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1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

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

3 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)

4 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

5 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.

library(furrr)
library(purrr)

map(c("hello", "world"), ~.x)
future_map(c("hello", "world"), ~.x)



library(tictoc)
plan(sequential)

tic()
nothingness <- future_map(c(2, 2, 2), ~Sys.sleep(.x))
toc()

plan(multisession, workers = 3)

tic()
nothingness <- future_map(c(2, 2, 2), ~Sys.sleep(.x))
toc()


future_map_dbl(1:4, function(x){
  Sys.sleep(1)
  x^2
}, .progress = TRUE)
# prepare nested data frame

GLODAP %>%
  filter_all(any_vars(is.na(.)))

GLODAP_nested <- GLODAP %>% 
  # filter(gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
  nest(data = !c(gamma_slab, era, basin, data_source))

# expand with model definitions

GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all#[1:3,]
)

# fit models and extract tidy model output
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ lm(as.formula(.y), data = .x)),
    tidied = map(fit, tidy),
    glanced = map(fit, glance),
    augmented = map(fit, augment),
    vif = map(fit, ols_vif_tol)
  )


# test parallel processing

# expand with model definitions


# test multidplyr
 
# library(parallel)
# library(multidplyr)
# 
# n_cores <- detectCores()
# system.time(
# cluster <- new_cluster(n_cores - 2)
# )
# 
# cluster
# 
# system.time(
#   GLODAP_nested_lm_part <-
#     GLODAP_nested_lm %>%
#     #group_by(gamma_slab, era, basin, data_source, model, predictors, n) %>% 
#     partition(cluster)
# )
# 
# 
# GLODAP_nested_lm
# GLODAP_nested_lm_part
# 
# system.time(cluster %>%
#               cluster_library(c("tidyverse",
#                                 "broom",
#                                 "olsrr",
#                                 "purrr")))
# 
# cluster_call(cluster, search())
# 
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_part %>%
#   mutate(
#     fit = map2(.x = data, .y = model,
#                ~ lm(as.formula(.y), data = .x)),
#     tidied = map(fit, tidy),
#     glanced = map(fit, glance),
#     augmented = map(fit, augment),
#     vif = map(fit, ols_vif_tol)
#   )
# )
# 
# system.time(
#   # extract glanced model output (model diagnostics, such as AIC)
#   GLODAP_glanced <- GLODAP_nested_lm_fit %>%
#     select(-c(data, fit, tidied, augmented, vif))
#     # unnest(glanced) %>%
#     # rename(n_predictors = n)
# )
# 
# 
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>%
#   collect()
# )


### test furrr

# library(furrr)
# 
# plan(multisession, workers = 10)
# 
# tic()
# GLODAP_nested_lm_fit_furrr <- GLODAP_nested_lm %>%
#   mutate(
#     fit = future_map2(.x = data, .y = model,
#                ~ lm(as.formula(.y), data = .x)),
#     tidied = future_map(fit, tidy),
#     glanced = future_map(fit, glance),
#     augmented = future_map(fit, augment),
#     vif = future_map(fit, ols_vif_tol)
#   )
# toc()
# 
# plan(sequential)

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

6 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)

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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>

