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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[3]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>% 
  mutate(model = str_replace_all(predictors, " ", " + "),
         model = paste(params_local$MLR_target, "~", model))

# remove helper objects
rm(i_gamma_slab,
   i_era,
   i_basin,
   GLODAP_basin_era,
   GLODAP_basin_era_slab,
   lm_full)

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

# prepare nested data frame

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

GLODAP_nested <- GLODAP %>% 
  # filter(basin %in% unique(GLODAP$basin)[1],
  #        era %in% unique(GLODAP$era)[c(1,2)],
  #        gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
  group_by(gamma_slab, era, basin, data_source) %>% 
  nest()

# expand with model definitions

GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all
)

# fit models and extract tidy model output

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

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

5 Tidy models

# extract glanced model output (model diagnostics, such as AIC)
GLODAP_glanced <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, vif)) %>%
  unnest(glanced) %>% 
  rename(n_predictors = n)

# extract tidy model output (model coefficients)
GLODAP_tidy <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, glanced, augmented, vif)) %>%
  unnest(tidied)

# extract augmented model output (fitted values and residuals)
GLODAP_augmented <- GLODAP_nested_lm_fit %>% 
  select(-c(data, fit, tidied, glanced, vif)) %>% 
  unnest(augmented) 

# print(object.size(GLODAP_augmented), units = "MB")

# extract VIC from output
GLODAP_glanced_vif <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, glanced)) %>%
  unnest(vif)

# calculte max vif per model
GLODAP_glanced_vif_max <- GLODAP_glanced_vif %>% 
  group_by(data_source, era, basin, gamma_slab, model, n) %>% 
  summarise(vif_max = max(VIF)) %>% 
  ungroup()

# calculate RMSE from augmented output
GLODAP_glanced_rmse <- GLODAP_augmented %>%
  group_by(data_source, era, basin, gamma_slab, model) %>%
  summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
  ungroup()

# add RMSE and vif_max to glanced output
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_rmse)
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_vif_max)
rm(GLODAP_glanced_rmse)
rm(GLODAP_glanced_vif_max)


# extract input data
GLODAP_data <- GLODAP_nested_lm_fit %>%
  select(-c(fit, tidied, glanced, augmented, vif)) %>%
  unnest(data)

# append input data with augmented data
GLODAP_augmented <- bind_cols(
  GLODAP_data,
  GLODAP_augmented %>% select(.fitted, .resid)
)

rm(GLODAP, GLODAP_nested, GLODAP_nested_lm, GLODAP_nested_lm_fit, lm_all,
   GLODAP_data)

6 Prepare coeffcients

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

6.1 VIF threshold

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

  • 50

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

GLODAP_glanced_clean <- GLODAP_glanced %>% 
  filter(vif_max <= params_local$vif_max)

GLODAP_glanced_clean %>% 
  group_by(data_source, era, basin, gamma_slab) %>% 
  count() %>% 
  filter(n < params_local$MLR_number)
# A tibble: 0 x 5
# Groups:   data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
#   gamma_slab <chr>, n <int>

6.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

# calculate RMSE sum for adjacent eras
lm_all_eras <- GLODAP_glanced_clean  %>%
  select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>% 
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> "),
         rmse_sum = rmse + lag(rmse),
         aic_sum = AIC + lag(AIC),
         bic_sum = BIC + lag(BIC)
         ) %>% 
  ungroup() %>% 
  select(-c(era)) %>% 
  drop_na()

# subset models with lowest summed criterion
# chose which criterion is applied

if (params_local$MLR_criterion == "aic") {
  lm_best_eras <- lm_all_eras %>%
    group_by(data_source, basin, gamma_slab, eras) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, model)
} 

if (params_local$MLR_criterion == "bic") {
  lm_best_eras <- lm_all_eras %>%
    group_by(data_source, basin, gamma_slab, eras) %>%
    slice_min(order_by = bic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, model)
}

if (params_local$MLR_criterion == "rmse") {
  lm_best_eras <- lm_all_eras %>%
    group_by(data_source, basin, gamma_slab, eras) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, model)
}


