –> 2010-2019 11.779702 7599.9646 7652.5209
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate 1828.1537 1851.1626 3.4427031 2000-2009 –> 2010-2019 7.337934 3946.4018 3993.0359
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1776.9014 1803.7451 3.1848421 2000-2009 –> 2010-2019 6.895112 3860.2740 3914.6805
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3383.1083 3413.0317 5.7746628 2000-2009 –> 2010-2019 11.770409 7602.1937 7663.5095
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1777.3277 1804.1714 3.1868278 2000-2009 –> 2010-2019 6.907366 3862.7952 3917.2017
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1787.2033 1814.0470 3.2331729 2000-2009 –> 2010-2019 7.138762 3909.4644 3963.8709
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3372.0308 3401.9542 5.7147416 2000-2009 –> 2010-2019 11.794357 7609.3136 7670.6294
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1779.7513 1806.5950 3.1981394 2000-2009 –> 2010-2019 7.253320 3930.5031 3984.9096
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1777.6005 1804.4441 3.1880987 2000-2009 –> 2010-2019 6.918130 3864.9997 3919.4061
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 3323.1609 3348.8095 5.4680136 2000-2009 –> 2010-2019 11.333907 7511.5631 7564.1195
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 3340.4908 3366.1394 5.5579737 2000-2009 –> 2010-2019 11.519678 7550.1171 7602.6735
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3324.6654 3354.5887 5.4654630 2000-2009 –> 2010-2019 11.292850 7506.4399 7567.7557
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3341.2537 3371.1770 5.5515030 2000-2009 –> 2010-2019 11.464552 7542.1448 7603.4606
obs Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3369.9870 3399.9103 5.7037538 2000-2009 –> 2010-2019 11.728891 7595.4782 7656.7940
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1976.5937 2004.4104 2.9387962 2000-2009 –> 2010-2019 5.967744 4689.5941 4747.3735
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 1974.5958 1998.4386 2.9388038 2000-2009 –> 2010-2019 5.967765 4685.6009 4735.1261
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4944.9377 4977.6508 5.4628066 2000-2009 –> 2010-2019 10.709578 10564.4146 10630.8295
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 4943.0757 4971.1155 5.4632831 2000-2009 –> 2010-2019 10.710317 10560.6435 10617.5705
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1941.5426 1969.3593 2.8106218 2000-2009 –> 2010-2019 5.802129 4641.2592 4699.0386
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4942.1458 4974.8589 5.4531745 2000-2009 –> 2010-2019 10.686089 10556.8042 10623.2191
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1947.3844 1975.2011 2.8315891 2000-2009 –> 2010-2019 5.837092 4652.0858 4709.8653
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4942.1686 4974.8817 5.4532529 2000-2009 –> 2010-2019 10.698699 10561.1852 10627.6001
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1977.7080 2005.5246 2.9429653 2000-2009 –> 2010-2019 6.051178 4718.2976 4776.0771
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 4942.9095 4970.9493 5.4627093 2000-2009 –> 2010-2019 10.713992 10561.9523 10618.8794
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1949.4464 1977.2631 2.8390273 2000-2009 –> 2010-2019 5.849548 4655.9294 4713.7088
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4942.4607 4975.1738 5.4542599 2000-2009 –> 2010-2019 10.702666 10562.5049 10628.9198
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1944.8845 1972.7012 2.8225975 2000-2009 –> 2010-2019 5.944267 4690.0879 4747.8674
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4942.3406 4975.0537 5.4538457 2000-2009 –> 2010-2019 10.697839 10560.8523 10627.2671
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1951.5719 1979.3886 2.8467149 2000-2009 –> 2010-2019 5.997185 4706.5836 4764.3630
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4942.4332 4975.1463 5.4541650 2000-2009 –> 2010-2019 10.713276 10566.1901 10632.6050
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 1946.2754 1970.1182 2.8348006 2000-2009 –> 2010-2019 5.992528 4701.7444 4751.2696
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 4940.4250 4968.4648 5.4541369 2000-2009 –> 2010-2019 10.711407 10561.5438 10618.4708
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1955.1780 1982.9947 2.8598055 2000-2009 –> 2010-2019 6.028886 4716.4798 4774.2593
obs Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4942.7207 4975.4338 5.4551563 2000-2009 –> 2010-2019 10.715101 10566.7664 10633.1813
mod Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3606.0912 3634.0393 2.4300787 2000-2009 –> 2010-2019 4.725007 7595.4550 7652.1098
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3651.4377 3684.0437 2.4986372 2000-2009 –> 2010-2019 5.043717 7825.7195 7891.8168
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3553.5657 3586.1718 2.3465039 2000-2009 –> 2010-2019 4.642771 7545.9604 7612.0577
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5418.1762 5451.9239 4.6076705 2000-2009 –> 2010-2019 10.046123 11576.1190 11644.1294
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3581.2709 3613.8770 2.3886039 2000-2009 –> 2010-2019 4.744828 7619.2371 7685.3343
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5410.2660 5444.0137 4.5878400 2000-2009 –> 2010-2019 9.962037 11544.7471 11612.7575
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5398.2609 5432.0086 4.5579068 2000-2009 –> 2010-2019 9.931987 11532.6990 11600.7095
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3593.7089 3626.3150 2.4077492 2000-2009 –> 2010-2019 4.788103 7649.6884 7715.7857
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5410.0332 5443.7809 4.5872577 2000-2009 –> 2010-2019 9.959119 11543.6560 11611.6665
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 5427.7347 5456.6614 4.6368015 2000-2009 –> 2010-2019 10.043059 11571.9570 11630.2516
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3533.6523 3566.2584 2.3167032 2000-2009 –> 2010-2019 4.592087 7509.8943 7575.9916
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3546.8536 3579.4597 2.3364165 2000-2009 –> 2010-2019 4.644897 7548.6269 7614.7242
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5387.7370 5421.4847 4.5318273 2000-2009 –> 2010-2019 9.974073 11547.0564 11615.0668
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 3658.6765 3686.6245 2.5134979 2000-2009 –> 2010-2019 4.924494 7735.2705 7791.9253
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 3682.6533 3710.6013 2.5524785 2000-2009 –> 2010-2019 5.018359 7799.0432 7855.6980
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 5409.1200 5438.0466 4.5899769 2000-2009 –> 2010-2019 10.060033 11576.5011 11634.7958
mod Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3568.7311 3601.3372 2.3694560 2000-2009 –> 2010-2019 4.721490 7603.5502 7669.6475
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5388.9423 5422.6901 4.5348067 2000-2009 –> 2010-2019 9.984978 11551.1341 11619.1446
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5398.3983 5427.3250 4.5632219 2000-2009 –> 2010-2019 10.023531 11562.2586 11620.5533
obs Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5408.8572 5437.7839 4.5893193 2000-2009 –> 2010-2019 10.057500 11575.5612 11633.8558
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 5125.1607 5155.2279 2.4262912 2000-2009 –> 2010-2019 4.873005 10666.8662 10727.4489
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 5021.4507 5051.5180 2.3154534 2000-2009 –> 2010-2019 4.503492 10296.0973 10356.6800
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 5272.6663 5302.7336 2.5931354 2000-2009 –> 2010-2019 5.117635 10889.1716 10949.7543
mod Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5342.1760 5372.2433 2.6756882 2000-2009 –> 2010-2019 5.318067 11067.7534 11128.3361
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9981.8188 10019.5241 5.3067813 2000-2009 –> 2010-2019 10.852953 22041.6694 22118.3062
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4910.9468 4946.0253 2.2009353 2000-2009 –> 2010-2019 4.458681 10262.5471 10333.2269
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 5018.0052 5053.0837 2.3097756 2000-2009 –> 2010-2019 4.476331 10271.0697 10341.7495
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5086.2155 5121.2940 2.3819118 2000-2009 –> 2010-2019 4.600222 10395.7014 10466.3812
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10083.2581 10120.9634 5.4761939 2000-2009 –> 2010-2019 10.911005 22065.0998 22141.7366
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9991.3126 10029.0179 5.3224120 2000-2009 –> 2010-2019 10.883201 22061.2864 22137.9232
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5191.9405 5227.0190 2.4981995 2000-2009 –> 2010-2019 4.866868 10658.1678 10728.8476
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10106.0293 10143.7346 5.5149611 2000-2009 –> 2010-2019 10.975084 22105.7418 22182.3786
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5103.4960 5138.5745 2.4005418 2000-2009 –> 2010-2019 4.638720 10434.2919 10504.9717
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10083.6220 10121.3272 5.4768112 2000-2009 –> 2010-2019 10.918933 22070.6338 22147.2706
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 9992.4155 10024.7343 5.3275305 2000-2009 –> 2010-2019 10.918076 22080.9146 22146.6033
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 5028.9247 5058.9920 2.3232690 2000-2009 –> 2010-2019 4.716773 10518.0808 10578.6635
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9941.8894 9979.5947 5.2415423 2000-2009 –> 2010-2019 10.837575 22036.1619 22112.7987
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9906.6022 9944.3075 5.1845560 2000-2009 –> 2010-2019 10.694949 21941.5614 22018.1982