7.2 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 68.63197 79.71661 0.5167681 2000-2009 –> 2010-2019 4.5833717 720.3467 750.5231
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 755.28261 774.43600 6.2482473 2000-2009 –> 2010-2019 14.2059786 1181.4663 1215.1625
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 72.95230 84.03693 0.5487257 2000-2009 –> 2010-2019 4.5508543 721.0552 751.2315
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 747.75035 766.90374 6.0452010 2000-2009 –> 2010-2019 14.9571302 1187.2972 1220.9934
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 67.94533 77.44645 0.5262810 2000-2009 –> 2010-2019 4.7084678 723.9940 749.8594
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 57.40939 68.49403 0.4421835 2000-2009 –> 2010-2019 4.3319545 699.0767 729.2530
mod Atlantic (-Inf,26] cstar_tref ~ sal + silicate + phosphate + phosphate_star 72.58042 82.08153 0.5612753 2000-2009 –> 2010-2019 4.7634191 729.7050 755.5704
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 757.99889 774.41608 6.3788411 2000-2009 –> 2010-2019 14.4321622 1183.5916 1212.4740
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 755.90125 775.05464 6.2652238 2000-2009 –> 2010-2019 14.2545949 1182.5532 1216.2494
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 755.94912 775.10251 6.2665394 2000-2009 –> 2010-2019 14.2527317 1182.5541 1216.2503
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 57.49341 68.57804 0.4426998 2000-2009 –> 2010-2019 4.7500660 722.2073 752.3837
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 751.41017 770.56356 6.1430208 2000-2009 –> 2010-2019 14.1290597 1178.0129 1211.7091
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 72.30478 83.38941 0.5438130 2000-2009 –> 2010-2019 4.4351127 714.0609 744.2372
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 68.88536 79.96999 0.5185899 2000-2009 –> 2010-2019 4.5707399 719.7954 749.9718
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 756.14912 775.30250 6.2720387 2000-2009 –> 2010-2019 14.2818117 1183.1020 1216.7982
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 57.24213 68.32676 0.4411575 2000-2009 –> 2010-2019 4.7620767 722.6660 752.8424
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 72.41890 83.50353 0.5446756 2000-2009 –> 2010-2019 4.7466775 731.5358 761.7122
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 762.70280 781.85619 6.4549396 2000-2009 –> 2010-2019 14.9462948 1196.5453 1230.2414
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 761.74316 780.89655 6.4278284 2000-2009 –> 2010-2019 14.9110193 1195.4721 1229.1683
obs Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 758.99219 778.14558 6.3507382 2000-2009 –> 2010-2019 14.7978187 1192.2178 1225.9139
obs Atlantic (26,26.5] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3501.91392 3527.77343 5.7759947 2000-2009 –> 2010-2019 11.2220458 6328.8156 6379.3572
mod Atlantic (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1811.06364 1837.50721 3.9074842 2000-2009 –> 2010-2019 8.4601448 3069.3554 3119.2951
obs Atlantic (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3499.63950 3529.80893 5.7535937 2000-2009 –> 2010-2019 11.1767260 6324.7288 6383.6940
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1781.56129 1808.00486 3.7330458 2000-2009 –> 2010-2019 7.8240361 2994.5169 3044.4566
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1753.68245 1780.12602 3.5753689 2000-2009 –> 2010-2019 8.0481630 3004.4700 3054.4097
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3526.10712 3556.27655 5.8937126 2000-2009 –> 2010-2019 11.3831015 6362.1741 6421.1393
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1785.24000 1811.68357 3.7543646 2000-2009 –> 2010-2019 8.1298564 3026.7020 3076.6416
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3385.21714 3415.38657 5.1851788 2000-2009 –> 2010-2019 10.7084368 6226.8446 6285.8098
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1785.59399 1812.03755 3.7564224 2000-2009 –> 2010-2019 8.2033662 3033.9240 3083.8636
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3386.18914 3416.35856 5.1897626 2000-2009 –> 2010-2019 10.7966700 6241.4049 6300.3701
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1757.82794 1784.27151 3.5983864 2000-2009 –> 2010-2019 8.4297441 3041.3119 3091.2516
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1786.62387 1813.06744 3.7624159 2000-2009 –> 2010-2019 8.2822785 3041.8500 3091.7897
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3394.78779 3424.95722 5.2304897 2000-2009 –> 2010-2019 10.9016147 6260.2985 6319.2637
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 3499.56642 3525.42593 5.7636813 2000-2009 –> 2010-2019 11.3128820 6343.4300 6393.9716
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1808.43527 1834.87883 3.8916181 2000-2009 –> 2010-2019 8.4849778 3070.5006 3120.4402
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3497.40850 3527.57793 5.7419362 2000-2009 –> 2010-2019 11.2115313 6330.2099 6389.1751
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1805.41378 1831.85734 3.8734586 2000-2009 –> 2010-2019 8.5038961 3070.8879 3120.8276
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3496.94900 3527.11843 5.7395381 2000-2009 –> 2010-2019 11.2588697 6337.9336 6396.8988
mod Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1806.21987 1832.66343 3.8782950 2000-2009 –> 2010-2019 8.5460968 3075.1016 3125.0413
obs Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3497.04279 3527.21222 5.7400275 2000-2009 –> 2010-2019 11.3161384 6347.2796 6406.2448
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2477.68215 2506.33714 3.9029828 2000-2009 –> 2010-2019 7.0714832 4297.3644 4353.0449
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4475.02431 4507.16602 5.1590318 2000-2009 –> 2010-2019 10.4939742 7421.3937 7482.6638
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2480.79553 2509.45051 3.9167219 2000-2009 –> 2010-2019 6.9792513 4276.5977 4332.2782
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4473.95839 4506.10011 5.1552615 2000-2009 –> 2010-2019 10.5234350 7426.2145 7487.4847
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2538.97111 2567.62610 4.1825286 2000-2009 –> 2010-2019 7.0706741 4293.6174 4349.2979
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4544.44569 4576.58740 5.4106165 2000-2009 –> 2010-2019 10.7628167 7493.8767 7555.1469
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2544.87139 2573.52638 4.2104749 2000-2009 –> 2010-2019 7.0443859 4286.2100 4341.8905
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2487.03582 2515.69081 3.9444057 2000-2009 –> 2010-2019 6.8785047 4252.7638 4308.4443
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4470.68958 4502.83129 5.1437164 2000-2009 –> 2010-2019 10.5118200 7422.9333 7484.2035
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2545.77890 2574.43389 4.2147898 2000-2009 –> 2010-2019 7.0444215 4286.0566 4341.7371
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 4529.88940 4557.43944 5.3642203 2000-2009 –> 2010-2019 10.6991849 7474.2627 7526.7800
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 4526.80546 4554.35551 5.3528860 2000-2009 –> 2010-2019 10.7239243 7477.5673 7530.0846
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2494.75022 2523.40521 3.9788995 2000-2009 –> 2010-2019 7.0820619 4299.8051 4355.4856
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4527.99190 4560.13362 5.3499000 2000-2009 –> 2010-2019 10.6846433 7474.3259 7535.5961
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2498.33108 2526.98606 3.9950132 2000-2009 –> 2010-2019 6.9989708 4280.5772 4336.2577
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4525.13480 4557.27652 5.3394265 2000-2009 –> 2010-2019 10.6989534 7475.8627 7537.1329
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2504.23130 2528.79272 4.0307949 2000-2009 –> 2010-2019 7.1085388 4301.5123 4349.2384
obs Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4524.40529 4551.95534 5.3440813 2000-2009 –> 2010-2019 10.7137163 7474.9194 7527.4367
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2502.31190 2530.96688 4.0130033 2000-2009 –> 2010-2019 6.9663999 4272.6418 4328.3223
obs Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4522.68682 4554.82854 5.3304692 2000-2009 –> 2010-2019 10.6896214 7473.3484 7534.6186
mod Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3865.86218 3898.94582 2.4359367 2000-2009 –> 2010-2019 4.7441960 6442.0332 6505.5117
mod Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4258.63401 4286.99141 3.0863992 2000-2009 –> 2010-2019 5.4261222 6848.1852 6902.5953
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3993.93946 4027.02309 2.6303484 2000-2009 –> 2010-2019 5.1334383 6662.1631 6725.6416
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 4165.54113 4193.89853 2.9188627 2000-2009 –> 2010-2019 5.4262112 6833.6958 6888.1060
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5198.31576 5231.79904 4.5571052 2000-2009 –> 2010-2019 10.5885960 8730.5462 8794.1606
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4153.22030 4186.30394 2.8939097 2000-2009 –> 2010-2019 5.1276293 6692.1015 6755.5800
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5152.80893 5186.29221 4.4411764 2000-2009 –> 2010-2019 10.5031674 8690.5576 8754.1720
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4170.94944 4204.03307 2.9248330 2000-2009 –> 2010-2019 5.2263647 6743.8046 6807.2831
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5152.76892 5186.25220 4.4410758 2000-2009 –> 2010-2019 10.4511576 8681.1092 8744.7237
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5198.43396 5231.91723 4.5574102 2000-2009 –> 2010-2019 10.6001142 8732.6964 8796.3108
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5159.30861 5192.79189 4.4575521 2000-2009 –> 2010-2019 10.4510600 8684.6279 8748.2423
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4177.23700 4210.32064 2.9358790 2000-2009 –> 2010-2019 5.2686736 6765.4192 6828.8977
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5153.32796 5186.81124 4.4424819 2000-2009 –> 2010-2019 10.4504232 8681.2786 8744.8930
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 5164.53247 5193.23243 4.4758231 2000-2009 –> 2010-2019 10.5358669 8699.9296 8754.4563
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3875.38074 3908.46438 2.4498773 2000-2009 –> 2010-2019 4.6832101 6414.0652 6477.5437
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5160.72182 5194.20510 4.4611206 2000-2009 –> 2010-2019 10.6259496 8716.8738 8780.4883
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3883.13021 3916.21384 2.4612858 2000-2009 –> 2010-2019 4.7066756 6427.9311 6491.4096
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5163.34219 5196.82547 4.4677448 2000-2009 –> 2010-2019 10.5445087 8703.7536 8767.3681
mod Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3902.18584 3935.26947 2.4895653 2000-2009 –> 2010-2019 4.7625211 6460.8481 6524.3266
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5164.46306 5197.94633 4.4705814 2000-2009 –> 2010-2019 10.5622903 8707.5618 8771.1762
mod Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4519.22884 4553.31921 2.5098549 2000-2009 –> 2010-2019 4.7294242 7494.1411 7559.7615
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4163.19123 4197.28160 2.0862462 2000-2009 –> 2010-2019 4.3444729 7161.1718 7226.7922
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4292.11844 4326.20881 2.2306806 2000-2009 –> 2010-2019 4.6646431 7390.2198 7455.8402
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4380.20234 4409.42266 2.3374937 2000-2009 –> 2010-2019 4.7736450 7477.5046 7533.7506
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8378.92335 8415.03295 6.2707468 2000-2009 –> 2010-2019 11.8927550 13576.9174 13646.0262
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4241.59639 4275.68677 2.1729271 2000-2009 –> 2010-2019 4.3872833 7213.3671 7278.9875
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4381.49758 4415.58796 2.3366386 2000-2009 –> 2010-2019 4.7289078 7456.5153 7522.1357
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8378.18070 8414.29030 6.2689350 2000-2009 –> 2010-2019 11.9259766 13586.4124 13655.5211
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8381.10043 8417.21003 6.2760611 2000-2009 –> 2010-2019 11.9407341 13591.5538 13660.6626
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8379.30070 8415.41030 6.2716676 2000-2009 –> 2010-2019 11.9415099 13591.2572 13660.3660
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 8394.74912 8425.70020 6.3143925 2000-2009 –> 2010-2019 11.9724190 13601.2677 13660.5038
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 4318.83953 4348.05985 2.2641945 2000-2009 –> 2010-2019 4.5093719 7307.0776 7363.3236
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4319.60355 4353.69393 2.2627420 2000-2009 –> 2010-2019 4.4776298 7291.6950 7357.3154
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8364.93526 8401.04486 6.2367089 2000-2009 –> 2010-2019 11.9835900 13599.1332 13668.2420
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4316.18018 4350.27056 2.2587236 2000-2009 –> 2010-2019 4.4754052 7289.3532 7354.9736
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8340.90611 8377.01571 6.1786682 2000-2009 –> 2010-2019 11.7741409 13531.1033 13600.2121
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 8379.79583 8410.74692 6.2777595 2000-2009 –> 2010-2019 12.0472870 13618.4752 13677.7113
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 8398.81810 8429.76918 6.3243977 2000-2009 –> 2010-2019 12.0271572 13618.3147 13677.5508
mod Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4250.18852 4284.27889 2.1826425 2000-2009 –> 2010-2019 4.4233041 7237.7367 7303.3571
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8346.14265 8382.25225 6.1912705 2000-2009 –> 2010-2019 11.8289415 13548.7216 13617.8304
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 6923.67101 6954.74686 3.3705719 2000-2009 –> 2010-2019 6.7697075 12426.7023 12487.4542
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6826.30073 6862.55589 3.2453158 2000-2009 –> 2010-2019 6.6441684 12331.1590 12402.0362
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9168.01338 9204.95895 5.7086222 2000-2009 –> 2010-2019 10.4506615 15126.8742 15198.1671
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9158.32144 9195.26701 5.6895492 2000-2009 –> 2010-2019 10.3834842 15096.8106 15168.1034
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 6911.08943 6947.34459 3.3518936 2000-2009 –> 2010-2019 6.5681218 12301.1827 12372.0599
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 9198.53173 9230.19936 5.7730839 2000-2009 –> 2010-2019 10.5396941 15165.7185 15226.8266
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 9194.14447 9225.81210 5.7643446 2000-2009 –> 2010-2019 10.4872955 15142.9464 15204.0545
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 9195.87577 9232.82134 5.7638098 2000-2009 –> 2010-2019 10.5238492 15162.3063 15233.5992
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6783.86661 6820.12177 3.1932561 2000-2009 –> 2010-2019 7.0664695 12560.2085 12631.0857
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9190.96274 9227.90831 5.7540399 2000-2009 –> 2010-2019 10.4742022 15140.5846 15211.8775
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9160.73479 9197.68036 5.6942925 2000-2009 –> 2010-2019 10.4030674 15105.5307 15176.8235
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6779.03995 6815.29511 3.1873877 2000-2009 –> 2010-2019 6.9570325 12499.0602 12569.9375
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 9194.20952 9225.87715 5.7644741 2000-2009 –> 2010-2019 10.4984926 15147.6880 15208.7962
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6785.76334 6822.01849 3.1955652 2000-2009 –> 2010-2019 7.0652648 12560.2192 12631.0965
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9191.27448 9228.22005 5.7546593 2000-2009 –> 2010-2019 10.4847894 15145.1112 15216.4040
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 7177.43843 7208.51428 3.7128233 2000-2009 –> 2010-2019 7.0683044 12653.6095 12714.3614
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7140.41660 7176.67176 3.6580179 2000-2009 –> 2010-2019 7.0005447 12610.5497 12681.4269
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7171.92471 7208.17987 3.7022070 2000-2009 –> 2010-2019 7.0576577 12650.0769 12720.9542
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9176.86512 9213.81069 5.7260975 2000-2009 –> 2010-2019 10.5696610 15178.0504 15249.3433
mod Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7020.32047 7056.57563 3.4943700 2000-2009 –> 2010-2019 6.6810760 12391.2513 12462.1286
obs Atlantic (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 7743.97672 7774.86679 5.0549122 2000-2009 –> 2010-2019 10.5029161 13473.6255 13533.4488
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8911.63424 8950.35511 2.6253332 2000-2009 –> 2010-2019 5.5204652 16515.4961 16591.5436
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 9076.15953 9103.81729 2.7466024 2000-2009 –> 2010-2019 5.5217147 16546.5472 16600.8668
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 8422.07539 8455.26470 2.3038118 2000-2009 –> 2010-2019 4.9962992 15802.0327 15867.2163
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 9077.93610 9111.12541 2.7464380 2000-2009 –> 2010-2019 5.5008619 16527.4412 16592.6247
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 8423.75587 8462.47674 2.3036146 2000-2009 –> 2010-2019 4.9803602 15787.7820 15863.8295
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7752.35458 7788.39300 5.0676009 2000-2009 –> 2010-2019 10.4802088 13472.0359 13541.8297
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8409.12382 8447.84468 2.2946005 2000-2009 –> 2010-2019 4.9665125 15767.6229 15843.6704
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7773.47865 7809.51707 5.1098549 2000-2009 –> 2010-2019 10.5656069 13507.7368 13577.5306
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8442.89463 8481.61550 2.3154585 2000-2009 –> 2010-2019 4.9828797 15796.2497 15872.2971
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 9101.01633 9134.20564 2.7634757 2000-2009 –> 2010-2019 5.5134356 16545.5613 16610.7449
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8407.39223 8446.11310 2.2935361 2000-2009 –> 2010-2019 4.9639099 15764.1304 15840.1778
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7759.84380 7795.88222 5.0825413 2000-2009 –> 2010-2019 10.5158840 13486.5451 13556.3389
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 8649.37405 8682.56336 2.4484872 2000-2009 –> 2010-2019 5.2648273 16166.8581 16232.0416
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7751.81344 7787.85186 5.0665231 2000-2009 –> 2010-2019 10.5390702 13491.7149 13561.5087
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7774.66125 7810.69967 5.1122308 2000-2009 –> 2010-2019 10.6463692 13535.1107 13604.9045
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 7750.82391 7781.71398 5.0685359 2000-2009 –> 2010-2019 10.5411525 13488.7486 13548.5719
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 7772.85823 7803.74831 5.1126266 2000-2009 –> 2010-2019 10.6468151 13531.3243 13591.1475
obs Atlantic (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7759.67218 7795.71060 5.0821984 2000-2009 –> 2010-2019 10.5857139 13509.9340 13579.7278
obs Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7758.69606 7789.58614 5.0842443 2000-2009 –> 2010-2019 10.5877834 13506.9658 13566.7890
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 4021.01888 4051.05361 1.4894195 2000-2009 –> 2010-2019 3.0881340 6785.9247 6843.5095
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6966.00747 7001.05434 5.6384859 2000-2009 –> 2010-2019 11.6674040 11867.5767 11935.0568