# print table
lm_best_eras %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse eras rmse_sum aic_sum bic_sum
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 322.0464 335.3635 2.3650863 1981-1999 –> 1981-1999 8.806789 905.0677 933.1802
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 324.0309 339.5674 2.3648158 1981-1999 –> 1981-1999 8.159653 890.6385 923.4364
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 323.9568 339.4934 2.3635293 1981-1999 –> 1981-1999 8.154751 890.4559 923.2538
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 322.0816 335.3987 2.3656991 1981-1999 –> 1981-1999 8.505983 896.7645 924.8770
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 322.0774 335.3945 2.3656254 1981-1999 –> 1981-1999 8.494433 896.4348 924.5473
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 323.3981 338.9347 2.3538387 1981-1999 –> 1981-1999 8.280759 893.9272 926.7251
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 323.0988 338.6354 2.3486648 1981-1999 –> 1981-1999 8.269037 893.4356 926.2335
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 323.2683 338.8048 2.3515926 1981-1999 –> 1981-1999 8.133701 889.4933 922.2912
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 321.4443 334.7614 2.3546392 1981-1999 –> 1981-1999 8.468053 895.3641 923.4766
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 322.5164 338.0529 2.3386271 1981-1999 –> 1981-1999 8.248694 892.5500 925.3479
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 395.8255 410.8906 1.9937008 1981-1999 –> 2000-2012 4.495748 725.5280 753.9102
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 546.7447 560.9614 7.1386351 1981-1999 –> 2000-2012 9.503721 868.7911 896.3248
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 541.5135 558.0996 6.8192844 1981-1999 –> 2000-2012 9.184100 865.5444 897.6671
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 541.6622 558.2484 6.8257065 1981-1999 –> 2000-2012 9.189236 865.6191 897.7418
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 555.1393 569.3560 7.5281685 1981-1999 –> 2000-2012 9.893868 877.2209 904.7547
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 555.4061 569.6228 7.5408937 1981-1999 –> 2000-2012 9.906519 877.4835 905.0173
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 557.1362 573.7223 7.5280206 1981-1999 –> 2000-2012 9.881859 880.5343 912.6570
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 557.4023 573.9884 7.5407117 1981-1999 –> 2000-2012 9.889377 880.5011 912.6238
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 542.4170 559.0032 6.8583928 1981-1999 –> 2000-2012 9.209985 865.6853 897.8080
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 555.6595 569.8762 7.5529973 1981-1999 –> 2000-2012 9.907636 877.1039 904.6376
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 557.6573 574.2434 7.5528915 1981-1999 –> 2000-2012 9.891519 880.1737 912.2963
mod Atlantic (-Inf,26] cstar_tref ~ aou + nitrate + silicate + phosphate_star 340.4842 355.5494 1.4709670 2000-2012 –> 2000-2012 9.102713 897.7826 927.0644
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 379.0069 396.5829 1.7978544 2000-2012 –> 2000-2012 8.623561 920.6691 954.8313
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 336.7548 354.3308 1.4253816 2000-2012 –> 2000-2012 8.953402 893.8910 928.0531
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 378.6614 396.2374 1.7944441 2000-2012 –> 2000-2012 8.652837 921.0784 955.2405
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 335.9618 353.5378 1.4191847 2000-2012 –> 2000-2012 8.972076 893.6191 927.7813
mod Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 369.5583 384.6235 1.7257601 2000-2012 –> 2000-2012 9.351067 926.7233 956.0051
mod Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 335.8233 350.8885 1.4337746 2000-2012 –> 2000-2012 9.141194 894.6806 923.9625
mod Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate_star 334.7419 349.8071 1.4252806 2000-2012 –> 2000-2012 9.132048 893.5858 922.8677
mod Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 331.1792 348.7552 1.3823770 2000-2012 –> 2000-2012 8.355151 876.2096 910.3717
mod Atlantic (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 335.2140 350.2792 1.4289827 2000-2012 –> 2000-2012 9.136110 894.0653 923.3472
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2230.5896 2258.6168 3.7344175 1981-1999 –> 1981-1999 8.654511 5407.4689 5465.3399
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2231.8422 2259.8694 3.7401970 1981-1999 –> 1981-1999 8.687397 5414.4904 5472.3614
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2232.8011 2260.8283 3.7446273 1981-1999 –> 1981-1999 8.645940 5405.6648 5463.5358
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2235.5274 2263.5546 3.7572520 1981-1999 –> 1981-1999 8.687098 5414.4860 5472.3570
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2246.4947 2274.5219 3.8084710 1981-1999 –> 1981-1999 8.908755 5461.1412 5519.0122
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2237.0470 2265.0742 3.7643074 1981-1999 –> 1981-1999 8.710878 5419.5616 5477.4326
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 2352.9914 2377.0148 4.3543456 1981-1999 –> 1981-1999 9.274521 5527.8883 5577.4920
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 2336.5801 2360.6034 4.2670105 1981-1999 –> 1981-1999 9.176336 5509.1589 5558.7626
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2334.2478 2358.2711 4.2547416 1981-1999 –> 1981-1999 9.194718 5513.3617 5562.9654
mod Atlantic (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2333.0869 2357.1103 4.2486483 1981-1999 –> 1981-1999 9.206570 5516.0084 5565.6121
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 2561.0781 2585.2188 5.2968509 1981-1999 –> 2000-2012 10.192663 5009.0063 5057.1703
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2498.4472 2526.6113 4.8981950 1981-1999 –> 2000-2012 9.955455 5704.1987 5762.2067
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate 4591.0840 4618.4925 6.0297791 1981-1999 –> 2000-2012 10.616630 6986.2112 7037.6430
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 4669.6560 4697.0645 6.3718339 1981-1999 –> 2000-2012 10.228752 6924.3897 6975.8215
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2333.5748 2361.7389 4.0118938 1981-1999 –> 2000-2012 7.746311 4564.1644 4620.3557
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2335.7955 2363.9596 4.0226942 1981-1999 –> 2000-2012 7.762891 4567.6377 4623.8291
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4581.0351 4613.0117 5.9789744 1981-1999 –> 2000-2012 9.723602 6813.8362 6873.8400
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4606.9896 4638.9662 6.0889492 1981-1999 –> 2000-2012 9.846201 6842.5170 6902.5207
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate 2481.4381 2505.5788 4.8099947 1981-1999 –> 2000-2012 9.231477 4846.8231 4894.9871
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2339.9576 2368.1217 4.0430151 1981-1999 –> 2000-2012 7.803492 4576.1799 4632.3712
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2447.3491 2475.5132 4.6043645 1981-1999 –> 2000-2012 10.733671 5854.9702 5912.9781
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4679.8373 4711.8139 6.4085474 1981-1999 –> 2000-2012 10.217018 6926.3321 6986.3358
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4616.8681 4648.8446 6.1313358 1981-1999 –> 2000-2012 9.895643 6853.9150 6913.9188
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 4530.1645 4557.5730 5.7772617 1981-1999 –> 2000-2012 10.131607 6883.1559 6934.5877
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 4549.2019 4576.6103 5.8550160 1981-1999 –> 2000-2012 10.199914 6900.4339 6951.8657
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4528.2461 4560.2226 5.7613862 1981-1999 –> 2000-2012 10.659221 7700.3644 7762.1848
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 4661.5638 4688.9723 6.3357272 1981-1999 –> 2000-2012 10.602738 6998.1439 7049.5757
mod Atlantic (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2475.1258 2499.2665 4.7733765 1981-1999 –> 2000-2012 9.097808 4822.5333 4870.6973
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 2374.9437 2399.0844 4.2281652 2000-2012 –> 2000-2012 10.599999 7044.5998 7096.1489
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2374.5031 2402.6672 4.2156904 2000-2012 –> 2000-2012 10.567296 7041.6313 7101.7719
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2324.6147 2352.7788 3.9686096 2000-2012 –> 2000-2012 9.947584 6905.6498 6965.7905
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2327.8990 2356.0631 3.9844209 2000-2012 –> 2000-2012 10.073370 6934.8886 6995.0293
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2385.4931 2413.6572 4.2721554 2000-2012 –> 2000-2012 10.680703 7065.3304 7125.4711
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2329.7261 2357.8902 3.9932442 2000-2012 –> 2000-2012 10.124580 6946.5942 7006.7349
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 2480.6738 2504.8145 4.8055462 2000-2012 –> 2000-2012 10.582808 7010.8384 7062.3875
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 2478.4416 2502.5823 4.7925770 2000-2012 –> 2000-2012 10.647593 7027.6435 7079.1926
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2417.6925 2445.8567 4.4419828 2000-2012 –> 2000-2012 10.203369 6945.9386 7006.0793
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2415.7903 2443.9544 4.4317647 2000-2012 –> 2000-2012 10.263859 6961.4064 7021.5471
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate_star 3132.3842 3153.8790 4.2669526 1981-1999 –> 1981-1999 9.207190 7763.4353 7808.1360
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate_star 2939.0871 2964.8808 3.5658373 1981-1999 –> 1981-1999 8.484320 7565.3772 7619.0180
mod Atlantic (26.5,26.75] cstar_tref ~ sal + nitrate + phosphate_star 3280.5237 3302.0185 4.8893410 1981-1999 –> 1981-1999 9.765172 7891.4707 7936.1713
mod Atlantic (26.5,26.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3049.4028 3075.1965 3.9463537 1981-1999 –> 1981-1999 8.777533 7648.2556 7701.8964
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate_star 3153.2847 3174.7794 4.3497131 1981-1999 –> 1981-1999 8.551600 7536.3363 7581.0369
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 2889.6915 2915.4852 3.4075669 1981-1999 –> 1981-1999 7.580696 7264.2220 7317.8628
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate_star 3278.1768 3299.6716 4.8788058 1981-1999 –> 1981-1999 9.096495 7666.9791 7711.6798
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3033.0395 3058.8331 3.8874450 1981-1999 –> 1981-1999 8.082753 7415.6903 7469.3311
