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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
obs Atlantic (-Inf,26] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 964.9416 984.9058 9.9311581 2000-2009 –> 2010-2019 21.8080875 1601.9074 1638.5458
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 156.5905 171.7027 0.7371599 2000-2009 –> 2010-2019 4.6360224 871.0556 906.0217
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 174.4010 189.5131 0.8472106 2000-2009 –> 2010-2019 5.0351998 906.8931 941.8593
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 154.6556 167.6089 0.7375349 2000-2009 –> 2010-2019 4.8337469 879.5639 909.5349
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 104.6588 119.7710 0.4913167 2000-2009 –> 2010-2019 4.3093188 813.8426 848.8088
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate_star 112.9771 125.9304 0.5325624 2000-2009 –> 2010-2019 4.9930718 859.3558 889.3268
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 156.6579 171.7701 0.7375483 2000-2009 –> 2010-2019 5.0482183 896.4259 931.3921
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 969.2504 989.2146 10.0997258 2000-2009 –> 2010-2019 22.1429044 1608.4403 1645.0787
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 968.5462 988.5104 10.0719814 2000-2009 –> 2010-2019 22.1291531 1607.9219 1644.5603
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 105.4928 120.6050 0.4945283 2000-2009 –> 2010-2019 4.9173513 851.7334 886.6996
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 177.6056 192.7178 0.8686896 2000-2009 –> 2010-2019 4.8300817 896.0802 931.0464
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 156.5295 171.6417 0.7368089 2000-2009 –> 2010-2019 4.6401235 871.2822 906.2484
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 968.5378 988.5021 10.0716540 2000-2009 –> 2010-2019 22.1343106 1607.9863 1644.6247
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 111.4276 126.5398 0.5179971 2000-2009 –> 2010-2019 4.7825725 848.4864 883.4526
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate 967.3615 984.4737 10.1041094 2000-2009 –> 2010-2019 22.1494687 1604.5804 1635.9847
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate_star 966.5557 983.6679 10.0723581 2000-2009 –> 2010-2019 22.1352751 1604.0077 1635.4120
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 963.1480 983.1122 9.8618213 2000-2009 –> 2010-2019 21.7577568 1600.3697 1637.0081
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 962.1761 982.1403 9.8244528 2000-2009 –> 2010-2019 21.7386226 1599.6428 1636.2812
obs Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 966.5458 983.6579 10.0719648 2000-2009 –> 2010-2019 22.1419126 1604.0909 1635.4953
obs Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 962.2596 982.2238 9.8276554 2000-2009 –> 2010-2019 21.7562871 1599.9204 1636.5588
obs Atlantic (26,26.5] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5219.7901 5247.6058 7.3761112 2000-2009 –> 2010-2019 16.9885932 9893.2033 9947.7219
obs Atlantic (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5216.5669 5249.0185 7.3508744 2000-2009 –> 2010-2019 16.9633504 9891.9794 9955.5843
obs Atlantic (26,26.5] cstar_tref ~ aou + phosphate + phosphate_star 5220.8708 5244.0505 7.3910369 2000-2009 –> 2010-2019 17.0405160 9897.1474 9942.5795
obs Atlantic (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5222.3778 5250.1935 7.3886465 2000-2009 –> 2010-2019 17.0330162 9899.9839 9954.5024
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1949.5977 1976.6828 3.7245889 2000-2009 –> 2010-2019 8.1622142 4127.9368 4182.4541
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1930.0549 1957.1400 3.6231859 2000-2009 –> 2010-2019 8.5631622 4188.1814 4242.6988
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1950.5032 1977.5883 3.7293556 2000-2009 –> 2010-2019 8.1538558 4126.6385 4181.1558
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5237.5546 5270.0062 7.4528071 2000-2009 –> 2010-2019 17.0488873 9910.8059 9974.4108
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1950.6704 1977.7555 3.7302366 2000-2009 –> 2010-2019 8.1822727 4131.4217 4185.9390
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5249.6197 5282.0713 7.5120429 2000-2009 –> 2010-2019 17.1529519 9928.7714 9992.3763
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1973.7796 2000.8646 3.8540005 2000-2009 –> 2010-2019 8.7185317 4220.4558 4274.9731
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 5239.3284 5267.1441 7.4712847 2000-2009 –> 2010-2019 17.0876867 9913.2578 9967.7763
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1933.5856 1960.6706 3.6412991 2000-2009 –> 2010-2019 8.6678501 4204.6380 4259.1553
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 5240.9930 5273.4447 7.4696408 2000-2009 –> 2010-2019 17.0841639 9916.6751 9980.2800
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1934.2917 1961.3768 3.6449328 2000-2009 –> 2010-2019 8.7169787 4212.0477 4266.5651
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1951.1594 1978.2444 3.7328136 2000-2009 –> 2010-2019 8.2148713 4136.9108 4191.4282
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1934.8740 1961.9590 3.6479315 2000-2009 –> 2010-2019 8.6529367 4202.7305 4257.2478
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1934.6073 1961.6923 3.6465576 2000-2009 –> 2010-2019 8.7217052 4212.8181 4267.3355
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 5235.5593 5263.3749 7.4528297 2000-2009 –> 2010-2019 17.1227527 9916.5152 9971.0337
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5232.3546 5264.8062 7.4274208 2000-2009 –> 2010-2019 17.0968480 9915.2456 9978.8506
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6523.1470 6557.6742 5.7907113 2000-2009 –> 2010-2019 11.8203401 12164.4890 12232.4357
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3373.5904 3404.3455 4.0151853 2000-2009 –> 2010-2019 7.4868541 6498.6447 6559.9892
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6519.9904 6554.5175 5.7818014 2000-2009 –> 2010-2019 11.8242022 12165.0353 12232.9820
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 6521.6330 6551.2277 5.7920841 2000-2009 –> 2010-2019 11.8345025 12164.6830 12222.9230
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 6518.5915 6548.1861 5.7834970 2000-2009 –> 2010-2019 11.8399772 12165.7093 12223.9493
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3397.6759 3428.4310 4.0968645 2000-2009 –> 2010-2019 7.4944862 6497.5485 6558.8930
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6521.9997 6556.5268 5.7874712 2000-2009 –> 2010-2019 11.8124061 12161.9788 12229.9255
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3405.6812 3436.4364 4.1243784 2000-2009 –> 2010-2019 7.4977314 6497.1810 6558.5255
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6518.9595 6553.4866 5.7788946 2000-2009 –> 2010-2019 11.8118949 12161.2797 12229.2264
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3377.6731 3408.4282 4.0289153 2000-2009 –> 2010-2019 7.4241719 6476.7324 6538.0768
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6519.9000 6554.4271 5.7815466 2000-2009 –> 2010-2019 11.8272279 12165.8948 12233.8415
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3406.9399 3437.6950 4.1287211 2000-2009 –> 2010-2019 7.5037061 6499.0046 6560.3490
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6518.8626 6553.3897 5.7786215 2000-2009 –> 2010-2019 11.8137132 12161.7893 12229.7360
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 3371.6632 3398.0247 4.0154298 2000-2009 –> 2010-2019 7.5261240 6507.7739 6560.3548
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3358.6269 3389.3821 3.9652634 2000-2009 –> 2010-2019 7.4167800 6476.8816 6538.2260
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6519.8959 6554.4231 5.7815351 2000-2009 –> 2010-2019 11.8315359 12167.1406 12235.0873
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3363.7083 3394.4634 3.9821462 2000-2009 –> 2010-2019 7.3670205 6459.1905 6520.5349
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6516.5985 6551.1257 5.7722430 2000-2009 –> 2010-2019 11.8399387 12168.9540 12236.9007
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3375.6764 3402.0379 4.0289262 2000-2009 –> 2010-2019 7.4546485 6483.1694 6535.7503
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3367.8106 3398.5657 3.9958284 2000-2009 –> 2010-2019 7.3474931 6451.7767 6513.1212
mod Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5156.9447 5192.1792 2.3365459 2000-2009 –> 2010-2019 4.7889726 9752.0254 9821.5368
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5360.1688 5395.4034 2.5555789 2000-2009 –> 2010-2019 4.9813355 9933.6211 10003.1325
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 5580.8807 5611.0817 2.8192651 2000-2009 –> 2010-2019 5.2531387 10158.9406 10218.5218
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7595.3172 7630.8774 5.8817336 2000-2009 –> 2010-2019 12.7790587 14088.3569 14158.0364
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7575.5850 7611.1452 5.8330892 2000-2009 –> 2010-2019 12.7230784 14066.5666 14136.2461
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 7583.3676 7613.8478 5.8571551 2000-2009 –> 2010-2019 12.7626561 14076.6984 14136.4238
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5546.5216 5581.7562 2.7744288 2000-2009 –> 2010-2019 4.9825265 9934.0179 10003.5293
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5572.2147 5607.4493 2.8060377 2000-2009 –> 2010-2019 5.0804092 10018.2051 10087.7165
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7584.4334 7619.9936 5.8548526 2000-2009 –> 2010-2019 12.7599986 14079.6648 14149.3444
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7575.9655 7611.5257 5.8340234 2000-2009 –> 2010-2019 12.7241078 14066.9738 14136.6534
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 7583.6722 7614.1524 5.8579059 2000-2009 –> 2010-2019 12.7632299 14076.9534 14136.6787
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5581.6865 5616.9211 2.8177810 2000-2009 –> 2010-2019 5.1314122 10061.5294 10131.0408
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7584.7398 7620.3000 5.8556077 2000-2009 –> 2010-2019 12.7605914 14079.9257 14149.6053
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 7573.6479 7604.1281 5.8332437 2000-2009 –> 2010-2019 12.7803027 14078.5829 14138.3082
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5182.2990 5217.5335 2.3628131 2000-2009 –> 2010-2019 4.5860931 9583.3489 9652.8603
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5196.2097 5231.4443 2.3773499 2000-2009 –> 2010-2019 4.5993957 9596.1613 9665.6727
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7572.6740 7608.2342 5.8259470 2000-2009 –> 2010-2019 12.7728572 14079.5675 14149.2471
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 5701.6892 5731.8902 2.9735091 2000-2009 –> 2010-2019 5.3093698 10198.4461 10258.0273
mod Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5224.9473 5260.1819 2.4076648 2000-2009 –> 2010-2019 4.6655123 9656.5146 9726.0260
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7573.0416 7608.6018 5.8268485 2000-2009 –> 2010-2019 12.7736900 14079.9160 14149.5955
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 6033.4425 6064.4632 2.4522375 2000-2009 –> 2010-2019 5.0025160 11076.0239 11136.8859
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5608.8748 5645.0656 2.0811828 2000-2009 –> 2010-2019 4.4104822 10459.8597 10530.8654
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5812.8999 5849.0907 2.2510743 2000-2009 –> 2010-2019 4.6664870 10741.4272 10812.4329
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10773.8549 10811.6164 6.6042695 2000-2009 –> 2010-2019 13.8176845 19797.8692 19871.9654
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 5684.3977 5720.5885 2.1425220 2000-2009 –> 2010-2019 4.4449427 10510.5911 10581.5968
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate_star 10806.8958 10839.2628 6.6757723 2000-2009 –> 2010-2019 13.8899698 19829.1979 19892.7090
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5950.9760 5987.1669 2.3738516 2000-2009 –> 2010-2019 5.0552370 11102.6373 11173.6430
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10808.8349 10846.5964 6.6756473 2000-2009 –> 2010-2019 13.8893305 19832.9478 19907.0440
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10778.2734 10816.0349 6.6132433 2000-2009 –> 2010-2019 13.8333568 19804.7511 19878.8472
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + phosphate + phosphate_star 10810.8425 10843.2095 6.6838740 2000-2009 –> 2010-2019 13.9047132 19835.5869 19899.0979
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5963.3041 5999.4949 2.3851341 2000-2009 –> 2010-2019 5.0546351 11105.4771 11176.4828
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10812.7868 10850.5482 6.6837596 2000-2009 –> 2010-2019 13.9040994 19839.3476 19913.4438
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 10776.6594 10809.0264 6.6140278 2000-2009 –> 2010-2019 13.8358493 19801.7648 19865.2758
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 5764.8762 5795.8970 2.2115777 2000-2009 –> 2010-2019 4.5767638 10646.5189 10707.3808
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5764.2735 5800.4644 2.2093650 2000-2009 –> 2010-2019 4.5741247 10647.5311 10718.5367
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5758.2249 5794.4157 2.2042311 2000-2009 –> 2010-2019 4.5553996 10629.1706 10700.1762
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10777.0352 10814.7966 6.6107272 2000-2009 –> 2010-2019 13.8314526 19803.7377 19877.8339
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 10782.2387 10814.6057 6.6253779 2000-2009 –> 2010-2019 13.8523388 19809.2322 19872.7432
mod Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5656.2060 5692.3969 2.1194163 2000-2009 –> 2010-2019 4.2502518 10316.9730 10387.9786
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10782.7165 10820.4780 6.6222793 2000-2009 –> 2010-2019 13.8482229 19811.3363 19885.4325
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 9011.1887 9043.7480 3.5232767 2000-2009 –> 2010-2019 6.8598772 16936.8440 17001.3145
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9011.7947 9049.7805 3.5218152 2000-2009 –> 2010-2019 6.8160253 16900.8871 16976.1027
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8998.6437 9036.6296 3.5080579 2000-2009 –> 2010-2019 6.8413342 16923.2928 16998.5084
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9465.1718 9503.1577 4.0305797 2000-2009 –> 2010-2019 7.4223534 17442.2911 17517.5067
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 12655.9009 12694.7297 6.7981830 2000-2009 –> 2010-2019 14.0158311 23352.0422 23428.3962
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 8873.5511 8911.5369 3.3798544 2000-2009 –> 2010-2019 6.4639039 16563.8202 16639.0358
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12656.7555 12695.5843 6.7997161 2000-2009 –> 2010-2019 14.0168117 23352.6560 23429.0100
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9454.8945 9492.8804 4.0182702 2000-2009 –> 2010-2019 7.3839229 17408.6969 17483.9125