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 3862.95860 3892.99333 1.3864358 2000-2009 –> 2010-2019 2.9099580 6557.6253 6615.2101
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 6965.13451 6995.17468 5.6413647 2000-2009 –> 2010-2019 11.6998587 11872.1422 11929.9823
obs Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6963.38352 6998.43039 5.6317892 2000-2009 –> 2010-2019 11.6763789 11868.8988 11936.3789
mod Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 4296.76316 4326.79790 1.6877290 2000-2009 –> 2010-2019 3.4014242 7162.9301 7220.5149
mod Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 4288.05068 4318.08541 1.6810766 2000-2009 –> 2010-2019 3.3940310 7153.5873 7211.1721
obs Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 6962.76545 6992.80562 5.6353151 2000-2009 –> 2010-2019 11.7164288 11875.4376 11933.2776
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 3959.88906 3994.92959 1.4474004 2000-2009 –> 2010-2019 3.0458270 6726.5323 6793.7146
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 3757.66804 3792.70856 1.3206189 2000-2009 –> 2010-2019 2.8396976 6450.0761 6517.2584
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 6963.40613 6998.45299 5.6318469 2000-2009 –> 2010-2019 11.6898038 11872.2791 11939.7592
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3851.85149 3886.89201 1.3782226 2000-2009 –> 2010-2019 2.9489515 6593.0088 6660.1911
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3855.20028 3890.24080 1.3803164 2000-2009 –> 2010-2019 2.9506682 6596.0076 6663.1899
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3847.46360 3882.50412 1.3754839 2000-2009 –> 2010-2019 2.9417758 6584.4966 6651.6788
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6964.40170 6999.44857 5.6343868 2000-2009 –> 2010-2019 11.7031603 11875.9862 11943.4663
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 3911.49522 3941.52996 1.4172783 2000-2009 –> 2010-2019 3.0625868 6718.2865 6775.8712
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6974.06312 7009.10999 5.6590949 2000-2009 –> 2010-2019 11.6917046 11876.5628 11944.0429
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6975.87305 7010.91992 5.6637356 2000-2009 –> 2010-2019 11.7286070 11886.4799 11953.9600
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 6973.14080 7003.18097 5.6618577 2000-2009 –> 2010-2019 11.7221885 11880.6092 11938.4493
obs Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6974.31650 7009.36337 5.6597444 2000-2009 –> 2010-2019 11.6999676 11878.7334 11946.2135
mod Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4056.18949 4085.20704 2.1234061 2000-2009 –> 2010-2019 5.4374557 7360.5131 7416.1955
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 4168.54746 4197.56502 2.2554829 2000-2009 –> 2010-2019 5.5765379 7475.5275 7531.2099
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10343.42939 10381.25934 5.6098697 2000-2009 –> 2010-2019 12.2183954 18261.8743 18335.3055
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10023.42629 10061.25624 5.0893174 2000-2009 –> 2010-2019 11.4448110 17848.5632 17921.9944
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 4027.63654 4056.65409 2.0910930 2000-2009 –> 2010-2019 5.2431265 7268.9054 7324.5877
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 10024.07961 10056.50529 5.0934285 2000-2009 –> 2010-2019 11.4490406 17847.2610 17910.2021
obs Atlantic (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10198.69353 10236.52349 5.3681390 2000-2009 –> 2010-2019 11.8835531 18083.2248 18156.6560
obs Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 10219.89915 10252.32483 5.4061828 2000-2009 –> 2010-2019 11.9246547 18103.5518 18166.4929
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 4008.33857 4042.19239 2.0673109 2000-2009 –> 2010-2019 5.3863268 7316.5460 7381.5087
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4252.71965 4281.73720 2.3597822 2000-2009 –> 2010-2019 5.4923121 7486.1802 7541.8626
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3772.38159 3806.23541 1.8212559 2000-2009 –> 2010-2019 4.9535259 7007.7378 7072.7005
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 9909.51079 9947.34074 4.9159096 2000-2009 –> 2010-2019 11.2104898 17711.6305 17785.0618
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3840.53560 3874.38941 1.8891536 2000-2009 –> 2010-2019 5.0547382 7089.2011 7154.1639
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9904.85156 9942.68152 4.9089443 2000-2009 –> 2010-2019 11.1961002 17704.1507 17777.5820
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 9899.39653 9937.22648 4.9008018 2000-2009 –> 2010-2019 11.2295169 17714.4420 17787.8733
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3844.13228 3877.98609 1.8928063 2000-2009 –> 2010-2019 5.0907574 7105.5949 7170.5577
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 9915.94148 9948.36716 4.9285382 2000-2009 –> 2010-2019 11.2579330 17729.2436 17792.1847
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3833.03046 3866.88428 1.8815544 2000-2009 –> 2010-2019 5.0388890 7078.4132 7143.3759
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9908.80766 9946.63761 4.9148578 2000-2009 –> 2010-2019 11.2079308 17710.3551 17783.7863
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 3910.13498 3939.15254 1.9632119 2000-2009 –> 2010-2019 5.3004409 7223.2268 7278.9092
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11671.85269 11710.63704 5.3474216 2000-2009 –> 2010-2019 13.4007447 21738.2597 21813.9216
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11447.28133 11486.06568 5.0378692 2000-2009 –> 2010-2019 12.9544841 21464.5850 21540.2469
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 11477.11320 11510.35693 5.0806320 2000-2009 –> 2010-2019 13.0020588 21494.1595 21559.0126
obs Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11529.76672 11568.55108 5.1494292 2000-2009 –> 2010-2019 13.1118256 21563.6081 21639.2700
obs Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 11581.01228 11614.25601 5.2227515 2000-2009 –> 2010-2019 13.1932950 21615.7867 21680.6398
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6014.88149 6044.71150 4.0417264 2000-2009 –> 2010-2019 8.4870930 10323.2236 10380.6773
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 6031.71780 6061.54781 4.0737701 2000-2009 –> 2010-2019 8.5153576 10338.8046 10396.2583
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5928.20835 5963.01003 3.8770726 2000-2009 –> 2010-2019 8.3219694 10238.3944 10305.4237
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 11494.05893 11532.84328 5.1008350 2000-2009 –> 2010-2019 13.0470044 21522.0495 21597.7114
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5934.30882 5969.11050 3.8881823 2000-2009 –> 2010-2019 8.3280347 10242.8189 10309.8482
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11464.37739 11503.16174 5.0607910 2000-2009 –> 2010-2019 12.9821137 21483.3860 21559.0479
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 6073.89217 6103.72218 4.1551581 2000-2009 –> 2010-2019 8.5992813 10381.8214 10439.2750
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11506.59744 11545.38179 5.1178460 2000-2009 –> 2010-2019 13.1505773 21565.6617 21641.3236
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5916.85326 5951.65494 3.8564781 2000-2009 –> 2010-2019 8.2626923 10214.1379 10281.1672
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 6028.79193 6058.62194 4.0681832 2000-2009 –> 2010-2019 8.5099031 10335.9227 10393.3764
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 11547.25976 11580.50349 5.1761521 2000-2009 –> 2010-2019 13.2092684 21604.4615 21669.3146
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5934.47815 5969.27983 3.8884911 2000-2009 –> 2010-2019 8.3284659 10243.0289 10310.0582
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11486.63660 11525.42095 5.0907918 2000-2009 –> 2010-2019 13.0283588 21511.5206 21587.1826
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 5933.06838 5962.89840 3.8895678 2000-2009 –> 2010-2019 8.3308008 10240.0374 10297.4910
mod Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 6036.28062 6066.11063 4.0824979 2000-2009 –> 2010-2019 8.5943010 10366.5185 10423.9721
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10085.06906 10122.89049 5.2050966 2000-2009 –> 2010-2019 12.4410043 17880.4761 17953.5996
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10061.46689 10099.28832 5.1677990 2000-2009 –> 2010-2019 12.4101130 17858.9005 17932.0240
obs Atlantic (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10059.33108 10097.15251 5.1644371 2000-2009 –> 2010-2019 12.3940442 17852.7433 17925.8668
obs Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 10119.30402 10151.72239 5.2628820 2000-2009 –> 2010-2019 12.5097687 17916.1831 17978.8604
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10138.85287 10176.67430 5.2910980 2000-2009 –> 2010-2019 12.4811523 17919.7022 17992.8257
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2706.14697 2734.03310 1.3885201 2000-2009 –> 2010-2019 2.5586969 4275.3273 4328.4286
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 2735.50680 2763.39293 1.4152109 2000-2009 –> 2010-2019 2.6046943 4320.8549 4373.9562
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2703.63105 2736.16487 1.3844596 2000-2009 –> 2010-2019 2.5288075 4252.7593 4314.7108
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2729.70519 2762.23901 1.4080689 2000-2009 –> 2010-2019 2.5772593 4300.0523 4362.0038
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10077.88486 10115.70629 5.1937153 2000-2009 –> 2010-2019 12.3574858 17850.3476 17923.4711
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10129.15955 10166.98098 5.2754939 2000-2009 –> 2010-2019 12.4656668 17910.0467 17983.1702
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 10147.35436 10179.77272 5.3080551 2000-2009 –> 2010-2019 12.4985800 17926.3536 17989.0309
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2745.71630 2778.25011 1.4227655 2000-2009 –> 2010-2019 2.6177352 4337.6109 4399.5625
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10038.11777 10075.93920 5.1311642 2000-2009 –> 2010-2019 12.3033269 17813.2616 17886.3851
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 2726.20218 2754.08831 1.4066971 2000-2009 –> 2010-2019 2.5915281 4307.6784 4360.7797
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2722.56608 2755.09989 1.4015649 2000-2009 –> 2010-2019 2.5636861 4286.9213 4348.8729
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10104.62133 10142.44276 5.2361982 2000-2009 –> 2010-2019 12.4189286 17883.1369 17956.2604
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 2714.08320 2737.32164 1.3974962 2000-2009 –> 2010-2019 2.6136013 4319.2998 4363.5509
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 2715.15025 2743.03638 1.3966509 2000-2009 –> 2010-2019 2.5754287 4291.5658 4344.6672
mod Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2735.44163 2763.32776 1.4151511 2000-2009 –> 2010-2019 2.6152157 4329.5398 4382.6411
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9418.66018 9455.98218 5.2514416 2000-2009 –> 2010-2019 15.6687891 17604.6168 17676.8706
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 2792.03514 2821.22423 1.0325374 2000-2009 –> 2010-2019 2.3862792 5562.3763 5619.6806
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 2821.57842 2850.76751 1.0485817 2000-2009 –> 2010-2019 2.4082047 5598.8643 5656.1686
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 2791.04657 2825.10050 1.0309281 2000-2009 –> 2010-2019 2.2738936 5426.6212 5493.4762
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2822.70341 2856.75734 1.0481030 2000-2009 –> 2010-2019 2.3034460 5474.1519 5541.0069
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9388.05758 9425.37958 5.1991164 2000-2009 –> 2010-2019 15.6355994 17578.0003 17650.2541
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9411.38254 9448.70455 5.2389505 2000-2009 –> 2010-2019 15.6525870 17596.5653 17668.8191
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2851.51952 2885.57346 1.0639853 2000-2009 –> 2010-2019 2.3971306 5599.2998 5666.1547
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9379.80573 9417.12773 5.1850966 2000-2009 –> 2010-2019 15.6227574 17569.9935 17642.2473
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 2811.23884 2840.42793 1.0429384 2000-2009 –> 2010-2019 2.3984826 5583.7116 5641.0159
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2811.30192 2845.35585 1.0418846 2000-2009 –> 2010-2019 2.2877719 5450.6379 5517.4928
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9394.84169 9432.16369 5.2106709 2000-2009 –> 2010-2019 15.6453403 17584.4069 17656.6607
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9380.36997 9417.69197 5.1860540 2000-2009 –> 2010-2019 15.6025865 17566.1567 17638.4105
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 2817.94496 2847.13404 1.0465951 2000-2009 –> 2010-2019 2.3314706 5504.6448 5561.9490
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 2853.69312 2882.88220 1.0663055 2000-2009 –> 2010-2019 2.3667659 5559.7075 5617.0118
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 9386.93658 9418.92687 5.2006120 2000-2009 –> 2010-2019 15.6374829 17574.9600 17636.8918
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9380.02541 9417.34742 5.1854693 2000-2009 –> 2010-2019 15.5987101 17565.1256 17637.3794
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 9378.61566 9410.60595 5.1864710 2000-2009 –> 2010-2019 15.6250011 17566.9844 17628.9162
mod Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2840.95991 2870.14900 1.0592426 2000-2009 –> 2010-2019 2.3482267 5532.7742 5590.0784
obs Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 9393.58936 9425.57965 5.2119459 2000-2009 –> 2010-2019 15.6471158 17581.2588 17643.1906
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 4178.05019 4210.65574 0.8281480 2000-2009 –> 2010-2019 1.7505034 7765.4906 7829.2807
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4068.21939 4106.25919 0.8012432 2000-2009 –> 2010-2019 1.7171396 7638.8826 7713.3045
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4435.54793 4473.58774 0.8930557 2000-2009 –> 2010-2019 1.8664526 8168.9055 8243.3273
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 3688.12568 3719.27898 4.4070893 2000-2009 –> 2010-2019 12.7766710 7196.0585 7256.6154
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3667.72559 3698.87889 4.3366434 2000-2009 –> 2010-2019 12.6458620 7168.5214 7229.0783
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 4308.80594 4341.41148 0.8607537 2000-2009 –> 2010-2019 1.8388611 8053.0626 8116.8528
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4288.74330 4326.78310 0.8551634 2000-2009 –> 2010-2019 1.8007427 7944.6285 8019.0503
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3661.52381 3692.67710 4.3154513 2000-2009 –> 2010-2019 12.7250784 7174.1630 7234.7199
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3674.20092 3705.35421 4.3588813 2000-2009 –> 2010-2019 12.6805212 7176.4696 7237.0265
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4104.29344 4136.89898 0.8103036 2000-2009 –> 2010-2019 1.7278919 7677.8880 7741.6781
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 4129.30564 4161.91119 0.8163115 2000-2009 –> 2010-2019 1.7403283 7721.5547 7785.3449
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4073.53774 4106.14328 0.8029768 2000-2009 –> 2010-2019 1.7382055 7698.0131 7761.8032
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3672.91848 3704.07177 4.3544680 2000-2009 –> 2010-2019 12.8309396 7193.3640 7253.9209
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3658.95110 3690.10439 4.3066906 2000-2009 –> 2010-2019 12.7042116 7170.1699 7230.7268
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 3672.76011 3699.46293 4.3608070 2000-2009 –> 2010-2019 12.7879596 7185.4520 7237.3579
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4164.04214 4196.64769 0.8247290 2000-2009 –> 2010-2019 1.7567080 7779.2170 7843.0071
obs Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3661.39402 3692.54731 4.3150089 2000-2009 –> 2010-2019 12.7412112 7175.9747 7236.5316
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4312.28066 4344.88620 0.8616375 2000-2009 –> 2010-2019 1.8073267 7966.4763 8030.2665
obs Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3666.19189 3692.89472 4.3382410 2000-2009 –> 2010-2019 12.9067804 7195.2892 7247.1951
obs Atlantic (28.15,28.2] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3678.72129 3705.42412 4.3813890 2000-2009 –> 2010-2019 12.8289420 7193.7972 7245.7031
mod Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 3307.97495 3341.18032 0.5838374 2000-2009 –> 2010-2019 1.4623033 6208.1421 6271.4740
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 3267.67723 3295.34837 0.5778925 2000-2009 –> 2010-2019 1.1837377 5333.5667 5386.3432
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 3129.86392 3163.06929 0.5566990 2000-2009 –> 2010-2019 1.1574061 5178.6751 5242.0070
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3213.46200 3246.66737 0.5692759 2000-2009 –> 2010-2019 1.1743872 5278.6367 5341.9685
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3126.53657 3157.18556 3.3983250 2000-2009 –> 2010-2019 7.0579954 5954.6354 6015.0342
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2581.74927 2620.48887 0.4805896 2000-2009 –> 2010-2019 1.0597696 4550.8135 4624.7007
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 3124.89784 3151.16840 3.3993674 2000-2009 –> 2010-2019 7.0636393 5952.2985 6004.0689
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3126.68699 3159.89236 0.5562265 2000-2009 –> 2010-2019 1.1607337 5189.6237 5252.9556
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3125.38392 3156.03291 3.3950014 2000-2009 –> 2010-2019 7.0684113 5957.3649 6017.7637
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3149.09354 3179.74253 3.4640250 2000-2009 –> 2010-2019 7.0705204 5962.0289 6022.4277
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3025.05061 3063.79021 0.5410330 2000-2009 –> 2010-2019 1.1413696 5074.4799 5148.3671
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 3126.37529 3152.64584 3.4036335 2000-2009 –> 2010-2019 7.0777229 5956.5479 6008.3183
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3114.53076 3145.17974 3.3638662 2000-2009 –> 2010-2019 7.0281360 5943.9308 6004.3296
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3128.07802 3158.72700 3.4027747 2000-2009 –> 2010-2019 6.9846387 5933.9135 5994.3123
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3136.13527 3166.78425 3.4261287 2000-2009 –> 2010-2019 7.0460607 5952.9232 6013.3220
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + phosphate_star 3143.74995 3170.02051 3.4542067 2000-2009 –> 2010-2019 7.0741532 5958.5421 6010.3125
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3118.89722 3149.54620 3.3763581 2000-2009 –> 2010-2019 6.9778601 5930.3972 5990.7960
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate 4024.93709 4058.14246 0.7071346 2000-2009 –> 2010-2019 1.5047066 6708.7090 6772.0409
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 4053.52066 4086.72603 0.7125568 2000-2009 –> 2010-2019 1.5153929 6752.0283 6815.3602
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 3457.93053 3491.13590 0.6077090 2000-2009 –> 2010-2019 1.3758271 6057.4145 6120.7464
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 614.77423 636.12322 1.6596718 2000-2009 –> 2010-2019 3.3441233 1540.7521 1586.3182
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 799.30508 820.56375 3.0979893 2000-2009 –> 2010-2019 6.7521464 2235.8624 2282.0994