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 10002.5203 10034.8391 5.3442339 2000-2009 –> 2010-2019 10.952660 22103.3010 22168.9897
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9916.3745 9954.0798 5.2002753 2000-2009 –> 2010-2019 10.722742 21959.7519 22036.3887
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 12497.8220 12532.2764 3.6351786 2000-2009 –> 2010-2019 7.034204 26657.3771 26727.1862
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 12351.3486 12385.8030 3.5214452 2000-2009 –> 2010-2019 7.097152 26782.2138 26852.0230
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12118.2143 12157.6276 4.5675528 2000-2009 –> 2010-2019 8.973682 25411.4693 25491.0305
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 12104.5245 12143.9378 4.5524011 2000-2009 –> 2010-2019 8.920447 25358.0562 25437.6175
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 12442.4384 12482.6352 3.5901903 2000-2009 –> 2010-2019 6.915086 26485.9365 26567.3805
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 12233.8849 12267.6677 4.6998866 2000-2009 –> 2010-2019 9.118482 25538.0687 25606.2640
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 12231.2184 12265.0012 4.6968458 2000-2009 –> 2010-2019 9.082807 25501.4801 25569.6755
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12353.0958 12393.2926 3.5212521 2000-2009 –> 2010-2019 7.062939 26734.7774 26816.2214
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12207.3126 12246.7258 4.6674056 2000-2009 –> 2010-2019 9.085349 25512.8213 25592.3825
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12202.9450 12243.1418 3.4083620 2000-2009 –> 2010-2019 6.898138 26505.5716 26587.0156
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12207.6830 12247.0962 4.6678251 2000-2009 –> 2010-2019 9.053695 25479.8487 25559.4099
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 12106.2432 12145.6564 4.5543004 2000-2009 –> 2010-2019 8.932664 25370.5709 25450.1322
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 12520.9971 12555.4516 3.6535072 2000-2009 –> 2010-2019 7.105101 26762.7222 26832.5313
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12176.9555 12217.1523 3.3891927 2000-2009 –> 2010-2019 6.812062 26375.9382 26457.3822
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 12538.0589 12572.5133 3.6670599 2000-2009 –> 2010-2019 7.196470 26899.1497 26968.9588
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 12229.1159 12262.8987 4.6944495 2000-2009 –> 2010-2019 9.087357 25506.6188 25574.8141
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12206.4598 12246.6567 3.4109628 2000-2009 –> 2010-2019 6.898963 26506.3618 26587.8058
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12204.7157 12244.1289 4.6644646 2000-2009 –> 2010-2019 9.057363 25484.2096 25563.7708
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 12298.4974 12332.9518 3.4812870 2000-2009 –> 2010-2019 7.058586 26731.7463 26801.5554
obs Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12228.2692 12267.6824 4.6912071 2000-2009 –> 2010-2019 9.232259 25659.5457 25739.1069
obs Atlantic (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 14318.9929 14353.8599 4.3910169 2000-2009 –> 2010-2019 9.054903 29959.3094 30029.4499
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 20408.8288 20447.1908 2.4324943 2000-2009 –> 2010-2019 4.833540 43350.9011 43428.3615
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 14262.4529 14297.3199 4.3410065 2000-2009 –> 2010-2019 8.949167 29839.2783 29909.4188
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 21132.6096 21170.9716 2.6400857 2000-2009 –> 2010-2019 5.062757 44164.2739 44241.7342
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 20913.2909 20951.6529 2.5753770 2000-2009 –> 2010-2019 4.964733 43806.5931 43884.0535
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 20410.7326 20455.4882 2.4324678 2000-2009 –> 2010-2019 4.822434 43308.5886 43398.9590
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 14192.2943 14232.9724 4.2780075 2000-2009 –> 2010-2019 8.706987 29561.6377 29643.4682
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 20154.8510 20199.6067 2.3630517 2000-2009 –> 2010-2019 4.719125 42909.9934 43000.3639
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14191.1033 14231.7815 4.2769755 2000-2009 –> 2010-2019 8.726610 29585.0223 29666.8528
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 21206.7979 21245.1599 2.6623404 2000-2009 –> 2010-2019 5.072892 44188.3469 44265.8073
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 20280.3825 20325.1382 2.3968550 2000-2009 –> 2010-2019 4.762995 43078.1236 43168.4940
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 20925.6788 20964.0408 2.5789894 2000-2009 –> 2010-2019 4.969038 43821.8812 43899.3416
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 20166.7774 20211.5331 2.3662426 2000-2009 –> 2010-2019 4.723209 42925.7038 43016.0743
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14185.4937 14226.1718 4.2721175 2000-2009 –> 2010-2019 8.705759 29560.3938 29642.2243
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 20661.3691 20699.7311 2.5030038 2000-2009 –> 2010-2019 5.028819 44109.6286 44187.0890
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14126.0985 14166.7766 4.2210189 2000-2009 –> 2010-2019 8.700784 29555.6633 29637.4938
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14140.3270 14181.0051 4.2332040 2000-2009 –> 2010-2019 8.746634 29609.4370 29691.2675
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 14202.6943 14237.5612 4.2887681 2000-2009 –> 2010-2019 8.791605 29657.3937 29727.5341
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 14201.2234 14236.0904 4.2874903 2000-2009 –> 2010-2019 8.817806 29688.0580 29758.1985
obs Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 14195.5000 14230.3670 4.2825217 2000-2009 –> 2010-2019 8.792950 29659.0968 29729.2372
obs Atlantic (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate 9868.7628 9901.1482 4.9575071 2000-2009 –> 2010-2019 9.727911 21102.6379 21168.2638
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5908.3254 5940.8201 1.4260750 2000-2009 –> 2010-2019 2.737444 12474.1848 12540.0991
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 5648.0178 5680.5125 1.3186578 2000-2009 –> 2010-2019 2.585710 12080.5569 12146.4711
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 9868.5517 9900.9371 4.9571865 2000-2009 –> 2010-2019 9.674069 21059.9574 21125.5834
mod Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 6301.5075 6334.0022 1.6051412 2000-2009 –> 2010-2019 3.112342 13407.1158 13473.0300
mod Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 6290.3656 6322.8603 1.5997699 2000-2009 –> 2010-2019 3.109507 13402.4948 13468.4090
obs Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 9861.9939 9894.3793 4.9472368 2000-2009 –> 2010-2019 9.684118 21069.3248 21134.9507
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5855.3241 5893.2346 1.4026723 2000-2009 –> 2010-2019 2.709935 12411.0225 12487.9224
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 5511.0478 5548.9583 1.2646638 2000-2009 –> 2010-2019 2.500671 11849.3867 11926.2866
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 9868.6149 9906.3978 4.9542458 2000-2009 –> 2010-2019 9.668892 21060.2360 21136.7995
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5629.9519 5667.8623 1.3107214 2000-2009 –> 2010-2019 2.597310 12123.8280 12200.7280
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9849.0170 9886.7999 4.9245884 2000-2009 –> 2010-2019 9.644422 21044.7770 21121.3405
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5638.3516 5676.2621 1.3140378 2000-2009 –> 2010-2019 2.600337 12131.3574 12208.2573
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5623.9255 5661.8359 1.3083472 2000-2009 –> 2010-2019 2.591957 12108.8131 12185.7130
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9863.9404 9901.7234 4.9471558 2000-2009 –> 2010-2019 9.662748 21056.3170 21132.8806
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 5711.1242 5743.6189 1.3439317 2000-2009 –> 2010-2019 2.661491 12295.2452 12361.1594
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9835.1996 9872.9825 4.9037853 2000-2009 –> 2010-2019 9.592529 21006.0842 21082.6478
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 9873.4377 9905.8230 4.9646126 2000-2009 –> 2010-2019 9.683926 21066.7828 21132.4087
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 9853.3032 9885.6886 4.9340819 2000-2009 –> 2010-2019 9.656417 21049.0576 21114.6835
obs Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 9868.5303 9900.9157 4.9571540 2000-2009 –> 2010-2019 9.676615 21061.9937 21127.6196
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 21612.2059 21655.5693 4.7711712 2000-2009 –> 2010-2019 10.005108 46858.4374 46946.0389
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 20907.7242 20951.0877 4.3290211 2000-2009 –> 2010-2019 9.272000 45684.4950 45772.0965
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate 8372.2159 8399.1668 3.1962949 2000-2009 –> 2010-2019 5.920261 18085.6938 18140.6592
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 8218.0209 8250.3620 3.0458621 2000-2009 –> 2010-2019 5.720900 17860.8528 17926.8113
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 20910.2199 20947.3886 4.3317086 2000-2009 –> 2010-2019 9.274691 45684.9960 45760.0830
obs Atlantic (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 21360.5956 21403.9591 4.6082962 2000-2009 –> 2010-2019 9.720836 46414.2070 46501.8085
obs Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 21392.1453 21429.3140 4.6296885 2000-2009 –> 2010-2019 9.747435 46452.1111 46527.1981
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 8272.9151 8305.2562 3.0979067 2000-2009 –> 2010-2019 5.792951 17945.6106 18011.5691