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 12654.3953 12693.2241 6.7954829 2000-2009 –> 2010-2019 14.0149064 23351.3104 23427.6644
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12654.7306 12693.5594 6.7960842 2000-2009 –> 2010-2019 14.0170445 23352.3154 23428.6694
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 12654.6401 12687.9219 6.7995090 2000-2009 –> 2010-2019 14.0224077 23351.0692 23416.5155
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 8993.1585 9025.7178 3.5044210 2000-2009 –> 2010-2019 6.6818744 16771.4146 16835.8851
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8912.0346 8950.0204 3.4187878 2000-2009 –> 2010-2019 6.5856514 16682.2221 16757.4377
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12648.9778 12687.8066 6.7857763 2000-2009 –> 2010-2019 14.0015444 23344.2996 23420.6536
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8961.2922 8999.2780 3.4692764 2000-2009 –> 2010-2019 6.6466239 16741.4478 16816.6634
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12645.6722 12684.5010 6.7798603 2000-2009 –> 2010-2019 13.9716979 23330.5432 23406.8972
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 12658.4960 12691.7778 6.8064303 2000-2009 –> 2010-2019 14.0236060 23352.4314 23417.8777
obs Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 12653.6612 12686.9431 6.7977531 2000-2009 –> 2010-2019 14.0214239 23350.4266 23415.8729
mod Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8772.3257 8810.3115 3.2795493 2000-2009 –> 2010-2019 6.3240007 16423.6196 16498.8352
obs Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12644.7027 12683.5315 6.7781263 2000-2009 –> 2010-2019 13.9725039 23330.6846 23407.0386
obs Atlantic (27.5,27.75] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 11056.0297 11088.3262 7.5018549 2000-2009 –> 2010-2019 15.8841720 21540.1456 21604.2287
obs Atlantic (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 10938.1552 10975.8345 7.2273750 2000-2009 –> 2010-2019 15.4839587 21379.6259 21454.3895
obs Atlantic (27.5,27.75] cstar_tref ~ aou + phosphate + phosphate_star 11068.5867 11095.5004 7.5358884 2000-2009 –> 2010-2019 15.9223171 21552.1511 21605.5537
obs Atlantic (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 10936.1994 10968.4958 7.2274742 2000-2009 –> 2010-2019 15.4846051 21375.8658 21439.9488
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11304.3615 11344.5034 2.8591357 2000-2009 –> 2010-2019 5.6747444 22293.1729 22373.3019
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 11490.1784 11518.8512 2.9803377 2000-2009 –> 2010-2019 5.6436043 22226.2344 22283.4694
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 11464.6726 11499.0800 2.9624614 2000-2009 –> 2010-2019 5.6082863 22173.3452 22242.0272
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 10651.5545 10685.9619 2.4797882 2000-2009 –> 2010-2019 4.9435703 21041.4394 21110.1214
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 11479.5879 11513.9952 2.9721417 2000-2009 –> 2010-2019 5.6198185 22191.3895 22260.0715
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10633.8451 10673.9870 2.4691211 2000-2009 –> 2010-2019 4.9174261 20997.5491 21077.6781
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 11009.6378 11047.3170 7.3898177 2000-2009 –> 2010-2019 15.7734097 21496.2029 21570.9665
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10751.2007 10791.3426 2.5333197 2000-2009 –> 2010-2019 5.0058382 21158.9149 21239.0439
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10762.2395 10802.3814 2.5394436 2000-2009 –> 2010-2019 5.0161779 21177.5722 21257.7012
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10739.0443 10779.1862 2.5265928 2000-2009 –> 2010-2019 4.9968319 21142.6339 21222.7629
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11059.6083 11097.2876 7.5055382 2000-2009 –> 2010-2019 15.9800469 21578.0359 21652.7995
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 11100.0673 11134.4747 2.7353873 2000-2009 –> 2010-2019 5.2946434 21659.9733 21728.6553
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11014.3146 11051.9938 7.4005720 2000-2009 –> 2010-2019 15.7872239 21501.9577 21576.7213
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 11012.3157 11044.6122 7.4005746 2000-2009 –> 2010-2019 15.7872836 21497.9789 21562.0620
obs Atlantic (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11063.6495 11101.3287 7.5149754 2000-2009 –> 2010-2019 15.9935504 21583.4942 21658.2578
obs Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 11061.7015 11093.9979 7.5150969 2000-2009 –> 2010-2019 15.9937725 21579.5812 21643.6643
obs Atlantic (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 9888.2073 9925.1335 7.3898564 2000-2009 –> 2010-2019 16.1097346 18963.9340 19036.8545
obs Atlantic (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 9910.1253 9941.7764 7.4513125 2000-2009 –> 2010-2019 16.3196241 19026.5226 19089.0259
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5621.7500 5653.6053 1.5816804 2000-2009 –> 2010-2019 3.1954887 10586.3172 10649.2162
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10002.0614 10038.9876 7.6870069 2000-2009 –> 2010-2019 16.6028018 19133.9581 19206.8786
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 5390.9253 5422.7806 1.4640950 2000-2009 –> 2010-2019 3.0020153 10229.7799 10292.6790
mod Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 5985.7823 6017.6376 1.7866088 2000-2009 –> 2010-2019 3.5881389 11237.5529 11300.4519
mod Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5969.6932 6001.5484 1.7770144 2000-2009 –> 2010-2019 3.5765146 11218.5210 11281.4200
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5491.1789 5528.3434 1.5130387 2000-2009 –> 2010-2019 3.1196009 10446.0007 10519.3829
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 5201.5743 5238.7387 1.3732737 2000-2009 –> 2010-2019 2.8878070 10002.4341 10075.8163
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 9945.5130 9982.4392 7.5379556 2000-2009 –> 2010-2019 16.4562039 19078.1053 19151.0257
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5323.7862 5360.9507 1.4306063 2000-2009 –> 2010-2019 3.0106953 10235.2417 10308.6239
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5330.5851 5367.7496 1.4338652 2000-2009 –> 2010-2019 3.0136992 10241.6193 10315.0015
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5316.9460 5354.1105 1.4273351 2000-2009 –> 2010-2019 3.0036519 10222.1632 10295.5454
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9968.6997 10005.6259 7.5987188 2000-2009 –> 2010-2019 16.5629937 19114.3053 19187.2258
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 5438.0609 5469.9162 1.4873741 2000-2009 –> 2010-2019 3.1325036 10452.7982 10515.6972
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9933.2019 9970.1281 7.5058909 2000-2009 –> 2010-2019 16.3097534 19033.1602 19106.0807
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9976.9661 10013.8923 7.6204998 2000-2009 –> 2010-2019 16.5359280 19108.7588 19181.6793
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 9955.8774 9987.5284 7.5702970 2000-2009 –> 2010-2019 16.5171132 19094.5547 19157.0579
obs Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9958.7513 9995.6775 7.5725881 2000-2009 –> 2010-2019 16.4369752 19076.0296 19148.9500
obs Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 9980.6992 10012.3502 7.6356426 2000-2009 –> 2010-2019 16.6350696 19134.1985 19196.7018
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 5518.4467 5549.2129 2.2049637 2000-2009 –> 2010-2019 4.8655023 10574.7176 10635.2344
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14013.7613 14053.1779 7.2240307 2000-2009 –> 2010-2019 15.0578955 27158.4030 27236.6225
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 14045.2728 14084.6894 7.2794679 2000-2009 –> 2010-2019 15.1529813 27208.9772 27287.1968
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 5317.3346 5348.1008 2.0340074 2000-2009 –> 2010-2019 4.5629922 10266.9102 10327.4271
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 14049.6557 14083.4413 7.2907488 2000-2009 –> 2010-2019 15.1729961 27215.5464 27282.5917
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 14097.8039 14131.5895 7.3764099 2000-2009 –> 2010-2019 15.3086251 27287.5563 27354.6016
obs Atlantic (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14008.0074 14047.4240 7.2139537 2000-2009 –> 2010-2019 15.0351729 27146.5488 27224.7684
obs Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 14050.0451 14083.8307 7.2914376 2000-2009 –> 2010-2019 15.1637370 27211.1673 27278.2126
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 5247.7868 5283.6806 1.9764394 2000-2009 –> 2010-2019 4.5843911 10264.0545 10334.6575
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 5651.2694 5682.0356 2.3256758 2000-2009 –> 2010-2019 4.9930851 10712.9667 10773.4835
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4923.1465 4959.0404 1.7350287 2000-2009 –> 2010-2019 4.1704218 9795.3808 9865.9838
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 14045.0152 14084.4319 7.2790131 2000-2009 –> 2010-2019 15.1429062 27204.1032 27282.3227
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5017.7942 5053.6881 1.8021936 2000-2009 –> 2010-2019 4.2857492 9931.2313 10001.8343
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14057.3432 14096.7598 7.3008156 2000-2009 –> 2010-2019 15.1889356 27228.0463 27306.2658
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5024.4871 5060.3810 1.8070403 2000-2009 –> 2010-2019 4.3064381 9951.3026 10021.9056
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5008.2578 5044.1516 1.7953101 2000-2009 –> 2010-2019 4.2715639 9915.4998 9986.1028
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14049.9719 14089.3885 7.2877714 2000-2009 –> 2010-2019 15.1600705 27213.0940 27291.3136
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 5103.8288 5134.5950 1.8669974 2000-2009 –> 2010-2019 4.4561179 10102.8491 10163.3660
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14186.3615 14225.7782 7.5329445 2000-2009 –> 2010-2019 15.5257835 27406.8632 27485.0827
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 5445.1733 5475.9394 2.1410740 2000-2009 –> 2010-2019 4.9213395 10594.0576 10654.5745
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14832.3517 14872.5120 6.1330133 2000-2009 –> 2010-2019 13.5979702 29955.2227 30035.2660
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 14792.0531 14832.2134 6.0793334 2000-2009 –> 2010-2019 13.5897227 29941.6582 30021.7015
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 14846.4336 14880.8567 6.1545673 2000-2009 –> 2010-2019 13.6197399 29967.4319 30036.0405
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 14806.4483 14840.8714 6.1011157 2000-2009 –> 2010-2019 13.6127272 29954.7703 30023.3788
obs Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14781.3653 14821.5256 6.0651757 2000-2009 –> 2010-2019 13.5202849 29898.4202 29978.4634
obs Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 14795.2590 14829.6821 6.0862413 2000-2009 –> 2010-2019 13.5418774 29910.6251 29979.2337
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 14852.0766 14892.2368 6.1594603 2000-2009 –> 2010-2019 13.6900038 30013.4893 30093.5326
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7324.1044 7355.2439 3.8124241 2000-2009 –> 2010-2019 8.5323087 14418.3077 14479.9476
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 7178.6421 7214.9716 3.6062234 2000-2009 –> 2010-2019 8.1778343 14198.7513 14270.6645
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 14813.5812 14853.7415 6.1079513 2000-2009 –> 2010-2019 13.5619430 29929.9756 30010.0188
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7188.0162 7224.3457 3.6189929 2000-2009 –> 2010-2019 8.3611032 14295.4193 14367.3325
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14787.6039 14827.7642 6.0734357 2000-2009 –> 2010-2019 13.5061690 29891.4146 29971.4579
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7165.7075 7202.0369 3.5886775 2000-2009 –> 2010-2019 8.4667031 14340.4784 14412.3916
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 7345.2321 7376.3717 3.8429179 2000-2009 –> 2010-2019 8.6858340 14500.7822 14562.4221
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7188.3781 7224.7075 3.6194868 2000-2009 –> 2010-2019 8.2923660 14260.7202 14332.6333
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14796.5863 14836.7466 6.0853483 2000-2009 –> 2010-2019 13.5253840 29904.7236 29984.7669
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 7187.9654 7219.1049 3.6216538 2000-2009 –> 2010-2019 8.6334853 14425.2495 14486.8893
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 7372.9093 7404.0489 3.8832340 2000-2009 –> 2010-2019 8.4683445 14398.0479 14459.6877
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 7390.8087 7421.9482 3.9095320 2000-2009 –> 2010-2019 8.6761373 14508.4945 14570.1343
mod Atlantic (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7392.2522 7423.3917 3.9116606 2000-2009 –> 2010-2019 8.5942125 14467.5239 14529.1638
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12573.8533 12613.0597 5.5902544 2000-2009 –> 2010-2019 12.6712269 25472.0041 25550.0871
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 12576.7152 12610.3206 5.5970533 2000-2009 –> 2010-2019 12.6780274 25472.8668 25539.7951
obs Atlantic (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12570.9394 12610.1458 5.5861836 2000-2009 –> 2010-2019 12.6595506 25464.9894 25543.0724
obs Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 12574.3522 12607.9576 5.5937478 2000-2009 –> 2010-2019 12.6671253 25466.4078 25533.3361
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 12548.6979 12587.9042 5.5552084 2000-2009 –> 2010-2019 12.5833321 25418.2612 25496.3442
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3193.4062 3222.3915 1.3483524 2000-2009 –> 2010-2019 2.3273874 5581.5822 5639.0389
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 3231.5861 3260.5713 1.3764378 2000-2009 –> 2010-2019 2.3806337 5662.8997 5720.3563
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 12548.9414 12582.5468 5.5583250 2000-2009 –> 2010-2019 12.5864490 25416.5048 25483.4331
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3178.9213 3212.7374 1.3364038 2000-2009 –> 2010-2019 2.3142366 5567.0087 5634.0415
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3210.1155 3243.9316 1.3591041 2000-2009 –> 2010-2019 2.3631865 5643.2370 5710.2697
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12544.9939 12584.2003 5.5500667 2000-2009 –> 2010-2019 12.5705654 25410.4149 25488.4979
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 12557.7075 12596.9138 5.5677351 2000-2009 –> 2010-2019 12.6040415 25431.7111 25509.7941
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3227.4427 3261.2588 1.3718795 2000-2009 –> 2010-2019 2.3911327 5686.0575 5753.0902
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 3219.3755 3248.3607 1.3673926 2000-2009 –> 2010-2019 2.3681364 5644.8351 5702.2918
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 12558.7648 12592.3702 5.5719923 2000-2009 –> 2010-2019 12.6083336 25430.7874 25497.7156