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 613.81439 635.16338 1.6545739 2000-2009 –> 2010-2019 3.3256173 1536.0362 1581.6023
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 795.52481 816.78348 3.0601982 2000-2009 –> 2010-2019 6.6846444 2227.8042 2274.0413
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 795.41464 813.63635 3.0790327 2000-2009 –> 2010-2019 6.9570468 2261.1278 2300.7596
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 496.31962 517.66861 1.1353690 2000-2009 –> 2010-2019 2.4309039 1298.9149 1344.4810
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 799.05438 820.31305 3.0954687 2000-2009 –> 2010-2019 6.8495097 2249.7426 2295.9797
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 497.20879 518.55778 1.1386093 2000-2009 –> 2010-2019 2.4174555 1293.7103 1339.2764
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 795.94280 817.20147 3.0643540 2000-2009 –> 2010-2019 6.7983990 2243.8324 2290.0695
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 613.82426 635.17326 1.6546262 2000-2009 –> 2010-2019 3.3247778 1535.7951 1581.3612
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 795.60659 816.86526 3.0610109 2000-2009 –> 2010-2019 6.6929285 2228.9650 2275.2021
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 793.66200 811.88372 3.0615616 2000-2009 –> 2010-2019 6.7798719 2237.3389 2276.9707
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 615.45641 636.80540 1.6633047 2000-2009 –> 2010-2019 3.2778434 1521.5107 1567.0768
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 794.89587 816.15454 3.0539556 2000-2009 –> 2010-2019 6.6650582 2225.2426 2271.4796
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 795.21762 813.43934 3.0770638 2000-2009 –> 2010-2019 6.9492304 2260.1400 2299.7718
mod Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 497.41822 518.76721 1.1393738 2000-2009 –> 2010-2019 2.4161225 1293.1482 1338.7143
obs Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 795.75975 817.01841 3.0625333 2000-2009 –> 2010-2019 6.7914644 2242.9313 2289.1683
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 692.92897 714.27796 2.1321180 2000-2009 –> 2010-2019 3.5432092 1535.6808 1581.2469
mod Indian (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 689.72911 711.07810 2.1103629 2000-2009 –> 2010-2019 3.5132856 1529.7524 1575.3184
mod Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 688.06968 706.36881 2.1126677 2000-2009 –> 2010-2019 3.5825190 1547.9966 1587.0532
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1469.44456 1494.93791 3.1951593 2000-2009 –> 2010-2019 6.8422377 3469.2617 3522.0735
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 870.21737 895.66090 1.1163016 2000-2009 –> 2010-2019 2.9310947 2097.1932 2148.5865
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1485.40787 1510.90122 3.2868862 2000-2009 –> 2010-2019 6.8327579 3464.6248 3517.4366
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 870.47766 895.92118 1.1168205 2000-2009 –> 2010-2019 2.9274748 2096.0790 2147.4723
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1484.87846 1510.37181 3.2838023 2000-2009 –> 2010-2019 6.8129989 3460.6449 3513.4567
obs Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1469.13642 1494.62977 3.1934141 2000-2009 –> 2010-2019 6.8389349 3468.6409 3521.4527
mod Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 945.32283 970.76636 1.2765204 2000-2009 –> 2010-2019 3.2380573 2219.1083 2270.5016
obs Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1478.09893 1503.59228 3.2445659 2000-2009 –> 2010-2019 6.8031887 3459.9434 3512.7552
mod Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 870.51614 895.95967 1.1168973 2000-2009 –> 2010-2019 2.9272042 2096.0020 2147.3953
obs Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1484.89125 1510.38460 3.2838768 2000-2009 –> 2010-2019 6.8116525 3460.3629 3513.1747
obs Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 1484.26955 1506.12099 3.2919117 2000-2009 –> 2010-2019 6.8698162 3468.0695 3513.3368
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 859.05179 884.49532 1.0942646 2000-2009 –> 2010-2019 2.9110844 2086.6995 2138.0928
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1461.69810 1487.19145 3.1515742 2000-2009 –> 2010-2019 6.6542488 3431.9428 3484.7546
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 850.77303 876.21655 1.0782065 2000-2009 –> 2010-2019 2.8878270 2076.0305 2127.4238
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1461.65173 1487.14508 3.1513151 2000-2009 –> 2010-2019 6.6420544 3429.3979 3482.2096
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 879.69320 901.50194 1.1394134 2000-2009 –> 2010-2019 3.0220798 2126.7730 2170.8244
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 873.13493 894.94367 1.1261474 2000-2009 –> 2010-2019 2.9928686 2115.0944 2159.1458
mod Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 850.46913 875.91265 1.0776215 2000-2009 –> 2010-2019 2.8864973 2075.4788 2126.8721
obs Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1461.71970 1487.21305 3.1516949 2000-2009 –> 2010-2019 6.6379637 3428.5278 3481.3396
mod Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 872.96726 894.77600 1.1258103 2000-2009 –> 2010-2019 2.9912755 2114.5216 2158.5730
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1729.56700 1755.85720 3.6530638 2000-2009 –> 2010-2019 7.1859274 4708.8053 4765.3030
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1728.81936 1755.10956 3.6487449 2000-2009 –> 2010-2019 7.1809917 4707.8646 4764.3623
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 667.75413 692.26294 0.9187452 2000-2009 –> 2010-2019 2.2714843 1786.6811 1837.5900
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1732.66481 1758.95500 3.6710136 2000-2009 –> 2010-2019 7.2155005 4715.5359 4772.0336
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 669.01817 693.52698 0.9211183 2000-2009 –> 2010-2019 2.2670127 1784.6884 1835.5973
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1728.79805 1755.08825 3.6486219 2000-2009 –> 2010-2019 7.1811756 4707.9393 4764.4370
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1727.25349 1749.78794 3.6512521 2000-2009 –> 2010-2019 7.1857298 4704.9970 4753.4236
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 624.28018 648.78899 0.8407434 2000-2009 –> 2010-2019 2.1779606 1735.7980 1786.7069
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1718.49255 1744.78274 3.5896092 2000-2009 –> 2010-2019 7.1232173 4697.9639 4754.4616
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 668.90286 693.41166 0.9209016 2000-2009 –> 2010-2019 2.2668671 1784.6070 1835.5159
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1733.28136 1759.57156 3.6745966 2000-2009 –> 2010-2019 7.2186112 4716.0051 4772.5028
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 593.93596 618.44477 0.7902580 2000-2009 –> 2010-2019 2.1449040 1713.7673 1764.6762
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1698.07477 1724.36496 3.4754944 2000-2009 –> 2010-2019 7.0208512 4681.2173 4737.7150
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 593.49939 618.00820 0.7895543 2000-2009 –> 2010-2019 2.1336126 1708.2933 1759.2022
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1698.08362 1724.37381 3.4755430 2000-2009 –> 2010-2019 7.0188352 4680.5819 4737.0796
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 667.03085 688.03840 0.9211422 2000-2009 –> 2010-2019 2.3187924 1804.9261 1848.5623
mod Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 593.46168 617.97049 0.7894935 2000-2009 –> 2010-2019 2.1330464 1708.0141 1758.9230
obs Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1698.11531 1724.40550 3.4757173 2000-2009 –> 2010-2019 7.0197089 4680.8319 4737.3296
mod Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 623.00422 644.01177 0.8419866 2000-2009 –> 2010-2019 2.2039240 1744.2818 1787.9180
mod Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 666.90459 687.91214 0.9209049 2000-2009 –> 2010-2019 2.3188618 1804.9407 1848.5769
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3039.00354 3069.03155 4.0035730 2000-2009 –> 2010-2019 7.7925739 7669.2502 7732.4037
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3039.47618 3069.50419 4.0053287 2000-2009 –> 2010-2019 7.7770141 7662.0369 7725.1904
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 3039.45631 3065.19460 4.0126926 2000-2009 –> 2010-2019 7.7893174 7662.2130 7716.3446
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1056.84025 1083.32703 1.2037372 2000-2009 –> 2010-2019 2.4247531 2670.0385 2725.9430
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3037.41810 3067.44611 3.9976891 2000-2009 –> 2010-2019 7.7701894 7660.3413 7723.4948
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1058.11349 1084.60026 1.2060975 2000-2009 –> 2010-2019 2.4238178 2668.6415 2724.5460
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3037.84576 3067.87377 3.9992754 2000-2009 –> 2010-2019 7.7569993 7654.1836 7717.3371
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3039.37087 3069.39887 4.0049374 2000-2009 –> 2010-2019 7.7764476 7661.8536 7725.0071
mod Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1035.53258 1062.01936 1.1649172 2000-2009 –> 2010-2019 2.4015551 2661.2913 2717.1959
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3034.71888 3064.74689 3.9876918 2000-2009 –> 2010-2019 7.7455407 7651.1125 7714.2660
obs Indian (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 3039.19057 3064.92886 4.0117036 2000-2009 –> 2010-2019 7.7889726 7662.2336 7716.3651
mod Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1057.82234 1084.30912 1.2055574 2000-2009 –> 2010-2019 2.4239445 2668.8913 2724.7958
obs Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3037.73066 3067.75867 3.9988484 2000-2009 –> 2010-2019 7.7576389 7654.5446 7717.6981
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 974.74735 1001.23412 1.0609177 2000-2009 –> 2010-2019 2.3940187 2674.7163 2730.6208
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 978.37024 1004.85701 1.0668474 2000-2009 –> 2010-2019 2.3919235 2672.3738 2728.2783
mod Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 1056.14303 1078.84598 1.2061523 2000-2009 –> 2010-2019 2.6410837 2826.8380 2874.7561
mod Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 977.94314 1004.42992 1.0661467 2000-2009 –> 2010-2019 2.3912422 2671.9611 2727.8656
obs Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3041.82009 3071.84810 4.0140470 2000-2009 –> 2010-2019 7.7945228 7668.2870 7731.4405
mod Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1035.43773 1058.14068 1.1683366 2000-2009 –> 2010-2019 2.4934411 2727.4624 2775.3806
mod Indian (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1055.82597 1078.52892 1.2055641 2000-2009 –> 2010-2019 2.6423946 2827.8276 2875.7458
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1685.56480 1713.36363 2.0404277 2000-2009 –> 2010-2019 4.2735745 4793.0764 4852.6927
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2292.57744 2321.02394 3.4231806 2000-2009 –> 2010-2019 8.1253382 6240.7664 6300.6903
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2284.04969 2312.49619 3.3894041 2000-2009 –> 2010-2019 8.0868290 6230.9034 6290.8273
obs Indian (27,27.25] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2316.55753 2340.94024 3.5281707 2000-2009 –> 2010-2019 8.2587941 6270.7496 6322.1130
mod Indian (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1691.06997 1718.86880 2.0548058 2000-2009 –> 2010-2019 4.3206140 4818.7931 4878.4094
obs Indian (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2283.73467 2312.18116 3.3881628 2000-2009 –> 2010-2019 8.0738512 6227.2712 6287.1951
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2288.45891 2316.90540 3.4068262 2000-2009 –> 2010-2019 8.1144010 6238.1746 6298.0986
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1676.26419 1704.06303 2.0163650 2000-2009 –> 2010-2019 4.2561709 4787.9204 4847.5366
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2294.11955 2322.56605 3.4293244 2000-2009 –> 2010-2019 8.1831446 6256.7978 6316.7217
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1766.23786 1794.03669 2.2615688 2000-2009 –> 2010-2019 4.2866100 4737.5816 4797.1979
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2286.53253 2310.91524 3.4071179 2000-2009 –> 2010-2019 8.2714181 6277.6747 6329.0381
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2277.93658 2306.38308 3.3653968 2000-2009 –> 2010-2019 8.2139120 6266.7688 6326.6928
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1676.43572 1704.23455 2.0168062 2000-2009 –> 2010-2019 4.2566206 4788.0972 4847.7135
obs Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2293.71632 2322.16281 3.4277168 2000-2009 –> 2010-2019 8.1563888 6249.3613 6309.2852
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1698.07807 1725.87690 2.0732558 2000-2009 –> 2010-2019 4.1971832 4735.7881 4795.4044
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1677.70181 1705.50064 2.0200658 2000-2009 –> 2010-2019 4.1423173 4714.3130 4773.9293
obs Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2283.71238 2312.15888 3.3880750 2000-2009 –> 2010-2019 8.2737980 6282.6816 6342.6055
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1682.97838 1710.77721 2.0337074 2000-2009 –> 2010-2019 4.0781278 4667.5800 4727.1963
mod Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1683.18794 1710.98678 2.0342511 2000-2009 –> 2010-2019 4.0771246 4666.7359 4726.3522
mod Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1686.23934 1710.06691 2.0474003 2000-2009 –> 2010-2019 4.2328369 4761.6892 4812.7888
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 2687.28887 2712.61241 3.4569764 2000-2009 –> 2010-2019 7.6780089 7336.6165 7390.1297
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2655.15835 2684.70248 3.3416590 2000-2009 –> 2010-2019 7.5394018 7297.5118 7359.9438
obs Indian (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2654.08871 2683.63284 3.3381078 2000-2009 –> 2010-2019 7.5670718 7308.4614 7370.8934
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1661.60737 1686.14164 1.5704538 2000-2009 –> 2010-2019 3.4165833 4721.6521 4773.9068
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2671.22331 2700.76744 3.3954508 2000-2009 –> 2010-2019 7.6424150 7332.4852 7394.9172
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1632.81168 1661.43499 1.5165664 2000-2009 –> 2010-2019 3.3577442 4690.8277 4751.7915
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1650.58109 1679.20441 1.5474301 2000-2009 –> 2010-2019 3.3873905 4707.6049 4768.5687
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 2671.75952 2697.08306 3.4040218 2000-2009 –> 2010-2019 7.6949608 7347.7299 7401.2430
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2649.09966 2678.64379 3.3215941 2000-2009 –> 2010-2019 7.5752822 7312.9275 7375.3595
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2654.61144 2684.15557 3.3398428 2000-2009 –> 2010-2019 7.6665208 7346.0354 7408.4674
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1633.07276 1661.69608 1.5170154 2000-2009 –> 2010-2019 3.3585130 4691.3493 4752.3131
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2669.73888 2699.28301 3.3904442 2000-2009 –> 2010-2019 7.6361736 7330.5291 7392.9611
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2653.94842 2683.49255 3.3376423 2000-2009 –> 2010-2019 7.6446569 7337.9841 7400.4161
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 1672.86839 1697.40266 1.5906332 2000-2009 –> 2010-2019 3.4362575 4732.5025 4784.7572
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1673.16336 1697.69763 1.5911653 2000-2009 –> 2010-2019 3.4333866 4730.0293 4782.2840
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1651.71515 1676.24942 1.5529385 2000-2009 –> 2010-2019 3.4230276 4731.1021 4783.3568
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2688.90350 2718.44763 3.4556524 2000-2009 –> 2010-2019 7.6633954 7335.1164 7397.5484
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1641.27572 1669.89903 1.5311901 2000-2009 –> 2010-2019 3.3729841 4699.7937 4760.7575
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1674.28833 1698.82259 1.5931961 2000-2009 –> 2010-2019 3.4355602 4731.2705 4783.5252
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1641.35481 1669.97813 1.5313274 2000-2009 –> 2010-2019 3.3729167 4699.7060 4760.6699
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 3182.70053 3209.13191 3.3250181 2000-2009 –> 2010-2019 6.9853782 7780.1526 7835.0129
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3236.77725 3267.61385 3.4712465 2000-2009 –> 2010-2019 7.0591667 7802.4882 7866.4919
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3184.05635 3214.89295 3.3232484 2000-2009 –> 2010-2019 6.8951172 7742.1987 7806.2024
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3193.84146 3224.67805 3.3502320 2000-2009 –> 2010-2019 6.9493829 7764.8278 7828.8315
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 1920.32848 1945.97705 1.4593351 2000-2009 –> 2010-2019 2.7589380 4800.1098 4854.2509
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3210.87555 3241.71215 3.3977294 2000-2009 –> 2010-2019 7.0259734 7795.4518 7859.4554
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1909.74763 1939.67097 1.4421493 2000-2009 –> 2010-2019 2.7343227 4781.7482 4844.9129
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1885.89561 1911.54418 1.4127784 2000-2009 –> 2010-2019 2.6608312 4696.6280 4750.7691
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3211.42440 3242.26100 3.3992709 2000-2009 –> 2010-2019 7.0248967 7794.7820 7858.7857
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1887.47932 1917.40265 1.4122247 2000-2009 –> 2010-2019 2.6598613 4699.6427 4762.8074
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 1920.85697 1946.50555 1.4600615 2000-2009 –> 2010-2019 2.7571946 4797.3931 4851.5342
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1911.88683 1941.81017 1.4450572 2000-2009 –> 2010-2019 2.7356995 4781.8648 4845.0295
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3178.45609 3209.29269 3.3079029 2000-2009 –> 2010-2019 6.8820951 7737.6961 7801.6998
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3191.67374 3222.51034 3.3442355 2000-2009 –> 2010-2019 6.9745556 7777.2156 7841.2192
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 3218.07936 3244.51073 3.4236726 2000-2009 –> 2010-2019 7.0666471 7807.4949 7862.3552
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1923.25832 1948.90689 1.4633667 2000-2009 –> 2010-2019 2.7588109 4797.5717 4851.7129
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate_star 1887.15763 1908.53144 1.4171246 2000-2009 –> 2010-2019 2.6686836 4700.6761 4745.7937
obs Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3183.78583 3214.62243 3.3225055 2000-2009 –> 2010-2019 6.9323811 7759.7946 7823.7983
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1889.09284 1914.74142 1.4170381 2000-2009 –> 2010-2019 2.6661412 4701.2603 4755.4014
mod Indian (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1924.59826 1950.24683 1.4652142 2000-2009 –> 2010-2019 2.7591224 4796.8877 4851.0289
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 1247.99333 1267.79835 1.1929315 2000-2009 –> 2010-2019 2.5270698 3125.6966 3167.0239
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2118.58708 2146.80187 3.0362198 2000-2009 –> 2010-2019 6.3405604 5431.6765 5491.0225
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 1245.06948 1268.83551 1.1853861 2000-2009 –> 2010-2019 2.4776622 3089.8954 3139.4881
mod Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1215.23789 1239.00392 1.1406813 2000-2009 –> 2010-2019 2.3445546 2982.5419 3032.1346
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2137.96327 2166.17807 3.1077592 2000-2009 –> 2010-2019 6.4233476 5455.3412 5514.6872