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 8339.3513 8371.6924 3.1620850 2000-2009 –> 2010-2019 5.909343 18088.9547 18154.9132
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 8095.9486 8133.6799 2.9314291 2000-2009 –> 2010-2019 5.568273 17683.1415 17760.0930
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 20864.3218 20907.6853 4.3031614 2000-2009 –> 2010-2019 9.225806 45607.2563 45694.8578
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8140.0439 8177.7752 2.9715976 2000-2009 –> 2010-2019 5.647054 17785.5028 17862.4544
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 20795.0971 20838.4605 4.2622356 2000-2009 –> 2010-2019 9.168662 45510.9443 45598.5458
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 20945.2567 20988.6202 4.3515088 2000-2009 –> 2010-2019 9.349284 45812.5173 45900.1188
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8155.1919 8192.9232 2.9855232 2000-2009 –> 2010-2019 5.682582 17832.8821 17909.8337
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 8322.8645 8355.2055 3.1460355 2000-2009 –> 2010-2019 5.878554 18050.9064 18116.8649
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 20947.8343 20985.0030 4.3542595 2000-2009 –> 2010-2019 9.361836 45829.1761 45904.2631
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8133.8843 8171.6156 2.9659536 2000-2009 –> 2010-2019 5.633466 17767.4246 17844.3762
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 20853.5314 20896.8949 4.2967563 2000-2009 –> 2010-2019 9.215245 45589.5340 45677.1355
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 8211.6703 8244.0114 3.0398979 2000-2009 –> 2010-2019 5.831772 18025.8420 18091.8005
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 21995.1524 22038.4830 5.1026754 2000-2009 –> 2010-2019 11.238744 49309.6419 49397.4089
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 21573.1538 21616.4843 4.8125898 2000-2009 –> 2010-2019 10.755673 48617.8049 48705.5719
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 22038.7439 22075.8843 5.1350437 2000-2009 –> 2010-2019 11.275888 49357.8023 49433.0311
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 21627.7243 21664.8648 4.8504985 2000-2009 –> 2010-2019 10.808737 48691.8805 48767.1094
obs Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 21702.6565 21745.9871 4.8998124 2000-2009 –> 2010-2019 10.886762 48809.4050 48897.1720
obs Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 21770.1593 21807.2997 4.9472738 2000-2009 –> 2010-2019 10.947895 48894.1671 48969.3960
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 10242.5014 10275.7737 3.6135199 2000-2009 –> 2010-2019 7.770822 23028.8730 23096.4468
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 10264.5631 10297.8354 3.6346492 2000-2009 –> 2010-2019 7.800994 23060.6943 23128.2681
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 10144.9123 10183.7301 3.5196582 2000-2009 –> 2010-2019 7.655062 22909.5596 22988.3957
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 21744.1033 21787.4338 4.9280601 2000-2009 –> 2010-2019 10.918253 48855.4243 48943.1913
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10150.8691 10189.6868 3.5252032 2000-2009 –> 2010-2019 7.663077 22918.1988 22997.0348
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 21629.6127 21672.9432 4.8504234 2000-2009 –> 2010-2019 10.807762 48694.4937 48782.2607
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 10327.7624 10361.0347 3.6958638 2000-2009 –> 2010-2019 7.892967 23156.9343 23224.5080
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10143.1110 10181.9287 3.5179831 2000-2009 –> 2010-2019 7.621265 22872.7303 22951.5663
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 22046.4507 22089.7812 5.1391098 2000-2009 –> 2010-2019 11.325579 49430.0140 49517.7809
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 10261.1187 10294.3910 3.6313422 2000-2009 –> 2010-2019 7.796698 23056.1840 23123.7577
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate_star 10347.4216 10375.1485 3.7170792 2000-2009 –> 2010-2019 7.914192 23174.6041 23230.9155
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10150.7352 10189.5529 3.5250784 2000-2009 –> 2010-2019 7.662923 22918.0328 22996.8689
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 21701.4201 21744.7506 4.8989721 2000-2009 –> 2010-2019 10.873759 48790.9953 48878.7623
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 10149.6866 10182.9590 3.5259649 2000-2009 –> 2010-2019 7.663956 22915.1441 22982.7179
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 15876.2251 15917.3243 4.9880682 2000-2009 –> 2010-2019 11.509941 36050.1174 36133.3997
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 15924.4998 15959.7277 5.0361377 2000-2009 –> 2010-2019 11.564790 36102.7511 36174.1360
obs Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 15959.9480 15995.1759 5.0703092 2000-2009 –> 2010-2019 11.615729 36153.8968 36225.2817
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 15954.6799 15995.7791 5.0632840 2000-2009 –> 2010-2019 11.592035 36135.0238 36218.3062
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 3856.9894 3891.9725 1.4013767 2000-2009 –> 2010-2019 2.755675 8204.0997 8275.0438
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3707.8950 3737.8806 1.3102623 2000-2009 –> 2010-2019 2.564123 7859.1315 7919.9408
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 3748.7334 3778.7190 1.3349477 2000-2009 –> 2010-2019 2.608646 7939.4664 8000.2756
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 15964.8739 16000.1018 5.0750760 2000-2009 –> 2010-2019 11.604093 36143.4665 36214.8513
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3706.6542 3741.6374 1.3083231 2000-2009 –> 2010-2019 2.554781 7844.9925 7915.9367
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3743.7423 3778.7255 1.3306890 2000-2009 –> 2010-2019 2.599693 7927.1849 7998.1290
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15842.8444 15883.9436 4.9564055 2000-2009 –> 2010-2019 11.453667 35993.5990 36076.8814
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 15952.6043 15993.7035 5.0612796 2000-2009 –> 2010-2019 11.598463 36140.8472 36224.1295
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 15953.4299 15988.6578 5.0640085 2000-2009 –> 2010-2019 11.603399 36141.7392 36213.1241
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 15880.2247 15921.3239 4.9918755 2000-2009 –> 2010-2019 11.522335 36062.1693 36145.4517
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 15984.7294 16019.9572 5.0943356 2000-2009 –> 2010-2019 11.636228 36175.3796 36246.7645
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 3900.5986 3930.5841 1.4308952 2000-2009 –> 2010-2019 2.849983 8363.2830 8424.0923
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3723.2863 3748.2743 1.3207185 2000-2009 –> 2010-2019 2.608336 7939.3653 7990.0396
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate_star 3764.6647 3789.6527 1.3459329 2000-2009 –> 2010-2019 2.657148 8026.4348 8077.1092
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3725.1713 3755.1568 1.3206490 2000-2009 –> 2010-2019 2.596841 7920.8235 7981.6327
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate_star 3765.4662 3795.4518 1.3451959 2000-2009 –> 2010-2019 2.648214 8013.4580 8074.2673
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 5613.7064 5646.2657 1.2817624 2000-2009 –> 2010-2019 2.657062 12256.4264 12322.3086
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 5466.8613 5504.8471 1.2262207 2000-2009 –> 2010-2019 2.599109 12104.8852 12181.7477
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 5186.4445 5219.0038 1.1287092 2000-2009 –> 2010-2019 2.479064 11759.3151 11825.1973
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 5236.4968 5269.0561 1.1456489 2000-2009 –> 2010-2019 2.505643 11836.5124 11902.3946
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 13087.1227 13121.4694 4.3490304 2000-2009 –> 2010-2019 11.337578 29767.1982 29836.4361
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 5162.0705 5200.0564 1.1198842 2000-2009 –> 2010-2019 2.376737 11463.1186 11539.9811
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5220.4761 5258.4620 1.1395209 2000-2009 –> 2010-2019 2.411486 11567.1343 11643.9968
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13035.5006 13075.5717 4.2978090 2000-2009 –> 2010-2019 11.264476 29702.0343 29782.8118
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate_star 13088.2471 13122.5938 4.3501109 2000-2009 –> 2010-2019 11.339932 29769.2252 29838.4632
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13064.8957 13104.9668 4.3258128 2000-2009 –> 2010-2019 11.294339 29732.7522 29813.5298
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 13088.0286 13122.3753 4.3499009 2000-2009 –> 2010-2019 11.336992 29767.0707 29836.3086
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate_star 13086.3843 13115.0065 4.3502428 2000-2009 –> 2010-2019 11.342842 29767.3321 29825.0303
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13050.8806 13090.9518 4.3124384 2000-2009 –> 2010-2019 11.284000 29720.8952 29801.6728
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 13082.3584 13116.7051 4.3444548 2000-2009 –> 2010-2019 11.322457 29754.9499 29824.1878
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 5247.3372 5274.4700 1.1500355 2000-2009 –> 2010-2019 2.531395 11904.8355 11959.7373
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate_star 5308.2242 5335.3569 1.1710654 2000-2009 –> 2010-2019 2.566622 12004.7425 12059.6443
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 5233.2640 5265.8233 1.1445472 2000-2009 –> 2010-2019 2.471012 11738.0197 11803.9018
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 5300.8630 5333.4223 1.1678072 2000-2009 –> 2010-2019 2.514687 11863.9017 11929.7839