mod Atlantic (26.5,26.75] cstar_tref ~ temp + phosphate_star 3398.2606 3415.4564 5.4581496 1981-1999 –> 1981-1999 10.877424 8169.0960 8204.8565
mod Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate_star 3399.4393 3420.9340 5.4540308 1981-1999 –> 1981-1999 10.087841 7932.3906 7977.0912
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate 3592.1295 3618.8607 4.0375120 1981-1999 –> 2000-2012 7.372588 6458.4257 6510.9506
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate_star 3635.3105 3662.0417 4.1769280 1981-1999 –> 2000-2012 7.711636 6564.8579 6617.3828
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 3528.1642 3554.8954 3.8394976 1981-1999 –> 2000-2012 7.187481 6398.6632 6451.1880
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate_star 3590.9848 3617.7160 4.0338804 1981-1999 –> 2000-2012 7.599718 6530.0720 6582.5969
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 3522.0842 3548.8154 3.8211889 1981-1999 –> 2000-2012 6.941593 6315.9924 6368.5173
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 3525.2522 3551.9834 3.8307178 1981-1999 –> 2000-2012 6.976325 6327.9128 6380.4377
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 3497.6945 3524.4256 3.7486182 1981-1999 –> 2000-2012 7.093534 6367.1958 6419.7207
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 3506.6414 3533.3726 3.7750781 1981-1999 –> 2000-2012 7.182645 6396.3329 6448.8578
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3530.8865 3557.6176 3.8477233 1981-1999 –> 2000-2012 7.032438 6346.9902 6399.5151
mod Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3508.8205 3535.5517 3.7815508 1981-1999 –> 2000-2012 7.210554 6405.3351 6457.8600
obs Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate_star 7138.7712 7168.7238 6.3995781 2000-2012 –> 2000-2012 10.433459 10729.7561 10786.4399
obs Atlantic (26.5,26.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 7135.3053 7165.2579 6.3893930 2000-2012 –> 2000-2012 10.509078 10753.0630 10809.7468
obs Atlantic (26.5,26.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 7148.4021 7178.3547 6.4279651 2000-2012 –> 2000-2012 10.522913 10758.4991 10815.1828
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate 6796.6286 6821.5891 5.4734904 2000-2012 –> 2000-2012 10.755079 10728.4151 10775.6515
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate_star 6795.8153 6820.7758 5.4714450 2000-2012 –> 2000-2012 10.767640 10731.1147 10778.3511
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 6793.0376 6822.9902 5.4594449 2000-2012 –> 2000-2012 9.208063 10290.7320 10347.4158
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 6797.4253 6827.3779 5.4704646 2000-2012 –> 2000-2012 9.245543 10304.0667 10360.7505
obs Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 6803.4076 6833.3602 5.4855248 2000-2012 –> 2000-2012 9.389137 10352.6372 10409.3210
obs Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 6798.4551 6828.4077 5.4730540 2000-2012 –> 2000-2012 9.254605 10307.2756 10363.9594
obs Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate_star 6888.4249 6913.3854 5.7093337 2000-2012 –> 2000-2012 10.509676 10698.6850 10745.9215
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 5157.8110 5187.3646 3.0297301 1981-1999 –> 1981-1999 8.955078 11092.8366 11151.3754
mod Atlantic (26.75,27] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5283.4854 5313.0390 3.2226361 1981-1999 –> 1981-1999 9.133561 11213.9975 11272.5364
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 5747.3017 5776.8553 4.0471271 1981-1999 –> 1981-1999 8.870715 11301.3310 11359.8698
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4747.3437 4781.8229 2.4741242 1981-1999 –> 1981-1999 7.283035 10297.7295 10366.0248
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5267.1612 5301.6404 3.1937622 1981-1999 –> 1981-1999 7.988786 10812.1910 10880.4863
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 5757.1916 5786.7451 4.0668339 1981-1999 –> 1981-1999 8.891474 11311.6248 11370.1637
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4766.1509 4800.6301 2.4970844 1981-1999 –> 1981-1999 7.307426 10317.0878 10385.3830
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 4799.5482 4829.1018 2.5408775 1981-1999 –> 1981-1999 7.387255 10362.3071 10420.8459
mod Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5368.0503 5397.6039 3.3593064 1981-1999 –> 1981-1999 8.175675 10919.3059 10977.8447
mod Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4817.3119 4846.8655 2.5631432 1981-1999 –> 1981-1999 7.410966 10380.6231 10439.1619
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate 6440.1277 6465.3653 3.9620801 1981-1999 –> 2000-2012 7.920350 12140.2297 12190.0953
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 5525.4648 5555.7499 2.6597179 1981-1999 –> 2000-2012 5.338074 10432.2976 10492.1363
obs Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 8214.7640 8245.5877 6.3047388 1981-1999 –> 2000-2012 9.334469 13372.5750 13432.9523
obs Atlantic (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate_star 8218.9448 8249.7684 6.3152238 1981-1999 –> 2000-2012 9.825772 13676.6556 13737.0328
obs Atlantic (26.75,27] cstar_tref ~ sal + silicate + phosphate + phosphate_star 8207.6731 8238.4967 6.2869949 1981-1999 –> 2000-2012 9.509631 13491.1585 13551.5357
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 6531.3326 6561.6177 4.1187672 1981-1999 –> 2000-2012 9.785242 12963.8703 13023.7090
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 6440.6695 6470.9546 3.9595690 1981-1999 –> 2000-2012 7.904608 12135.9546 12195.7933
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 7831.9953 7862.8190 5.4149721 1981-1999 –> 2000-2012 9.462099 13579.2970 13639.6743
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5419.8927 5455.2253 2.5381859 1981-1999 –> 2000-2012 4.967468 10129.9968 10199.8086
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7764.6932 7800.6542 5.2678545 1981-1999 –> 2000-2012 7.741979 12512.0370 12582.4771
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7761.8302 7797.7911 5.2618634 1981-1999 –> 2000-2012 8.455626 13028.9914 13099.4315
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 6466.8121 6497.0972 4.0048315 1981-1999 –> 2000-2012 8.071665 12224.0036 12283.8423
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5460.7795 5496.1121 2.5837103 1981-1999 –> 2000-2012 5.080795 10226.9304 10296.7422
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate 6545.3312 6570.5688 4.1475169 1981-1999 –> 2000-2012 9.902377 13007.3813 13057.2468
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate 6740.3267 6765.5643 4.5144821 1981-1999 –> 2000-2012 8.787673 12596.2921 12646.1577
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate_star 7846.0891 7871.7755 5.4497202 1981-1999 –> 2000-2012 9.829393 13752.1670 13802.4814
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 5550.8741 5581.1592 2.6892642 1981-1999 –> 2000-2012 5.187018 10315.5706 10375.4093
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 7797.8216 7828.6453 5.3419201 1981-1999 –> 2000-2012 7.882798 12597.3698 12657.7470
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7789.6681 7820.4917 5.3246367 1981-1999 –> 2000-2012 8.683943 13157.7184 13218.0956
obs Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7796.6855 7827.5092 5.3395086 1981-1999 –> 2000-2012 7.902652 12613.9975 12674.3747
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 5733.4711 5763.7562 2.9114685 2000-2012 –> 2000-2012 9.216207 13948.2351 14009.3439
mod Atlantic (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate_star 5778.5817 5808.8668 2.9691357 2000-2012 –> 2000-2012 9.284360 13997.5265 14058.6353
mod Atlantic (26.75,27] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5813.9846 5844.2697 3.0151919 2000-2012 –> 2000-2012 9.302187 14021.6577 14082.7665
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 6464.1535 6494.4386 4.0002050 2000-2012 –> 2000-2012 9.415177 14296.1489 14357.2576
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5448.5041 5483.8367 2.5699574 2000-2012 –> 2000-2012 7.837812 13213.1973 13284.4909
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 6522.0405 6552.3256 4.1021607 2000-2012 –> 2000-2012 9.525157 14357.7616 14418.8704
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5561.4893 5596.8219 2.6993563 2000-2012 –> 2000-2012 7.961220 13323.3195 13394.6131
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 5576.1638 5606.4489 2.7189972 2000-2012 –> 2000-2012 8.060917 13373.9854 13435.0942
mod Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5771.2123 5801.4974 2.9596376 2000-2012 –> 2000-2012 8.284274 13560.8804 13621.9892
mod Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5587.6432 5617.9283 2.7326017 2000-2012 –> 2000-2012 8.072110 13384.3287 13445.4375
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate_star 6408.4209 6439.2637 3.0504867 1981-1999 –> 1981-1999 8.403094 17834.2020 17898.1597
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5801.3349 5837.3180 2.3964378 1981-1999 –> 1981-1999 7.564577 17099.8441 17174.4613
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 6532.3615 6563.2042 3.2040190 1981-1999 –> 1981-1999 8.600138 17987.9852 18051.9428
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6058.7337 6094.7169 2.6537239 1981-1999 –> 1981-1999 7.791524 17335.5405 17410.1577
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + phosphate + phosphate_star 6416.8977 6447.7405 3.0607489 1981-1999 –> 1981-1999 8.414630 17843.5560 17907.5136
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5811.6688 5847.6520 2.4062696 1981-1999 –> 1981-1999 7.572882 17109.0889 17183.7061
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 7122.7965 7153.6392 4.0484506 1981-1999 –> 1981-1999 9.253006 18445.1872 18509.1448
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 6191.8233 6222.6660 2.7996262 1981-1999 –> 1981-1999 8.095111 17578.0562 17642.0138
mod Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 6552.5644 6583.4071 3.2297679 1981-1999 –> 1981-1999 8.509463 17927.7907 17991.7484
mod Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 6202.3184 6233.1611 2.8112916 1981-1999 –> 1981-1999 8.106454 17588.3270 17652.2846
mod Atlantic (27,27.25] cstar_tref ~ nitrate + phosphate 11902.0348 11923.3196 12.3576344 1981-1999 –> 2000-2012 22.362961 21304.5046 21346.3511
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate 7779.8598 7806.4657 3.1596446 1981-1999 –> 2000-2012 6.139833 14127.4343 14179.7425
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 15453.6892 15488.2699 6.4387756 1981-1999 –> 2000-2012 9.168876 21582.0404 21647.4638