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3202.4242 3236.2404 1.3534716 2000-2009 –> 2010-2019 2.3539107 5629.3660 5696.3988
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12556.5013 12595.7076 5.5660563 2000-2009 –> 2010-2019 12.5982432 25428.2701 25506.3531
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3197.1194 3221.2738 1.3525183 2000-2009 –> 2010-2019 2.3648855 5640.2102 5688.0908
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3189.3073 3218.2925 1.3453714 2000-2009 –> 2010-2019 2.3555209 5630.6698 5688.1265
mod Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3214.2374 3243.2226 1.3636042 2000-2009 –> 2010-2019 2.3987539 5697.1612 5754.6179
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 11696.5073 11735.0226 6.0782169 2000-2009 –> 2010-2019 15.3633098 24023.9566 24100.4910
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 3442.0933 3472.7231 0.9892044 2000-2009 –> 2010-2019 2.3046989 7913.8535 7975.5820
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 3483.1326 3513.7624 1.0060107 2000-2009 –> 2010-2019 2.3257692 7963.4166 8025.1451
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 3443.6512 3479.3860 0.9890249 2000-2009 –> 2010-2019 2.2430259 7791.3128 7863.3294
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3485.0372 3520.7719 1.0059713 2000-2009 –> 2010-2019 2.2702116 7854.1189 7926.1354
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11710.5306 11749.0459 6.1017825 2000-2009 –> 2010-2019 15.3858314 24037.6003 24114.1347
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 11697.6425 11736.1578 6.0801212 2000-2009 –> 2010-2019 15.3628967 24024.2491 24100.7835
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate_star 11696.2385 11729.2516 6.0811212 2000-2009 –> 2010-2019 15.3742474 24024.6074 24090.2083
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11695.8302 11734.3455 6.0770813 2000-2009 –> 2010-2019 15.3701907 24026.1930 24102.7274
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 3469.6959 3500.3257 1.0004770 2000-2009 –> 2010-2019 2.3177589 7945.0325 8006.7610
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3471.6511 3507.3859 1.0004586 2000-2009 –> 2010-2019 2.2581977 7827.1530 7899.1695
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11712.1054 11750.6207 6.1044347 2000-2009 –> 2010-2019 15.3843956 24037.6883 24114.2227
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 11702.7351 11735.7482 6.0920323 2000-2009 –> 2010-2019 15.3783467 24028.6285 24094.2294
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11704.2096 11742.7249 6.0911490 2000-2009 –> 2010-2019 15.3703950 24029.5323 24106.0667
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 3467.5809 3493.1057 1.0004297 2000-2009 –> 2010-2019 2.3172283 7939.9510 7991.3914
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 3469.5433 3500.1731 1.0004143 2000-2009 –> 2010-2019 2.2665606 7840.5931 7902.3216
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 3515.3597 3545.9895 1.0194082 2000-2009 –> 2010-2019 2.2973354 7910.8044 7972.5328
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 11701.8887 11734.9018 6.0906098 2000-2009 –> 2010-2019 15.3742973 24026.8270 24092.4280
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11702.9462 11741.4615 6.0890259 2000-2009 –> 2010-2019 15.3639450 24026.6944 24103.2288
mod Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3500.4303 3531.0601 1.0131797 2000-2009 –> 2010-2019 2.2838182 7880.8089 7942.5373
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 5098.1297 5131.8274 0.8463570 2000-2009 –> 2010-2019 1.7475447 10593.2497 10660.8025
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5094.3772 5127.3509 5.3392184 2000-2009 –> 2010-2019 13.0647072 11162.5117 11228.8969
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5100.8333 5133.8070 5.3602526 2000-2009 –> 2010-2019 13.0279301 11155.8379 11222.2231
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4921.8869 4961.2009 0.8100214 2000-2009 –> 2010-2019 1.6947596 10342.1879 10420.9995
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 5094.3621 5122.6252 5.3456764 2000-2009 –> 2010-2019 13.0714617 11160.5636 11217.4652
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate_star 5100.8048 5129.0680 5.3666924 2000-2009 –> 2010-2019 13.0356662 11154.1049 11211.0065
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 5267.6133 5306.9273 0.8819832 2000-2009 –> 2010-2019 1.8341640 10994.2552 11073.0668
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 5094.7013 5127.6750 5.3402723 2000-2009 –> 2010-2019 13.0658635 11162.8589 11229.2441
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5100.7633 5133.7370 5.3600241 2000-2009 –> 2010-2019 13.0280947 11155.8575 11222.2428
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5098.6873 5131.6609 5.3532516 2000-2009 –> 2010-2019 13.0256788 11154.7743 11221.1596
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 5091.5120 5125.2097 0.8449792 2000-2009 –> 2010-2019 1.7833821 10755.3742 10822.9271
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5090.3178 5129.6317 0.8443150 2000-2009 –> 2010-2019 1.7577048 10643.5205 10722.3321
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5145.3788 5178.3524 5.5076602 2000-2009 –> 2010-2019 13.2041557 11206.9407 11273.3259
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate + phosphate_star 5098.8212 5127.0844 5.3602132 2000-2009 –> 2010-2019 13.0334340 11153.0891 11209.9907
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5098.6827 5131.6563 5.3532365 2000-2009 –> 2010-2019 13.0262378 11154.9005 11221.2858
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4956.4318 4990.1295 0.8173419 2000-2009 –> 2010-2019 1.6963644 10347.7057 10415.2585
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 4982.1407 5015.8384 0.8225313 2000-2009 –> 2010-2019 1.7066923 10397.7202 10465.2730
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4920.4929 4954.1906 0.8101423 2000-2009 –> 2010-2019 1.7010055 10367.5632 10435.1161
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 5012.9573 5046.6550 0.8287952 2000-2009 –> 2010-2019 1.7200753 10461.9781 10529.5309
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5139.7170 5173.4147 0.8550666 2000-2009 –> 2010-2019 1.7696014 10696.1439 10763.6968
mod Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 4257.9220 4292.1725 0.6277234 2000-2009 –> 2010-2019 1.5616753 9010.5567 9077.6285
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 4040.3159 4068.8580 0.5980608 2000-2009 –> 2010-2019 1.2217374 7373.6374 7429.5306
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 4259.7003 4287.0580 4.9005518 2000-2009 –> 2010-2019 9.4072507 8705.2476 8760.3894
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 3906.3266 3940.5771 0.5800767 2000-2009 –> 2010-2019 1.1941490 7187.1754 7254.2472
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 4004.9228 4039.1732 0.5930608 2000-2009 –> 2010-2019 1.2167274 7340.1879 7407.2598
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4261.3434 4293.2607 4.8993133 2000-2009 –> 2010-2019 9.3730397 8697.7583 8762.0904
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3424.2263 3464.1852 0.5203343 2000-2009 –> 2010-2019 1.1181468 6612.8822 6691.1326
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 4260.1681 4287.5258 4.9021757 2000-2009 –> 2010-2019 9.4010965 8703.0967 8758.2385
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3871.8762 3906.1266 0.5756073 2000-2009 –> 2010-2019 1.1950390 7183.2257 7250.2976
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4253.6676 4285.5849 4.8727521 2000-2009 –> 2010-2019 9.3724655 8698.8632 8763.1953
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4252.2601 4284.1774 4.8678973 2000-2009 –> 2010-2019 9.3918730 8705.6079 8769.9400
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3796.7809 3836.7398 0.5657297 2000-2009 –> 2010-2019 1.1834080 7100.1807 7178.4311
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 4252.1138 4279.4715 4.8742924 2000-2009 –> 2010-2019 9.4314403 8714.5373 8769.6791
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 4254.0960 4286.0133 4.8742308 2000-2009 –> 2010-2019 9.3612383 8695.0048 8759.3369
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4253.3062 4285.2235 4.8715052 2000-2009 –> 2010-2019 9.3599184 8694.6899 8759.0220
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4250.4637 4282.3810 4.8617082 2000-2009 –> 2010-2019 9.3713584 8699.0034 8763.3355
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4251.3972 4283.3145 4.8649234 2000-2009 –> 2010-2019 9.3457287 8690.2090 8754.5411
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate 4937.4265 4971.6770 0.7311804 2000-2009 –> 2010-2019 1.5503549 9229.8027 9296.8745
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 4972.4658 5006.7162 0.7369552 2000-2009 –> 2010-2019 1.5606875 9284.3172 9351.3890
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 4378.8009 4413.0514 0.6449927 2000-2009 –> 2010-2019 1.4394759 8563.7524 8630.8242
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 642.5942 664.1640 1.7044072 2000-2009 –> 2010-2019 3.4297505 1626.9903 1673.1258
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 921.9035 943.3859 4.2042843 2000-2009 –> 2010-2019 9.1232585 2532.2840 2578.8244
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 641.9142 663.4840 1.7008114 2000-2009 –> 2010-2019 3.4095806 1621.5418 1667.6774
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 920.6383 942.1206 4.1875898 2000-2009 –> 2010-2019 9.0680335 2526.8509 2573.3913
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 921.4184 939.8319 4.2243604 2000-2009 –> 2010-2019 9.1759299 2533.2993 2573.1911
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 920.2028 938.6163 4.2082430 2000-2009 –> 2010-2019 9.1220619 2528.0275 2567.9193
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 517.1394 538.7093 1.1544295 2000-2009 –> 2010-2019 2.4944325 1376.6750 1422.8105
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 908.5206 930.0029 4.0310193 2000-2009 –> 2010-2019 8.9734103 2521.4181 2567.9585
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 519.2941 540.8639 1.1621803 2000-2009 –> 2010-2019 2.4801934 1370.6557 1416.7912
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 907.0236 928.5059 4.0120880 2000-2009 –> 2010-2019 8.9173857 2515.9284 2562.4688
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 641.9413 663.5111 1.7009548 2000-2009 –> 2010-2019 3.4086190 1621.2494 1667.3850
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 920.4313 941.9136 4.1848642 2000-2009 –> 2010-2019 9.0549766 2525.5207 2572.0611
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 641.3679 662.9378 1.6979287 2000-2009 –> 2010-2019 3.3512736 1604.7070 1650.8425
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 906.2876 927.7699 4.0028123 2000-2009 –> 2010-2019 9.1827053 2544.0607 2590.6012
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 920.0591 938.4725 4.2063408 2000-2009 –> 2010-2019 9.1125822 2527.0658 2566.9576
mod Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 519.6230 541.1929 1.1633681 2000-2009 –> 2010-2019 2.4785047 1369.9053 1416.0408
obs Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 906.9727 928.4550 4.0114457 2000-2009 –> 2010-2019 8.9092251 2515.0645 2561.6050
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 705.5893 727.1591 2.0727045 2000-2009 –> 2010-2019 3.5091795 1599.4679 1645.6034
mod Indian (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 702.1481 723.7179 2.0506716 2000-2009 –> 2010-2019 3.4785093 1593.0474 1639.1829
mod Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 700.1537 718.6421 2.0507071 2000-2009 –> 2010-2019 3.5359311 1608.5187 1648.0635
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1669.6700 1695.6892 3.6847507 2000-2009 –> 2010-2019 8.4496396 4043.9985 4097.8876
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1668.3368 1694.3560 3.6766801 2000-2009 –> 2010-2019 8.4093063 4037.2845 4091.1736
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 889.6133 915.1066 1.1428981 2000-2009 –> 2010-2019 2.8214294 2158.6971 2210.6556
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 890.8229 916.3162 1.1453519 2000-2009 –> 2010-2019 2.8203692 2158.5487 2210.5072
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1740.3602 1766.3794 4.1390639 2000-2009 –> 2010-2019 8.9179035 4117.0041 4170.8932
obs Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1668.0803 1694.0995 3.6751292 2000-2009 –> 2010-2019 8.4045966 4036.4992 4090.3883
mod Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 975.8837 1001.3770 1.3317968 2000-2009 –> 2010-2019 3.2040908 2315.7584 2367.7169
mod Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 890.9012 916.3946 1.1455110 2000-2009 –> 2010-2019 2.8202185 2158.5071 2210.4657
obs Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1740.6342 1766.6534 4.1409301 2000-2009 –> 2010-2019 8.9177132 4116.9373 4170.8264
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1716.1430 1738.4451 3.9905466 2000-2009 –> 2010-2019 8.8546977 4104.8009 4150.9916
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 876.0022 901.4955 1.1156465 2000-2009 –> 2010-2019 2.7892107 2143.1655 2195.1241
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1709.3226 1735.3417 3.9330725 2000-2009 –> 2010-2019 8.8409737 4107.0722 4160.9613
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 867.2739 892.7672 1.0985140 2000-2009 –> 2010-2019 2.7656536 2131.9449 2183.9034
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1703.3305 1729.3497 3.8945014 2000-2009 –> 2010-2019 8.7484515 4092.3258 4146.2149
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 900.9252 922.7766 1.1701945 2000-2009 –> 2010-2019 2.9221833 2195.7644 2240.3003
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 894.5011 916.3526 1.1569414 2000-2009 –> 2010-2019 2.8922107 2183.1267 2227.6626
obs Indian (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1713.9521 1736.2543 3.9761929 2000-2009 –> 2010-2019 8.8363674 4101.9623 4148.1530
mod Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 866.9233 892.4166 1.0978314 2000-2009 –> 2010-2019 2.7642940 2131.3311 2183.2897
obs Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1701.5004 1727.5196 3.8827959 2000-2009 –> 2010-2019 8.7329257 4089.8720 4143.7611
mod Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 894.3267 916.1782 1.1565837 2000-2009 –> 2010-2019 2.8904717 2182.4363 2226.9722
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1975.9394 2002.7625 4.2965200 2000-2009 –> 2010-2019 8.5751055 5626.6016 5684.5781
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1974.7769 2001.6001 4.2892032 2000-2009 –> 2010-2019 8.5666918 5625.1146 5683.0911
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 737.1666 761.9828 0.9935172 2000-2009 –> 2010-2019 2.4083641 1976.7427 2028.5042
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 738.6919 763.5082 0.9964816 2000-2009 –> 2010-2019 2.4048497 1975.0828 2026.8444
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1974.6011 2001.4242 4.2880972 2000-2009 –> 2010-2019 8.5653002 5624.8542 5682.8306