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2147.72091 2175.93571 3.1444213 2000-2009 –> 2010-2019 6.4760661 5471.1956 5530.5415
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2121.64906 2149.86386 3.0474145 2000-2009 –> 2010-2019 6.4889625 5486.0823 5545.4282
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1196.42550 1224.15254 1.1104948 2000-2009 –> 2010-2019 2.2071242 2863.6563 2921.5145
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2151.96418 2180.17897 3.1604991 2000-2009 –> 2010-2019 6.4847552 5472.6370 5531.9829
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1234.80067 1262.52771 1.1667921 2000-2009 –> 2010-2019 2.3431511 2978.8114 3036.6696
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2126.43840 2154.65320 3.0650072 2000-2009 –> 2010-2019 6.4620478 5474.4445 5533.7904
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1192.01495 1219.74199 1.1042010 2000-2009 –> 2010-2019 2.1956891 2854.1047 2911.9628
mod Indian (27.75,27.85] cstar_tref ~ silicate + phosphate + phosphate_star 1276.03851 1295.84354 1.2368334 2000-2009 –> 2010-2019 2.6155801 3189.7226 3231.0499
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2116.88386 2145.09866 3.0300106 2000-2009 –> 2010-2019 6.3474495 5434.9660 5494.3119
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2126.03574 2154.25053 3.0635242 2000-2009 –> 2010-2019 6.3964384 5449.9911 5509.3371
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1230.64655 1254.41258 1.1635577 2000-2009 –> 2010-2019 2.3885661 3016.9901 3066.5828
obs Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2126.82219 2155.03698 3.0664214 2000-2009 –> 2010-2019 6.3925359 5448.2003 5507.5462
mod Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1301.43628 1325.20232 1.2746940 2000-2009 –> 2010-2019 2.6103306 3182.3674 3231.9602
obs Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2125.19653 2149.38065 3.0678014 2000-2009 –> 2010-2019 6.4867657 5479.3211 5530.1890
mod Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1226.35993 1250.12596 1.1571479 2000-2009 –> 2010-2019 2.3795923 3010.4112 3060.0039
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 1431.79744 1456.03897 1.3116639 2000-2009 –> 2010-2019 2.6273652 3557.0462 3607.9047
mod Indian (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1459.65124 1483.89277 1.3558869 2000-2009 –> 2010-2019 2.7013593 3612.8245 3663.6829
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1418.47582 1442.71735 1.2910263 2000-2009 –> 2010-2019 2.5654721 3503.9654 3554.8238
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate_star 1553.57264 1573.77391 1.5199052 2000-2009 –> 2010-2019 2.9943939 3819.0204 3861.4025
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3090.26611 3121.26285 2.9035354 2000-2009 –> 2010-2019 5.6865312 6885.2043 6948.7620
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3091.76101 3118.32964 2.9117437 2000-2009 –> 2010-2019 5.6950570 6884.8757 6939.3538
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3087.47222 3118.46895 2.8969901 2000-2009 –> 2010-2019 5.6769044 6880.6954 6944.2531
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1420.51920 1448.80098 1.2910929 2000-2009 –> 2010-2019 2.5423392 3485.0813 3544.4161
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3094.75473 3125.75146 2.9140818 2000-2009 –> 2010-2019 5.7189038 6901.7860 6965.3438
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1449.60576 1477.88754 1.3365824 2000-2009 –> 2010-2019 2.6198740 3545.7275 3605.0624
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1418.92110 1447.20288 1.2886390 2000-2009 –> 2010-2019 2.5404921 3484.0884 3543.4232
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3096.24589 3127.24263 2.9175939 2000-2009 –> 2010-2019 5.7278076 6906.2501 6969.8078
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1508.42823 1532.66976 1.4369512 2000-2009 –> 2010-2019 2.7958644 3674.0067 3724.8651
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 3091.98026 3118.54889 2.9122594 2000-2009 –> 2010-2019 5.7136066 6895.0926 6949.5706
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3084.34369 3115.34043 2.8896784 2000-2009 –> 2010-2019 5.6758276 6881.0349 6944.5926
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3094.14040 3125.13714 2.9126361 2000-2009 –> 2010-2019 5.7232521 6904.3661 6967.9239
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate 3090.39330 3112.53383 2.9132312 2000-2009 –> 2010-2019 5.7235071 6896.4317 6941.8301
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 3085.53586 3112.10450 2.8971390 2000-2009 –> 2010-2019 5.6843564 6880.8204 6935.2985
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 1703.63624 1727.87777 1.8128753 2000-2009 –> 2010-2019 3.9203785 4416.8604 4467.7189
mod Indian (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1703.75723 1727.99876 1.8131364 2000-2009 –> 2010-2019 3.9231207 4418.4498 4469.3082
obs Indian (27.95,28.05] cstar_tref ~ aou + phosphate + phosphate_star 4470.69819 4494.86874 2.6694376 2000-2009 –> 2010-2019 5.4624099 9901.1337 9950.3558
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 4464.82414 4493.82880 2.6581487 2000-2009 –> 2010-2019 5.4509420 9897.1176 9956.1841
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1764.48957 1788.96916 1.7971432 2000-2009 –> 2010-2019 3.2978147 4075.8021 4126.9560
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1698.26691 1722.74650 1.6660052 2000-2009 –> 2010-2019 3.0409186 3899.3018 3950.4557
mod Indian (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1734.05193 1758.53153 1.7356337 2000-2009 –> 2010-2019 3.1259305 3949.1062 4000.2602
mod Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1683.53675 1708.01635 1.6381621 2000-2009 –> 2010-2019 2.9848212 3858.4091 3909.5630
mod Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate_star 1759.93060 1780.33027 1.7918890 2000-2009 –> 2010-2019 3.2149503 4002.3342 4044.9625
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4494.48560 4528.32436 2.6980186 2000-2009 –> 2010-2019 5.5625431 9984.9770 10053.8880
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 4498.30517 4527.30982 2.7064825 2000-2009 –> 2010-2019 5.5716275 9987.2766 10046.3431
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1684.99975 1713.55928 1.6371558 2000-2009 –> 2010-2019 2.9499646 3829.7951 3889.4747
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 4496.07737 4529.91613 2.7003310 2000-2009 –> 2010-2019 5.5578947 9981.1774 10050.0883
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1679.79539 1708.35492 1.6274361 2000-2009 –> 2010-2019 2.9262815 3811.1174 3870.7969
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1718.62627 1747.18580 1.7013716 2000-2009 –> 2010-2019 3.0147490 3863.9673 3923.6469
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1680.69661 1709.25614 1.6291151 2000-2009 –> 2010-2019 2.9288710 3812.9016 3872.5811
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1735.25195 1759.73155 1.7380184 2000-2009 –> 2010-2019 3.0612392 3888.0011 3939.1550
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 4496.77052 4525.77517 2.7042480 2000-2009 –> 2010-2019 5.5713417 9987.2486 10046.3151
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4497.60665 4531.44541 2.7025545 2000-2009 –> 2010-2019 5.5602809 9982.8328 10051.7438
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4518.92813 4552.76689 2.7337463 2000-2009 –> 2010-2019 5.6484271 10047.8847 10116.7957
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 4496.82015 4520.99070 2.7072328 2000-2009 –> 2010-2019 5.5743276 9985.2991 10034.5212
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 4496.94591 4525.95057 2.7045033 2000-2009 –> 2010-2019 5.5626912 9980.5300 10039.5965
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3740.74888 3773.20969 2.7821661 2000-2009 –> 2010-2019 5.6366454 8053.7052 8119.5535
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 1132.55115 1154.85331 1.5281735 2000-2009 –> 2010-2019 3.1206543 2704.6949 2751.1523
mod Indian (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1139.05366 1161.35583 1.5446049 2000-2009 –> 2010-2019 3.1861311 2736.3135 2782.7708
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3691.38699 3723.84780 2.6936107 2000-2009 –> 2010-2019 5.5294742 7992.9455 8058.7938
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1164.85352 1190.87271 1.6062667 2000-2009 –> 2010-2019 3.1972369 2738.2115 2792.4117
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3708.01226 3735.83581 2.7266884 2000-2009 –> 2010-2019 5.5635889 8008.2076 8064.6490
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1163.21679 1185.51896 1.6072267 2000-2009 –> 2010-2019 3.2007366 2735.8954 2782.3528
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1127.26563 1153.28483 1.5099710 2000-2009 –> 2010-2019 3.0317340 2663.7987 2717.9989
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3707.89436 3740.35516 2.7229068 2000-2009 –> 2010-2019 5.5024945 7974.5365 8040.3848
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1125.17280 1151.19200 1.5047824 2000-2009 –> 2010-2019 3.0186954 2657.4236 2711.6238
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3723.11097 3755.57178 2.7501942 2000-2009 –> 2010-2019 5.5968316 8031.2750 8097.1233
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 1127.83509 1150.13726 1.5163658 2000-2009 –> 2010-2019 3.1257552 2708.7240 2755.1814
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1125.08425 1151.10344 1.5045633 2000-2009 –> 2010-2019 3.0630268 2681.3493 2735.5495
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1125.53341 1151.55260 1.5056752 2000-2009 –> 2010-2019 3.0235533 2659.9500 2714.1502
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3726.20150 3758.66231 2.7557697 2000-2009 –> 2010-2019 5.5998754 8032.8156 8098.6639
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 1125.93835 1148.24052 1.5116427 2000-2009 –> 2010-2019 3.0707005 2680.5191 2726.9764
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 3731.12529 3758.94884 2.7683016 2000-2009 –> 2010-2019 5.6090955 8033.7098 8090.1512
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3729.08314 3761.54395 2.7609785 2000-2009 –> 2010-2019 5.5574628 8006.2824 8072.1307
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3734.14129 3757.32758 2.7774161 2000-2009 –> 2010-2019 5.6214127 8036.6886 8083.7231
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3734.86091 3762.68446 2.7750867 2000-2009 –> 2010-2019 5.5716411 8010.1039 8066.5453
obs Indian (28.1,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4652.35357 4686.51626 2.6237212 2000-2009 –> 2010-2019 5.3447859 10474.2618 10544.0551
obs Indian (28.1,28.2] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4650.51499 4679.79729 2.6239389 2000-2009 –> 2010-2019 5.3563639 10480.4223 10540.2451
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4619.34551 4653.50820 2.5795930 2000-2009 –> 2010-2019 5.2835391 10426.1074 10495.9006
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4653.94494 4688.10763 2.6258677 2000-2009 –> 2010-2019 5.3396594 10469.4298 10539.2230
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + phosphate + phosphate_star 4618.94656 4648.22887 2.5817162 2000-2009 –> 2010-2019 5.2911066 10428.5358 10488.3586
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 4651.96244 4681.24475 2.6258913 2000-2009 –> 2010-2019 5.3431026 10468.4695 10528.2923
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 1972.67386 1999.70857 1.0475332 2000-2009 –> 2010-2019 2.1197108 4393.2777 4448.4872
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1965.19562 1996.73611 1.0401388 2000-2009 –> 2010-2019 2.1052627 4377.1196 4441.5307
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4620.50250 4654.66519 2.5811271 2000-2009 –> 2010-2019 5.2905154 10432.0899 10501.8831
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 1987.39731 2018.93780 1.0575420 2000-2009 –> 2010-2019 2.1530190 4444.7852 4509.1962
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4630.23811 4664.40080 2.5940725 2000-2009 –> 2010-2019 5.2997926 10438.5739 10508.3672
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1987.07545 2018.61594 1.0572876 2000-2009 –> 2010-2019 2.1533782 4445.3692 4509.7803
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4658.60875 4692.77143 2.6321684 2000-2009 –> 2010-2019 5.3556625 10482.6588 10552.4520
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate 1733.80049 1760.83520 0.8762603 2000-2009 –> 2010-2019 1.9855687 4209.4891 4264.6986
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 1952.61666 1979.65136 1.0319473 2000-2009 –> 2010-2019 2.1225087 4400.7278 4455.9373
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 1966.57928 1993.61398 1.0427725 2000-2009 –> 2010-2019 2.1278338 4406.5096 4461.7191
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1954.60863 1986.14912 1.0319411 2000-2009 –> 2010-2019 2.1126083 4389.9733 4454.3844
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1986.80357 2018.34406 1.0570728 2000-2009 –> 2010-2019 2.1527601 4444.5019 4508.9130
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4658.42912 4692.59181 2.6319255 2000-2009 –> 2010-2019 5.3536708 10480.9376 10550.7308
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + phosphate 1803.08533 1825.61425 0.9242109 2000-2009 –> 2010-2019 2.1143304 4390.5467 4436.5546
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate_star 1470.46845 1500.84160 0.4520063 2000-2009 –> 2010-2019 0.9220470 3289.8836 3351.5526
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 1553.56913 1583.94228 0.4683896 2000-2009 –> 2010-2019 0.9507574 3443.4496 3505.1186
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1441.54452 1476.97986 0.4460570 2000-2009 –> 2010-2019 0.9140433 3251.0363 3322.9835
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1468.54809 1503.98343 0.4512477 2000-2009 –> 2010-2019 0.8783675 3029.3188 3101.2659
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1745.17086 1773.92002 1.6634082 2000-2009 –> 2010-2019 4.5686199 3986.1294 4043.6121
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1467.93345 1503.36879 0.4511289 2000-2009 –> 2010-2019 0.8782869 3028.9474 3100.8946
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 1481.04067 1516.47601 0.4536695 2000-2009 –> 2010-2019 0.8816450 3047.2592 3119.2063
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1744.81887 1773.56803 1.6627564 2000-2009 –> 2010-2019 4.5903225 3992.6454 4050.1281
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1744.47960 1773.22876 1.6621283 2000-2009 –> 2010-2019 4.5914756 3992.8511 4050.3338
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1733.35926 1762.10842 1.6416723 2000-2009 –> 2010-2019 4.5981849 3990.0015 4047.4842
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate 1583.32186 1613.69501 0.4743987 2000-2009 –> 2010-2019 0.9508922 3439.8508 3501.5198
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1468.75666 1504.19201 0.4512880 2000-2009 –> 2010-2019 0.8785264 3030.2826 3102.2297
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1744.91627 1773.66543 1.6629367 2000-2009 –> 2010-2019 4.5990563 3995.3568 4052.8395
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1595.58052 1631.01587 0.4764884 2000-2009 –> 2010-2019 0.9013475 3141.9057 3213.8529
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1736.91358 1765.66275 1.6481830 2000-2009 –> 2010-2019 4.5905736 3989.2658 4046.7485
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1756.17033 1784.91949 1.6839084 2000-2009 –> 2010-2019 4.5712188 3991.5908 4049.0735
mod Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1627.37165 1662.80700 0.4830230 2000-2009 –> 2010-2019 0.9094125 3183.4843 3255.4315
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1758.37735 1787.12651 1.6880520 2000-2009 –> 2010-2019 4.5959814 4000.1737 4057.6564
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1737.57154 1766.32070 1.6493911 2000-2009 –> 2010-2019 4.6067052 3994.4567 4051.9394
obs Indian (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1745.48005 1774.22921 1.6639811 2000-2009 –> 2010-2019 4.5871243 3991.9519 4049.4346
mod Indian (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1342.51235 1377.11420 0.4594319 2000-2009 –> 2010-2019 0.8111888 2225.9758 2295.9829
mod Indian (28.3,28.4] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1421.04063 1450.69937 0.4776392 2000-2009 –> 2010-2019 0.8305075 2309.8349 2369.8410
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1192.81603 1227.41788 0.4274099 2000-2009 –> 2010-2019 0.7895939 2144.1680 2214.1752
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1164.43101 1189.69731 1.9898872 2000-2009 –> 2010-2019 4.6659307 2163.7750 2212.3023
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1238.80875 1273.41061 0.4370033 2000-2009 –> 2010-2019 0.8324738 2394.4959 2464.5030
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1158.51403 1183.78033 1.9684393 2000-2009 –> 2010-2019 4.6657376 2161.1016 2209.6290
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1266.45712 1301.05898 0.4428736 2000-2009 –> 2010-2019 0.8338897 2395.8190 2465.8262
mod Indian (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1296.53367 1331.13553 0.4493491 2000-2009 –> 2010-2019 0.8013969 2181.9175 2251.9246
obs Indian (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1160.15488 1185.42118 1.9743638 2000-2009 –> 2010-2019 4.6524589 2159.8130 2208.3404
obs Indian (28.3,28.4] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1173.65586 1195.31269 2.0312194 2000-2009 –> 2010-2019 4.7191948 2172.8239 2214.4187
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1252.61025 1287.21211 0.4399238 2000-2009 –> 2010-2019 0.8018220 2202.1273 2272.1345
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1266.41091 1301.01276 0.4428638 2000-2009 –> 2010-2019 0.8329196 2390.0589 2460.0660
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1179.12180 1204.38811 2.0441543 2000-2009 –> 2010-2019 4.7069763 2176.4350 2224.9624
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1266.47678 1301.07864 0.4428778 2000-2009 –> 2010-2019 0.8334825 2393.3922 2463.3993
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1169.70514 1194.97144 2.0092018 2000-2009 –> 2010-2019 4.7121005 2173.1431 2221.6705
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1267.58539 1302.18724 0.4431149 2000-2009 –> 2010-2019 0.8338507 2395.2811 2465.2882
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1174.65168 1199.91799 2.0274871 2000-2009 –> 2010-2019 4.6921825 2172.2533 2220.7806
obs Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1166.83062 1192.09693 1.9986518 2000-2009 –> 2010-2019 4.6935827 2169.0582 2217.5855
obs Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1160.56052 1185.82682 1.9758312 2000-2009 –> 2010-2019 4.6943210 2166.3567 2214.8841
obs Indian (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1162.90184 1188.16814 1.9843220 2000-2009 –> 2010-2019 4.6811902 2165.4240 2213.9514
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.4071136 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.3865931 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.4550370 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.5155815 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.5195466 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.3969574 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.5386450 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.4727697 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.4427387 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.4603495 -Inf -Inf
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 8015.98107 8052.01398 5.6348416 2000-2009 –> 2010-2019 12.0521379 18814.3886 18888.2600