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 8002.3707 8034.2979 3.3986552 1981-1999 –> 2000-2012 7.184723 14956.0431 15018.8130
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 7781.2466 7813.1737 3.1590039 1981-1999 –> 2000-2012 6.138882 14130.5588 14193.3286
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate_star 14705.3906 14739.9712 5.4922000 1981-1999 –> 2000-2012 8.542687 21113.8115 21179.2349
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14577.4978 14617.8420 5.3426800 1981-1999 –> 2000-2012 7.739118 20378.8327 20455.1600
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 14824.1655 14858.7462 5.6325820 1981-1999 –> 2000-2012 8.836601 21356.5271 21421.9505
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14609.2786 14649.6227 5.3788824 1981-1999 –> 2000-2012 8.032606 20668.0123 20744.3396
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + phosphate + phosphate_star 14713.7052 14748.2859 5.5019123 1981-1999 –> 2000-2012 8.562661 21130.6030 21196.0264
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14582.0832 14622.4273 5.3478882 1981-1999 –> 2000-2012 7.754158 20393.7521 20470.0793
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate 8028.1591 8054.7650 3.4300303 1981-1999 –> 2000-2012 7.290168 15028.7341 15081.0423
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate 8598.8258 8625.4317 4.1424261 1981-1999 –> 2000-2012 7.905081 15534.8420 15587.1502
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 14647.4654 14682.0461 5.4250120 1981-1999 –> 2000-2012 8.224638 20839.2887 20904.7121
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 14702.1139 14736.6946 5.4883773 1981-1999 –> 2000-2012 8.718145 21254.6783 21320.1017
obs Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 14653.0594 14687.6401 5.4314646 1981-1999 –> 2000-2012 8.242756 20855.3778 20920.8012
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate_star 7945.5064 7977.4335 3.3353429 2000-2012 –> 2000-2012 8.827543 22650.8970 22717.4048
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7167.1223 7204.3706 2.5767063 2000-2012 –> 2000-2012 7.919386 21744.6202 21822.2126
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 7947.1059 7979.0330 3.3371075 2000-2012 –> 2000-2012 8.969690 22771.2714 22837.7793
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7304.5700 7341.8183 2.6965259 2000-2012 –> 2000-2012 8.075408 21913.8486 21991.4410
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + phosphate + phosphate_star 7946.3184 7978.2455 3.3362386 2000-2012 –> 2000-2012 8.838151 22660.0236 22726.5314
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7188.7733 7226.0217 2.5952211 2000-2012 –> 2000-2012 7.943109 21770.8566 21848.4490
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 7764.6982 7796.6253 3.1417640 2000-2012 –> 2000-2012 8.627274 22464.3530 22530.8608
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 7806.6185 7838.5456 3.1856201 2000-2012 –> 2000-2012 8.610632 22454.0839 22520.5917
mod Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8007.3417 8039.2688 3.4042466 2000-2012 –> 2000-2012 8.892624 22709.4556 22775.9634
mod Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7816.6345 7848.5617 3.1961889 2000-2012 –> 2000-2012 8.627653 22469.6940 22536.2018
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 13430.6651 13465.0672 4.5658177 1981-1999 –> 1981-1999 7.964672 23346.2934 23413.9105
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 13441.4409 13475.8430 4.5766011 1981-1999 –> 1981-1999 8.130410 23524.1616 23591.7786
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13439.2926 13479.4284 4.5724468 1981-1999 –> 1981-1999 8.030797 23421.9612 23500.8478
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 13643.1382 13677.5403 4.7832058 1981-1999 –> 1981-1999 8.353628 23743.3392 23810.9563
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13641.3273 13681.4631 4.7792170 1981-1999 –> 1981-1999 8.291025 23681.4882 23760.3748
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 13436.9998 13471.4019 4.5721537 1981-1999 –> 1981-1999 8.129237 23523.1718 23590.7889
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13435.2261 13475.3619 4.5683781 1981-1999 –> 1981-1999 8.035020 23426.8706 23505.7572
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate 13496.0448 13524.7133 4.6336644 1981-1999 –> 1981-1999 8.226059 23617.2406 23673.5881
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 13468.4442 13502.8463 4.6037353 1981-1999 –> 1981-1999 8.233630 23630.5615 23698.1786
obs Atlantic (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 13464.7614 13499.1635 4.6000251 1981-1999 –> 1981-1999 8.239512 23636.7690 23704.3861
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate 16623.6975 16653.7675 3.7770525 1981-1999 –> 2000-2012 8.781412 30471.3025 30530.0410
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 16543.0470 16579.1310 3.7257705 1981-1999 –> 2000-2012 8.291588 29973.7121 30044.1982
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 16510.0137 16546.0977 3.7054696 1981-1999 –> 2000-2012 8.282071 29951.4546 30021.9407
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16084.7826 16126.2840 4.3738992 1981-1999 –> 2000-2012 8.946346 29524.0753 29605.7124
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 16380.8230 16416.9071 3.6271313 1981-1999 –> 2000-2012 8.410337 30023.9613 30094.4474
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 16470.8876 16512.3890 4.6889013 1981-1999 –> 2000-2012 9.468118 30112.2149 30193.8521
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 16501.3432 16537.4272 3.7001595 1981-1999 –> 2000-2012 8.272313 29938.3430 30008.8291
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16090.1463 16131.6477 4.3781268 1981-1999 –> 2000-2012 8.946505 29525.3724 29607.0095
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 18554.2677 18589.8403 6.8264658 1981-1999 –> 2000-2012 12.244433 32766.6226 32836.5973
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate 17365.3298 17395.3998 4.2699790 1981-1999 –> 2000-2012 8.903643 30861.3747 30920.1131
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate_star 17341.8066 17371.8766 4.2533980 1981-1999 –> 2000-2012 8.901402 30851.9660 30910.7045
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 16264.3565 16299.9291 4.5193090 1981-1999 –> 2000-2012 9.118589 29728.3780 29798.3527
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 17240.5136 17276.5977 4.1813480 1981-1999 –> 2000-2012 8.785083 30708.9578 30779.4440
mod Atlantic (27.25,27.5] cstar_tref ~ temp + phosphate + phosphate_star 17334.8494 17364.9194 4.2485064 1981-1999 –> 2000-2012 8.891338 30839.9221 30898.6606
mod Atlantic (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 17237.0122 17273.0962 4.1789272 1981-1999 –> 2000-2012 8.778952 30701.7736 30772.2597
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate 16573.1776 16602.8215 4.7795325 2000-2012 –> 2000-2012 8.556585 33196.8751 33256.5889
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 16117.8421 16153.4147 4.4016067 2000-2012 –> 2000-2012 8.127377 32660.8891 32732.5457
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 16083.6923 16119.2649 4.3746159 2000-2012 –> 2000-2012 8.080085 32593.7059 32665.3626
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 16496.8570 16532.4296 4.7125822 2000-2012 –> 2000-2012 8.339714 32877.6800 32949.3366
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 16090.0540 16125.6266 4.3796314 2000-2012 –> 2000-2012 8.079791 32591.3972 32663.0538
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate 16276.4859 16306.1297 4.5308249 2000-2012 –> 2000-2012 8.800804 33641.8157 33701.5296
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate_star 16277.2218 16306.8657 4.5314255 2000-2012 –> 2000-2012 8.784823 33619.0284 33678.7423
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 16249.4198 16284.9924 4.5071670 2000-2012 –> 2000-2012 8.688515 33489.9335 33561.5901
obs Atlantic (27.25,27.5] cstar_tref ~ temp + phosphate + phosphate_star 16271.1993 16300.8431 4.5265127 2000-2012 –> 2000-2012 8.775019 33606.0487 33665.7626
obs Atlantic (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 16249.0602 16284.6328 4.5068750 2000-2012 –> 2000-2012 8.685802 33486.0724 33557.7290
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 12946.6331 12980.8701 4.4444005 1981-1999 –> 1981-1999 6.866961 29637.8818 29709.2842
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 13085.3549 13119.5918 4.5853227 1981-1999 –> 1981-1999 6.875528 29369.8346 29441.2369
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 13179.6769 13213.9138 4.6836844 1981-1999 –> 1981-1999 6.989044 29511.9038 29583.3061
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 12853.4510 12893.3941 4.3502219 1981-1999 –> 1981-1999 6.548757 28844.1758 28927.4785
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12893.2339 12933.1770 4.3893401 1981-1999 –> 1981-1999 6.590435 28892.3816 28975.6843
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13317.5443 13357.4875 4.8290913 1981-1999 –> 1981-1999 7.029763 29315.3027 29398.6054
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 13141.6797 13175.9167 4.6438086 1981-1999 –> 1981-1999 6.947808 29469.6342 29541.0365
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12875.9897 12915.9329 4.3723411 1981-1999 –> 1981-1999 6.573202 28874.3698 28957.6725
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 12858.9030 12893.1400 4.3575228 1981-1999 –> 1981-1999 7.169485 30629.3279 30700.7303
obs Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 12882.0112 12916.2482 4.3802403 1981-1999 –> 1981-1999 7.320283 30974.9155 31046.3178
mod Atlantic (27.5,27.75] cstar_tref ~ aou + nitrate + phosphate_star 32322.0659 32355.2700 4.2059207 1981-1999 –> 2000-2012 7.694963 51652.4816 51716.6569
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 28075.0922 28108.2964 2.8897970 1981-1999 –> 2000-2012 7.879237 41533.8010 41595.5360
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 27864.3469 27904.1919 2.8359752 1981-1999 –> 2000-2012 7.280376 40810.9801 40885.0620
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 28003.5131 28043.3581 2.8710679 1981-1999 –> 2000-2012 7.456391 41088.8680 41162.9499
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 27997.5976 28037.4425 2.8695674 1981-1999 –> 2000-2012 7.553252 41177.2745 41251.3564
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 27812.9519 27859.4377 2.8226251 1981-1999 –> 2000-2012 7.172847 40666.4029 40752.8318