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 682.2628 707.0791 0.8924920 2000-2009 –> 2010-2019 2.2949010 1915.7111 1967.4726
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2028.1862 2055.0094 4.6386052 2000-2009 –> 2010-2019 8.9185186 5679.2413 5737.2178
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 738.5611 763.3774 0.9962270 2000-2009 –> 2010-2019 2.4045649 1974.9371 2026.6987
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 2002.6588 2025.6501 4.4813127 2000-2009 –> 2010-2019 8.7720654 5654.9161 5704.6102
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 1999.4188 2022.4101 4.4600740 2000-2009 –> 2010-2019 8.7458324 5650.2017 5699.8958
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 662.7138 687.5300 0.8590575 2000-2009 –> 2010-2019 2.2560362 1893.4695 1945.2311
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2000.4948 2027.3180 4.4540350 2000-2009 –> 2010-2019 8.7288458 5650.0396 5708.0161
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 661.6826 686.4989 0.8573291 2000-2009 –> 2010-2019 2.2450160 1887.8069 1939.5684
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1997.4315 2024.2546 4.4340737 2000-2009 –> 2010-2019 8.7049600 5645.8135 5703.7900
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 736.8297 758.1007 0.9967497 2000-2009 –> 2010-2019 2.4481669 1992.1161 2036.4831
obs Indian (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1998.6470 2021.6383 4.4550290 2000-2009 –> 2010-2019 8.7406374 5649.3855 5699.0796
mod Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 661.6714 686.4876 0.8573102 2000-2009 –> 2010-2019 2.2443856 1887.4897 1939.2512
obs Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1996.6719 2023.4950 4.4291378 2000-2009 –> 2010-2019 8.6998764 5645.0101 5702.9866
mod Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 682.1998 703.4708 0.8958748 2000-2009 –> 2010-2019 2.3178034 1923.2409 1967.6079
mod Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 736.7522 758.0232 0.9965988 2000-2009 –> 2010-2019 2.4481072 1992.0822 2036.4492
obs Indian (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3515.1804 3541.1694 5.4617540 2000-2009 –> 2010-2019 9.9968663 9166.0172 9221.2203
obs Indian (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3515.6243 3545.9448 5.4541977 2000-2009 –> 2010-2019 9.9720705 9161.1334 9225.5370
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3518.6675 3548.9880 5.4689849 2000-2009 –> 2010-2019 9.9475603 9147.3680 9211.7716
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3529.4170 3559.7376 5.5215394 2000-2009 –> 2010-2019 9.9999396 9158.0423 9222.4460
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1121.9282 1148.6688 1.2521622 2000-2009 –> 2010-2019 2.4831897 2788.7445 2845.0984
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1123.3962 1150.1368 1.2548926 2000-2009 –> 2010-2019 2.4818007 2786.8070 2843.1610
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3530.0944 3560.4149 5.5248679 2000-2009 –> 2010-2019 10.0033369 9158.7493 9223.1529
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 3533.1697 3559.1587 5.5498714 2000-2009 –> 2010-2019 10.0302160 9160.6302 9215.8333
mod Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1108.9049 1135.6454 1.2281996 2000-2009 –> 2010-2019 2.4618744 2777.9037 2834.2577
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3532.2277 3562.5482 5.5353636 2000-2009 –> 2010-2019 10.0037298 9156.5374 9220.9410
mod Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1123.0515 1149.7921 1.2542508 2000-2009 –> 2010-2019 2.4818430 2787.0286 2843.3825
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 3529.2210 3555.2100 5.5304081 2000-2009 –> 2010-2019 10.0512785 9174.0063 9229.2094
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1061.3905 1088.1310 1.1445977 2000-2009 –> 2010-2019 2.4723555 2805.0595 2861.4135
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3530.0539 3560.3744 5.5246688 2000-2009 –> 2010-2019 10.0258089 9168.4239 9232.8276
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1064.0924 1090.8330 1.1491955 2000-2009 –> 2010-2019 2.4686221 2801.3664 2857.7204
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3539.6883 3570.0088 5.5722271 2000-2009 –> 2010-2019 10.0775799 9179.8582 9244.2618
mod Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 1122.2121 1145.1326 1.2564126 2000-2009 –> 2010-2019 2.6942002 2944.7689 2993.0723
mod Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1063.7682 1090.5088 1.1486428 2000-2009 –> 2010-2019 2.4680388 2801.0186 2857.3726
mod Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1109.0255 1131.9460 1.2320701 2000-2009 –> 2010-2019 2.5515255 2844.3216 2892.6250
mod Indian (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1122.0714 1144.9919 1.2561502 2000-2009 –> 2010-2019 2.6958149 2945.9537 2994.2571
obs Indian (27,27.25] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2722.9528 2747.5142 5.1594378 2000-2009 –> 2010-2019 11.0359270 7424.1029 7476.2636
obs Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2707.4067 2736.0617 5.0582666 2000-2009 –> 2010-2019 10.9217044 7407.2884 7468.1424
obs Indian (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 2756.8942 2777.3620 5.3730381 2000-2009 –> 2010-2019 11.2655829 7460.0551 7503.5223
obs Indian (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2741.6288 2766.1902 5.2693480 2000-2009 –> 2010-2019 11.1434746 7442.1878 7494.3485
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1811.9252 1840.1736 2.0785899 2000-2009 –> 2010-2019 4.1874701 5173.1630 5233.9634
mod Indian (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1816.1115 1844.3598 2.0890244 2000-2009 –> 2010-2019 4.1992063 5178.3033 5239.1036
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2766.9782 2795.6332 5.4100609 2000-2009 –> 2010-2019 11.3136770 7476.8985 7537.7526
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1802.8144 1831.0627 2.0560601 2000-2009 –> 2010-2019 4.1648822 5164.0096 5224.8099
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1878.1205 1906.3689 2.2498660 2000-2009 –> 2010-2019 4.1439444 5073.2798 5134.0801
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2800.9299 2825.4914 5.6341029 2000-2009 –> 2010-2019 11.5541869 7512.9450 7565.1057
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2791.4378 2820.0928 5.5614960 2000-2009 –> 2010-2019 11.4567698 7499.2794 7560.1335
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1803.0504 1831.2988 2.0566407 2000-2009 –> 2010-2019 4.1655990 5164.3455 5225.1458
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1817.3746 1845.6230 2.0921832 2000-2009 –> 2010-2019 4.0446384 5059.4631 5120.2634
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1797.7649 1826.0133 2.0436789 2000-2009 –> 2010-2019 4.0131378 5053.2591 5114.0594
obs Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 2767.6534 2792.2148 5.4264208 2000-2009 –> 2010-2019 11.4002525 7492.9542 7545.1148
obs Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2757.2617 2785.9167 5.3510547 2000-2009 –> 2010-2019 11.3065698 7480.0484 7540.9025
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1809.2073 1837.4556 2.0718431 2000-2009 –> 2010-2019 4.0593367 5078.7940 5139.5944
obs Indian (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 2793.4851 2818.0465 5.5869593 2000-2009 –> 2010-2019 11.5562898 7517.6779 7569.8385
mod Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1809.3765 1837.6249 2.0722626 2000-2009 –> 2010-2019 4.0578412 5077.4729 5138.2733
mod Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1810.0962 1834.3091 2.0790151 2000-2009 –> 2010-2019 4.1623034 5150.4581 5202.5727
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3465.8659 3491.8013 5.3735014 2000-2009 –> 2010-2019 10.7186077 9185.2671 9240.1618
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3467.7377 3497.9956 5.3728827 2000-2009 –> 2010-2019 10.7125271 9187.2536 9251.2974
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + phosphate_star 3496.4030 3518.0159 5.5327621 2000-2009 –> 2010-2019 10.8880591 9217.3166 9263.0621
obs Indian (27.25,27.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3497.9202 3523.8556 5.5303648 2000-2009 –> 2010-2019 10.8765268 9217.6856 9272.5803
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 3456.2641 3482.1995 5.3273850 2000-2009 –> 2010-2019 10.6761071 9176.9123 9231.8070
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1808.8319 1833.5800 1.7279932 2000-2009 –> 2010-2019 3.5340109 5129.3953 5182.4212
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3499.3207 3529.5787 5.5273893 2000-2009 –> 2010-2019 11.0443453 9279.0750 9343.1187
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1800.6131 1829.4858 1.7087812 2000-2009 –> 2010-2019 3.5083620 5117.2994 5179.1629
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1803.5799 1832.4527 1.7143369 2000-2009 –> 2010-2019 3.5030642 5110.3089 5172.1724
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 3514.5931 3540.5285 5.6137586 2000-2009 –> 2010-2019 11.1445262 9296.9581 9351.8527
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3515.3781 3545.6360 5.6076388 2000-2009 –> 2010-2019 11.1195078 9293.4313 9357.4750
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1799.3520 1828.2248 1.7064252 2000-2009 –> 2010-2019 3.5062239 5116.2377 5178.1011
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1825.1919 1854.0646 1.7553562 2000-2009 –> 2010-2019 3.5447570 5132.5405 5194.4040
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 1804.2840 1829.0321 1.7194163 2000-2009 –> 2010-2019 3.5242108 5123.7322 5176.7580
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 3528.6857 3554.6211 5.6852262 2000-2009 –> 2010-2019 11.2046590 9307.2677 9362.1623
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1803.9574 1828.7055 1.7188019 2000-2009 –> 2010-2019 3.5197511 5119.8947 5172.9206
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3529.9610 3560.2190 5.6815290 2000-2009 –> 2010-2019 11.1906417 9307.0919 9371.1357
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1793.7094 1822.5822 1.6959229 2000-2009 –> 2010-2019 3.4935733 5108.6291 5170.4925
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1803.3569 1828.1050 1.7176731 2000-2009 –> 2010-2019 3.5186358 5119.3067 5172.3325
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1791.6005 1820.4733 1.6920145 2000-2009 –> 2010-2019 3.4887323 5105.6661 5167.5296
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3787.8790 3814.5247 4.9142013 2000-2009 –> 2010-2019 10.1006362 9457.8415 9513.4529
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3787.3153 3818.4019 4.9041650 2000-2009 –> 2010-2019 10.0843564 9457.0542 9521.9342
obs Indian (27.5,27.75] cstar_tref ~ aou + phosphate + phosphate_star 3795.6591 3817.8639 4.9526778 2000-2009 –> 2010-2019 10.1646519 9472.6894 9519.0323
obs Indian (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3796.4767 3823.1224 4.9480100 2000-2009 –> 2010-2019 10.1508918 9472.2838 9527.8953
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3787.9683 3819.0549 4.9067193 2000-2009 –> 2010-2019 10.0795553 9455.0842 9519.9642
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 3794.3739 3821.0196 4.9397198 2000-2009 –> 2010-2019 10.1348028 9467.4119 9523.0234
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3794.1243 3825.2110 4.9308662 2000-2009 –> 2010-2019 10.1164144 9465.7711 9530.6512
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3820.3821 3851.4688 5.0352034 2000-2009 –> 2010-2019 10.2558198 9504.4709 9569.3509
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2147.1221 2177.8421 1.4529574 2000-2009 –> 2010-2019 2.8065823 5594.2410 5659.2942
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate 2204.6925 2231.0239 1.5275425 2000-2009 –> 2010-2019 2.7614797 5465.2148 5520.9746
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2103.3322 2129.6635 1.4028185 2000-2009 –> 2010-2019 2.7240825 5500.2017 5555.9616
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2206.6532 2237.3731 1.5274920 2000-2009 –> 2010-2019 2.7576229 5463.0151 5528.0683
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2105.0605 2135.7804 1.4024983 2000-2009 –> 2010-2019 2.7181618 5495.4600 5560.5132
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2148.6503 2179.3703 1.4548245 2000-2009 –> 2010-2019 2.8063031 5592.6050 5657.6582
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + phosphate 3821.2556 3847.9013 5.0467546 2000-2009 –> 2010-2019 10.2752382 9506.1241 9561.7355
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3819.4034 3850.4901 5.0312751 2000-2009 –> 2010-2019 10.2483826 9502.2510 9567.1310
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 2148.1628 2174.4942 1.4566748 2000-2009 –> 2010-2019 2.8114484 5594.9733 5650.7331
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate_star 2101.4155 2123.3583 1.4029168 2000-2009 –> 2010-2019 2.7260883 5499.1618 5545.6283
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2103.2961 2129.6275 1.4027760 2000-2009 –> 2010-2019 2.7184680 5491.7388 5547.4987
mod Indian (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2149.4757 2175.8070 1.4582827 2000-2009 –> 2010-2019 2.8107804 5592.9334 5648.6933
obs Indian (27.75,27.85] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2545.3241 2569.8719 4.2495481 2000-2009 –> 2010-2019 10.4138244 7174.2975 7226.2622
obs Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2547.1466 2575.7858 4.2486953 2000-2009 –> 2010-2019 10.2928508 7150.0579 7210.6834
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 1333.0554 1353.1484 1.2099971 2000-2009 –> 2010-2019 2.4779356 3426.7196 3469.0333
obs Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2547.1472 2571.6950 4.2583213 2000-2009 –> 2010-2019 10.4015649 7171.2467 7223.2115
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2544.7020 2573.3412 4.2369621 2000-2009 –> 2010-2019 10.4006557 7175.5406 7236.1661
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2547.2508 2575.8900 4.2491962 2000-2009 –> 2010-2019 10.3288115 7158.5037 7219.1292
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 1320.1795 1344.2910 1.1882964 2000-2009 –> 2010-2019 2.4203584 3379.7351 3430.5115
mod Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1287.5852 1311.6968 1.1420996 2000-2009 –> 2010-2019 2.2848096 3252.4304 3303.2068
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2563.4610 2592.1002 4.3278338 2000-2009 –> 2010-2019 10.3869573 7169.8993 7230.5248
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1267.3314 1295.4615 1.1115945 2000-2009 –> 2010-2019 2.1735848 3142.0181 3201.2572
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1308.3436 1336.4737 1.1684624 2000-2009 –> 2010-2019 2.3352307 3301.3994 3360.6385
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1262.4517 1290.5819 1.1050153 2000-2009 –> 2010-2019 2.1626578 3131.9778 3191.2168
mod Indian (27.75,27.85] cstar_tref ~ silicate + phosphate + phosphate_star 1363.8617 1383.9547 1.2562049 2000-2009 –> 2010-2019 2.5652620 3497.6747 3539.9883
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2559.6894 2588.3286 4.3094083 2000-2009 –> 2010-2019 10.3277204 7156.4903 7217.1158