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 8265.85502 8301.88793 6.2168741 2000-2009 –> 2010-2019 12.9164999 19205.9128 19279.7842
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 5680.44697 5709.20104 5.8241213 2000-2009 –> 2010-2019 11.4880650 13177.8089 13237.0381
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 8140.83709 8171.72245 5.9231776 2000-2009 –> 2010-2019 12.3503446 18942.3012 19005.6195
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5569.99036 5603.53677 5.4679358 2000-2009 –> 2010-2019 11.0859774 13050.0344 13119.1351
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8095.84354 8131.87645 5.8146827 2000-2009 –> 2010-2019 12.1409909 18847.2697 18921.1411
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5545.70373 5579.25014 5.3939196 2000-2009 –> 2010-2019 11.0138709 13026.5546 13095.6553
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8102.72986 8138.76277 5.8304562 2000-2009 –> 2010-2019 12.1588914 18855.2620 18929.1334
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 5616.28493 5649.83134 5.6118485 2000-2009 –> 2010-2019 10.7364035 12878.0647 12947.1654
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 8118.36873 8154.40165 5.8664368 2000-2009 –> 2010-2019 12.2862413 18918.0619 18991.9333
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5777.50712 5811.05353 6.1432430 2000-2009 –> 2010-2019 12.2156767 13442.1922 13511.2929
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 8354.39233 8390.42524 6.4372215 2000-2009 –> 2010-2019 13.1733155 19312.3101 19386.1815
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5786.45599 5820.00240 6.1741708 2000-2009 –> 2010-2019 12.2840852 13465.7490 13534.8497
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5510.28300 5543.82941 5.2877634 2000-2009 –> 2010-2019 10.9535776 13010.4288 13079.5295
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8141.30744 8177.34035 5.9196144 2000-2009 –> 2010-2019 12.2697196 18905.0860 18978.9574
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5781.36306 5814.90947 6.1565503 2000-2009 –> 2010-2019 12.2031659 13435.9331 13505.0338
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5742.56175 5776.10816 6.0239463 2000-2009 –> 2010-2019 12.0832347 13402.1021 13471.2028
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8307.92042 8343.95334 6.3206078 2000-2009 –> 2010-2019 13.1542137 19313.1229 19386.9943
mod Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5663.50276 5697.04917 5.7625338 2000-2009 –> 2010-2019 11.4953449 13191.5559 13260.6566
obs Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8296.43303 8332.46594 6.2921092 2000-2009 –> 2010-2019 13.0268146 19253.6725 19327.5439
mod Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7341.10445 7377.54909 3.6650068 2000-2009 –> 2010-2019 6.9260005 15532.5557 15606.5211
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8902.29027 8939.36991 4.9135658 2000-2009 –> 2010-2019 9.3537769 18139.8505 18214.5085
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8918.34802 8955.42766 4.9403665 2000-2009 –> 2010-2019 9.3921484 18164.1583 18238.8163
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 7022.28068 7058.72532 3.2562366 2000-2009 –> 2010-2019 6.3102252 15007.5374 15081.5028
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 8894.11805 8931.19769 4.8999820 2000-2009 –> 2010-2019 9.2702053 18081.3139 18155.9719
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7005.56097 7042.00561 3.2361049 2000-2009 –> 2010-2019 6.3052209 15006.3524 15080.3178
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8933.32704 8970.40668 4.9654986 2000-2009 –> 2010-2019 9.3733543 18147.7032 18222.3612
obs Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8921.42068 8958.50031 4.9455115 2000-2009 –> 2010-2019 9.4022278 18170.7426 18245.4006
obs Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8896.79078 8933.87042 4.9044205 2000-2009 –> 2010-2019 9.5015060 18244.4153 18319.0733
mod Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7013.93324 7050.37788 3.2461701 2000-2009 –> 2010-2019 6.3292718 15029.0192 15102.9846
obs Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8934.33962 8971.41925 4.9672021 2000-2009 –> 2010-2019 9.3804149 18152.5661 18227.2241
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6990.11673 7026.56137 3.2176197 2000-2009 –> 2010-2019 6.2659290 14969.5214 15043.4868
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8973.45863 9010.53827 5.0334641 2000-2009 –> 2010-2019 9.3689841 18135.3816 18210.0396
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6942.84202 6979.28666 3.1616901 2000-2009 –> 2010-2019 6.1885634 14900.0597 14974.0250
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9000.04238 9037.12202 5.0789968 2000-2009 –> 2010-2019 9.4409267 18181.2168 18255.8748
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 7088.42698 7119.66525 3.3395929 2000-2009 –> 2010-2019 6.5095864 15188.8953 15252.2942
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 7068.39411 7099.63238 3.3148698 2000-2009 –> 2010-2019 6.4725195 15156.5960 15219.9949
mod Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6941.84979 6978.29443 3.1605267 2000-2009 –> 2010-2019 6.1900937 14901.8641 14975.8295
obs Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9007.44480 9044.52444 5.0917489 2000-2009 –> 2010-2019 9.4653409 18197.0833 18271.7413
mod Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7073.70328 7104.94155 3.3214041 2000-2009 –> 2010-2019 6.4826018 15165.4359 15228.8348
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8998.49730 9035.43804 5.3956180 2000-2009 –> 2010-2019 10.2144310 17909.1177 17983.1900
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9000.80705 9037.74778 5.3999260 2000-2009 –> 2010-2019 10.2714343 17943.7726 18017.8449
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7134.28500 7171.19665 2.8624186 2000-2009 –> 2010-2019 5.5425525 14112.6011 14186.4583
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7189.98603 7226.89767 2.9182793 2000-2009 –> 2010-2019 5.6634742 14237.7636 14311.6208
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9001.68697 9038.62770 5.4015681 2000-2009 –> 2010-2019 10.2823807 17950.3272 18024.3996
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7729.32149 7766.23314 3.5188473 2000-2009 –> 2010-2019 6.6967102 15200.9485 15274.8057
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9035.60189 9072.54263 5.4652417 2000-2009 –> 2010-2019 10.5376816 18098.7715 18172.8438
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7204.17798 7241.08963 2.9326853 2000-2009 –> 2010-2019 5.6914727 14266.2593 14340.1166
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 9042.97358 9074.63707 5.4829686 2000-2009 –> 2010-2019 10.4348963 18032.6334 18096.1239
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 9051.68155 9083.34504 5.4994916 2000-2009 –> 2010-2019 10.5077073 18074.9558 18138.4464
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7127.02698 7163.93863 2.8552190 2000-2009 –> 2010-2019 5.5608959 14132.8127 14206.6699
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8937.99646 8974.93720 5.2839902 2000-2009 –> 2010-2019 10.1734530 17891.9029 17965.9752
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7222.28318 7259.19483 2.9511669 2000-2009 –> 2010-2019 5.7257580 14300.9069 14374.7642
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8963.17849 9000.11923 5.3301692 2000-2009 –> 2010-2019 10.2952126 17962.7048 18036.7771
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7218.58475 7250.22331 2.9494283 2000-2009 –> 2010-2019 5.6789675 14247.7994 14311.1056
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 7291.39715 7323.03570 3.0248935 2000-2009 –> 2010-2019 5.8196733 14389.0168 14452.3230
obs Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 9053.11345 9084.77694 5.5022133 2000-2009 –> 2010-2019 10.5187668 18081.3348 18144.8254
mod Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7247.39868 7284.31033 2.9769976 2000-2009 –> 2010-2019 5.7678021 14342.8961 14416.7533
obs Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8968.86095 9005.80168 5.3406455 2000-2009 –> 2010-2019 10.3185194 17976.0627 18050.1351
mod Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7308.42033 7340.05888 3.0428136 2000-2009 –> 2010-2019 5.8518084 14420.7324 14484.0386
obs Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 11718.92577 11752.27687 5.1269506 2000-2009 –> 2010-2019 10.1155416 23587.1543 23653.9865
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8040.75497 8078.49919 2.8687480 2000-2009 –> 2010-2019 5.6964367 16998.4076 17074.6941
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11769.65211 11808.56173 5.1925249 2000-2009 –> 2010-2019 10.2133783 23665.1377 23743.1087
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8133.11089 8170.85511 2.9515425 2000-2009 –> 2010-2019 5.9213324 17269.1403 17345.4268
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 11811.03260 11849.94222 5.2488715 2000-2009 –> 2010-2019 10.3194163 23745.1040 23823.0750
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8378.28466 8416.02888 3.1831108 2000-2009 –> 2010-2019 6.1145472 17467.0249 17543.3114
mod Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8146.72195 8184.46617 2.9639448 2000-2009 –> 2010-2019 5.9473358 17299.3747 17375.6612
obs Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 11814.71735 11853.62696 5.2539185 2000-2009 –> 2010-2019 10.3304564 23753.4169 23831.3879
mod Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8150.20571 8187.94993 2.9671276 2000-2009 –> 2010-2019 5.8472901 17174.7505 17251.0370
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 11768.29251 11801.64361 5.1933923 2000-2009 –> 2010-2019 10.2209241 23666.9862 23733.8184
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 11809.27331 11842.62441 5.2492011 2000-2009 –> 2010-2019 10.3259864 23746.1639 23812.9961
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7868.54954 7906.29376 2.7205229 2000-2009 –> 2010-2019 5.3630833 16579.8682 16656.1547
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11740.73435 11779.64396 5.1535079 2000-2009 –> 2010-2019 10.1505313 23617.5801 23695.5511
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7918.23979 7955.98401 2.7624895 2000-2009 –> 2010-2019 5.4652445 16711.4983 16787.7849
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11790.17861 11829.08823 5.2203993 2000-2009 –> 2010-2019 10.2761600 23712.8098 23790.7807
mod Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 8420.65732 8453.00950 3.2269225 2000-2009 –> 2010-2019 6.1738747 17526.6023 17591.9907
obs Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 11812.83763 11846.18873 5.2540833 2000-2009 –> 2010-2019 10.3363318 23753.9421 23820.7743
mod Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7927.93108 7965.67530 2.7707495 2000-2009 –> 2010-2019 5.4835618 16734.7019 16810.9884
obs Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11797.70532 11836.61493 5.2306577 2000-2009 –> 2010-2019 10.2955133 23727.3783 23805.3492
mod Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8224.55356 8256.90575 3.0377434 2000-2009 –> 2010-2019 5.9410097 17276.1649 17341.5533
obs Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13429.88817 13469.82501 4.9662146 2000-2009 –> 2010-2019 9.3884726 29453.6834 29535.0684
obs Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 13429.21758 13463.44915 4.9677018 2000-2009 –> 2010-2019 9.3904184 29451.5842 29521.3428
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8609.68601 8648.34659 2.4700042 2000-2009 –> 2010-2019 4.6836774 17907.4899 17985.6883
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13472.21699 13512.15383 5.0137865 2000-2009 –> 2010-2019 9.4159991 29470.9794 29552.3645
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8732.01735 8770.67794 2.5530338 2000-2009 –> 2010-2019 4.8372011 18161.2961 18239.4945
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 13495.68255 13535.61939 5.0403547 2000-2009 –> 2010-2019 9.4720807 29531.2619 29612.6470
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 13504.70454 13538.93611 5.0528826 2000-2009 –> 2010-2019 9.5139304 29574.6200 29644.3786
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 13420.92871 13460.86554 4.9562034 2000-2009 –> 2010-2019 9.3583067 29419.5543 29500.9393
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13442.81859 13482.75543 4.9806986 2000-2009 –> 2010-2019 9.4100564 29475.4529 29556.8379
mod Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8737.10833 8775.76892 2.5565490 2000-2009 –> 2010-2019 4.8462694 18176.5707 18254.7691
obs Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 13497.34290 13537.27973 5.0422399 2000-2009 –> 2010-2019 9.4773486 29537.1264 29618.5114
mod Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8790.79140 8829.45198 2.5939122 2000-2009 –> 2010-2019 5.0104715 18456.3734 18534.5718
obs Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13452.58025 13492.51709 4.9916611 2000-2009 –> 2010-2019 9.4034396 29463.3028 29544.6878
obs Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13440.08807 13480.02491 4.9776365 2000-2009 –> 2010-2019 9.4045216 29469.6454 29551.0305
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 8640.96643 8674.10407 2.4923214 2000-2009 –> 2010-2019 4.7437646 18007.7253 18074.7526
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 8753.10281 8786.24046 2.5690128 2000-2009 –> 2010-2019 4.8874810 18242.8938 18309.9210
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8635.04393 8673.70452 2.4869905 2000-2009 –> 2010-2019 4.7206410 17970.5267 18048.7251
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8733.15128 8771.81186 2.5538163 2000-2009 –> 2010-2019 4.8341781 18155.4367 18233.6351
mod Pacific (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 8755.97016 8789.10781 2.5710044 2000-2009 –> 2010-2019 4.8933696 18252.8047 18319.8319
mod Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8737.16680 8775.82738 2.5565894 2000-2009 –> 2010-2019 4.8410187 18166.9264 18245.1248
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10239.64522 10279.17304 2.7807344 2000-2009 –> 2010-2019 5.0296699 22011.4772 22092.1468
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11750.86487 11790.69367 3.5452698 2000-2009 –> 2010-2019 7.1690239 27224.1019 27305.6309
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10288.13103 10327.65885 2.8131149 2000-2009 –> 2010-2019 5.1194655 22192.9176 22273.5872
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11890.86942 11930.69822 3.6606374 2000-2009 –> 2010-2019 7.4467205 27614.4148 27695.9439
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 11789.15452 11823.29349 3.5780918 2000-2009 –> 2010-2019 7.2381341 27317.3068 27387.1888
mod Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10267.40730 10306.93512 2.7992290 2000-2009 –> 2010-2019 5.0861525 22127.5814 22208.2510
obs Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11810.80794 11850.63674 3.5942126 2000-2009 –> 2010-2019 7.2958837 27405.5611 27487.0902
obs Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 11905.71859 11939.85756 3.6747722 2000-2009 –> 2010-2019 7.4613718 27628.0430 27697.9250
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10631.05685 10670.58467 3.0531545 2000-2009 –> 2010-2019 5.4802855 22805.0466 22885.7162
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10444.29028 10483.81810 2.9199885 2000-2009 –> 2010-2019 5.3315055 22584.2423 22664.9119
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 11751.86711 11791.69591 3.5460826 2000-2009 –> 2010-2019 7.1095012 27129.1987 27210.7277
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10465.98795 10505.51577 2.9351560 2000-2009 –> 2010-2019 5.3680733 22652.5362 22733.2058
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11762.52251 11802.35131 3.5547357 2000-2009 –> 2010-2019 7.1251592 27151.0718 27232.6008
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10345.43631 10384.96413 2.8518719 2000-2009 –> 2010-2019 5.2703839 22500.6643 22581.3339
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10541.23388 10580.76170 2.9883686 2000-2009 –> 2010-2019 5.3446635 22559.0106 22639.6802
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11830.53102 11870.35982 3.6104636 2000-2009 –> 2010-2019 7.1906508 27234.6790 27316.2080
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 10449.11223 10482.99322 2.9247488 2000-2009 –> 2010-2019 5.3609512 22640.7768 22709.9222
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10437.71835 10477.24617 2.9154100 2000-2009 –> 2010-2019 5.3343529 22593.8860 22674.5556
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11760.54719 11800.37600 3.5531300 2000-2009 –> 2010-2019 7.1227811 27147.8606 27229.3896
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 11989.15044 12023.28941 3.7455721 2000-2009 –> 2010-2019 7.3846458 27484.4843 27554.3664
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10731.14153 10770.96713 2.8108772 2000-2009 –> 2010-2019 4.9258421 22881.4754 22962.8601
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12834.87344 12875.35601 3.4975991 2000-2009 –> 2010-2019 6.6701833 27610.3834 27692.5955
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10613.85347 10653.67907 2.7364384 2000-2009 –> 2010-2019 4.7739607 22555.3612 22636.7459
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 13034.38965 13074.87222 3.6460436 2000-2009 –> 2010-2019 7.1626786 28400.4672 28482.6793
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 12995.03690 13029.73625 3.6177809 2000-2009 –> 2010-2019 6.9395821 28032.1775 28102.6451
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 10734.36740 10768.50363 2.8142406 2000-2009 –> 2010-2019 4.9137094 22841.5345 22911.2928
mod Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10643.14855 10682.97415 2.7548442 2000-2009 –> 2010-2019 4.8080090 22627.4689 22708.8537
obs Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12865.69572 12906.17829 3.5201305 2000-2009 –> 2010-2019 6.8052952 27841.2217 27923.4339
obs Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 13081.97707 13116.67641 3.6839051 2000-2009 –> 2010-2019 7.1995270 28444.4020 28514.8696
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10190.36778 10230.19338 2.4837009 2000-2009 –> 2010-2019 4.2777967 21419.6231 21501.0078
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 10188.65613 10222.79235 2.4838648 2000-2009 –> 2010-2019 4.2786084 21417.9324 21487.6907
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 12970.67934 13011.16191 3.5979695 2000-2009 –> 2010-2019 6.6474772 27519.2370 27601.4492
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10056.66877 10096.49437 2.4088634 2000-2009 –> 2010-2019 4.1525741 21126.4613 21207.8460
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12910.34374 12950.82631 3.5530264 2000-2009 –> 2010-2019 6.5987276 27451.7370 27533.9492
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10402.42367 10442.24927 2.6071955 2000-2009 –> 2010-2019 4.5039465 21943.1590 22024.5437
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13050.42683 13090.90940 3.6582457 2000-2009 –> 2010-2019 6.7111080 27605.2909 27687.5031
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 10455.14088 10489.27710 2.6400457 2000-2009 –> 2010-2019 4.5600305 22062.0308 22131.7892
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10048.29490 10088.12050 2.4042519 2000-2009 –> 2010-2019 4.1449022 21108.2535 21189.6383
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12922.23945 12962.72202 3.5618427 2000-2009 –> 2010-2019 6.6076597 27463.8509 27546.0631
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 13135.24557 13169.94492 3.7250153 2000-2009 –> 2010-2019 6.7785972 27689.4616 27759.9291