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 27790.7576 27837.2434 2.8170944 1981-1999 –> 2000-2012 7.206435 40683.9915 40770.4204
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 27791.3204 27837.8062 2.8172345 1981-1999 –> 2000-2012 7.646326 41108.8647 41195.2937
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 27988.6469 28028.4918 2.8672985 1981-1999 –> 2000-2012 7.511107 41130.3266 41204.4085
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 27785.8002 27832.2859 2.8158605 1981-1999 –> 2000-2012 7.188202 40661.7899 40748.2188
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 19349.0405 19379.3321 5.1605142 2000-2012 –> 2000-2012 8.050311 47424.1327 47487.6285
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 18592.5074 18628.8574 4.5768692 2000-2012 –> 2000-2012 7.412844 46456.8544 46533.0493
obs Atlantic (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 18908.8073 18945.1572 4.8117585 2000-2012 –> 2000-2012 8.007516 48124.7186 48200.9136
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 18694.4118 18730.7618 4.6512653 2000-2012 –> 2000-2012 7.522333 46697.9249 46774.1198
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 18794.8015 18831.1514 4.7257379 2000-2012 –> 2000-2012 7.595305 46792.3990 46868.5940
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 18387.4008 18429.8091 4.4293158 2000-2012 –> 2000-2012 7.251941 46200.3527 46289.2468
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 18419.2686 18461.6769 4.4517065 2000-2012 –> 2000-2012 7.268801 46210.0263 46298.9203
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 19289.5384 19331.9467 5.1089220 2000-2012 –> 2000-2012 7.926157 47080.8588 47169.7529
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 18734.4136 18770.7635 4.6807983 2000-2012 –> 2000-2012 7.548097 46723.0605 46799.2554
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 18396.0543 18438.4626 4.4353848 2000-2012 –> 2000-2012 7.251245 46181.8545 46270.7486
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 5053.5694 5084.3452 1.8237978 1981-1999 –> 1981-1999 6.408989 11360.9581 11421.5864
mod Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 5012.6122 5043.3880 1.7941150 1981-1999 –> 1981-1999 6.979099 11583.0813 11643.7096
mod Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5020.5396 5051.3153 1.7998222 1981-1999 –> 1981-1999 6.314324 11294.6791 11355.3074
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 4808.0040 4838.7797 1.6529101 1981-1999 –> 1981-1999 7.042042 11461.1147 11521.7430
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 4869.8660 4900.6417 1.6943884 1981-1999 –> 1981-1999 7.135162 11543.3860 11604.0143
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4570.6936 4606.5987 1.5017932 1981-1999 –> 1981-1999 6.012785 10845.1685 10915.9015
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4567.9084 4603.8135 1.5001183 1981-1999 –> 1981-1999 6.560562 11088.3489 11159.0819
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 4866.0087 4896.7845 1.6917720 1981-1999 –> 1981-1999 7.103102 11527.9163 11588.5445
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 5113.6492 5144.4250 1.8682299 1981-1999 –> 1981-1999 6.419684 11405.2339 11465.8622
mod Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5113.3067 5144.0824 1.8679736 1981-1999 –> 1981-1999 6.939153 11636.2823 11696.9106
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 9288.1473 9322.3572 1.9696184 1981-1999 –> 2000-2012 3.463428 13843.5360 13908.5217
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 12611.0738 12645.0514 4.6709859 1981-1999 –> 2000-2012 6.201193 17226.5505 17291.3040
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 12708.3409 12742.3185 4.7789663 1981-1999 –> 2000-2012 6.602764 17761.9103 17826.6637
obs Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 12623.7112 12657.6888 4.6848761 1981-1999 –> 2000-2012 6.484698 17644.2508 17709.0042
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 9285.5146 9325.4262 1.9675569 1981-1999 –> 2000-2012 3.442050 13810.4175 13886.2342
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 12612.8746 12652.5152 4.6707673 1981-1999 –> 2000-2012 6.146526 17139.9185 17215.4642
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12619.5078 12659.1483 4.6780526 1981-1999 –> 2000-2012 6.179846 17190.2014 17265.7471
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13326.9898 13366.6304 5.5240627 1981-1999 –> 2000-2012 7.024181 17894.8982 17970.4439
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12614.3889 12654.0295 4.6724295 1981-1999 –> 2000-2012 6.173374 17183.6720 17259.2177
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 10465.9456 10500.1555 2.5704193 1981-1999 –> 2000-2012 4.457088 15604.1080 15669.0937
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 12620.6914 12654.6690 4.6815532 1981-1999 –> 2000-2012 6.502469 17670.3141 17735.0675
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 12624.2971 12658.2747 4.6855211 1981-1999 –> 2000-2012 6.553751 17737.9463 17802.6997
obs Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 12621.1521 12655.1297 4.6820600 1981-1999 –> 2000-2012 6.548761 17732.7582 17797.5116
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 9247.6399 9281.8498 1.9516663 2000-2012 –> 2000-2012 6.622652 21858.7137 21926.9012
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 9647.0107 9681.2206 2.1360476 2000-2012 –> 2000-2012 6.915014 22355.3515 22423.5391
mod Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 9593.3918 9627.6017 2.1103149 2000-2012 –> 2000-2012 6.795191 22217.1030 22285.2906
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 9211.8506 9251.7621 1.9350663 2000-2012 –> 2000-2012 6.605834 21824.7252 21904.2773
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9270.4206 9310.3321 1.9608553 2000-2012 –> 2000-2012 6.638908 21889.9283 21969.4805
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9268.9589 9308.8704 1.9602076 2000-2012 –> 2000-2012 7.484270 22595.9487 22675.5008
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9266.4855 9306.3971 1.9591120 2000-2012 –> 2000-2012 6.631541 21880.8745 21960.4266
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 10276.6886 10310.8985 2.4627767 2000-2012 –> 2000-2012 7.144330 22897.3800 22965.5675
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 10359.4717 10393.6816 2.5092947 2000-2012 –> 2000-2012 7.194816 22983.7688 23051.9563
mod Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 10354.8691 10389.0790 2.5066855 2000-2012 –> 2000-2012 7.188745 22976.0211 23044.2087
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 13097.7185 13132.1495 4.1869835 1981-1999 –> 1981-1999 5.744959 18286.9842 18352.8375
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 12943.6100 12978.0409 4.0487399 1981-1999 –> 1981-1999 5.942265 18675.1226 18740.9759
obs Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 12999.7611 13034.1920 4.0985737 1981-1999 –> 1981-1999 5.937039 18649.2382 18715.0914
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 13709.1886 13743.6195 4.7836239 1981-1999 –> 1981-1999 6.429288 19050.6777 19116.5310
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12945.5204 12985.6898 4.0486608 1981-1999 –> 1981-1999 5.536209 18008.1885 18085.0173
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13601.0895 13641.2589 4.6702457 1981-1999 –> 1981-1999 6.159506 18666.9553 18743.7841
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12954.5399 12994.7093 4.0566244 1981-1999 –> 1981-1999 5.543023 18015.0586 18091.8874
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 13350.5126 13384.9436 4.4240497 1981-1999 –> 1981-1999 6.254573 18987.9542 19053.8075
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 13314.7266 13349.1575 4.3896916 1981-1999 –> 1981-1999 6.278906 19039.9029 19105.7562
obs Atlantic (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 13341.0729 13375.5038 4.4149606 1981-1999 –> 1981-1999 6.301571 19062.4147 19128.2680
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 11506.2343 11540.5358 3.1264081 1981-1999 –> 2000-2012 4.739283 16791.7738 16857.4976
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 27179.7433 27218.1148 5.2078619 1981-1999 –> 2000-2012 9.394845 40277.4618 40350.2642
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 26616.8399 26655.2114 4.8870011 1981-1999 –> 2000-2012 8.935741 39560.4499 39633.2523
obs Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 26967.8164 27006.1879 5.0846605 1981-1999 –> 2000-2012 9.183234 39967.5775 40040.3799
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 29861.9765 29900.3480 7.0510610 1981-1999 –> 2000-2012 9.150198 35880.0693 35949.8631
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 11495.8854 11535.9037 3.1178251 1981-1999 –> 2000-2012 4.675852 16687.2432 16763.9209
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 26559.8565 26604.6233 4.8545459 1981-1999 –> 2000-2012 6.311045 31563.8850 31645.3111
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 26526.2458 26571.0126 4.8361483 1981-1999 –> 2000-2012 8.884809 39471.7662 39556.7024
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 26688.1490 26726.5205 4.9265284 1981-1999 –> 2000-2012 9.124726 39798.1448 39870.9472
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 26552.1668 26596.9336 4.8503306 1981-1999 –> 2000-2012 8.906955 39506.7067 39591.6429
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate 30070.9351 30102.9113 7.2211184 1981-1999 –> 2000-2012 9.494588 36308.8175 36366.9791
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 12110.0691 12144.3706 3.5762304 1981-1999 –> 2000-2012 5.575017 17991.9801 18057.7039
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 27519.4568 27557.8283 5.4116088 1981-1999 –> 2000-2012 9.801300 40834.1834 40906.9858
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 11320.6628 11354.9643 2.9998828 2000-2012 –> 2000-2012 8.207745 38500.4061 38573.0791
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 11618.9228 11653.2242 3.2058307 2000-2012 –> 2000-2012 8.092832 38235.7627 38308.4356
mod Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 11510.6923 11544.9937 3.1295124 2000-2012 –> 2000-2012 8.214173 38478.5087 38551.1816
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 11366.6829 11400.9843 3.0307743 2000-2012 –> 2000-2012 8.790223 39437.5783 39510.2512
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 11269.9969 11310.0153 2.9649165 2000-2012 –> 2000-2012 7.819462 37829.8535 37914.6386
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11315.4405 11355.4589 2.9950634 2000-2012 –> 2000-2012 7.831212 37841.6863 37926.4715