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 13057.6348 13091.9815 4.3207875 2000-2009 –> 2010-2019 11.309676 29737.9518 29807.1897
obs Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 13071.8890 13106.2357 4.3344170 2000-2009 –> 2010-2019 11.327752 29755.3582 29824.5962
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 7314.0281 7349.3039 0.9636515 2000-2009 –> 2010-2019 1.978842 17065.8588 17137.9166
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6248.3106 6283.5882 3.7173527 2000-2009 –> 2010-2019 7.496519 11869.1320 11938.9025
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 7402.6294 7437.9052 0.9799461 2000-2009 –> 2010-2019 2.048475 17502.2553 17574.3131
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 6226.0806 6256.3185 3.6845438 2000-2009 –> 2010-2019 7.436396 11830.1047 11889.9080
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 6212.1516 6247.4292 3.6589143 2000-2009 –> 2010-2019 7.389901 11806.7983 11876.5689
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7460.9308 7502.0858 0.9904433 2000-2009 –> 2010-2019 2.058318 17558.3964 17642.4639
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6225.6881 6260.9657 3.6806829 2000-2009 –> 2010-2019 7.434903 11832.9992 11902.7698
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 7243.4452 7278.7209 0.9508648 2000-2009 –> 2010-2019 1.984993 17120.8091 17192.8669
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7243.8844 7285.0394 0.9505839 2000-2009 –> 2010-2019 1.979941 17091.8349 17175.9024
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate + phosphate_star 6242.7210 6272.9589 3.7115098 2000-2009 –> 2010-2019 7.486384 11859.2243 11919.0276
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7425.7089 7466.8639 0.9838632 2000-2009 –> 2010-2019 2.043984 17473.6760 17557.7436
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6220.6715 6255.9491 3.6726005 2000-2009 –> 2010-2019 7.417382 11822.8471 11892.6177
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate 7443.5094 7472.9059 0.9879308 2000-2009 –> 2010-2019 2.042417 17451.2820 17511.3302
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 7113.5636 7148.8394 0.9277773 2000-2009 –> 2010-2019 1.945090 16879.5747 16951.6325
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate 6237.6864 6262.8847 3.7065775 2000-2009 –> 2010-2019 7.461850 11841.5692 11891.4053
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 6223.2796 6253.5176 3.6800242 2000-2009 –> 2010-2019 7.414279 11817.7126 11877.5159
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 6241.7779 6272.0158 3.7099763 2000-2009 –> 2010-2019 7.472682 11851.6946 11911.4979
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + phosphate_star 7351.8808 7381.2773 0.9709470 2000-2009 –> 2010-2019 2.010397 17262.1085 17322.1568
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7319.7111 7354.9869 0.9646885 2000-2009 –> 2010-2019 1.994144 17166.3131 17238.3710
obs Atlantic (28.15,28.2] cstar_tref ~ temp + silicate + phosphate + phosphate_star 6235.4840 6265.7220 3.6997581 2000-2009 –> 2010-2019 7.451610 11839.5079 11899.3112
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 12594.7550 12628.3048 0.6831053 2000-2009 –> 2010-2019 1.368769 23318.3439 23384.6207
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 12472.4424 12512.7022 0.6761381 2000-2009 –> 2010-2019 1.336847 22816.6883 22896.2204
mod Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + phosphate_star 15104.7923 15138.3421 0.8402046 2000-2009 –> 2010-2019 1.732830 28541.6247 28607.9015
obs Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13818.3138 13859.6026 3.1394910 2000-2009 –> 2010-2019 6.389539 26368.3710 26450.1802
mod Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 15099.9848 15140.2446 0.8397330 2000-2009 –> 2010-2019 1.718622 28379.3027 28458.8348
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 12546.5825 12586.8422 0.6802848 2000-2009 –> 2010-2019 1.364129 23244.8514 23324.3835
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13778.1820 13819.4709 3.1161852 2000-2009 –> 2010-2019 6.386810 26358.6974 26440.5067
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 13834.5851 13875.8740 3.1489899 2000-2009 –> 2010-2019 6.393000 26375.6682 26457.4775
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 12437.3341 12484.3038 0.6740721 2000-2009 –> 2010-2019 1.330881 22722.6949 22815.4824
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 13780.0236 13815.4140 3.1184086 2000-2009 –> 2010-2019 6.396677 26369.8046 26439.9268
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate_star 13834.1018 13869.4922 3.1498767 2000-2009 –> 2010-2019 6.394854 26374.6237 26444.7459
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 15753.4197 15800.3894 0.8860790 2000-2009 –> 2010-2019 1.729548 28611.6174 28704.4049
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 13752.3549 13793.6437 3.1012781 2000-2009 –> 2010-2019 6.378937 26343.2387 26425.0479
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13748.8366 13790.1255 3.0992529 2000-2009 –> 2010-2019 6.340735 26286.1579 26367.9671
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 13804.2023 13845.4911 3.1312762 2000-2009 –> 2010-2019 6.378040 26349.3807 26431.1899
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 14604.4182 14644.6779 0.8061065 2000-2009 –> 2010-2019 1.553406 26215.4258 26294.9579
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14521.4642 14568.4339 0.8004787 2000-2009 –> 2010-2019 1.546035 26110.4457 26203.2331
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + phosphate_star 13802.5102 13837.9006 3.1314552 2000-2009 –> 2010-2019 6.381008 26349.8328 26419.9551
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13732.9882 13774.2771 3.0901468 2000-2009 –> 2010-2019 6.338956 26281.2059 26363.0152
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 14549.8307 14590.0905 0.8024858 2000-2009 –> 2010-2019 1.616130 27035.7326 27115.2647
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 25967.7967 26012.3254 5.0251964 2000-2009 –> 2010-2019 10.339637 47743.2925 47830.9887
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 34109.0475 34155.3426 5.3507332 2000-2009 –> 2010-2019 11.290839 63178.6887 63269.9271
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 26838.8311 26876.9986 5.5650292 2000-2009 –> 2010-2019 11.328396 49183.5540 49258.7221
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 26512.8905 26557.4192 5.3557647 2000-2009 –> 2010-2019 10.889317 48572.9803 48660.6765
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 35300.2451 35346.5403 5.9620017 2000-2009 –> 2010-2019 12.217976 64840.2170 64931.4554
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 27068.4495 27106.6170 5.7164006 2000-2009 –> 2010-2019 11.880914 49887.1445 49962.3127
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 34408.9289 34448.6104 5.4994465 2000-2009 –> 2010-2019 11.603125 63723.1715 63801.3759
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 26437.8301 26482.3588 5.3089849 2000-2009 –> 2010-2019 10.956021 48640.9181 48728.6143
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 34334.2538 34380.5490 5.4612876 2000-2009 –> 2010-2019 11.458142 63490.2093 63581.4477
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 26533.1869 26577.7156 5.3684846 2000-2009 –> 2010-2019 11.097432 48837.7155 48925.4117
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 34349.8300 34396.1252 5.4690179 2000-2009 –> 2010-2019 11.476126 63521.2948 63612.5332
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 26577.8899 26622.4186 5.3966071 2000-2009 –> 2010-2019 11.205824 48980.4295 49068.1257
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 34409.0696 34455.3648 5.4985181 2000-2009 –> 2010-2019 11.601274 63723.9400 63815.1784
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 27261.7833 27306.3120 5.8456738 2000-2009 –> 2010-2019 11.941318 50003.3411 50091.0373
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 35547.8231 35594.1183 6.0975609 2000-2009 –> 2010-2019 12.482536 65273.0834 65364.3218
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 27434.0589 27478.5876 5.9645698 2000-2009 –> 2010-2019 12.229339 50368.3911 50456.0872
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 35615.5349 35661.8301 6.1351698 2000-2009 –> 2010-2019 12.561120 65398.8667 65490.1051
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 26681.6820 26726.2106 5.4624715 2000-2009 –> 2010-2019 11.299957 49118.4147 49206.1109
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 34484.8179 34531.1131 5.5364711 2000-2009 –> 2010-2019 11.596512 63735.9254 63827.1638
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 35644.0259 35690.3210 6.1510637 2000-2009 –> 2010-2019 12.596070 65454.2385 65545.4769
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 19439.1501 19481.9146 4.4912752 2000-2009 –> 2010-2019 8.778032 37430.0790 37515.1784
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 19968.4253 20011.2381 4.7641209 2000-2009 –> 2010-2019 9.414938 38268.1261 38353.1972
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 19705.1568 19747.9214 4.6745723 2000-2009 –> 2010-2019 9.151576 37967.6568 38052.7562
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 20000.6795 20043.4924 4.7871248 2000-2009 –> 2010-2019 9.455126 38323.1955 38408.2666
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 20374.0188 20410.7156 5.0631268 2000-2009 –> 2010-2019 10.014732 39059.3905 39132.3086
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 18627.1393 18669.9039 3.9750200 2000-2009 –> 2010-2019 7.859829 36002.3209 36087.4202
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 20136.1364 20178.9492 4.8849522 2000-2009 –> 2010-2019 9.650324 38586.3589 38671.4300