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2571.7245 2600.3637 4.3684795 2000-2009 –> 2010-2019 10.3838929 7167.8384 7228.4640
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 2561.6481 2586.1960 4.3287498 2000-2009 –> 2010-2019 10.4271058 7175.2899 7227.2546
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1309.9682 1334.0798 1.1736262 2000-2009 –> 2010-2019 2.3584180 3320.3083 3371.0847
obs Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2576.0021 2604.6413 4.3896695 2000-2009 –> 2010-2019 10.4048866 7172.0695 7232.6950
mod Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1382.6922 1406.8037 1.2821908 2000-2009 –> 2010-2019 2.5919904 3519.2185 3569.9948
mod Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1305.2120 1329.3236 1.1668550 2000-2009 –> 2010-2019 2.3491862 3312.9367 3363.7130
obs Indian (27.85,27.95] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3383.2724 3410.2167 3.1234284 2000-2009 –> 2010-2019 8.8200321 9188.5275 9244.3985
obs Indian (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3385.1601 3416.5952 3.1231624 2000-2009 –> 2010-2019 8.8195968 9192.3608 9257.5436
obs Indian (27.85,27.95] cstar_tref ~ aou + phosphate + phosphate_star 3383.0779 3405.5315 3.1277101 2000-2009 –> 2010-2019 8.8669020 9199.9931 9246.5523
obs Indian (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3385.0011 3411.9454 3.1275279 2000-2009 –> 2010-2019 8.8626317 9202.6095 9258.4805
obs Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3375.3376 3406.7726 3.0999732 2000-2009 –> 2010-2019 8.7459637 9166.2252 9231.4080
obs Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 3379.0753 3406.0197 3.1134980 2000-2009 –> 2010-2019 8.7876132 9177.0760 9232.9470
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 1524.7612 1549.3631 1.3191428 2000-2009 –> 2010-2019 2.6154243 3936.9280 3988.9636
mod Indian (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1558.9152 1583.5172 1.3706312 2000-2009 –> 2010-2019 2.7111971 4019.1186 4071.1542
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1510.8020 1535.4040 1.2986598 2000-2009 –> 2010-2019 2.5599069 3883.7886 3935.8242
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate_star 1677.6874 1698.1889 1.5693572 2000-2009 –> 2010-2019 3.0441427 4272.3424 4315.7054
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3439.5803 3471.0153 3.2548169 2000-2009 –> 2010-2019 8.8648333 9218.7449 9283.9277
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3446.6830 3478.1181 3.2724045 2000-2009 –> 2010-2019 8.8649288 9220.1203 9285.3031
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1513.9059 1542.6081 1.3002679 2000-2009 –> 2010-2019 2.5479694 3873.4513 3934.1596
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1550.1173 1578.8195 1.3541393 2000-2009 –> 2010-2019 2.6519702 3965.9923 4026.7005
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 1821.5918 1846.1937 1.8399746 2000-2009 –> 2010-2019 3.8017685 4826.2926 4878.3282
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1512.0824 1540.7846 1.2976125 2000-2009 –> 2010-2019 2.5463769 3872.8456 3933.5538
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1631.2438 1655.8457 1.4864002 2000-2009 –> 2010-2019 2.8806407 4147.5862 4199.6218
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 3438.3071 3465.2514 3.2566123 2000-2009 –> 2010-2019 8.8816533 9220.3770 9276.2479
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3433.5884 3465.0235 3.2400535 2000-2009 –> 2010-2019 8.8557298 9214.6024 9279.7853
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 1797.0269 1821.6288 1.7899947 2000-2009 –> 2010-2019 3.8093898 4843.1101 4895.1457
obs Indian (27.95,28.05] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5189.6001 5218.8515 3.5093881 2000-2009 –> 2010-2019 8.8291976 13180.9510 13241.1814
obs Indian (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5184.1418 5218.2684 3.4958944 2000-2009 –> 2010-2019 8.7954528 13167.6449 13237.9138
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5161.6745 5195.8012 3.4555591 2000-2009 –> 2010-2019 8.6925326 13114.5042 13184.7730
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 5166.5436 5195.7950 3.4678415 2000-2009 –> 2010-2019 8.7456126 13137.4099 13197.6404
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1914.3176 1939.1180 1.9046774 2000-2009 –> 2010-2019 3.5883491 4863.3496 4915.9262
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1831.7986 1856.5989 1.7416146 2000-2009 –> 2010-2019 3.2073317 4570.9413 4623.5178
mod Indian (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1866.7428 1891.5432 1.8088895 2000-2009 –> 2010-2019 3.3018089 4633.7263 4686.3029
mod Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1833.8192 1858.6196 1.7454357 2000-2009 –> 2010-2019 3.2110368 4572.8421 4625.4186
mod Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate_star 1886.4108 1907.0778 1.8519038 2000-2009 –> 2010-2019 3.3540479 4660.7205 4704.5343
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5208.2787 5242.4054 3.5397521 2000-2009 –> 2010-2019 8.7239656 13134.9641 13205.2329
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5248.8313 5282.9579 3.6146797 2000-2009 –> 2010-2019 8.8026992 13177.4115 13247.6803
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 5223.1765 5252.4279 3.5707830 2000-2009 –> 2010-2019 8.7905167 13165.4924 13225.7229
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1837.8781 1866.8118 1.7493376 2000-2009 –> 2010-2019 3.2270470 4591.3576 4652.6970
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5218.3600 5252.4866 3.5582325 2000-2009 –> 2010-2019 8.7767384 13162.0684 13232.3372
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1833.0099 1861.9437 1.7401256 2000-2009 –> 2010-2019 3.2036695 4571.9062 4633.2455
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1868.4536 1897.3874 1.8083221 2000-2009 –> 2010-2019 3.2994854 4635.6551 4696.9945
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1834.2286 1863.1624 1.7424271 2000-2009 –> 2010-2019 3.2079120 4575.1314 4636.4707
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1886.2556 1911.0560 1.8475800 2000-2009 –> 2010-2019 3.3460687 4658.8766 4711.4532
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 5224.3609 5253.6123 3.5729680 2000-2009 –> 2010-2019 8.7999464 13170.2579 13230.4884
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5224.6132 5258.7398 3.5697440 2000-2009 –> 2010-2019 8.7937138 13171.0236 13241.2924
obs Indian (28.05,28.1] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4372.6881 4400.7279 3.8095134 2000-2009 –> 2010-2019 8.4750024 10279.2774 10336.7397
obs Indian (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4373.8977 4406.6108 3.8076106 2000-2009 –> 2010-2019 8.4703524 10281.3137 10348.3530
obs Indian (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4372.2802 4400.3199 3.8085312 2000-2009 –> 2010-2019 8.5450219 10308.9563 10366.4186
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 1218.5136 1241.1980 1.5573181 2000-2009 –> 2010-2019 3.1942864 3241.7109 3289.9871
mod Indian (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1225.6300 1248.3145 1.5745150 2000-2009 –> 2010-2019 3.2652216 3282.8075 3331.0838
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4380.7748 4413.4878 3.8241986 2000-2009 –> 2010-2019 8.4806515 10285.5023 10352.5416
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1226.6293 1253.0945 1.5720853 2000-2009 –> 2010-2019 3.2723302 3291.7251 3348.0474
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1225.0044 1247.6889 1.5729957 2000-2009 –> 2010-2019 3.2752625 3289.3505 3337.6268
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1207.0946 1233.5598 1.5254002 2000-2009 –> 2010-2019 3.1221448 3206.1192 3262.4415
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4377.4879 4410.2010 3.8162614 2000-2009 –> 2010-2019 8.4978539 10292.9410 10359.9803
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1205.5338 1231.9990 1.5217306 2000-2009 –> 2010-2019 3.1109205 3199.5692 3255.8915
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4399.6114 4432.3245 3.8700049 2000-2009 –> 2010-2019 8.5584377 10317.9729 10385.0122
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 1199.8792 1222.5636 1.5131724 2000-2009 –> 2010-2019 3.1884130 3247.3891 3295.6654
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1201.1241 1227.5893 1.5114101 2000-2009 –> 2010-2019 3.1393526 3220.5049 3276.8272
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1205.7660 1232.2312 1.5222758 2000-2009 –> 2010-2019 3.1147568 3201.9777 3258.3000
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 1204.5558 1227.2402 1.5241324 2000-2009 –> 2010-2019 3.1523893 3222.1397 3270.4160
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 4394.0415 4422.0813 3.8612819 2000-2009 –> 2010-2019 8.5211862 10298.2449 10355.7072
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4392.4610 4425.1741 3.8525525 2000-2009 –> 2010-2019 8.4818253 10285.5269 10352.5662
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4416.7038 4449.4169 3.9120444 2000-2009 –> 2010-2019 8.5584093 10317.1111 10384.1504
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 4390.6700 4418.7098 3.8530616 2000-2009 –> 2010-2019 8.5385041 10305.7606 10363.2229
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 5202.7240 5232.0002 3.4944884 2000-2009 –> 2010-2019 7.9724838 13169.5028 13230.0836
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5187.4610 5221.6165 3.4635943 2000-2009 –> 2010-2019 7.9410849 13155.9326 13226.6102
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + phosphate 5200.9867 5225.3835 3.4949607 2000-2009 –> 2010-2019 7.9800334 13170.0705 13220.5545
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 5186.5319 5215.8080 3.4655027 2000-2009 –> 2010-2019 7.9493489 13156.8701 13217.4509
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 2075.3196 2102.8201 1.0080087 2000-2009 –> 2010-2019 2.3375970 5511.9735 5568.9504
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5190.8831 5225.0386 3.4696968 2000-2009 –> 2010-2019 7.9395811 13154.7199 13225.3974
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 2068.0410 2100.1249 1.0015613 2000-2009 –> 2010-2019 2.3265036 5499.6590 5566.1321
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate 5189.0414 5218.3176 3.4699793 2000-2009 –> 2010-2019 7.9464575 13154.8965 13215.4773
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 5172.1097 5206.2652 3.4363508 2000-2009 –> 2010-2019 7.9122684 13139.6234 13210.3010
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5209.9148 5244.0703 3.5038318 2000-2009 –> 2010-2019 8.0010893 13190.3944 13261.0720
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate 2074.3110 2097.2280 1.0087000 2000-2009 –> 2010-2019 2.3494947 5525.8350 5573.3157
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate 1845.9395 1873.4400 0.8601453 2000-2009 –> 2010-2019 2.0655322 5085.4751 5142.4520
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 2061.8459 2089.3463 0.9986598 2000-2009 –> 2010-2019 2.3072763 5466.5430 5523.5199
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 2070.2561 2097.7566 1.0044852 2000-2009 –> 2010-2019 2.3315481 5503.0886 5560.0656
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2063.5847 2095.6685 0.9984794 2000-2009 –> 2010-2019 2.3070516 5470.2137 5536.6867
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5209.9303 5244.0858 3.5038596 2000-2009 –> 2010-2019 7.9948058 13186.5816 13257.2592
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5209.5222 5243.6777 3.5031242 2000-2009 –> 2010-2019 8.0006770 13190.1808 13260.8583
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 2095.0754 2122.5759 1.0218750 2000-2009 –> 2010-2019 2.3501314 5529.7147 5586.6916
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + phosphate 1906.6741 1929.5912 0.8982840 2000-2009 –> 2010-2019 2.1187088 5169.1306 5216.6114
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2065.8821 2093.3826 1.0014513 2000-2009 –> 2010-2019 2.3251404 5493.5981 5550.5750
mod Indian (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1642.1781 1672.6532 0.4808218 2000-2009 –> 2010-2019 1.0994660 4513.4999 4575.9456
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate_star 1473.4740 1503.9492 0.4478388 2000-2009 –> 2010-2019 1.0605292 4315.3386 4377.7843
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 1582.9842 1613.4593 0.4689811 2000-2009 –> 2010-2019 1.0825491 4429.2095 4491.6552
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1448.4469 1484.0012 0.4427693 2000-2009 –> 2010-2019 1.0536378 4283.2411 4356.0945
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1473.6939 1509.2482 0.4475032 2000-2009 –> 2010-2019 1.0532912 4283.0489 4355.9022
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2421.2267 2450.0841 3.3890999 2000-2009 –> 2010-2019 6.9229396 5899.4967 5959.6497
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1473.5946 1509.1489 0.4474844 2000-2009 –> 2010-2019 1.0532639 4282.9067 4355.7601
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2421.8594 2450.7168 3.3914521 2000-2009 –> 2010-2019 6.9635417 5914.0388 5974.1918
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 1483.8294 1519.3837 0.4494178 2000-2009 –> 2010-2019 1.0488829 4261.2244 4334.0778
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2424.3478 2453.2053 3.4007185 2000-2009 –> 2010-2019 6.9699489 5915.4926 5975.6457
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate 1614.8983 1645.3734 0.4753282 2000-2009 –> 2010-2019 1.1046904 4538.5394 4600.9851
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1473.7475 1509.3018 0.4475133 2000-2009 –> 2010-2019 1.0533135 4283.1639 4356.0173
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2421.0461 2449.9036 3.3884291 2000-2009 –> 2010-2019 6.9394366 5905.5776 5965.7307
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1608.0808 1643.6351 0.4735660 2000-2009 –> 2010-2019 1.0702916 4371.5239 4444.3773
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2424.0116 2452.8690 3.3994648 2000-2009 –> 2010-2019 6.9643458 5913.5810 5973.7340
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate 2421.6133 2446.3482 3.3979804 2000-2009 –> 2010-2019 6.9523976 5905.3847 5956.9445
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2423.5429 2452.4004 3.3977185 2000-2009 –> 2010-2019 6.9515619 5909.1059 5969.2589
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2420.2506 2449.1080 3.3854747 2000-2009 –> 2010-2019 6.9659525 5915.4603 5975.6134
obs Indian (28.2,28.3] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2420.0842 2444.8192 3.3922882 2000-2009 –> 2010-2019 6.9650290 5910.4991 5962.0588
obs Indian (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2420.5151 2449.3725 3.3864567 2000-2009 –> 2010-2019 6.9503470 5909.7254 5969.8784
mod Indian (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1510.6728 1545.6368 0.4804555 2000-2009 –> 2010-2019 0.8921834 3030.0111 3101.7642
mod Indian (28.3,28.4] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1564.6836 1594.6527 0.4929482 2000-2009 –> 2010-2019 0.9051034 3084.9595 3146.4621