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11336.6781 11376.6964 3.0092572 2000-2012 –> 2000-2012 8.769848 39411.3287 39496.1138
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11306.3229 11346.3413 2.9889904 2000-2012 –> 2000-2012 7.839321 37858.4897 37943.2749
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 11771.7710 11806.0724 3.3167919 2000-2012 –> 2000-2012 8.790529 39392.2745 39464.9474
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 11839.1405 11873.4419 3.3669109 2000-2012 –> 2000-2012 8.778520 39358.5972 39431.2702
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate 17959.0620 17989.3187 4.2249777 1981-1999 –> 1981-1999 8.061733 27177.2625 27234.6102
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 17787.8363 17824.1443 4.1099575 1981-1999 –> 1981-1999 7.926439 26990.3832 27059.2004
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 17439.1874 17475.4954 3.8878642 1981-1999 –> 1981-1999 7.980321 26874.3632 26943.1803
obs Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 17541.5474 17577.8554 3.9517943 1981-1999 –> 1981-1999 7.986042 26928.9902 26997.8073
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 17907.8332 17944.1413 4.1892959 1981-1999 –> 1981-1999 7.782897 26909.8798 26978.6970
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 17859.5283 17895.8364 4.1571756 1981-1999 –> 1981-1999 7.762644 26872.5609 26941.3780
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 17490.9465 17533.3059 3.9188116 1981-1999 –> 1981-1999 7.420743 26408.8941 26489.1808
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 17441.1612 17483.5206 3.8878480 1981-1999 –> 1981-1999 7.390294 26359.5985 26439.8851
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 18202.7527 18239.0608 4.3908564 1981-1999 –> 1981-1999 8.009134 27227.6013 27296.4185
obs Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 18481.2939 18517.6019 4.5901204 1981-1999 –> 1981-1999 8.187255 27486.6152 27555.4323
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate 30446.3967 30478.6966 6.0732290 1981-1999 –> 2000-2012 10.298207 48405.4587 48468.0153
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate_star 30396.7283 30429.0282 6.0413722 1981-1999 –> 2000-2012 10.260547 48347.1643 48409.7210
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 30319.2756 30358.0356 5.9907592 1981-1999 –> 2000-2012 10.100717 48107.1119 48182.1799
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 29984.8340 30023.5939 5.7823201 1981-1999 –> 2000-2012 9.670184 47424.0214 47499.0893
obs Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 30353.3949 30392.1548 6.0124417 1981-1999 –> 2000-2012 10.169362 48212.5374 48287.6054
obs Atlantic (27.95,28.05] cstar_tref ~ sal + phosphate + phosphate_star 30356.7420 30389.0420 6.0158469 1981-1999 –> 2000-2012 10.204249 48261.2363 48323.7930
mod Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 14848.7088 14883.7104 4.5730831 1981-1999 –> 2000-2012 8.524877 32390.2561 32461.5658
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 15019.3106 15060.1458 4.7284022 1981-1999 –> 2000-2012 8.737857 24388.2129 24466.9753
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 30385.0233 30423.7832 6.0326114 1981-1999 –> 2000-2012 10.221907 48292.8565 48367.9245
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 30325.3214 30364.0813 5.9945955 1981-1999 –> 2000-2012 10.151771 48184.8497 48259.9177
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 14447.0239 14487.8591 4.2216175 1981-1999 –> 2000-2012 8.140429 31937.9704 32021.1650
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14449.1806 14490.0158 4.2234215 1981-1999 –> 2000-2012 8.111270 31890.3418 31973.5364
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 30340.0896 30378.8495 6.0039770 1981-1999 –> 2000-2012 10.167411 48209.0587 48284.1267
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 30407.7412 30446.5011 6.0471405 1981-1999 –> 2000-2012 10.207519 48272.1034 48347.1714
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 15350.3669 15385.3685 5.0508938 1981-1999 –> 2000-2012 9.208731 24838.3533 24905.8640
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 14698.6861 14733.6877 4.4391743 1981-1999 –> 2000-2012 9.082682 33252.5542 33323.8638
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 14722.0941 14757.0957 4.4598069 1981-1999 –> 2000-2012 9.049927 33203.3880 33274.6976
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate 14678.3671 14707.5351 4.4230939 2000-2012 –> 2000-2012 10.496323 45124.7638 45186.2317
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate_star 14980.4352 15009.6032 4.6958474 2000-2012 –> 2000-2012 10.737220 45377.1635 45438.6314
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 14680.0434 14715.0450 4.4228102 2000-2012 –> 2000-2012 10.413569 44999.3190 45073.0805
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 14981.8738 15016.8754 4.6953251 2000-2012 –> 2000-2012 10.477645 44966.7078 45040.4693
mod Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 15023.9589 15058.9605 4.7346336 2000-2012 –> 2000-2012 10.747075 45377.3537 45451.1153
mod Atlantic (27.95,28.05] cstar_tref ~ sal + phosphate + phosphate_star 14850.0655 14879.2335 4.5761250 2000-2012 –> 2000-2012 10.591972 45206.8075 45268.2755
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 14468.0508 14503.0524 4.2409188 2000-2012 –> 2000-2012 10.273530 44853.0741 44926.8356
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 14478.2910 14513.2926 4.2495304 2000-2012 –> 2000-2012 10.244126 44803.6124 44877.3739
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate_star 14513.0326 14542.2006 4.2805732 2000-2012 –> 2000-2012 10.848055 45698.3277 45759.7956
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 14448.4207 14483.4223 4.2244591 2000-2012 –> 2000-2012 10.504978 45213.7787 45287.5402
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate 2629.2571 2653.3572 1.0108453 1981-1999 –> 1981-1999 5.013859 14878.9684 14931.5062
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate_star 3039.7794 3063.8795 1.2647459 1981-1999 –> 1981-1999 5.293760 15317.7314 15370.2692
mod Atlantic (28.05,28.1] cstar_tref ~ sal + phosphate_star 4021.9772 4041.2573 2.1643002 1981-1999 –> 1981-1999 6.217620 16324.1642 16366.1944
mod Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate_star 3854.1935 3878.2936 1.9727339 1981-1999 –> 1981-1999 6.012004 16143.2348 16195.7725
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 2464.4132 2493.3333 0.9228533 1981-1999 –> 1981-1999 4.805095 14582.4960 14645.5413
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate_star 2726.0437 2750.1438 1.0656853 1981-1999 –> 1981-1999 4.948801 14843.1081 14895.6459
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 2533.6175 2562.5376 0.9583811 1981-1999 –> 1981-1999 4.840731 14651.8214 14714.8667
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate_star 2654.2964 2678.3965 1.0247562 1981-1999 –> 1981-1999 5.112412 14995.2782 15047.8160
mod Atlantic (28.05,28.1] cstar_tref ~ temp + phosphate_star 2769.9669 2789.2470 1.0927367 1981-1999 –> 1981-1999 5.199377 15129.1607 15171.1910
mod Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 2698.3107 2722.4108 1.0496743 1981-1999 –> 1981-1999 5.131896 15033.4898 15086.0276
mod Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate_star 6535.7845 6561.9662 2.5349045 1981-1999 –> 2000-2012 4.392876 10280.1775 10330.4593
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate 23410.1840 23441.1079 6.3203548 1981-1999 –> 2000-2012 7.331200 26039.4411 26094.4651
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate_star 23331.4390 23362.3629 6.2513400 1981-1999 –> 2000-2012 7.516086 26371.2184 26426.2424
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 5877.8518 5909.2699 1.9989043 1981-1999 –> 2000-2012 3.257372 8910.5148 8970.8529
obs Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate 23798.4888 23829.4127 6.6719831 1981-1999 –> 2000-2012 8.218633 27206.9034 27261.9274
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 23279.4496 23316.5583 6.2044579 1981-1999 –> 2000-2012 7.127311 25743.8628 25809.8916
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 7806.5595 7837.9775 4.0023369 1981-1999 –> 2000-2012 7.603760 12765.4499 12825.7880
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate_star 23351.3166 23382.2406 6.2686900 1981-1999 –> 2000-2012 7.334375 26077.3603 26132.3843
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 23693.6985 23730.8073 6.5733740 1981-1999 –> 2000-2012 8.044027 27011.8083 27077.8371
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 23326.7736 23363.8823 6.2455330 1981-1999 –> 2000-2012 7.203914 25860.3911 25926.4199
mod Atlantic (28.05,28.1] cstar_tref ~ silicate + phosphate + phosphate_star 6003.4696 6029.6513 2.0928733 1981-1999 –> 2000-2012 3.640128 9412.6004 9462.8822
obs Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate_star 23550.7270 23581.6510 6.4454305 1981-1999 –> 2000-2012 7.470187 26205.0234 26260.0474
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate 7814.1884 7840.3701 4.0162336 1981-1999 –> 2000-2012 7.746753 12835.5987 12885.8805
obs Atlantic (28.05,28.1] cstar_tref ~ temp + phosphate_star 23553.7910 23578.5302 6.4499831 1981-1999 –> 2000-2012 7.542720 26323.7579 26367.7772
obs Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 23554.7068 23585.6308 6.4490081 1981-1999 –> 2000-2012 7.498682 26253.0175 26308.0415
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate 5540.4187 5566.6004 1.7715466 2000-2012 –> 2000-2012 8.091901 28950.6027 29007.7084
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate_star 5925.2264 5951.4081 2.0347493 2000-2012 –> 2000-2012 8.286089 29256.6654 29313.7711
mod Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate 5749.1979 5775.3796 1.9098170 2000-2012 –> 2000-2012 8.581800 29547.6867 29604.7923
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate_star 5631.0565 5657.2382 1.8303001 2000-2012 –> 2000-2012 8.098990 28982.3731 29039.4788
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 5751.1970 5782.6151 1.9098164 2000-2012 –> 2000-2012 8.483190 29444.8956 29513.4224
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 5540.2328 5571.6509 1.7701532 2000-2012 –> 2000-2012 8.015686 28867.0064 28935.5332
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate_star 5316.4955 5342.6772 1.6343530 2000-2012 –> 2000-2012 8.079783 28867.2225 28924.3282
mod Atlantic (28.05,28.1] cstar_tref ~ temp + phosphate_star 5629.4036 5650.3490 1.8305288 2000-2012 –> 2000-2012 8.280512 29183.1946 29228.8792