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 18880.9101 18923.6746 4.1296423 2000-2009 –> 2010-2019 8.193137 36537.3306 36622.4300
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 20184.0954 20226.9082 4.9200654 2000-2009 –> 2010-2019 9.722460 38682.1919 38767.2630
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 19756.8926 19799.6572 4.7110815 2000-2009 –> 2010-2019 9.239204 38090.3960 38175.4954
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 20007.3496 20050.1624 4.7918957 2000-2009 –> 2010-2019 9.465638 38337.4690 38422.5401
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 20132.2519 20168.9486 4.8835776 2000-2009 –> 2010-2019 9.747041 38706.5168 38779.4349
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 20050.7384 20093.5512 4.8230471 2000-2009 –> 2010-2019 9.635005 38561.1422 38646.2133
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 18928.4338 18971.1984 4.1592602 2000-2009 –> 2010-2019 8.261063 36643.5373 36728.6367
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 20183.1149 20225.9278 4.9193451 2000-2009 –> 2010-2019 9.723718 38683.7598 38768.8310
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 20186.0846 20222.7814 4.9229975 2000-2009 –> 2010-2019 9.751759 38716.0523 38788.9704
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 19218.7225 19261.4871 4.3448432 2000-2009 –> 2010-2019 8.613283 37182.8719 37267.9713
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 19355.0057 19397.7703 4.4348038 2000-2009 –> 2010-2019 8.745582 37380.8827 37465.9821
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 19602.0694 19638.7247 4.6040510 2000-2009 –> 2010-2019 9.138480 37942.2778 38015.2202
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 19404.9913 19447.7559 4.4682642 2000-2009 –> 2010-2019 8.806312 37470.3048 37555.4042
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 19201.4705 19244.0343 4.7130670 2000-2009 –> 2010-2019 9.139206 35724.1981 35808.4229
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 21375.1906 21418.2014 5.3778014 2000-2009 –> 2010-2019 10.433608 40811.4415 40896.9377
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 21446.6894 21489.7001 5.4339147 2000-2009 –> 2010-2019 10.547902 40956.0552 41041.5513
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 21848.2662 21885.1326 5.7618068 2000-2009 –> 2010-2019 11.165818 41708.1177 41781.4001
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 18725.9350 18768.4988 4.3786889 2000-2009 –> 2010-2019 8.525022 34877.7406 34961.9654
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 21845.5994 21888.6101 5.7579043 2000-2009 –> 2010-2019 11.153831 41697.8839 41783.3800
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 18917.8283 18960.3921 4.5106668 2000-2009 –> 2010-2019 8.772938 35226.2757 35310.5004
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 21901.3633 21944.3741 5.8047084 2000-2009 –> 2010-2019 11.242762 41803.3419 41888.8380
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 21455.0866 21498.0973 5.4405432 2000-2009 –> 2010-2019 10.564213 40976.5394 41062.0355
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 21524.0877 21560.9540 5.4969141 2000-2009 –> 2010-2019 10.731169 41179.9896 41253.2719
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 19137.9114 19180.4753 4.6669373 2000-2009 –> 2010-2019 9.159008 35744.6248 35828.8495
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 21484.0448 21527.0555 5.4634642 2000-2009 –> 2010-2019 10.634861 41064.7449 41150.2410
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 18931.3410 18973.9048 4.5201089 2000-2009 –> 2010-2019 8.793021 35253.9505 35338.1752
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 21891.5730 21934.5837 5.7964637 2000-2009 –> 2010-2019 11.229426 41787.5660 41873.0621
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 19135.9558 19172.4391 4.6669694 2000-2009 –> 2010-2019 9.160187 35742.1191 35814.3118
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 19073.0406 19115.6044 4.6203212 2000-2009 –> 2010-2019 9.051499 35602.2313 35686.4561
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 21874.7317 21917.7424 5.7823085 2000-2009 –> 2010-2019 11.239212 41798.8215 41884.3176
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 19241.0812 19283.6451 4.7420458 2000-2009 –> 2010-2019 9.282729 35908.9320 35993.1567
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 19272.9166 19309.3999 4.7669405 2000-2009 –> 2010-2019 9.372716 36019.6139 36091.8066
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 19264.2470 19306.8108 4.7590762 2000-2009 –> 2010-2019 9.318529 35955.5287 36039.7535
obs Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate 32603.3890 32642.8247 5.2827530 2000-2009 –> 2010-2019 10.674682 62648.1617 62726.5030
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 32559.5934 32605.6018 5.2599145 2000-2009 –> 2010-2019 10.608253 62527.8230 62619.2212
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 23851.8604 23896.4087 3.8937273 2000-2009 –> 2010-2019 7.508472 45540.8017 45629.4223
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 32478.4513 32524.4597 5.2196906 2000-2009 –> 2010-2019 10.429042 62191.9072 62283.3054
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 24114.3983 24158.9465 4.0147123 2000-2009 –> 2010-2019 7.712788 45986.0349 46074.6555
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 32731.7532 32777.7616 5.3462873 2000-2009 –> 2010-2019 10.667660 62651.0746 62742.4728
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 24127.6480 24172.1963 4.0209169 2000-2009 –> 2010-2019 7.725105 46012.5244 46101.1451
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 24230.8788 24269.0631 4.0705357 2000-2009 –> 2010-2019 7.832668 46238.1768 46314.1374
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 24111.8064 24156.3547 4.0134997 2000-2009 –> 2010-2019 7.756029 46079.2260 46167.8466
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 32433.2877 32479.2961 5.1974354 2000-2009 –> 2010-2019 10.387044 62110.0031 62201.4013
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 24699.9100 24738.0943 4.2992486 2000-2009 –> 2010-2019 8.235074 47069.0084 47144.9690
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 32523.5991 32563.0349 5.2430252 2000-2009 –> 2010-2019 10.501670 62326.1831 62404.5244
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 24374.1151 24418.6634 4.1380958 2000-2009 –> 2010-2019 7.988140 46568.5720 46657.1927
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 32317.6650 32363.6734 5.1408917 2000-2009 –> 2010-2019 10.307271 61950.9723 62042.3705
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 24608.5899 24653.1382 4.2527413 2000-2009 –> 2010-2019 8.206286 47015.6964 47104.3170
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 32490.4868 32536.4952 5.2256374 2000-2009 –> 2010-2019 10.465579 62260.5952 62351.9934
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 24621.2059 24665.7542 4.2589991 2000-2009 –> 2010-2019 8.221243 47045.9301 47134.5507
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 32488.6672 32534.6756 5.2247379 2000-2009 –> 2010-2019 10.466857 62262.7960 62354.1942
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 24703.8379 24742.0221 4.3012172 2000-2009 –> 2010-2019 8.329809 47259.6797 47335.6402
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 32488.5004 32527.9362 5.2256441 2000-2009 –> 2010-2019 10.468358 62261.7263 62340.0676
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 40163.0805 40210.7590 4.8222574 2000-2009 –> 2010-2019 9.609921 79256.4518 79351.6365
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 40356.9853 40404.6637 4.8924502 2000-2009 –> 2010-2019 9.792639 79754.4993 79849.6840
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 40162.3674 40203.2346 4.8227199 2000-2009 –> 2010-2019 9.610527 79254.1309 79335.7178
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 40377.7728 40418.6400 4.9007660 2000-2009 –> 2010-2019 9.812636 79804.4595 79886.0464
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 40283.7564 40331.4349 4.8658224 2000-2009 –> 2010-2019 9.724826 79570.7700 79665.9547
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 40301.8514 40342.7187 4.8731150 2000-2009 –> 2010-2019 9.747155 79627.3159 79708.9028
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 28240.0962 28286.5324 2.9837294 2000-2009 –> 2010-2019 5.909807 54217.0312 54309.3730
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 40754.5274 40802.2059 5.0395701 2000-2009 –> 2010-2019 10.001657 80316.3812 80411.5659
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 28653.2123 28699.6484 3.0954744 2000-2009 –> 2010-2019 6.110771 54942.9961 55035.3379
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 40317.3567 40365.0352 4.8780223 2000-2009 –> 2010-2019 9.717113 79550.6079 79645.7926
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 28677.0484 28723.4845 3.1020481 2000-2009 –> 2010-2019 6.125373 54994.5291 55086.8709
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 28772.5858 28819.0219 3.1285366 2000-2009 –> 2010-2019 6.194670 55236.5177 55328.8595
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 40480.3809 40528.0593 4.9376501 2000-2009 –> 2010-2019 9.801460 79780.3382 79875.5229
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 40281.0393 40328.7178 4.8648372 2000-2009 –> 2010-2019 9.693828 79486.9364 79582.1211
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 28547.7029 28587.5052 3.0670889 2000-2009 –> 2010-2019 6.079186 54824.4299 54903.5800
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 28904.2306 28944.0330 3.1659707 2000-2009 –> 2010-2019 6.253927 55440.0344 55519.1845
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 28397.4511 28443.8872 3.0258091 2000-2009 –> 2010-2019 5.963739 54416.4916 54508.8333