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1245.1863 1270.3232 2.4062052 2000-2009 –> 2010-2019 6.6360910 3153.2435 3204.9952
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1379.4509 1414.4148 0.4524133 2000-2009 –> 2010-2019 0.8862178 3046.7075 3118.4606
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1243.7467 1268.8836 2.3997512 2000-2009 –> 2010-2019 6.6225857 3150.6994 3202.4511
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + phosphate + phosphate_star 1244.4922 1266.0381 2.4120747 2000-2009 –> 2010-2019 6.6467248 3151.2946 3195.6532
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1473.0983 1508.0623 0.4722528 2000-2009 –> 2010-2019 0.9226587 3246.7121 3318.4652
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1243.8820 1269.0189 2.4003568 2000-2009 –> 2010-2019 6.6310289 3152.0622 3203.8139
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate_star 1243.6225 1265.1684 2.4081641 2000-2009 –> 2010-2019 6.6388548 3149.8056 3194.1643
mod Indian (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1464.1836 1499.1475 0.4703273 2000-2009 –> 2010-2019 0.8823124 2985.2902 3057.0433
obs Indian (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1248.0786 1273.2155 2.4192241 2000-2009 –> 2010-2019 6.6574669 3157.4424 3209.1941
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1250.1104 1275.2473 2.4284120 2000-2009 –> 2010-2019 6.6539143 3157.4811 3209.2329
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1455.2277 1490.1917 0.4684008 2000-2009 –> 2010-2019 0.8932425 3063.3600 3135.1131
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1246.1192 1271.2561 2.4103965 2000-2009 –> 2010-2019 6.6382251 3153.8543 3205.6060
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1472.4766 1507.4405 0.4721182 2000-2009 –> 2010-2019 0.9212431 3238.0236 3309.7767
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1472.6571 1507.6210 0.4721573 2000-2009 –> 2010-2019 0.9218370 3241.7006 3313.4537
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1242.7876 1267.9246 2.3954611 2000-2009 –> 2010-2019 6.6239042 3150.6190 3202.3707
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1473.4893 1508.4533 0.4723374 2000-2009 –> 2010-2019 0.9222191 3243.8050 3315.5581
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1245.5086 1270.6455 2.4076522 2000-2009 –> 2010-2019 6.6544745 3156.2111 3207.9628
mod Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 1579.2052 1609.1743 0.4962398 2000-2009 –> 2010-2019 0.9234441 3201.0431 3262.5457
obs Indian (28.4, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4222166 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4228004 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4200471 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4205125 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4213463 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4231198 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4226833 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4133394 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4018773 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.4109191 -Inf -Inf
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 9765.0466 9801.5430 8.7695441 2000-2009 –> 2010-2019 20.4543222 23450.1438 23524.9636
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 9773.9972 9805.2798 8.8049732 2000-2009 –> 2010-2019 21.8462012 23844.3505 23908.4818
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 9710.5689 9747.0653 8.5953964 2000-2009 –> 2010-2019 21.2944985 23689.1855 23764.0053
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 5903.7116 5932.6904 5.8460747 2000-2009 –> 2010-2019 11.5222089 13828.9756 13888.7590
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5807.6867 5841.4952 5.5443756 2000-2009 –> 2010-2019 11.1871183 13720.1531 13789.9003
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9947.7255 9984.2219 9.3796746 2000-2009 –> 2010-2019 21.3083702 23705.6695 23780.4893
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5785.8450 5819.6536 5.4793018 2000-2009 –> 2010-2019 11.1259320 13700.0387 13769.7859
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10028.0174 10064.5138 9.6611011 2000-2009 –> 2010-2019 21.6216356 23795.3601 23870.1799
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 5837.0774 5870.8860 5.6331618 2000-2009 –> 2010-2019 10.7313225 13495.0059 13564.7531
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6029.2260 6063.0346 6.2497096 2000-2009 –> 2010-2019 12.2745077 14106.0009 14175.7481
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 9872.0601 9908.5565 9.1219715 2000-2009 –> 2010-2019 22.2786326 23975.4861 24050.3059
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6033.7384 6067.5470 6.2649721 2000-2009 –> 2010-2019 12.3290517 14126.8123 14196.5595
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5746.6978 5780.5063 5.3645743 2000-2009 –> 2010-2019 11.0735474 13688.4299 13758.1771
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10052.1526 10088.6490 9.7473353 2000-2009 –> 2010-2019 21.9123327 23879.2622 23954.0820
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6074.5756 6108.3842 6.4048038 2000-2009 –> 2010-2019 12.3484166 14117.3250 14187.0722
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10261.2922 10297.7886 10.5275617 2000-2009 –> 2010-2019 22.5976541 24060.7859 24135.6057
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6045.6167 6079.4253 6.3053269 2000-2009 –> 2010-2019 12.2630956 14094.3322 14164.0794
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10257.1598 10293.6562 10.5115561 2000-2009 –> 2010-2019 22.5833425 24057.1483 24131.9681
mod Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5952.4971 5986.3057 5.9958041 2000-2009 –> 2010-2019 11.6484142 13869.3454 13939.0926
obs Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10258.8863 10295.3827 10.5182402 2000-2009 –> 2010-2019 22.6626349 24080.0191 24154.8389
mod Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7314.1334 7350.6091 3.5852461 2000-2009 –> 2010-2019 6.7162318 16319.8593 16394.6306
obs Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 10978.8604 11016.4916 7.4933588 2000-2009 –> 2010-2019 18.5008490 24209.0956 24284.9220
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10957.6975 10995.3287 7.4438733 2000-2009 –> 2010-2019 18.3613875 24159.5178 24235.3442
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10984.4036 11022.0347 7.5063747 2000-2009 –> 2010-2019 18.4540535 24195.7760 24271.6024
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 7047.1218 7083.5975 3.2486063 2000-2009 –> 2010-2019 6.2253781 15875.4620 15950.2333
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10907.4016 10945.0328 7.3275727 2000-2009 –> 2010-2019 18.4175936 24163.4970 24239.3233
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7041.1425 7077.6182 3.2414413 2000-2009 –> 2010-2019 6.2394958 15894.5028 15969.2741
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10936.4645 10974.0957 7.3945521 2000-2009 –> 2010-2019 18.5257413 24205.3877 24281.2140
obs Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10988.7807 11026.4118 7.5166686 2000-2009 –> 2010-2019 18.4736568 24203.0958 24278.9221
mod Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7051.5842 7088.0600 3.2539640 2000-2009 –> 2010-2019 6.2686124 15924.3294 15999.1006
obs Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10939.6741 10977.3053 7.4019865 2000-2009 –> 2010-2019 18.5390033 24210.4093 24286.2356
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7003.1632 7039.6390 3.1962979 2000-2009 –> 2010-2019 6.1447668 15797.9518 15872.7231
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10994.3862 11032.0174 7.5298721 2000-2009 –> 2010-2019 18.5433934 24226.5177 24302.3441
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6971.1857 7007.6614 3.1587762 2000-2009 –> 2010-2019 6.0975831 15754.4467 15829.2180
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11015.2839 11052.9151 7.5793001 2000-2009 –> 2010-2019 18.6122497 24253.5172 24329.3435
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 7095.7754 7127.0403 3.3099440 2000-2009 –> 2010-2019 6.3804919 16031.0459 16095.1356
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 7085.4272 7116.6922 3.2973197 2000-2009 –> 2010-2019 6.3643756 16016.7013 16080.7910
mod Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6975.1108 7011.5865 3.1633580 2000-2009 –> 2010-2019 6.1106886 15768.5432 15843.3145
obs Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11019.2665 11056.8976 7.5887565 2000-2009 –> 2010-2019 18.6285974 24259.6614 24335.4878
mod Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7093.1746 7124.4396 3.3067666 2000-2009 –> 2010-2019 6.3811870 16032.8715 16096.9611
obs Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 10355.7549 10387.7530 7.1090848 2000-2009 –> 2010-2019 19.1810012 23512.5708 23577.1318
obs Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 10176.8935 10214.2246 6.7010785 2000-2009 –> 2010-2019 18.6740315 23308.0348 23383.3559
obs Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 10295.4551 10327.4532 6.9703657 2000-2009 –> 2010-2019 19.1995778 23495.7945 23560.3555
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10339.3268 10376.6580 7.0664008 2000-2009 –> 2010-2019 19.0163063 23463.9901 23539.3113
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10363.6570 10400.9882 7.1228101 2000-2009 –> 2010-2019 19.1171692 23500.8038 23576.1249
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7267.2210 7304.2959 2.8285959 2000-2009 –> 2010-2019 5.4035639 14952.5532 15027.3680
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10304.3597 10341.6909 6.9861115 2000-2009 –> 2010-2019 19.1375217 23485.2419 23560.5631
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7324.6336 7361.7085 2.8841849 2000-2009 –> 2010-2019 5.5225092 15088.8172 15163.6320
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10368.3383 10405.6695 7.1337152 2000-2009 –> 2010-2019 19.1376750 23508.1750 23583.4962
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7846.2415 7883.3164 3.4420202 2000-2009 –> 2010-2019 6.5818821 16174.9942 16249.8090
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7338.6211 7375.6959 2.8978928 2000-2009 –> 2010-2019 5.5499411 15119.6356 15194.4504
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7228.6342 7265.7091 2.7918381 2000-2009 –> 2010-2019 5.4022051 14958.2591 15033.0739
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10203.4522 10240.7834 6.7594926 2000-2009 –> 2010-2019 18.8058604 23355.1455 23430.4666
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7324.7966 7361.8715 2.8843444 2000-2009 –> 2010-2019 5.5612723 15136.1023 15210.9171
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10232.5927 10269.9239 6.8241709 2000-2009 –> 2010-2019 18.9278402 23400.2402 23475.5613
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7339.3774 7371.1559 2.9006017 2000-2009 –> 2010-2019 5.5390033 15101.6561 15165.7830
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 7412.1353 7443.9137 2.9730308 2000-2009 –> 2010-2019 5.6745561 15251.1127 15315.2397
mod Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7350.3269 7387.4018 2.9094147 2000-2009 –> 2010-2019 5.6027346 15181.4363 15256.2511
obs Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10238.6967 10276.0278 6.8377971 2000-2009 –> 2010-2019 18.9534261 23409.6645 23484.9857
mod Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7428.7037 7460.4821 2.9897755 2000-2009 –> 2010-2019 5.7055985 15284.8045 15348.9315
obs Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 12791.2025 12824.6467 6.4419347 2000-2009 –> 2010-2019 17.2617017 29197.7539 29265.2570
obs Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 12655.4281 12694.4464 6.2179963 2000-2009 –> 2010-2019 16.7691322 28955.5203 29034.2740
obs Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 12734.3121 12767.7564 6.3485039 2000-2009 –> 2010-2019 17.0600266 29097.4876 29164.9908
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8409.1083 8447.0983 2.9391466 2000-2009 –> 2010-2019 5.6452254 18133.9827 18211.2174
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12800.4938 12839.5121 6.4540083 2000-2009 –> 2010-2019 17.2673941 29206.5002 29285.2539
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8531.8794 8569.8695 3.0484600 2000-2009 –> 2010-2019 5.9038292 18472.7372 18549.9720
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8698.1895 8736.1795 3.2030521 2000-2009 –> 2010-2019 6.0482848 18624.7439 18701.9786
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 12767.4908 12806.5091 6.3995394 2000-2009 –> 2010-2019 17.1692246 29156.0275 29234.7811
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12803.4361 12842.4544 6.4588868 2000-2009 –> 2010-2019 17.2885516 29215.9322 29294.6858
mod Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8547.6231 8585.6131 3.0627689 2000-2009 –> 2010-2019 5.9333245 18509.8153 18587.0501
mod Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8473.5067 8511.4968 2.9959880 2000-2009 –> 2010-2019 5.7979374 18338.4059 18415.6407
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8173.5790 8211.5691 2.7402878 2000-2009 –> 2010-2019 5.2867165 17653.8805 17731.1152
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12685.8427 12724.8610 6.2667530 2000-2009 –> 2010-2019 16.8617699 29003.8392 29082.5928
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8231.0485 8269.0385 2.7875325 2000-2009 –> 2010-2019 5.3920761 17802.1088 17879.3435
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12718.1623 12757.1806 6.3189825 2000-2009 –> 2010-2019 16.9588038 29054.3634 29133.1171
mod Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 8717.9424 8750.5053 3.2238438 2000-2009 –> 2010-2019 6.0872250 18668.0699 18734.2711
obs Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 12766.6384 12800.0827 6.4014258 2000-2009 –> 2010-2019 17.1730600 29153.9558 29221.4589
mod Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8241.1010 8279.0910 2.7958798 2000-2009 –> 2010-2019 5.4107580 17828.0886 17905.3233
obs Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12721.5030 12760.5213 6.3244060 2000-2009 –> 2010-2019 16.9741316 29061.7181 29140.4717
mod Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8518.7598 8551.3226 3.0383940 2000-2009 –> 2010-2019 5.8641831 18415.7344 18481.9356
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8874.3750 8913.2443 2.4729186 2000-2009 –> 2010-2019 4.7361719 18926.8558 19005.7404
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14147.6431 14187.7049 5.5177693 2000-2009 –> 2010-2019 14.2047619 35445.7123 35527.7531
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9011.7258 9050.5951 2.5636455 2000-2009 –> 2010-2019 4.8945319 19196.4163 19275.3009
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 14165.4166 14205.4785 5.5395089 2000-2009 –> 2010-2019 14.2380234 35471.3643 35553.4051
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 14147.6920 14182.0307 5.5202710 2000-2009 –> 2010-2019 14.2921542 35501.5648 35571.8855
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 14147.6897 14187.7515 5.5178261 2000-2009 –> 2010-2019 14.2585947 35482.4412 35564.4819