mod Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate 5823.9179 5850.0996 1.9618825 2000-2012 –> 2000-2012 8.770011 29767.2817 29824.3873
mod Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 5554.4101 5580.5918 1.7804915 2000-2012 –> 2000-2012 8.229500 29109.1169 29166.2226
mod Atlantic (28.1,28.15] cstar_tref ~ aou + phosphate 4787.2328 4807.4054 1.9504550 1981-1999 –> 1981-1999 6.899084 13891.6327 13933.0768
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate_star 4418.9008 4444.1166 1.6592167 1981-1999 –> 1981-1999 5.432332 12707.8747 12759.6799
mod Atlantic (28.1,28.15] cstar_tref ~ sal + phosphate 4386.3198 4406.4924 1.6372066 1981-1999 –> 1981-1999 6.481493 13426.4893 13467.9335
mod Atlantic (28.1,28.15] cstar_tref ~ sal + phosphate_star 5105.5315 5125.7041 2.2413038 1981-1999 –> 1981-1999 6.047547 13418.8529 13460.2971
mod Atlantic (28.1,28.15] cstar_tref ~ sal + silicate + phosphate_star 5077.7456 5102.9614 2.2123401 1981-1999 –> 1981-1999 6.004635 13382.0020 13433.8072
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate_star 3000.3349 3025.5507 0.8930476 1981-1999 –> 1981-1999 4.455026 11115.7487 11167.5539
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate_star 2845.0876 2870.3034 0.8345113 1981-1999 –> 1981-1999 4.413641 10974.9792 11026.7844
mod Atlantic (28.1,28.15] cstar_tref ~ temp + phosphate 4467.4639 4487.6365 1.6962596 1981-1999 –> 1981-1999 6.550674 13513.9285 13555.3727
mod Atlantic (28.1,28.15] cstar_tref ~ temp + phosphate_star 2998.4230 3018.5957 0.8930819 1981-1999 –> 1981-1999 4.530099 11174.6717 11216.1158
mod Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate_star 2979.3300 3004.5458 0.8848936 1981-1999 –> 1981-1999 4.426804 11077.7147 11129.5199
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate 7931.3351 7959.6521 1.5548875 1981-1999 –> 2000-2012 2.675787 11452.0650 11505.5979
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate 8064.2108 8092.5279 1.6041746 1981-1999 –> 2000-2012 2.817869 11767.0825 11820.6154
mod Atlantic (28.1,28.15] cstar_tref ~ sal + silicate + phosphate 7828.4217 7856.7388 1.5177573 1981-1999 –> 2000-2012 3.074029 12100.6418 12154.1747
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 7733.5123 7767.4927 1.4836042 1981-1999 –> 2000-2012 2.302982 10538.6901 10602.9295
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate 8019.6325 8047.9496 1.5874676 1981-1999 –> 2000-2012 2.680095 11481.8610 11535.3938
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 7761.1053 7789.4224 1.4939512 1981-1999 –> 2000-2012 2.308580 10550.9712 10604.5040
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate_star 7794.2299 7822.5470 1.5056185 1981-1999 –> 2000-2012 2.340130 10639.3175 10692.8503
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 7669.8753 7703.8558 1.4615962 1981-1999 –> 2000-2012 2.292183 10506.1693 10570.4087
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + phosphate_star 17861.6815 17891.1362 6.8231483 1981-1999 –> 2000-2012 10.413292 26000.8337 26056.8778
mod Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate 8001.1520 8029.4690 1.5805926 1981-1999 –> 2000-2012 3.226479 12401.5804 12455.1133
mod Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate_star 9353.3017 9381.6188 2.1713628 1981-1999 –> 2000-2012 3.056256 12332.6318 12386.1646
obs Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate_star 18077.4254 18106.8802 7.1041360 2000-2012 –> 2000-2012 8.928522 26689.3603 26747.1322
obs Atlantic (28.1,28.15] cstar_tref ~ sal + nitrate 19117.5775 19141.1413 8.6332210 2000-2012 –> 2000-2012 10.293103 27325.1449 27371.3623
obs Atlantic (28.1,28.15] cstar_tref ~ sal + nitrate + phosphate_star 18063.6684 18093.1232 7.0858782 2000-2012 –> 2000-2012 8.672761 26081.7315 26139.5033
obs Atlantic (28.1,28.15] cstar_tref ~ sal + phosphate 18877.7996 18901.3634 8.2545605 2000-2012 –> 2000-2012 9.904082 27058.7070 27104.9244
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate 18663.8165 18693.2713 7.9277159 2000-2012 –> 2000-2012 9.515183 26683.4490 26741.2208
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 17907.0784 17936.5332 6.8813356 2000-2012 –> 2000-2012 8.375287 25668.1838 25725.9556
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate_star 17858.2374 17887.6922 6.8187541 2000-2012 –> 2000-2012 8.324373 25652.4673 25710.2391
obs Atlantic (28.1,28.15] cstar_tref ~ temp + phosphate 18863.1870 18886.7508 8.2320285 2000-2012 –> 2000-2012 9.881241 27043.2956 27089.5130
obs Atlantic (28.1,28.15] cstar_tref ~ temp + phosphate_star 17875.0884 17898.6522 6.8428407 2000-2012 –> 2000-2012 9.283384 27724.0043 27770.2217
obs Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate_star 17841.6127 17871.0675 6.7975824 2000-2012 –> 2000-2012 8.968945 27194.9144 27252.6862
obs Atlantic (28.15,28.2] cstar_tref ~ sal + aou + phosphate_star 2971.5521 2992.9353 3.9136682 1981-1999 –> 1981-1999 5.377715 10300.9334 10350.4030
obs Atlantic (28.15,28.2] cstar_tref ~ sal + nitrate + phosphate_star 2968.0561 2989.4393 3.9008302 1981-1999 –> 1981-1999 5.068273 9376.9412 9426.4107
obs Atlantic (28.15,28.2] cstar_tref ~ sal + phosphate 3061.1250 3078.2316 4.2654167 1981-1999 –> 1981-1999 5.657425 10183.3478 10222.9234
obs Atlantic (28.15,28.2] cstar_tref ~ sal + phosphate_star 3016.1772 3033.2838 4.0889806 1981-1999 –> 1981-1999 5.746083 10847.1989 10886.7746
obs Atlantic (28.15,28.2] cstar_tref ~ sal + silicate + phosphate_star 2988.9950 3010.3782 3.9783564 1981-1999 –> 1981-1999 5.597769 10728.4700 10777.9395
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate_star 2876.9441 2898.3273 3.5806981 1981-1999 –> 1981-1999 4.449262 8083.3928 8132.8624
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate_star 2885.0015 2906.3847 3.6079169 1981-1999 –> 1981-1999 4.695200 9004.6563 9054.1258
obs Atlantic (28.15,28.2] cstar_tref ~ temp + phosphate 3068.3790 3085.4855 4.2945960 1981-1999 –> 1981-1999 5.694536 10213.7044 10253.2801
obs Atlantic (28.15,28.2] cstar_tref ~ temp + phosphate_star 2883.0702 2900.1768 3.6081499 1981-1999 –> 1981-1999 4.743787 9177.6455 9217.2212
obs Atlantic (28.15,28.2] cstar_tref ~ temp + silicate + phosphate_star 2883.3149 2904.6982 3.6022024 1981-1999 –> 1981-1999 4.687521 8995.6183 9045.0878
obs Atlantic (28.15,28.2] cstar_tref ~ aou + nitrate 7058.1439 7078.3200 5.2437688 1981-1999 –> 2000-2012 6.391154 13394.5660 13437.2113
mod Atlantic (28.15,28.2] cstar_tref ~ aou + nitrate + silicate 12493.3852 12524.6890 1.2144834 1981-1999 –> 2000-2012 2.249940 18414.4574 18473.8475
obs Atlantic (28.15,28.2] cstar_tref ~ aou + phosphate 6738.7256 6758.9017 4.5616217 1981-1999 –> 2000-2012 5.778581 13314.5120 13357.1572
mod Atlantic (28.15,28.2] cstar_tref ~ aou + silicate + phosphate 12670.1872 12701.4910 1.2425520 1981-1999 –> 2000-2012 2.409202 19076.3110 19135.7011
mod Atlantic (28.15,28.2] cstar_tref ~ aou + silicate + phosphate_star 13543.3269 13574.6306 1.3909754 1981-1999 –> 2000-2012 2.863725 20896.8057 20956.1958
obs Atlantic (28.15,28.2] cstar_tref ~ nitrate + silicate 7158.3278 7178.5040 5.4780585 1981-1999 –> 2000-2012 6.776646 13998.0856 14040.7308
mod Atlantic (28.15,28.2] cstar_tref ~ nitrate + silicate + phosphate_star 12698.1503 12729.4541 1.2470504 1981-1999 –> 2000-2012 2.491026 19365.2136 19424.6037
obs Atlantic (28.15,28.2] cstar_tref ~ phosphate + phosphate_star 6836.8083 6856.9844 4.7610666 1981-1999 –> 2000-2012 6.103564 13811.7769 13854.4221
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + phosphate 12766.6360 12797.9398 1.2581365 1981-1999 –> 2000-2012 2.472976 19337.3312 19396.7213
mod Atlantic (28.15,28.2] cstar_tref ~ sal + nitrate + phosphate_star 12468.7337 12500.0375 1.2106205 1981-1999 –> 2000-2012 5.111451 15436.7898 15489.4768
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate_star 6289.3953 6319.6595 3.7430100 1981-1999 –> 2000-2012 4.605095 11467.3981 11531.3659
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate 7131.7960 7157.0162 5.4102879 1981-1999 –> 2000-2012 6.673254 13860.4621 13913.7686
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate 6945.4229 6970.6431 4.9877639 1981-1999 –> 2000-2012 6.298342 13824.5505 13877.8571
obs Atlantic (28.15,28.2] cstar_tref ~ silicate + phosphate 6911.6524 6931.8285 4.9191030 1981-1999 –> 2000-2012 6.276722 13932.1653 13974.8105
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate_star 6303.9209 6329.1410 3.7700952 1981-1999 –> 2000-2012 7.378012 9188.9224 9235.5258
obs Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + phosphate_star 6323.3941 6348.6143 3.8022630 1981-1999 –> 2000-2012 7.410373 9208.4526 9255.0560
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate 12689.3076 12720.6114 1.2456261 1981-1999 –> 2000-2012 2.510599 19424.4280 19483.8181
mod Atlantic (28.15,28.2] cstar_tref ~ aou + phosphate 12779.8123 12804.8553 1.2606064 2000-2012 –> 2000-2012 5.822228 19518.5379 19563.7570
mod Atlantic (28.15,28.2] cstar_tref ~ nitrate + phosphate_star 12931.8767 12956.9197 1.2856244 2000-2012 –> 2000-2012 6.229984 19855.2670 19900.4862
mod Atlantic (28.15,28.2] cstar_tref ~ phosphate + phosphate_star 12917.0368 12942.0798 1.2831613 2000-2012 –> 2000-2012 6.044228 19753.8451 19799.0643
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + phosphate_star 13515.3656 13546.6693 1.3859582 2000-2012 –> 2000-2012 5.571219 20058.7287 20115.2526
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate_star 11947.5086 11985.0731 1.1314674 2000-2012 –> 2000-2012 4.874478 18236.9039 18304.7326
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate 12596.5149 12627.8187 1.2307780 2000-2012 –> 2000-2012 6.218542 19541.9379 19598.4618
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate_star 13536.1043 13567.4081 1.3896777 2000-2012 –> 2000-2012 5.296803 19921.8532 19978.3771
mod Atlantic (28.15,28.2] cstar_tref ~ silicate + phosphate 12841.8693 12866.9123 1.2707569 2000-2012 –> 2000-2012 6.189860 19753.5216 19798.7408
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate_star 12616.0210 12647.3248 1.2338845 2000-2012 –> 2000-2012 5.003980 18919.9419 18976.4658
mod Atlantic (28.15,28.2] cstar_tref ~ temp + phosphate_star 14483.9162 14508.9592 1.5711664 2000-2012 –> 2000-2012 5.484012 20871.0184 20916.2375
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 8580.1394 8616.8038 0.8759633 1981-1999 –> 1981-1999 4.097508 14510.1353 14577.0481
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 10581.7482 10618.4125 1.1830676 1981-1999 –> 1981-1999 4.327680 16456.4904 16523.4032
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8550.7089 8593.4840 0.8718391 1981-1999 –> 1981-1999 3.951075 14379.4245 14457.4895