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5883.13716 5914.82960 1.8221588 2000-2009 –> 2010-2019 3.2983296 11613.2661 11677.1534
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5881.40131 5918.37582 1.8198195 2000-2009 –> 2010-2019 3.2939233 11609.0998 11683.6350
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5882.82761 5919.80213 1.8207122 2000-2009 –> 2010-2019 3.2932035 11607.0652 11681.6004
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate 5907.32595 5939.01840 1.8373788 2000-2009 –> 2010-2019 3.3222443 11656.0246 11719.9119
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5886.22018 5923.19470 1.8228376 2000-2009 –> 2010-2019 3.2935476 11606.6304 11681.1656
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5885.13087 5922.10539 1.8221549 2000-2009 –> 2010-2019 3.2903110 11600.0454 11674.5806
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 12279.63332 12319.46852 3.9908096 2000-2009 –> 2010-2019 6.8323845 22930.1495 23009.7265
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5922.63792 5959.61244 1.8458091 2000-2009 –> 2010-2019 3.3276107 11666.8055 11741.3407
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12242.66376 12282.49896 3.9572363 2000-2009 –> 2010-2019 6.7972212 22890.7632 22970.3403
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5898.13434 5935.10886 1.8303211 2000-2009 –> 2010-2019 3.2976595 11611.2872 11685.8224
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5928.92974 5965.90425 1.8498070 2000-2009 –> 2010-2019 3.3194895 11647.1300 11721.6652
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12233.99481 12273.83001 3.9494047 2000-2009 –> 2010-2019 6.7865756 22877.8138 22957.3908
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5922.47072 5959.44523 1.8457029 2000-2009 –> 2010-2019 3.3276433 11666.9343 11741.4695
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12242.77657 12282.61177 3.9573383 2000-2009 –> 2010-2019 6.7972201 22890.7193 22970.2963
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 12240.77991 12274.92437 3.9573413 2000-2009 –> 2010-2019 6.8397738 22950.9405 23019.1494
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12269.48022 12309.31542 3.9815610 2000-2009 –> 2010-2019 6.8363361 22940.0089 23019.5859
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12240.44441 12280.27961 3.9552298 2000-2009 –> 2010-2019 6.8096175 22910.3870 22989.9640
obs Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12245.77814 12285.61334 3.9600536 2000-2009 –> 2010-2019 6.8144663 22915.7586 22995.3356
obs Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 12274.67978 12308.82424 3.9881170 2000-2009 –> 2010-2019 6.8519010 22956.8135 23025.0223
obs Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 12300.68592 12334.83038 4.0118885 2000-2009 –> 2010-2019 6.8669384 22969.6301 23037.8390
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 6322.59109 6354.86889 1.7322662 2000-2009 –> 2010-2019 3.0790761 12301.7613 12366.8020
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6324.11187 6361.76930 1.7320073 2000-2009 –> 2010-2019 3.0769339 12300.4182 12376.2991
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6309.88244 6347.53987 1.7243370 2000-2009 –> 2010-2019 3.0708192 12290.2069 12366.0877
mod Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6365.38109 6403.03852 1.7544467 2000-2009 –> 2010-2019 3.1222450 12400.3029 12476.1837
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6191.98364 6229.64107 1.6620773 2000-2009 –> 2010-2019 2.9891899 12121.9414 12197.8222
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6195.21605 6232.87348 1.6637539 2000-2009 –> 2010-2019 2.9662925 12060.2056 12136.0864
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 13445.01984 13486.17488 3.0737232 2000-2009 –> 2010-2019 5.7515406 26613.3827 26695.9375
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6308.17797 6345.83539 1.7234205 2000-2009 –> 2010-2019 3.0740064 12299.0800 12374.9609
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13415.91083 13457.06587 3.0568369 2000-2009 –> 2010-2019 5.7398754 26594.9323 26677.4872
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6184.57819 6222.23562 1.6582426 2000-2009 –> 2010-2019 2.9834150 12109.4505 12185.3313
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13395.40105 13436.55609 3.0449949 2000-2009 –> 2010-2019 5.7113015 26540.1915 26622.7463
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 6322.67525 6354.95304 1.7323117 2000-2009 –> 2010-2019 3.1335282 12439.5022 12504.5429
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6306.47745 6344.13487 1.7225066 2000-2009 –> 2010-2019 3.0725775 12296.0538 12371.9347
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13415.69228 13456.84732 3.0567105 2000-2009 –> 2010-2019 5.7401048 26595.4395 26677.9944
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 13414.26716 13449.54291 3.0570431 2000-2009 –> 2010-2019 5.7504136 26612.3202 26683.0815
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13399.05874 13440.21378 3.0471034 2000-2009 –> 2010-2019 5.7201961 26557.7585 26640.3133
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 13381.56817 13422.72321 3.0370339 2000-2009 –> 2010-2019 5.7159640 26552.2045 26634.7593
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 13461.48862 13496.76437 3.0844854 2000-2009 –> 2010-2019 5.7809879 26665.9012 26736.6624
obs Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 13383.40917 13424.56421 3.0380922 2000-2009 –> 2010-2019 5.7169001 26553.7958 26636.3506
obs Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 13416.88122 13452.15696 3.0585558 2000-2009 –> 2010-2019 5.7378009 26586.1608 26656.9221
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 6658.94814 6691.53594 1.7331563 2000-2009 –> 2010-2019 3.1566439 12451.3702 12516.3397
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 18488.81644 18531.46426 4.0794287 2000-2009 –> 2010-2019 7.0280912 37475.0186 37561.3546
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 6663.83595 6696.42374 1.7356674 2000-2009 –> 2010-2019 3.1578763 12453.3265 12518.2959
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 18316.62237 18359.27018 3.9734216 2000-2009 –> 2010-2019 7.0049473 37513.1211 37599.4572
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 6328.75061 6361.33841 1.5716671 2000-2009 –> 2010-2019 2.8662912 11811.6432 11876.6127
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6488.94391 6521.53171 1.6480413 2000-2009 –> 2010-2019 3.0922736 12328.5604 12393.5299
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 18562.45071 18605.09853 4.1256188 2000-2009 –> 2010-2019 7.0711467 37540.5821 37626.9182
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6214.25688 6252.27597 1.5183595 2000-2009 –> 2010-2019 2.7286863 11479.5190 11555.3167
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 18378.20979 18420.85760 4.0110162 2000-2009 –> 2010-2019 7.0847713 37679.6806 37766.0166
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 6434.15536 6466.74316 1.6215114 2000-2009 –> 2010-2019 3.0212852 12171.7782 12236.7477
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6252.08580 6290.10490 1.5354687 2000-2009 –> 2010-2019 2.7790238 11605.6954 11681.4931
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 18487.34640 18529.99422 4.0785118 2000-2009 –> 2010-2019 7.0367372 37498.1175 37584.4536
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 6326.67633 6359.26413 1.5707017 2000-2009 –> 2010-2019 2.8649574 11808.6403 11873.6098
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6213.66440 6251.68350 1.5180930 2000-2009 –> 2010-2019 2.7283372 11478.7036 11554.5014
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 6282.81048 6315.39828 1.5504249 2000-2009 –> 2010-2019 2.8336741 11736.9153 11801.8848
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 18315.43252 18351.98779 3.9739138 2000-2009 –> 2010-2019 7.0065530 37512.7178 37586.7201
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 18312.89381 18355.54163 3.9711569 2000-2009 –> 2010-2019 6.9131014 37281.7884 37368.1244
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 18384.78892 18427.43674 4.0150532 2000-2009 –> 2010-2019 6.9673298 37380.2859 37466.6219
obs Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 18362.66393 18405.31175 4.0014931 2000-2009 –> 2010-2019 6.9523161 37354.4237 37440.7598
obs Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 18487.42633 18523.98160 4.0798091 2000-2009 –> 2010-2019 7.0436663 37510.6296 37584.6319
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14086.03873 14127.80241 2.7799372 2000-2009 –> 2010-2019 5.4474233 27353.2530 27436.4801
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 14163.21442 14199.01186 2.8183866 2000-2009 –> 2010-2019 5.4914952 27440.0557 27511.3932
obs Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14176.77120 14218.53487 2.8240431 2000-2009 –> 2010-2019 5.5150456 27492.4539 27575.6810
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4764.13432 4794.91491 1.6216386 2000-2009 –> 2010-2019 2.7116038 8445.5299 8506.9452
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14088.24925 14130.01293 2.7810036 2000-2009 –> 2010-2019 5.5040161 27469.2297 27552.4568
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4660.29826 4696.20895 1.5543676 2000-2009 –> 2010-2019 2.6352318 8323.2514 8394.9026
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4842.82888 4873.60947 1.6735383 2000-2009 –> 2010-2019 2.8593168 8729.6351 8791.0504
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 4842.84835 4873.62894 1.6735513 2000-2009 –> 2010-2019 2.8630548 8737.3011 8798.7164
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4628.96443 4664.87512 1.5349921 2000-2009 –> 2010-2019 2.5976293 8250.4544 8322.1055
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 14134.21022 14175.97390 2.8032674 2000-2009 –> 2010-2019 5.4549361 27368.5834 27451.8105
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4629.27450 4665.18519 1.5351826 2000-2009 –> 2010-2019 2.6013435 8258.8352 8330.4864
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14172.77687 14214.54055 2.8220868 2000-2009 –> 2010-2019 5.4768287 27413.5461 27496.7732
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4629.01428 4664.92497 1.5350227 2000-2009 –> 2010-2019 2.6096286 8277.8102 8349.4614
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14162.41427 14204.17795 2.8170178 2000-2009 –> 2010-2019 5.4878945 27436.6430 27519.8701
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 4842.87626 4873.65685 1.6735700 2000-2009 –> 2010-2019 2.8647114 8740.6837 8802.0990
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4629.26872 4665.17941 1.5351791 2000-2009 –> 2010-2019 2.6019270 8260.1716 8331.8228
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14170.37496 14212.13864 2.8209110 2000-2009 –> 2010-2019 5.4742714 27408.2697 27491.4968
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 4627.56587 4658.34646 1.5353617 2000-2009 –> 2010-2019 2.6496860 8362.8471 8424.2624
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 14176.93319 14212.73063 2.8251026 2000-2009 –> 2010-2019 5.4961140 27449.4404 27520.7780
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14151.08814 14192.85181 2.8114878 2000-2009 –> 2010-2019 5.5056239 27473.1972 27556.4243
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11335.21283 11375.83401 2.4434249 2000-2009 –> 2010-2019 4.7400813 21219.4360 21299.9083
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11352.90703 11393.52821 2.4522714 2000-2009 –> 2010-2019 4.7711473 21279.3595 21359.8319
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 7723.59317 7757.89727 1.3458648 2000-2009 –> 2010-2019 2.5325186 14890.9349 14959.5511
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 11397.94482 11432.76298 2.4759449 2000-2009 –> 2010-2019 4.7729660 21280.8643 21349.8407
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate_star 11416.51503 11451.33319 2.4853538 2000-2009 –> 2010-2019 4.8052468 21342.8908 21411.8671
obs Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11338.03779 11378.65897 2.4448351 2000-2009 –> 2010-2019 4.7549371 21247.8635 21328.3359
obs Pacific (28.1,28.2] cstar_tref ~ sal + silicate + phosphate + phosphate_star 11407.02899 11441.84715 2.4805431 2000-2009 –> 2010-2019 4.7922204 21317.8447 21386.8210
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 8015.93900 8050.24311 1.4363272 2000-2009 –> 2010-2019 2.5655889 14960.2007 15028.8169
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11377.15723 11417.77842 2.4644478 2000-2009 –> 2010-2019 4.8028578 21340.4023 21420.8747
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7286.30595 7326.32741 1.2205323 2000-2009 –> 2010-2019 2.2909047 13991.5589 14071.6112
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7099.18972 7139.21118 1.1707566 2000-2009 –> 2010-2019 2.1547004 13425.5740 13505.6262
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 11396.51664 11437.13783 2.4742118 2000-2009 –> 2010-2019 4.7680268 21275.3099 21355.7823
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7112.67420 7152.69566 1.1742748 2000-2009 –> 2010-2019 2.1614367 13453.7524 13533.8047
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11392.07071 11432.69189 2.4719661 2000-2009 –> 2010-2019 4.7745289 21287.5590 21368.0314
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7094.80718 7134.82864 1.1696154 2000-2009 –> 2010-2019 2.1585797 13444.0938 13524.1461
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7111.65911 7151.68057 1.1740096 2000-2009 –> 2010-2019 2.1616756 13455.0344 13535.0866
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11389.86478 11430.48597 2.4708526 2000-2009 –> 2010-2019 4.7702820 21279.3804 21359.8527
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 7136.89497 7171.19907 1.1811462 2000-2009 –> 2010-2019 2.2023678 13628.6161 13697.2323
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate 8110.47630 8144.78041 1.4668623 2000-2009 –> 2010-2019 2.5495210 14865.0889 14933.7052
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 8128.52032 8162.82443 1.4727638 2000-2009 –> 2010-2019 2.5634752 14916.4795 14985.0957
obs Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3324.12783 3352.12958 1.9897580 2000-2009 –> 2010-2019 4.1241515 5225.8689 5278.3089
obs Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3263.61261 3296.28131 1.9121821 2000-2009 –> 2010-2019 4.0372170 5163.5394 5224.7195
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3261.89360 3294.56230 1.9100923 2000-2009 –> 2010-2019 4.0387313 5163.2913 5224.4713
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3248.50074 3281.16944 1.8938881 2000-2009 –> 2010-2019 4.1188070 5188.2968 5249.4768
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 10185.08769 10223.27614 0.7912886 2000-2009 –> 2010-2019 1.4210082 19126.5788 19203.4582
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate_star 10370.57881 10408.76726 0.8085695 2000-2009 –> 2010-2019 1.4798105 19908.2068 19985.0861
mod Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate_star 10465.55040 10503.73884 0.8175629 2000-2009 –> 2010-2019 1.4888643 20004.0190 20080.8984
mod Pacific (28.2,28.3] cstar_tref ~ sal + silicate + phosphate + phosphate_star 10281.63740 10319.82585 0.8002369 2000-2009 –> 2010-2019 1.4705369 19806.1693 19883.0487
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3264.89874 3297.56743 1.9137472 2000-2009 –> 2010-2019 4.1023970 5190.4286 5251.6086
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10215.18394 10259.73712 0.7938822 2000-2009 –> 2010-2019 1.4868542 20052.2703 20141.9629
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3328.07743 3360.74613 1.9922272 2000-2009 –> 2010-2019 4.1496149 5241.1196 5302.2996
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 9907.83860 9952.39179 0.7659669 2000-2009 –> 2010-2019 1.3619189 18336.7801 18426.4727
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9915.02951 9959.58269 0.7666087 2000-2009 –> 2010-2019 1.3638299 18363.8331 18453.5257
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3260.34936 3293.01805 1.9082168 2000-2009 –> 2010-2019 4.1478820 5205.8793 5267.0593
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9982.45453 10027.00772 0.7726525 2000-2009 –> 2010-2019 1.3563272 18217.0556 18306.7482
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9913.54847 9958.10166 0.7664765 2000-2009 –> 2010-2019 1.3638152 18364.1894 18453.8820
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate_star 10111.16046 10149.34890 0.7845047 2000-2009 –> 2010-2019 1.4001343 18841.3858 18918.2651
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3311.27646 3343.94515 1.9710484 2000-2009 –> 2010-2019 4.1042413 5214.5292 5275.7092
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3270.01811 3302.68681 1.9199897 2000-2009 –> 2010-2019 4.0979823 5191.3111 5252.4911
obs Pacific (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3275.64145 3308.31015 1.9268701 2000-2009 –> 2010-2019 4.1444814 5212.5819 5273.7619
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 6647.90173 6681.88781 1.1480374 2000-2009 –> 2010-2019 1.9550604 10760.1402 10826.7637
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate_star 6618.93287 6652.91895 1.1402607 2000-2009 –> 2010-2019 1.9070720 10557.1886 10623.8120
mod Pacific (28.3,28.4] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6663.86401 6697.85009 1.1523452 2000-2009 –> 2010-2019 1.9428516 10705.7136 10772.3370
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6638.79838 6678.44880 1.1450505 2000-2009 –> 2010-2019 1.9503035 10745.5633 10823.2906
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 500.35131 519.97946 1.7758950 2000-2009 –> 2010-2019 4.2500511 746.8351 779.8474
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6618.03627 6657.68670 1.1394860 2000-2009 –> 2010-2019 1.9045597 10550.5694 10628.2967
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 6682.61146 6716.59754 1.1574252 2000-2009 –> 2010-2019 1.9653521 10798.6605 10865.2839
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6660.87654 6700.52697 1.1509975 2000-2009 –> 2010-2019 1.9396986 10696.9434 10774.6708
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 500.41122 520.03937 1.7763311 2000-2009 –> 2010-2019 4.2409877 746.5103 779.5226
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 502.49241 522.12056 1.7915471 2000-2009 –> 2010-2019 4.1987687 746.2336 779.2459
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 502.13095 521.75909 1.7888950 2000-2009 –> 2010-2019 4.2507826 748.1176 781.1299
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 507.62859 527.25674 1.8296587 2000-2009 –> 2010-2019 4.2029085 749.9485 782.9608
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate 503.09216 519.91629 1.8107376 2000-2009 –> 2010-2019 4.2261290 745.1722 773.4684
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 503.12357 522.75172 1.7961873 2000-2009 –> 2010-2019 4.2101475 747.1443 780.1566
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 500.66527 520.29342 1.7781816 2000-2009 –> 2010-2019 4.1506238 742.9511 775.9634
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6720.01681 6759.66724 1.1670802 2000-2009 –> 2010-2019 1.9591943 10770.7818 10848.5092
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate 507.31262 524.13674 1.8423303 2000-2009 –> 2010-2019 4.2155860 747.6327 775.9290
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 507.51605 527.14420 1.8288150 2000-2009 –> 2010-2019 4.2000347 749.7503 782.7627
mod Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate 6595.57689 6629.56297 1.1340291 2000-2009 –> 2010-2019 1.9646927 10806.0986 10872.7220
mod Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6597.44261 6637.09304 1.1339933 2000-2009 –> 2010-2019 1.8975403 10523.1761 10600.9034