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 28835.4700 28881.9061 3.1460951 2000-2009 –> 2010-2019 6.190632 55225.7748 55318.1166
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 28846.4803 28892.9164 3.1491795 2000-2009 –> 2010-2019 6.198741 55253.9604 55346.3021
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 28902.8850 28942.6874 3.1655916 2000-2009 –> 2010-2019 6.261910 55466.8569 55546.0070
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 37883.7572 37931.9978 3.2725974 2000-2009 –> 2010-2019 6.258441 71574.5813 71670.4920
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 42418.4684 42466.8858 4.1566471 2000-2009 –> 2010-2019 8.449880 82201.4991 82297.8056
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 42889.7729 42938.1904 4.2901190 2000-2009 –> 2010-2019 8.755441 83216.2614 83312.5680
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 42416.5916 42458.0922 4.1566814 2000-2009 –> 2010-2019 8.459893 82229.7277 82312.2762
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 42894.5949 42936.0956 4.2920821 2000-2009 –> 2010-2019 8.780990 83291.9330 83374.4815
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 38419.4888 38467.7293 3.3954263 2000-2009 –> 2010-2019 6.546167 72830.7412 72926.6518
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 42683.1083 42731.5257 4.2310726 2000-2009 –> 2010-2019 8.607828 82732.5711 82828.8776
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 42705.3775 42746.8782 4.2379643 2000-2009 –> 2010-2019 8.654552 82878.1184 82960.6669
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 38395.4477 38443.6883 3.3898168 2000-2009 –> 2010-2019 6.466213 72486.6771 72582.5877
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 42355.6776 42404.0951 4.1391813 2000-2009 –> 2010-2019 8.399670 82032.8414 82129.1480
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 42512.6230 42561.0404 4.1829752 2000-2009 –> 2010-2019 8.486119 82327.5411 82423.8477
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 38411.2404 38459.4810 3.3935007 2000-2009 –> 2010-2019 6.475845 72528.3592 72624.2698
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 37777.5162 37825.7568 3.2487723 2000-2009 –> 2010-2019 6.147784 71072.8178 71168.7285
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 42511.2675 42559.6849 4.1825950 2000-2009 –> 2010-2019 8.495526 82357.6000 82453.9065
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 42479.0160 42527.4334 4.1735587 2000-2009 –> 2010-2019 8.468644 82268.0140 82364.3205
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 38601.2290 38642.5781 3.4386062 2000-2009 –> 2010-2019 6.567476 72917.1277 72999.3368
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 38134.2521 38182.4927 3.3294661 2000-2009 –> 2010-2019 6.356109 72006.9640 72102.8747
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 38623.8568 38665.2058 3.4439617 2000-2009 –> 2010-2019 6.580766 72973.6963 73055.9054
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 38129.1074 38177.3479 3.3282882 2000-2009 –> 2010-2019 6.356851 72010.3183 72106.2290
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 38139.8884 38181.2374 3.3312151 2000-2009 –> 2010-2019 6.364312 72039.1499 72121.3590
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 41727.8397 41776.8793 3.1283534 2000-2009 –> 2010-2019 5.970719 79843.4933 79941.2056
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 46942.3676 46991.6768 3.8638272 2000-2009 –> 2010-2019 7.823129 90116.8523 90214.8234
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 41780.4481 41829.4877 3.1384677 2000-2009 –> 2010-2019 5.983537 79910.8064 80008.5187
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 47007.5357 47049.8007 3.8791798 2000-2009 –> 2010-2019 7.874430 90319.5948 90403.5700
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 42489.1162 42531.1501 3.2783469 2000-2009 –> 2010-2019 6.238356 81230.0019 81313.7554
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 41748.9112 41797.9508 3.1324006 2000-2009 –> 2010-2019 5.972630 79852.9369 79950.6492
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 42563.7528 42605.7867 3.2933945 2000-2009 –> 2010-2019 6.264877 81364.4731 81448.2265
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 47572.5336 47621.8428 4.0102857 2000-2009 –> 2010-2019 8.005317 90885.7455 90983.7166
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 47601.3838 47650.6930 4.0171222 2000-2009 –> 2010-2019 8.021517 90950.7457 91048.7167
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 46480.4046 46529.7138 3.7598702 2000-2009 –> 2010-2019 7.568441 89055.5310 89153.5021
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 42294.5289 42343.5685 3.2390409 2000-2009 –> 2010-2019 6.177520 80924.5129 81022.2252
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 46534.2395 46583.5487 3.7718394 2000-2009 –> 2010-2019 7.592656 89158.9374 89256.9085
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 47615.8089 47665.1181 4.0205448 2000-2009 –> 2010-2019 8.029379 90982.2828 91080.2539
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 42021.5315 42070.5710 3.1852376 2000-2009 –> 2010-2019 6.110770 80583.2227 80680.9350
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 42183.2653 42232.3049 3.2170038 2000-2009 –> 2010-2019 6.123022 80641.4469 80739.1592
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 46526.9093 46576.2185 3.7702075 2000-2009 –> 2010-2019 7.592301 89156.7651 89254.7361
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 42253.6261 42295.6600 3.2313186 2000-2009 –> 2010-2019 6.183277 80952.3932 81036.1467
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 42251.4140 42300.4535 3.2304836 2000-2009 –> 2010-2019 6.161404 80841.5640 80939.2763
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 46527.6143 46576.9235 3.7703644 2000-2009 –> 2010-2019 7.589894 89147.1071 89245.0781
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 46794.5506 46836.8156 3.8307068 2000-2009 –> 2010-2019 7.683140 89544.4999 89628.4751
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 14858.9690 14901.3795 2.5324973 2000-2009 –> 2010-2019 4.824305 28326.6734 28411.1098
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 14842.1801 14878.5320 2.5265800 2000-2009 –> 2010-2019 4.822910 28319.6814 28392.0554
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 14580.4807 14622.8912 2.4233605 2000-2009 –> 2010-2019 4.617823 27788.4572 27872.8936
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 14832.1313 14874.5418 2.5217693 2000-2009 –> 2010-2019 4.809585 28289.4034 28373.8398
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 14774.2189 14810.5708 2.4995649 2000-2009 –> 2010-2019 4.751612 28135.1961 28207.5702
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14744.6186 14787.0291 2.4871020 2000-2009 –> 2010-2019 4.737711 28103.7739 28188.2103
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 23941.7127 23986.5956 3.4545639 2000-2009 –> 2010-2019 6.960020 45432.6761 45521.6470
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 14597.5201 14639.9306 2.4299009 2000-2009 –> 2010-2019 4.630346 27821.7882 27906.2246
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14869.4120 14911.8225 2.5366840 2000-2009 –> 2010-2019 4.831201 28344.1868 28428.6232
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 23933.1660 23978.0488 3.4512848 2000-2009 –> 2010-2019 6.949806 45408.2208 45497.1916
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 14778.3636 14814.7154 2.5012041 2000-2009 –> 2010-2019 4.755376 28144.9832 28217.3573
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14752.3996 14794.8101 2.4901650 2000-2009 –> 2010-2019 4.743284 28118.2227 28202.6591
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 23939.3381 23984.2210 3.4536525 2000-2009 –> 2010-2019 6.958342 45428.5461 45517.5170
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 23968.0882 24006.5592 3.4654727 2000-2009 –> 2010-2019 6.980955 45479.9987 45556.2595
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 23988.1102 24032.9930 3.4724191 2000-2009 –> 2010-2019 6.990586 45508.1538 45597.1247
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 23943.1208 23988.0037 3.4551044 2000-2009 –> 2010-2019 6.958699 45429.8188 45518.7897
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 23953.5120 23991.9830 3.4598647 2000-2009 –> 2010-2019 6.973941 45462.2076 45538.4683
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 23943.0938 23987.9767 3.4550940 2000-2009 –> 2010-2019 6.958917 45430.3144 45519.2853
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 23941.1539 23979.6249 3.4551171 2000-2009 –> 2010-2019 6.959212 45426.9982 45503.2590
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 23950.5400 23989.0110 3.4587223 2000-2009 –> 2010-2019 6.971777 45456.9015 45533.1622
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou 17276.6297 17308.0130 2.1755355 2000-2009 –> 2010-2019 4.224875 33057.9470 33120.3985
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 17133.0474 17170.7073 2.1356214 2000-2009 –> 2010-2019 4.118833 32674.2375 32749.1793
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 17278.4869 17316.1468 2.1754960 2000-2009 –> 2010-2019 4.219420 33042.2731 33117.2149
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 32902.5967 32949.9364 3.1698963 2000-2009 –> 2010-2019 6.318124 62089.4935 62183.3522
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 17134.9792 17178.9157 2.1356028 2000-2009 –> 2010-2019 4.112474 32654.5306 32741.9627
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 32910.0462 32957.3858 3.1717440 2000-2009 –> 2010-2019 6.327009 62122.3300 62216.1887
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 17422.5993 17460.2592 2.2157411 2000-2009 –> 2010-2019 4.290479 33296.8434 33371.7852