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14165.1166 14205.1784 5.5391412 2000-2009 –> 2010-2019 14.2912666 35507.5861 35589.6268
mod Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9017.8349 9056.7042 2.5677572 2000-2009 –> 2010-2019 4.9035777 19212.0197 19290.9043
obs Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 14165.3633 14205.4251 5.5394436 2000-2009 –> 2010-2019 14.2389702 35472.0026 35554.0434
obs Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 14163.4689 14197.8076 5.5395730 2000-2009 –> 2010-2019 14.3188391 35522.3425 35592.6632
mod Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9081.4981 9120.3674 2.6110008 2000-2009 –> 2010-2019 5.0527097 19474.7469 19553.6315
obs Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14162.9279 14202.9897 5.5364597 2000-2009 –> 2010-2019 14.3156879 35523.7758 35605.8165
obs Pacific (27,27.25] cstar_tref ~ sal + temp + phosphate + phosphate_star 14164.8229 14199.1616 5.5412327 2000-2009 –> 2010-2019 14.3236108 35525.8031 35596.1238
obs Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14164.9294 14204.9912 5.5389118 2000-2009 –> 2010-2019 14.2914260 35507.6629 35589.7037
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 8913.7878 8947.1044 2.4999304 2000-2009 –> 2010-2019 4.8047451 19045.9731 19113.5884
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 9038.8180 9072.1345 2.5832854 2000-2009 –> 2010-2019 4.9516411 19293.1118 19360.7272
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8902.3529 8941.2222 2.4911352 2000-2009 –> 2010-2019 4.7894040 19023.7680 19102.6526
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9010.9256 9049.7949 2.5631073 2000-2009 –> 2010-2019 4.9120233 19230.2127 19309.0973
mod Pacific (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 9042.1417 9075.4583 2.5855388 2000-2009 –> 2010-2019 4.9571142 19302.5353 19370.1506
mod Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9015.7234 9054.5928 2.5663353 2000-2009 –> 2010-2019 4.9187732 19241.7377 19320.6222
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 12668.9898 12708.9925 4.0737969 2000-2009 –> 2010-2019 12.6466314 34073.9413 34155.9840
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10405.2405 10444.9237 2.7395329 2000-2009 –> 2010-2019 4.9311311 22882.6303 22963.9447
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10449.6948 10489.3780 2.7681219 2000-2009 –> 2010-2019 5.0230638 23088.2416 23169.5560
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 12677.6002 12711.8883 4.0834525 2000-2009 –> 2010-2019 12.6729122 34092.1686 34162.4909
mod Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10430.4528 10470.1360 2.7557107 2000-2009 –> 2010-2019 4.9898434 23016.5622 23097.8767
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12681.7163 12721.7191 4.0853808 2000-2009 –> 2010-2019 12.6630428 34090.0434 34172.0860
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10780.7101 10820.3933 2.9905969 2000-2009 –> 2010-2019 5.3492239 23673.5253 23754.8397
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 12693.3655 12733.3682 4.0960130 2000-2009 –> 2010-2019 12.6779111 34104.6530 34186.6956
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 12689.5359 12723.8240 4.0943413 2000-2009 –> 2010-2019 12.6885749 34107.4358 34177.7581
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 12700.8390 12735.1271 4.1046798 2000-2009 –> 2010-2019 12.7033187 34121.8116 34192.1339
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10601.2482 10640.9314 2.8678488 2000-2009 –> 2010-2019 5.2290608 23500.2584 23581.5729
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12657.4095 12697.4122 4.0632849 2000-2009 –> 2010-2019 12.6572647 34077.1323 34159.1749
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10622.0939 10661.7771 2.8818442 2000-2009 –> 2010-2019 5.2652321 23573.9763 23655.2908
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12668.5265 12708.5292 4.0733758 2000-2009 –> 2010-2019 12.6718155 34091.3601 34173.4028
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 12694.1998 12734.2026 4.0967755 2000-2009 –> 2010-2019 12.6791507 34105.8207 34187.8633
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10505.4131 10545.0963 2.8043767 2000-2009 –> 2010-2019 5.1782270 23434.6164 23515.9308
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10710.4229 10750.1061 2.9419081 2000-2009 –> 2010-2019 5.2205096 23408.0051 23489.3196
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 10605.6423 10639.6565 2.8721345 2000-2009 –> 2010-2019 5.2631176 23573.5201 23643.2182
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10595.0938 10634.7770 2.8637299 2000-2009 –> 2010-2019 5.2333706 23514.2581 23595.5726
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12668.7931 12708.7958 4.0736181 2000-2009 –> 2010-2019 12.6723387 34091.8225 34173.8652
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11062.1705 11102.2602 2.7611623 2000-2009 –> 2010-2019 4.7990471 23584.2656 23666.2465
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10947.5137 10987.6033 2.6922729 2000-2009 –> 2010-2019 4.6515141 23238.5940 23320.5749
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 14692.2933 14732.8426 5.0028702 2000-2009 –> 2010-2019 15.3687610 37363.7724 37446.4012
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 11060.3789 11094.7414 2.7612891 2000-2009 –> 2010-2019 4.7802056 23525.5811 23595.8505
mod Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10976.5049 11016.5946 2.7095276 2000-2009 –> 2010-2019 4.6849692 23315.9228 23397.9037
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14699.0939 14739.6433 5.0098960 2000-2009 –> 2010-2019 15.3783957 37372.0905 37454.7193
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 14649.4248 14689.9741 4.9588092 2000-2009 –> 2010-2019 15.3289623 37323.3828 37406.0116
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10523.2091 10563.2988 2.4519544 2000-2009 –> 2010-2019 4.1795726 22075.7638 22157.7447
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 14650.4469 14685.2034 4.9619026 2000-2009 –> 2010-2019 15.3331517 37323.0421 37393.8668
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 10521.9535 10556.3160 2.4523566 2000-2009 –> 2010-2019 4.1837320 22085.2600 22155.5294
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 14620.0228 14660.5721 4.9288138 2000-2009 –> 2010-2019 15.2958184 37292.1497 37374.7785
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10389.4624 10429.5520 2.3807434 2000-2009 –> 2010-2019 4.0875019 21870.7097 21952.6906
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14568.4433 14608.9926 4.8766311 2000-2009 –> 2010-2019 15.2453397 37241.5613 37324.1901
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 14645.2350 14685.7843 4.9545237 2000-2009 –> 2010-2019 15.3249591 37319.3571 37401.9859
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10738.4794 10778.5690 2.5710713 2000-2009 –> 2010-2019 4.3947903 22608.8011 22690.7820
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14586.4327 14626.9821 4.8947679 2000-2009 –> 2010-2019 15.3548206 37312.4400 37395.0688
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 14645.8812 14680.6378 4.9572300 2000-2009 –> 2010-2019 15.3287436 37318.6303 37389.4550
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 10787.9506 10822.3131 2.6003991 2000-2009 –> 2010-2019 4.4399998 22707.1696 22777.4389
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10381.9028 10421.9925 2.3767808 2000-2009 –> 2010-2019 4.0805597 21852.8938 21934.8747
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14566.6246 14607.1740 4.8748013 2000-2009 –> 2010-2019 15.2437990 37239.9108 37322.5396
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5970.7568 6002.5231 1.8314275 2000-2009 –> 2010-2019 3.2640005 12104.0464 12168.5166
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5969.0484 6006.1091 1.8291220 2000-2009 –> 2010-2019 3.2580692 12095.6153 12170.8306
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5969.8539 6006.9146 1.8296225 2000-2009 –> 2010-2019 3.2566926 12091.8963 12167.1115
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5971.8669 6008.9275 1.8308740 2000-2009 –> 2010-2019 3.2565126 12090.4550 12165.6703
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5972.2006 6009.2612 1.8310815 2000-2009 –> 2010-2019 3.2541283 12084.5254 12159.7406
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 13788.5026 13828.6568 4.8968630 2000-2009 –> 2010-2019 17.7538987 32450.9653 32531.4457
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6008.2067 6045.2673 1.8536138 2000-2009 –> 2010-2019 3.2870347 12145.5330 12220.7483
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13765.8603 13806.0145 4.8727139 2000-2009 –> 2010-2019 17.7297520 32428.3239 32508.8043
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 13855.2247 13895.3788 4.9687233 2000-2009 –> 2010-2019 17.8502112 32526.6062 32607.0866
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 6015.4664 6047.2327 1.8594531 2000-2009 –> 2010-2019 3.2858696 12133.9321 12198.4023
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5981.5021 6018.5627 1.8368759 2000-2009 –> 2010-2019 3.2595273 12092.8704 12168.0856
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6008.2895 6045.3501 1.8536659 2000-2009 –> 2010-2019 3.2777226 12123.0560 12198.2713
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6008.0453 6045.1059 1.8535121 2000-2009 –> 2010-2019 3.2870669 12145.6929 12220.9082
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13764.8592 13805.0134 4.8716490 2000-2009 –> 2010-2019 17.7287374 32427.3412 32507.8216
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13808.0210 13848.1751 4.9177762 2000-2009 –> 2010-2019 17.7739532 32470.1702 32550.6506
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 13786.2733 13826.4275 4.8944800 2000-2009 –> 2010-2019 17.7506856 32448.4330 32528.9134
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 13807.8401 13842.2579 4.9197299 2000-2009 –> 2010-2019 17.7767684 32468.3038 32537.2870
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 13786.6117 13821.0296 4.8969796 2000-2009 –> 2010-2019 17.7540269 32447.0787 32516.0619
obs Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 13784.9189 13825.0730 4.8930328 2000-2009 –> 2010-2019 17.7492933 32447.0986 32527.5790
obs Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 13785.3973 13819.8151 4.8956813 2000-2009 –> 2010-2019 17.7527809 32445.8833 32514.8665
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 6482.2425 6514.6900 1.7210422 2000-2009 –> 2010-2019 3.0295687 12827.0190 12892.6879
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6483.4196 6521.2751 1.7206128 2000-2009 –> 2010-2019 3.0269384 12823.8801 12900.4938
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6464.9434 6502.7988 1.7110004 2000-2009 –> 2010-2019 3.0193600 12811.2413 12887.8551
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 15989.6409 16031.0585 4.4510321 2000-2009 –> 2010-2019 18.9431930 40010.5181 40093.8222
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6298.0156 6335.8711 1.6265536 2000-2009 –> 2010-2019 2.9184081 12596.6806 12673.2943
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6321.3081 6359.1635 1.6380819 2000-2009 –> 2010-2019 2.9059589 12549.6795 12626.2932
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 6435.1930 6467.6405 1.6966640 2000-2009 –> 2010-2019 3.0565065 12924.2985 12989.9674
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 15970.5104 16011.9281 4.4355377 2000-2009 –> 2010-2019 18.7818845 39932.0675 40015.3716
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6422.9413 6460.7967 1.6893480 2000-2009 –> 2010-2019 2.9960118 12764.3730 12840.9867
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15993.8097 16035.2274 4.4544157 2000-2009 –> 2010-2019 18.8054275 39957.2739 40040.5780
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6290.7527 6328.6082 1.6229755 2000-2009 –> 2010-2019 2.9128198 12583.5749 12660.1886
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 6432.5257 6464.9732 1.6952923 2000-2009 –> 2010-2019 3.0540679 12918.6861 12984.3551
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6421.0957 6458.9511 1.6884028 2000-2009 –> 2010-2019 2.9945535 12761.0535 12837.6673
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 15997.5909 16039.0085 4.4574869 2000-2009 –> 2010-2019 18.8108518 39962.0168 40045.3209
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 15974.9891 16016.4067 4.4391603 2000-2009 –> 2010-2019 18.8053739 39944.6638 40027.9679
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 15999.0828 16040.5005 4.4586993 2000-2009 –> 2010-2019 18.8308007 39971.1611 40054.4652
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 15973.9113 16009.4121 4.4399066 2000-2009 –> 2010-2019 18.8145533 39945.0284 40016.4319
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 15997.7310 16033.2319 4.4592262 2000-2009 –> 2010-2019 18.8393426 39971.0797 40042.4832
obs Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 16003.1062 16044.5239 4.4619705 2000-2009 –> 2010-2019 18.8362298 39976.0651 40059.3693
obs Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 16001.7830 16037.2838 4.4625210 2000-2009 –> 2010-2019 18.8450764 39976.1265 40047.5301
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 6554.7317 6587.2660 1.7099267 2000-2009 –> 2010-2019 3.0626232 12690.1870 12755.6240
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 6559.5000 6592.0342 1.7123652 2000-2009 –> 2010-2019 3.0673628 12701.0026 12766.4397
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 20120.5399 20163.4380 4.6997198 2000-2009 –> 2010-2019 11.9358719 45925.5734 46012.1615
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 20247.7701 20290.6682 4.7887716 2000-2009 –> 2010-2019 12.0524975 46081.6707 46168.2588
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 20130.7413 20167.5111 4.7081876 2000-2009 –> 2010-2019 11.9497298 45939.4263 46013.6447
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 6267.1390 6299.6732 1.5690954 2000-2009 –> 2010-2019 2.8221846 12130.4492 12195.8863
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6400.2231 6432.7574 1.6327625 2000-2009 –> 2010-2019 3.0141662 12610.3966 12675.8337
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 20128.8415 20171.7395 4.7054794 2000-2009 –> 2010-2019 11.9355768 45927.5215 46014.1096
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6150.2576 6188.2142 1.5143251 2000-2009 –> 2010-2019 2.6775680 11750.8520 11827.1953
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 20252.5187 20295.4167 4.7921277 2000-2009 –> 2010-2019 12.0472116 46077.3837 46163.9718
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 6373.1358 6405.6700 1.6195980 2000-2009 –> 2010-2019 2.9763956 12519.3619 12584.7990
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6185.9745 6223.9312 1.5305764 2000-2009 –> 2010-2019 2.7252555 11881.4462 11957.7894
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 6265.1349 6297.6692 1.5681559 2000-2009 –> 2010-2019 2.8209679 12127.6580 12193.0951