7.3 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)

7.4 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)
# create table of target variable coefficients in wide format
lm_best_target <- lm_best %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )
GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
  GLODAP_augmented
)

7.5 Write files

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 = ""))

GLODAP_augmented_best %>%
  write_csv(paste(path_version_data,
                  "lm_residuals_best_models.csv",
                  sep = ""))

8 Model diagnotics

8.1 Selection criterion vs predictors

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

8.1.1 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
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

8.1.2 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
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 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).

8.2.1 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
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 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
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 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] 4 6 8 8 10 7 5
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 6 7 7 7 6 6 10
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 9 8 6 4 5 10 6
(27.25,27.5] 7 8 3 6 6 10 8
(27.5,27.75] 6 2 6 6 10 7 7
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 3 5 5 9 9 7
(27.95,28.05] 4 3 4 8 9 6 10
(28.05,28.1] 6 1 7 6 7 6 10
(28.1,28.15] 6 1 6 7 7 7 10
(28.15,28.2] 6 9 3 5 5 5 10
(28.2, Inf] 10 10 1 4 6 5 5
total 92.00 75.00 76.00 85.00 101.00 104.00 107.00
Indian - mod
(-Inf,26] 5 6 6 8 7 7 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 5 5 5 8 4 10 10
(26.75,27] 5 5 5 8 4 10 10
(27,27.25] 4 10 5 7 7 8 8
(27.25,27.5] 7 10 4 6 4 4 10
(27.5,27.75] 3 4 3 10 6 6 10
(27.75,27.85] 4 2 5 9 5 10 6
(27.85,27.95] 3 2 3 10 8 10 6
(27.95,28.05] 4 2 4 8 10 10 5
(28.05,28.1] 5 3 3 7 10 9 8
(28.1,28.2] 4 7 4 4 9 6 10
(28.2,28.3] 7 10 4 5 9 5 7
(28.3,28.4] 7 6 7 7 8 10 4
total 69.00 76.00 64.00 104.00 95.00 115.00 114.00
Pacific - mod
(-Inf,26] 8 8 5 5 7 6 10
(26,26.5] 7 4 7 7 3 10 9
(26.5,26.75] 6 4 6 7 4 10 10
(26.75,27] 6 8 6 6 5 7 10
(27,27.25] 6 10 6 7 4 4 10
(27.25,27.5] 5 6 6 6 10 9 7
(27.5,27.75] 6 5 5 5 10 10 6
(27.75,27.85] 5 8 5 5 10 10 5
(27.85,27.95] 6 7 5 7 10 7 6
(27.95,28.05] 5 3 3 7 10 7 8
(28.05,28.1] 6 3 4 6 10 6 10
(28.1,28.2] 7 3 4 5 8 9 9
(28.2,28.3] 5 3 4 7 10 10 6
(28.3,28.4] 4 10 7 6 5 10 3
total 82.00 82.00 73.00 86.00 106.00 115.00 109.00
Atlantic - obs
(-Inf,26] 8 9 6 6 7 5 8
(26,26.5] 8 9 8 7 4 5 7
(26.5,26.75] 7 9 7 6 4 4 10
(26.75,27] 5 6 5 8 7 8 10
(27,27.25] 6 7 5 9 4 6 10
(27.25,27.5] 7 4 6 7 9 4 10
(27.5,27.75] 7 3 7 7 3 10 9
(27.75,27.85] 6 5 9 5 6 10 6
(27.85,27.95] 5 4 7 6 10 10 5
(27.95,28.05] 5 4 7 6 10 10 5
(28.05,28.1] 4 7 5 9 10 7 6
(28.1,28.15] 4 6 4 10 5 8 10
(28.15,28.2] 5 5 5 8 4 10 10
(28.2, Inf] 7 4 8 5 10 5 8
total 84.00 82.00 89.00 99.00 93.00 102.00 114.00
Indian - obs
(-Inf,26] 5 5 5 8 10 4 10
(26,26.5] 5 6 5 8 7 8 10
(26.5,26.75] 5 8 6 7 7 6 10
(26.75,27] 5 5 6 8 9 5 10
(27,27.25] 6 7 8 6 10 5 6
(27.25,27.5] 7 6 9 3 8 8 7
(27.5,27.75] 7 8 9 4 5 9 6
(27.75,27.85] 6 9 6 7 6 6 9
(27.85,27.95] 9 4 8 3 5 6 10
(27.95,28.05] 10 4 9 3 4 4 8
(28.05,28.1] 9 4 9 2 6 6 9
(28.1,28.2] 9 3 9 7 8 7 4
(28.2,28.3] 7 6 8 7 6 6 10
(28.3,28.4] 6 6 7 7 7 10 6
total 96.00 81.00 104.00 80.00 98.00 90.00 115.00
Pacific - obs
(-Inf,26] 8 8 6 6 8 5 8
(26,26.5] 6 7 6 7 7 7 10
(26.5,26.75] 6 10 6 7 4 4 10
(26.75,27] 7 10 7 7 3 3 9
(27,27.25] 7 5 7 5 10 6 8
(27.25,27.5] 5 4 6 7 10 10 5
(27.5,27.75] 5 4 6 7 10 10 5
(27.75,27.85] 4 5 5 8 5 10 10
(27.85,27.95] 5 5 4 8 5 10 10
(27.95,28.05] 6 9 7 5 5 7 9
(28.05,28.1] 6 5 7 5 9 9 7
(28.1,28.2] 7 4 7 6 10 9 4
(28.2,28.3] 8 9 10 7 5 4 6
(28.3,28.4] 4 7 9 4 10 6 8
total 84.00 92.00 93.00 89.00 101.00 100.00 109.00

8.4 RMSE alternatives

8.4.1 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
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best_eras %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 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
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 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
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: rparams_local$MLR_target`

# 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 <- 2
# binwidth_value <- (axis_lims$max_value - axis_lims$min_value) / 40
axis_lims <- c(axis_lims$min_value, axis_lims$max_value)

GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
  geom_bin2d(binwidth = i_binwidth) +
  scale_fill_viridis_c(trans = "log10") +
  geom_abline(slope = 1,
              col = "black") +
  coord_equal(xlim = axis_lims,
              ylim = axis_lims) +
  labs(title = "All models") +
  facet_wrap(~data_source)

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
  geom_bin2d(binwidth = i_binwidth) +
  scale_fill_viridis_c(trans = "log10") +
  geom_abline(slope = 1,
              col = "black") +
  coord_equal(xlim = axis_lims,
              ylim = axis_lims) +
  labs(title = "Selected models") +
  facet_wrap(~data_source)

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 
rm(binwidth_value, axis_lims)

8.6.2 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 = "black") +
  scale_fill_viridis_c(trans = "log10") +
  labs(
    title = paste(
      "Target variable:",
      params_local$MLR_target,
      "| Selected models",
      "| All domains"
    )
  ) +
  facet_wrap(~data_source)

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

GLODAP_augmented_best %>%
  ggplot(aes(lat, .resid)) +
  geom_bin2d(binwidth = i_binwidth) +
  geom_hline(yintercept = 0, col = "black") +
  scale_fill_viridis_c(trans = "log10") +
  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
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 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, data_source) %>% 
  # head(1) %>% 
  map(~ ggplot(data = .x, aes(lat, .resid)) +
      geom_bin2d(binwidth = i_binwidth) +
      geom_hline(yintercept = 0, col = "black") +
      scale_fill_viridis_c(trans = "log10") +
      facet_grid(gamma_slab ~ era) +
      coord_cartesian(ylim = i_ylim) +
      labs(
        title = paste(
          "Target:",
          params_local$MLR_target,
          "| best models | basin:",
          unique(.x$basin),
          "| data_source:",
          unique(.x$data_source)
        )
      ))
[[1]]

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24 

[[3]]

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 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
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 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(data_source, basin, gamma_slab, lat_grid) %>% 
  mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>% 
  ungroup() %>% 
  drop_na()

lat_residual_offset %>%
  ggplot(aes(lat_grid, .resid_mean_offset, col=data_source)) +
  geom_line() +
  geom_point() +
  geom_hline(yintercept = 0, col = "black") +
  facet_grid(gamma_slab ~ basin)

Version Author Date
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

GLODAP_augmented_best <- GLODAP_augmented_best %>%
  mutate(lon_grid = as.numeric(as.character(cut(
    lon,
    seq(-360, 500, 10),
    seq(-355, 500, 10)
  ))))

spatial_residual <- GLODAP_augmented_best %>%
  group_by(data_source, gamma_slab, era, lat_grid, lon_grid) %>% 
  summarise(.resid_mean = mean(.resid)) %>% 
  ungroup()

spatial_obs <- GLODAP_augmented_best %>%
  distinct(gamma_slab, era, lat, lon)

spatial_residual %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_cant_slab(
    df = .x,
    var = ".resid_mean",
    col = "divergent",
    title_text = "Residual distribution",
    subtitle_text = paste(
      "Data source:",
      unique(.x$data_source),
      "| density slab:",
      unique(.x$gamma_slab)
      ),
    legend_title = paste(params_local$MLR_target, "\nbias")
  ) +
    geom_raster(data = spatial_obs,
                aes(lon, lat)) +
    facet_grid(era ~ .)
  )
[[1]]

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[[2]]

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[[22]]

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[[23]]

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8.6.7 Spatial offset

# calculate residual offset for adjacent eras
spatial_residual_offset <- spatial_residual  %>%
  select(data_source, gamma_slab, era, lat_grid, lon_grid, .resid_mean) %>% 
  arrange(era) %>% 
  group_by(data_source, gamma_slab, lat_grid, lon_grid) %>% 
  mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>% 
  ungroup() %>% 
  drop_na()

spatial_obs <- spatial_obs %>% 
  count(lon, lat, gamma_slab) %>% 
  filter(n == 2) %>% 
  select(-n)

spatial_residual_offset %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_cant_slab(
    df = .x,
    var = ".resid_mean_offset",
    col = "divergent",
    title_text = "Residual offset distribution (era 2 - era 1)",
    subtitle_text = paste(
      "Data source:",
      unique(.x$data_source),
      "| density slab:",
      unique(.x$gamma_slab)
      ),
    legend_title = paste(params_local$MLR_target, "\nbias offset")
  ) +
    geom_raster(data = spatial_obs,
                aes(lon, lat))
  )
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9 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)

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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()

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

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

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

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

other attached packages:
 [1] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.5     
 [5] kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3      GGally_2.0.0    
 [9] lubridate_1.7.9  metR_0.9.0       scico_1.2.0      patchwork_1.1.1 
[13] collapse_1.5.0   forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5     
[17] purrr_0.3.4      readr_1.4.0      tidyr_1.1.2      tibble_3.0.4    
[21] ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_1.4-1        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.1.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.5            rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.11          farver_2.0.3             generics_0.0.2          
[40] jsonlite_1.7.1           zip_2.1.1                car_3.0-10              
[43] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[46] munsell_0.5.0            fansi_0.4.1              abind_1.4-5             
[49] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[52] yaml_2.2.1               carData_3.0-4            plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.0 data.table_1.13.2        modelr_0.1.8            
[70] vctrs_0.3.5              httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[76] xfun_0.18                openxlsx_4.2.3           RcppEigen_0.3.3.7.0     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_0.1