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 17316.9813 17360.9179 2.1856179 2000-2009 –> 2010-2019 4.208045 33004.7156 33092.1477
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 32915.7810 32963.1206 3.1731671 2000-2009 –> 2010-2019 6.321861 62104.3625 62198.2213
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 17140.6620 17178.3219 2.1376908 2000-2009 –> 2010-2019 4.123307 32690.7958 32765.7376
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 17396.0937 17433.7536 2.2082837 2000-2009 –> 2010-2019 4.283490 33272.0068 33346.9486
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 17142.6593 17186.5959 2.1376901 2000-2009 –> 2010-2019 4.116469 32669.3312 32756.7633
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 32911.6079 32958.9475 3.1721315 2000-2009 –> 2010-2019 6.328039 62126.2074 62220.0661
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 17318.4210 17356.0809 2.1865743 2000-2009 –> 2010-2019 4.209598 33006.3310 33081.2728
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 32897.4504 32944.7900 3.1686205 2000-2009 –> 2010-2019 6.308520 62054.2294 62148.0881
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 32908.5074 32955.8470 3.1713623 2000-2009 –> 2010-2019 6.320574 62098.9583 62192.8170
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 32901.2669 32941.8437 3.1700625 2000-2009 –> 2010-2019 6.319399 62090.1669 62170.6172
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 32910.3966 32950.9734 3.1723272 2000-2009 –> 2010-2019 6.329432 62127.3078 62207.7582
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 32909.7952 32957.1348 3.1716818 2000-2009 –> 2010-2019 6.320857 62100.1137 62193.9724
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 32915.9607 32956.5376 3.1737082 2000-2009 –> 2010-2019 6.322920 62104.4118 62184.8621
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou 20949.0437 20981.6912 1.9142376 2000-2009 –> 2010-2019 3.758336 39046.4964 39111.1507
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 20695.8014 20734.9785 1.8665799 2000-2009 –> 2010-2019 3.584815 38165.6626 38243.2477
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 20888.5598 20927.7369 1.9024596 2000-2009 –> 2010-2019 3.740425 38958.3458 39035.9309
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 55502.1906 55553.2475 3.1055206 2000-2009 –> 2010-2019 6.090879 103583.3420 103684.5601
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 20526.7289 20572.4355 1.8353040 2000-2009 –> 2010-2019 3.520448 37825.3994 37915.9154
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 55667.0150 55718.0719 3.1291527 2000-2009 –> 2010-2019 6.151419 103983.2218 104084.4398
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 20995.7373 21034.9144 1.9227069 2000-2009 –> 2010-2019 3.710548 38819.2678 38896.8529
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 21012.3810 21051.5581 1.9258704 2000-2009 –> 2010-2019 3.818148 39341.5263 39419.1114
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 20622.6734 20668.3800 1.8527797 2000-2009 –> 2010-2019 3.569359 38085.9507 38176.4667
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 55622.8440 55673.9010 3.1228020 2000-2009 –> 2010-2019 6.135371 103877.5720 103978.7901
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 20701.3741 20740.5512 1.8676076 2000-2009 –> 2010-2019 3.587146 38177.9889 38255.5740
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 20530.5774 20576.2840 1.8360018 2000-2009 –> 2010-2019 3.522238 37835.0192 37925.5352
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 55666.5740 55717.6310 3.1290893 2000-2009 –> 2010-2019 6.150701 103978.6362 104079.8543
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 20631.1491 20670.3262 1.8546978 2000-2009 –> 2010-2019 3.585537 38166.1058 38243.6909
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 55665.1033 55708.8664 3.1291654 2000-2009 –> 2010-2019 6.151580 103980.2525 104067.0108
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 55536.2212 55587.2782 3.1103851 2000-2009 –> 2010-2019 6.096363 103621.3464 103722.5645
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 55698.1968 55749.2537 3.1336437 2000-2009 –> 2010-2019 6.153312 103997.9543 104099.1724
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 55631.0500 55674.8131 3.1242682 2000-2009 –> 2010-2019 6.134768 103870.6337 103957.3920
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 55690.9464 55742.0033 3.1325989 2000-2009 –> 2010-2019 6.149594 103973.7605 104074.9786
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 55700.8446 55744.6078 3.1343137 2000-2009 –> 2010-2019 6.157828 104022.9491 104109.7074
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 47441.8314 47491.9440 2.9374031 2000-2009 –> 2010-2019 5.795782 85456.7124 85555.4633
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 47732.3519 47782.4645 2.9826676 2000-2009 –> 2010-2019 5.899021 86056.2570 86155.0079
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 47468.9458 47511.8995 2.9419082 2000-2009 –> 2010-2019 5.812798 85549.0432 85633.6869
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 47633.4058 47683.5184 2.9671735 2000-2009 –> 2010-2019 5.862039 85843.4949 85942.2458
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 47700.7069 47743.6606 2.9780170 2000-2009 –> 2010-2019 5.897377 86038.4711 86123.1147
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 11244.1896 11279.9787 1.7030990 2000-2009 –> 2010-2019 3.392044 21383.3280 21454.3105
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 47450.5853 47500.6979 2.9387570 2000-2009 –> 2010-2019 5.801839 85490.7701 85589.5210
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10761.3022 10803.0561 1.5655061 2000-2009 –> 2010-2019 3.100786 20405.2621 20488.0751
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 47629.3754 47679.4880 2.9665441 2000-2009 –> 2010-2019 5.859061 85826.9764 85925.7273
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10747.5706 10789.3246 1.5617759 2000-2009 –> 2010-2019 3.096429 20389.3994 20472.2123
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 47773.8953 47824.0079 2.9891970 2000-2009 –> 2010-2019 5.907687 86109.0716 86207.8225
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 11108.5660 11144.3551 1.6634394 2000-2009 –> 2010-2019 3.364654 21285.4306 21356.4131
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10760.5276 10802.2816 1.5652955 2000-2009 –> 2010-2019 3.100393 20403.8681 20486.6811
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 47598.5221 47648.6346 2.9617303 2000-2009 –> 2010-2019 5.849518 85770.9398 85869.6907
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 10775.9091 10811.6982 1.5700293 2000-2009 –> 2010-2019 3.107730 20426.0794 20497.0619
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 47821.8652 47864.8189 2.9970698 2000-2009 –> 2010-2019 5.916977 86162.5110 86247.1546
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate_star 11134.8797 11170.6688 1.6710613 2000-2009 –> 2010-2019 3.298992 21082.2458 21153.2283
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 11136.7634 11172.5525 1.6716082 2000-2009 –> 2010-2019 3.302609 21093.9485 21164.9310
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 11132.9356 11168.7247 1.6704969 2000-2009 –> 2010-2019 3.297855 21078.4661 21149.4486
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 11153.5645 11183.3887 1.6770772 2000-2009 –> 2010-2019 3.310546 21116.6299 21175.7820
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 34076.4212 34124.3517 2.8005999 2000-2009 –> 2010-2019 5.501539 66124.1028 66219.6383
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 34217.9506 34265.8811 2.8292405 2000-2009 –> 2010-2019 5.586031 66537.3990 66632.9345
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 23972.5595 24013.4544 1.4312541 2000-2009 –> 2010-2019 2.932892 46332.2654 46413.4772
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 34082.5343 34123.6176 2.8022339 2000-2009 –> 2010-2019 5.509900 66161.2449 66243.1324
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate_star 34223.5662 34264.6495 2.8307899 2000-2009 –> 2010-2019 5.593267 66568.3766 66650.2642
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 34163.9953 34211.9258 2.8182875 2000-2009 –> 2010-2019 5.552918 66376.2814 66471.8169
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + silicate + phosphate + phosphate_star 34179.0016 34220.0849 2.8217352 2000-2009 –> 2010-2019 5.566584 66438.8091 66520.6967
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 22824.7260 22872.4367 1.3142312 2000-2009 –> 2010-2019 2.772833 44830.4606 44925.2077
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate 23784.4541 23825.3489 1.4114205 2000-2009 –> 2010-2019 2.963952 46552.1908 46633.4026
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 22334.4000 22382.1107 1.2672859 2000-2009 –> 2010-2019 2.611574 43341.0210 43435.7680
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 34080.6938 34128.6243 2.8014603 2000-2009 –> 2010-2019 5.506611 66149.0639 66244.5994
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 22348.6864 22396.3971 1.2686297 2000-2009 –> 2010-2019 2.614331 43368.1659 43462.9129
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 34151.1780 34199.1085 2.8156918 2000-2009 –> 2010-2019 5.552483 66373.9499 66469.4854
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 23451.5963 23492.4912 1.3769955 2000-2009 –> 2010-2019 2.904469 46020.1409 46101.3526
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 22386.7105 22434.4212 1.2722132 2000-2009 –> 2010-2019 2.628667 43503.6230 43598.3700
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 34251.8986 34299.8291 2.8361538 2000-2009 –> 2010-2019 5.613241 66668.7459 66764.2814