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6149.6836 6187.6402 1.5140654 2000-2009 –> 2010-2019 2.6772780 11750.1855 11826.5288
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 20274.4347 20317.3327 4.8076477 2000-2009 –> 2010-2019 12.0663122 46103.0448 46189.6329
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 6211.1342 6243.6684 1.5430507 2000-2009 –> 2010-2019 2.7740068 12011.0383 12076.4754
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 20172.6016 20209.3713 4.7373549 2000-2009 –> 2010-2019 11.9735070 45975.6351 46049.8535
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 20174.3310 20217.2291 4.7371658 2000-2009 –> 2010-2019 11.9625013 45968.0105 46054.5986
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate 20186.8451 20217.4865 4.7487216 2000-2009 –> 2010-2019 11.9902691 45993.5357 46055.3843
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 20188.2598 20225.0295 4.7483115 2000-2009 –> 2010-2019 11.9802325 45986.8539 46061.0723
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate 16614.7620 16650.7500 3.9410281 2000-2009 –> 2010-2019 9.7750697 34436.8632 34508.4711
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16615.9709 16657.9569 3.9405042 2000-2009 –> 2010-2019 9.7690034 34434.7533 34518.2960
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate 16614.8256 16644.8156 3.9423952 2000-2009 –> 2010-2019 9.7789690 34437.3551 34497.0284
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 16615.7621 16651.7501 3.9416906 2000-2009 –> 2010-2019 9.7736217 34435.8386 34507.4465
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4860.3455 4891.2450 1.6223339 2000-2009 –> 2010-2019 2.6606336 8845.7403 8907.9488
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 16594.4008 16636.3867 3.9262448 2000-2009 –> 2010-2019 9.7499575 34408.5858 34492.1284
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 16698.6546 16740.6406 3.9956453 2000-2009 –> 2010-2019 9.8712295 34562.4622 34646.0048
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4749.2327 4785.2822 1.5518892 2000-2009 –> 2010-2019 2.5801537 8710.1329 8782.7096
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4941.3112 4972.2107 1.6747133 2000-2009 –> 2010-2019 2.8072384 9163.6743 9225.8829
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 16594.1327 16630.1207 3.9273878 2000-2009 –> 2010-2019 9.7545698 34409.6503 34481.2583
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 4941.2790 4972.1785 1.6746922 2000-2009 –> 2010-2019 2.8108232 9172.3143 9234.5228
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 16699.2124 16735.2004 3.9973633 2000-2009 –> 2010-2019 9.8760938 34564.0157 34635.6237
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4715.6115 4751.6609 1.5315463 2000-2009 –> 2010-2019 2.5452729 8637.6671 8710.2437
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 16595.2408 16637.2268 3.9267991 2000-2009 –> 2010-2019 9.7506021 34409.5125 34493.0551
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4715.8860 4751.9354 1.5317113 2000-2009 –> 2010-2019 2.5488163 8647.0180 8719.5946
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16697.4728 16739.4588 3.9948518 2000-2009 –> 2010-2019 9.8643916 34555.5206 34639.0632
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4715.6356 4751.6850 1.5315608 2000-2009 –> 2010-2019 2.5573017 8669.8324 8742.4091
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 4941.2695 4972.1690 1.6746859 2000-2009 –> 2010-2019 2.8123795 9176.0541 9238.2626
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4715.8814 4751.9308 1.5317086 2000-2009 –> 2010-2019 2.5493693 8648.5038 8721.0804
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 4714.1272 4745.0267 1.5318564 2000-2009 –> 2010-2019 2.5941691 8761.8946 8824.1032
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 12729.4014 12764.3023 3.1361239 2000-2009 –> 2010-2019 8.4767320 26300.5278 26369.5814
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12731.3897 12772.1075 3.1361165 2000-2009 –> 2010-2019 8.4714128 26300.1556 26380.7182
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + phosphate 12731.5980 12760.6821 3.1387763 2000-2009 –> 2010-2019 8.4975341 26315.5911 26373.1358
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 8079.7334 8114.3446 1.3320423 2000-2009 –> 2010-2019 2.4989269 15574.2340 15643.4893
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 12733.5891 12768.4900 3.1387707 2000-2009 –> 2010-2019 8.4896864 26313.1648 26382.2184
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 8336.4418 8371.0530 1.4063332 2000-2009 –> 2010-2019 2.5260461 15634.6855 15703.9408
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12716.5642 12757.2820 3.1267642 2000-2009 –> 2010-2019 8.4547324 26279.3073 26359.8698
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 12805.6214 12846.3392 3.1833665 2000-2009 –> 2010-2019 8.5580897 26406.6505 26487.2131
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7607.6031 7647.9829 1.2049938 2000-2009 –> 2010-2019 2.2621020 14634.2093 14715.0072
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate 12718.0570 12752.9579 3.1289650 2000-2009 –> 2010-2019 8.4725924 26291.6601 26360.7137
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7423.2024 7463.5822 1.1589206 2000-2009 –> 2010-2019 2.1252007 14022.5361 14103.3339
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 12719.8945 12760.6123 3.1288626 2000-2009 –> 2010-2019 8.4688738 26292.5312 26373.0937
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7437.4495 7477.8293 1.1624166 2000-2009 –> 2010-2019 2.1319883 14052.9567 14133.7546
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 12804.1765 12844.8942 3.1824400 2000-2009 –> 2010-2019 8.5529313 26401.7540 26482.3165
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7420.1098 7460.4895 1.1581631 2000-2009 –> 2010-2019 2.1293690 14043.6263 14124.4241
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12805.3066 12846.0243 3.1831646 2000-2009 –> 2010-2019 8.5585743 26406.8954 26487.4579
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7436.5336 7476.9133 1.1621915 2000-2009 –> 2010-2019 2.1322490 14054.4230 14135.2208
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 7455.4610 7490.0722 1.1673449 2000-2009 –> 2010-2019 2.1691785 14224.6450 14293.9003
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate 8446.4575 8481.0687 1.4394266 2000-2009 –> 2010-2019 2.5090684 15527.1209 15596.3762
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 8466.4018 8501.0130 1.4455089 2000-2009 –> 2010-2019 2.5237438 15585.1210 15654.3763
obs Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate 3748.9245 3777.0845 2.4507161 2000-2009 –> 2010-2019 7.6787805 6551.1901 6604.0586
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate 3723.8226 3751.9825 2.4128958 2000-2009 –> 2010-2019 7.6450605 6526.7999 6579.6685
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3718.8821 3751.7354 2.4025423 2000-2009 –> 2010-2019 7.6260820 6522.3615 6584.0414
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3717.5151 3750.3683 2.4005082 2000-2009 –> 2010-2019 7.5722458 6511.9448 6573.6247
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 10187.7888 10226.0853 0.7749731 2000-2009 –> 2010-2019 1.3803083 18890.7889 18967.8669
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 3782.8354 3810.9954 2.5027515 2000-2009 –> 2010-2019 7.6807598 6576.3654 6629.2339
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate_star 10391.1196 10429.4161 0.7932095 2000-2009 –> 2010-2019 1.4495608 19861.0215 19938.0995
obs Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3717.4911 3750.3444 2.4004726 2000-2009 –> 2010-2019 7.6577069 6526.8087 6588.4887
mod Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate_star 10484.3208 10522.6173 0.8017114 2000-2009 –> 2010-2019 1.4577815 19950.1607 20027.2387
mod Pacific (28.2,28.3] cstar_tref ~ sal + silicate + phosphate + phosphate_star 10300.7193 10339.0158 0.7850492 2000-2009 –> 2010-2019 1.4405565 19758.4243 19835.5023
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3725.6746 3758.5278 2.4126746 2000-2009 –> 2010-2019 7.6441898 6530.5392 6592.2192
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10283.3078 10327.9870 0.7833080 2000-2009 –> 2010-2019 1.4683047 20160.0893 20250.0136
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 9943.7704 9988.4496 0.7534677 2000-2009 –> 2010-2019 1.3227610 18066.9476 18156.8719
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 3776.6548 3809.5080 2.4900983 2000-2009 –> 2010-2019 7.6664670 6571.8972 6633.5772
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9952.2652 9996.9444 0.7542002 2000-2009 –> 2010-2019 1.3248432 18097.8877 18187.8120
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3714.9800 3747.8332 2.3967407 2000-2009 –> 2010-2019 7.6785786 6528.5371 6590.2170
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10021.5074 10066.1867 0.7601977 2000-2009 –> 2010-2019 1.3158091 17914.1175 18004.0418
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9950.5557 9995.2349 0.7540528 2000-2009 –> 2010-2019 1.3248243 18098.3122 18188.2365
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate_star 10184.7468 10223.0433 0.7747034 2000-2009 –> 2010-2019 1.3698677 18727.1422 18804.2202
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3740.8835 3773.7368 2.4355171 2000-2009 –> 2010-2019 7.6507386 6542.9158 6604.5957
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 6927.9560 6962.2064 1.1431792 2000-2009 –> 2010-2019 1.9104306 11011.2601 11078.3626
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate_star 6891.0607 6925.3111 1.1337486 2000-2009 –> 2010-2019 1.8665212 10812.1505 10879.2530
mod Pacific (28.3,28.4] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6942.8562 6977.1066 1.1470099 2000-2009 –> 2010-2019 1.8969009 10945.4160 11012.5185
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6909.9371 6949.8960 1.1380526 2000-2009 –> 2010-2019 1.9050410 10994.0317 11072.3179
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 539.4443 559.2425 1.9794891 2000-2009 –> 2010-2019 4.3087624 775.3648 808.4058
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6891.2122 6931.1711 1.1332782 2000-2009 –> 2010-2019 1.8618875 10794.2005 10872.4867
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 6958.1234 6992.3738 1.1509483 2000-2009 –> 2010-2019 1.9250054 11072.5833 11139.6858
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 537.6562 554.6261 1.9811676 2000-2009 –> 2010-2019 4.3113907 771.6167 799.9375
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 539.4918 559.2900 1.9798649 2000-2009 –> 2010-2019 4.3089716 775.4053 808.4462
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate_star 7026.4423 7060.6927 1.1687386 2000-2009 –> 2010-2019 1.9259179 11063.1262 11130.2287
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7092.3059 7132.2647 1.1856172 2000-2009 –> 2010-2019 1.9195148 11020.8078 11099.0941
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 540.4266 560.2248 1.9872819 2000-2009 –> 2010-2019 4.2731800 774.5049 807.5459
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 540.1763 559.9745 1.9852937 2000-2009 –> 2010-2019 4.3486971 777.5224 810.5633
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 546.4002 566.1984 2.0353388 2000-2009 –> 2010-2019 4.3758610 782.7928 815.8338
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate 542.2271 559.1970 2.0177236 2000-2009 –> 2010-2019 4.3036268 774.3057 802.6265
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7093.6325 7133.5914 1.1859704 2000-2009 –> 2010-2019 1.9207788 11026.5101 11104.7963
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 541.0231 560.8213 1.9920295 2000-2009 –> 2010-2019 4.2757376 775.0076 808.0485
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 539.5202 559.3183 1.9800896 2000-2009 –> 2010-2019 4.2619027 773.4232 806.4642
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7003.0265 7042.9854 1.1620884 2000-2009 –> 2010-2019 1.9116835 11006.1942 11084.4805
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 546.4290 566.2272 2.0355735 2000-2009 –> 2010-2019 4.3784907 782.9219 815.9628

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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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] 5 8 7 7 10 6 5
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 6 7 6 8 5 6 10
(26.75,27] 8 5 8 5 5 10 7
(27,27.25] 8 8 4 5 6 10 7
(27.25,27.5] 8 10 4 5 6 8 7
(27.5,27.75] 7 2 6 6 10 7 6
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 3 5 4 9 9 8
(27.95,28.05] 5 1 6 7 7 8 10
(28.05,28.1] 6 1 7 6 7 6 10
(28.1,28.15] 7 NA 7 6 6 6 10
(28.15,28.2] 6 9 3 5 5 5 10
(28.2, Inf] 10 10 1 4 6 5 5
total 95.00 — 74.00 81.00 102.00 102.00 109.00
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] 6 10 5 6 5 4 10
(27.5,27.75] 2 6 4 8 6 7 10
(27.75,27.85] 4 2 5 9 5 10 6
(27.85,27.95] 3 2 3 9 9 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] 3 10 2 3 7 5 10
(28.2,28.3] 7 10 3 6 9 5 6
(28.3,28.4] 7 6 7 6 7 10 5
total 66.00 81.00 63.00 100.00 94.00 115.00 114.00
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 4 5 10 10 6
(27.85,27.95] 7 6 4 7 10 6 7
(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] 5 10 6 6 7 8 3
total 84.00 81.00 70.00 86.00 108.00 112.00 111.00
Atlantic - obs
(-Inf,26] 7 10 7 7 3 4 9
(26,26.5] 10 6 9 5 4 4 6
(26.5,26.75] 8 5 6 6 8 5 10
(26.75,27] 6 6 5 9 7 4 10
(27,27.25] 5 6 5 10 6 4 10
(27.25,27.5] 6 7 5 9 4 6 10
(27.5,27.75] 7 4 10 7 2 8 6
(27.75,27.85] 7 5 9 6 3 10 7
(27.85,27.95] 7 4 6 7 9 10 4
(27.95,28.05] 7 4 6 7 10 9 4
(28.05,28.1] 5 4 5 10 10 6 6
(28.1,28.15] 4 8 4 10 6 5 10
(28.15,28.2] 6 4 6 7 10 4 10
(28.2, Inf] 8 5 8 4 10 5 7
total 93.00 78.00 91.00 104.00 92.00 84.00 109.00
Indian - obs
(-Inf,26] 6 4 6 7 10 4 10
(26,26.5] 6 8 6 8 5 5 10
(26.5,26.75] 6 10 6 7 4 4 10
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 10 5 10 4 3 5 6
(27.25,27.5] 10 5 10 5 4 4 5
(27.5,27.75] 10 6 10 7 4 4 3
(27.75,27.85] 9 6 9 7 3 8 5
(27.85,27.95] 10 6 10 6 4 4 4
(27.95,28.05] 10 7 9 5 6 3 6
(28.05,28.1] 10 6 8 5 3 7 7
(28.1,28.2] 8 4 8 3 10 6 6
(28.2,28.3] 6 8 7 7 5 5 10
(28.3,28.4] 8 4 6 10 10 6 4
total 116.00 89.00 111.00 88.00 76.00 69.00 94.00
Pacific - obs
(-Inf,26] 8 7 8 7 7 5 7
(26,26.5] 7 7 7 7 6 7 9
(26.5,26.75] 8 8 8 7 4 6 7
(26.75,27] 9 6 8 6 3 8 7
(27,27.25] 5 5 6 7 10 4 10
(27.25,27.5] 8 4 7 7 10 3 8
(27.5,27.75] 6 4 6 8 10 5 9
(27.75,27.85] 6 4 7 7 4 9 10
(27.85,27.95] 7 4 7 6 4 9 10
(27.95,28.05] 9 4 8 3 6 5 10
(28.05,28.1] 10 4 7 3 10 4 6
(28.1,28.2] 8 6 8 3 10 4 6
(28.2,28.3] 8 8 10 3 8 6 4
(28.3,28.4] 4 8 9 4 10 6 7
total 103.00 79.00 106.00 78.00 102.00 81.00 110.00

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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc 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
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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
955f5dc jens-daniel-mueller 2021-06-29
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]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

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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