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate 23261.3568 23302.2517 1.3576988 2000-2009 –> 2010-2019 2.845318 45506.2447 45587.4564
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 22345.7246 22393.4353 1.2683510 2000-2009 –> 2010-2019 2.613814 43363.0362 43457.7833
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 34132.8327 34180.7632 2.8119807 2000-2009 –> 2010-2019 5.541182 66318.7299 66414.2655
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 22531.6677 22572.5626 1.2861586 2000-2009 –> 2010-2019 2.647322 43689.0061 43770.2179
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 11190.7097 11225.5742 2.3319620 2000-2009 –> 2010-2019 4.771105 21507.9199 21577.0430
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 11185.8847 11226.5600 2.3287385 2000-2009 –> 2010-2019 4.764579 21499.0515 21579.6951
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + silicate + phosphate + phosphate_star 11185.8029 11220.6674 2.3296440 2000-2009 –> 2010-2019 4.768308 21502.1371 21571.2602
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 11178.0026 11218.6779 2.3250213 2000-2009 –> 2010-2019 4.763496 21495.9901 21576.6337
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + phosphate + phosphate_star 11176.9832 11211.8477 2.3254834 2000-2009 –> 2010-2019 4.766190 21497.0522 21566.1753
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 42781.7627 42828.3245 0.8310208 2000-2009 –> 2010-2019 1.663636 78259.9239 78351.9148
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 11177.9526 11218.6279 2.3249977 2000-2009 –> 2010-2019 4.761438 21492.2178 21572.8614
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate_star 44224.9796 44271.5414 0.8663502 2000-2009 –> 2010-2019 1.748240 81353.2703 81445.2612
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate_star 44909.0070 44955.5689 0.8836158 2000-2009 –> 2010-2019 1.794502 82965.7703 83057.7612
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + silicate + phosphate + phosphate_star 43817.7951 43864.3570 0.8562331 2000-2009 –> 2010-2019 1.724220 80490.0267 80582.0176
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11189.5443 11230.2196 2.3304664 2000-2009 –> 2010-2019 4.772222 21513.5290 21594.1727
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 44752.5296 44806.8517 0.8795853 2000-2009 –> 2010-2019 1.811363 83462.1047 83569.4274
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 11177.8041 11218.4794 2.3249277 2000-2009 –> 2010-2019 4.763229 21495.4741 21576.1177
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 41742.4502 41796.7724 0.8064280 2000-2009 –> 2010-2019 1.613498 76328.2931 76435.6158
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 41761.5542 41815.8764 0.8068726 2000-2009 –> 2010-2019 1.614180 76355.8328 76463.1555
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 42146.8663 42201.1885 0.8158915 2000-2009 –> 2010-2019 1.637434 77242.8124 77350.1351
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 41759.1304 41813.4526 0.8068162 2000-2009 –> 2010-2019 1.614094 76352.3496 76459.6723
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate_star 42262.5868 42309.1487 0.8186670 2000-2009 –> 2010-2019 1.644329 77500.0539 77592.0448
obs Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 11184.2067 11224.8820 2.3279467 2000-2009 –> 2010-2019 4.766234 21501.8527 21582.4963
obs Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + phosphate + phosphate_star 11183.7477 11218.6122 2.3286738 2000-2009 –> 2010-2019 4.768876 21502.8949 21572.0180
mod Indo-Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 20428.8014 20469.3368 1.2082707 2000-2009 –> 2010-2019 2.307131 38796.0630 38876.8601
mod Indo-Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate_star 20675.2797 20715.8151 1.2319570 2000-2009 –> 2010-2019 2.348539 39236.6025 39317.3997
obs Indo-Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate_star 3424.2503 3451.6588 2.6572843 2000-2009 –> 2010-2019 5.238155 6934.7729 6989.8132
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate 20848.3505 20888.8859 1.2488659 2000-2009 –> 2010-2019 2.402637 39807.1022 39887.8993
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate_star 20973.7348 21014.2702 1.2612607 2000-2009 –> 2010-2019 2.395039 39720.4484 39801.2455
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3426.1370 3458.1136 2.6570729 2000-2009 –> 2010-2019 5.226167 6931.8998 6996.1134
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate_star 3432.3856 3459.7941 2.6725088 2000-2009 –> 2010-2019 5.244812 6937.9939 6993.0341
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 20184.5881 20231.8793 1.1850644 2000-2009 –> 2010-2019 2.263466 38325.8853 38420.1485
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3423.7427 3455.7192 2.6526090 2000-2009 –> 2010-2019 5.223872 6930.7532 6994.9668
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate 20182.5914 20223.1268 1.1850647 2000-2009 –> 2010-2019 2.266037 38350.7657 38431.5629
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 20949.5446 20996.8359 1.2586616 2000-2009 –> 2010-2019 2.409955 39884.2130 39978.4763
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3429.0835 3461.0601 2.6625766 2000-2009 –> 2010-2019 5.247925 6944.1684 7008.3820
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + phosphate 20405.1910 20445.7263 1.2060257 2000-2009 –> 2010-2019 2.302305 38743.9259 38824.7230
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + phosphate_star 20447.1727 20487.7081 1.2100203 2000-2009 –> 2010-2019 2.310246 38829.4961 38910.2932
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3424.9105 3456.8870 2.6547853 2000-2009 –> 2010-2019 5.253184 6947.4369 7011.6505
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3415.7699 3447.7465 2.6377990 2000-2009 –> 2010-2019 5.215897 6926.7037 6990.9174
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + silicate + phosphate_star 3421.9346 3449.3430 2.6529664 2000-2009 –> 2010-2019 5.235094 6933.1768 6988.2171
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 20409.4395 20449.9749 1.2064294 2000-2009 –> 2010-2019 2.303255 38754.2176 38835.0147
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3422.7345 3454.7111 2.6507317 2000-2009 –> 2010-2019 5.241920 6941.1540 7005.3676
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3427.0884 3454.4968 2.6625856 2000-2009 –> 2010-2019 5.256610 6945.1247 7000.1649

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

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
Atlantic - mod
(-Inf,26] 5 5 8 7 10 8 6
(26,26.5] 7 6 4 5 10 6 10
(26.5,26.75] 7 5 7 5 6 10 8
(26.75,27] 8 4 7 6 4 10 8
(27,27.25] 7 4 4 5 9 10 6
(27.25,27.5] 5 4 4 6 10 8 8
(27.5,27.75] 5 2 5 7 10 6 9
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 6 1 6 6 10 6 8
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 10 2 4 4 5 6 10
(28.1,28.15] 10 2 4 4 6 5 10
(28.15,28.2] 5 7 2 6 6 5 10
(28.2, Inf] 6 9 1 4 9 6 6
total 90.00 57.00 64.00 79.00 115.00 101.00 115.00
Indo-Pacific - mod
(-Inf,26] 9 6 6 6 10 4 7
(26,26.5] 7 6 7 6 6 7 10
(26.5,26.75] 6 5 6 6 6 9 10
(26.75,27] 5 10 5 7 5 5 10
(27,27.25] 6 10 5 7 4 5 10
(27.25,27.5] 4 10 5 9 5 6 8
(27.5,27.75] 4 5 6 7 10 10 5
(27.75,27.85] 6 6 3 8 10 5 9
(27.85,27.95] 4 2 3 6 10 7 10
(27.95,28.05] 4 3 2 7 10 6 10
(28.05,28.1] 3 2 3 9 6 9 10
(28.1,28.2] 5 3 4 4 10 10 9
(28.2,28.3] 5 3 4 7 10 10 6
(28.3,28.4] 7 10 6 6 5 2 6
total 75.00 81.00 65.00 95.00 107.00 95.00 120.00
Atlantic - obs
(-Inf,26] 7 10 6 6 4 4 10
(26,26.5] 8 8 7 5 5 4 10
(26.5,26.75] 7 4 6 7 6 7 10
(26.75,27] 4 4 4 9 5 10 10
(27,27.25] 5 8 5 9 5 6 10
(27.25,27.5] 6 4 7 7 9 4 10
(27.5,27.75] 8 3 7 5 4 10 8
(27.75,27.85] 7 2 7 6 5 10 7
(27.85,27.95] 5 4 7 6 10 10 5
(27.95,28.05] 6 4 6 7 10 10 4
(28.05,28.1] 5 5 3 10 10 5 7
(28.1,28.15] 3 2 3 10 8 6 10
(28.15,28.2] 7 1 7 6 6 6 10
(28.2, Inf] 6 4 7 7 10 4 9
total 84.00 63.00 82.00 100.00 97.00 96.00 120.00
Indo-Pacific - obs
(-Inf,26] 8 6 6 6 10 5 8
(26,26.5] 5 5 5 7 10 5 10
(26.5,26.75] 6 6 6 6 9 5 10
(26.75,27] 7 10 6 5 4 7 8
(27,27.25] 6 5 6 7 10 9 4
(27.25,27.5] 6 4 6 7 10 10 4
(27.5,27.75] 6 5 6 6 10 7 8
(27.75,27.85] 4 5 4 9 4 10 10
(27.85,27.95] 6 5 5 7 4 10 10
(27.95,28.05] 5 5 5 7 5 10 10
(28.05,28.1] 5 4 6 7 10 10 5
(28.1,28.2] 6 4 6 7 10 10 4
(28.2,28.3] 10 5 10 9 5 3 4
(28.3,28.4] 7 5 4 9 4 10 7
total 87.00 74.00 81.00 99.00 105.00 111.00 102.00

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best_eras %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24 
GLODAP_augmented_best %>%
  ggplot(aes(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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24 
rm(binwidth_value, axis_lims)

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

Due to the few large residuals, we limit the y axis range for the plots below.

GLODAP_augmented_best %>%
  ggplot(aes(lat, .resid)) +
  geom_bin2d(binwidth = i_binwidth) +
  geom_hline(yintercept = 0, col = "white") +
  scale_fill_viridis_c() +
  coord_cartesian(ylim = i_ylim) +
  labs(
    title = paste(
      "Target variable:",
      params_local$MLR_target,
      "| Selected models",
      "| All domains"
    )
  ) +
  facet_wrap(~data_source)

Version Author Date
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24 

[[3]]

Version Author Date
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

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
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

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
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 
GLODAP_glanced_vif %>% 
  ggplot(aes(Variables,
             log10(VIF),
             col = data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Version Author Date
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] 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