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 9523.2952 9559.9596 1.0092262 1981-1999 –> 1981-1999 4.233225 15455.0319 15521.9447
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7356.5676 7399.3427 0.7287308 1981-1999 –> 1981-1999 3.895132 13249.0950 13327.1600
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + phosphate_star 10586.5216 10623.1860 1.1839159 1981-1999 –> 1981-1999 4.391723 16506.7483 16573.6611
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate 9000.1617 9036.8261 0.9329864 1981-1999 –> 1981-1999 4.024791 14836.1890 14903.1018
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate_star 9046.1085 9082.7729 0.9394452 1981-1999 –> 1981-1999 4.038631 14887.5864 14954.4992
mod Atlantic (28.2, Inf] cstar_tref ~ temp + nitrate + phosphate_star 9521.6186 9552.1722 1.0092752 1981-1999 –> 1981-1999 4.309870 15505.0305 15560.7912
mod Atlantic (28.2, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8571.8732 8608.5375 0.8748767 1981-1999 –> 1981-1999 4.103055 14506.5714 14573.4842
obs Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 14479.6804 14515.1285 3.4609380 1981-1999 –> 2000-2012 4.327164 22985.3722 23057.4847
obs Atlantic (28.2, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 14249.8686 14285.3167 3.3177250 1981-1999 –> 2000-2012 4.357538 23972.0117 24044.1242
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 14276.0598 14311.5080 3.3337428 1981-1999 –> 2000-2012 4.516810 24857.8080 24929.9205
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate_star 14235.1447 14270.5928 3.3087541 1981-1999 –> 2000-2012 4.492845 24822.6514 24894.7639
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14209.0833 14250.4395 3.2917241 1981-1999 –> 2000-2012 4.163563 22759.7922 22843.9234
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 14388.3991 14423.8472 3.4033282 1981-1999 –> 2000-2012 4.412554 23911.6943 23983.8068
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14435.3234 14482.1896 0.8090203 1981-1999 –> 2000-2012 1.537751 21791.8911 21881.5324
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + phosphate_star 14233.6361 14269.0842 3.3078363 1981-1999 –> 2000-2012 4.491752 24820.1578 24892.2702
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate 20076.4657 20116.6367 1.2974195 1981-1999 –> 2000-2012 3.015813 33144.2525 33221.0879
obs Atlantic (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate 14642.0734 14677.5215 3.5658494 1981-1999 –> 2000-2012 4.498836 23642.2351 23714.3476
obs Atlantic (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate_star 14586.5572 14622.0053 3.5296311 1981-1999 –> 2000-2012 4.469076 23632.6657 23704.7782
obs Atlantic (28.2, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 14770.3276 14805.7757 3.6509489 1981-1999 –> 2000-2012 4.525826 23342.2008 23414.3133
mod Atlantic (28.2, Inf] cstar_tref ~ temp + silicate + phosphate + phosphate_star 16353.6255 16393.7966 0.9500795 1981-1999 –> 2000-2012 1.887703 25386.8063 25463.6417
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate 16821.4310 16854.9069 0.9881817 2000-2012 –> 2000-2012 4.348168 31138.1318 31201.1478
mod Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + phosphate_star 16567.8371 16601.3130 0.9674287 2000-2012 –> 2000-2012 4.429256 31046.9138 31109.9297
mod Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 16381.9892 16422.1602 0.9523376 2000-2012 –> 2000-2012 4.413276 30861.6696 30937.2888
mod Atlantic (28.2, Inf] cstar_tref ~ sal + phosphate + phosphate_star 18273.4968 18306.9726 1.1158801 2000-2012 –> 2000-2012 4.443593 32537.7118 32600.7278
mod Atlantic (28.2, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 17663.9351 17704.1061 1.0602006 2000-2012 –> 2000-2012 4.377925 31913.8037 31989.4228
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 16114.5401 16154.7111 0.9312569 2000-2012 –> 2000-2012 4.265000 30390.5999 30466.2191
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate_star 16125.9547 16166.1258 0.9321470 2000-2012 –> 2000-2012 4.240901 30361.0995 30436.7186
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 14479.6667 14519.8377 0.8121644 2000-2012 –> 2000-2012 4.215493 28868.0658 28943.6849
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + phosphate_star 16120.6351 16160.8061 0.9317321 2000-2012 –> 2000-2012 4.239568 30354.2712 30429.8903
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate_star 16373.2551 16413.4261 0.9516417 2000-2012 –> 2000-2012 4.481273 30959.8123 31035.4315
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7863.6276 7899.8130 4.9652972 1981-1999 –> 1981-1999 16.282658 20167.1312 20240.9522
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7932.3182 7968.5036 5.0983296 1981-1999 –> 1981-1999 16.423810 20238.1137 20311.9347
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 8016.1942 8047.2103 5.2696693 1981-1999 –> 1981-1999 16.986591 20428.5866 20491.8618
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 8121.4145 8152.4306 5.4874745 1981-1999 –> 1981-1999 17.222017 20538.6098 20601.8849
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 7932.8823 7969.0677 5.0994367 1981-1999 –> 1981-1999 16.416987 20236.4394 20310.2604
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8024.2620 8060.4475 5.2819914 1981-1999 –> 1981-1999 16.613686 20331.8109 20405.6319
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 8140.4137 8171.4298 5.5277515 1981-1999 –> 1981-1999 17.196006 20539.5037 20602.7789
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8136.7023 8172.8878 5.5156128 1981-1999 –> 1981-1999 16.954139 20474.2407 20548.0617
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8040.5604 8076.7458 5.3152318 1981-1999 –> 1981-1999 16.651883 20349.5068 20423.3278
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 8135.4604 8166.4765 5.5172225 1981-1999 –> 1981-1999 16.988100 20480.0252 20543.3003
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 21938.3560 21981.4556 5.6062819 1981-1999 –> 2000-2012 10.571579 29801.9836 29881.2686
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 22038.2953 22081.3949 5.6871764 1981-1999 –> 2000-2012 10.785506 29970.6135 30049.8985
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 22730.6876 22767.6301 6.2824125 1981-1999 –> 2000-2012 11.552082 30746.8817 30814.8403
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 22470.6681 22513.7677 6.0508208 1981-1999 –> 2000-2012 11.150258 30403.5504 30482.8354
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 22661.1572 22704.2567 6.2183231 1981-1999 –> 2000-2012 11.500315 30685.4192 30764.7042
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 22165.4945 22208.5941 5.7918266 1981-1999 –> 2000-2012 10.949532 30127.8946 30207.1797
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 22877.0517 22913.9942 6.4156169 1981-1999 –> 2000-2012 11.943368 31017.4654 31085.4240
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 22863.6654 22906.7650 6.4014822 1981-1999 –> 2000-2012 11.917095 31000.3677 31079.6527
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 22705.9163 22749.0159 6.2583492 1981-1999 –> 2000-2012 11.573581 30746.4767 30825.7617
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 22867.5383 22904.4808 6.4068737 1981-1999 –> 2000-2012 11.924096 31002.9987 31070.9573
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 29056.6374 29095.1031 6.1172617 2000-2012 –> 2000-2012 12.258305 51628.5550 51703.9631
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 28905.0082 28949.8848 6.0136354 2000-2012 –> 2000-2012 11.619917 50843.3642 50931.3404
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 28920.0014 28964.8780 6.0236709 2000-2012 –> 2000-2012 11.710847 50958.2967 51046.2729
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 29056.8104 29101.6870 6.1160189 2000-2012 –> 2000-2012 11.899818 51212.6293 51300.6055
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 29906.2592 29944.7249 6.7234470 2000-2012 –> 2000-2012 13.005859 52636.9468 52712.3550
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 29474.8006 29519.6772 6.4070315 2000-2012 –> 2000-2012 12.457852 51945.4687 52033.4449
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 29532.0794 29576.9560 6.4479744 2000-2012 –> 2000-2012 12.666298 52193.2366 52281.2128
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 28998.5449 29043.4215 6.0765170 2000-2012 –> 2000-2012 11.868344 51164.0393 51252.0155
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 29848.1828 29893.0594 6.6786768 2000-2012 –> 2000-2012 13.080159 52711.8482 52799.8244
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 29558.3191 29603.1957 6.4668178 2000-2012 –> 2000-2012 12.725167 52264.2355 52352.2116
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10070.3588 10109.0722 3.5915455 1981-1999 –> 1981-1999 10.935357 21735.6463 21812.4571
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate_star 10736.5198 10769.7027 4.2965413 1981-1999 –> 1981-1999 11.823055 22483.7026 22549.5404
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10411.0111 10449.7244 3.9351905 1981-1999 –> 1981-1999 11.255833 22065.5106 22142.3214
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10087.8204 10126.5338 3.6084074 1981-1999 –> 1981-1999 10.958359 21755.9611 21832.7720
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10844.3897 10883.1031 4.4203060 1981-1999 –> 1981-1999 11.794861 22523.9394 22600.7502
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 10739.5969 10772.7798 4.3000892 1981-1999 –> 1981-1999 11.826783 22486.8615 22552.6994
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10423.5438 10462.2571 3.9484420 1981-1999 –> 1981-1999 11.271887 22079.3498 22156.1607
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 10848.4645 10881.6473 4.4275147 1981-1999 –> 1981-1999 11.803845 22526.8358 22592.6736
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10390.1967 10428.9100 3.9132805 1981-1999 –> 1981-1999 11.610468 22215.9317 22292.7425
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10401.6155 10440.3289 3.9252853 1981-1999 –> 1981-1999 11.625565 22228.7219 22305.5327
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 18262.1445 18304.3619 4.7031826 1981-1999 –> 2000-2012 8.294728 28332.5033 28413.4341
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate_star 18641.7087 18677.8951 5.0042242 1981-1999 –> 2000-2012 9.300766 29378.2285 29447.5978
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 18433.8725 18476.0900 4.8363616 1981-1999 –> 2000-2012 8.771552 28844.8836 28925.8144
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 18269.5288 18311.7462 4.7088331 1981-1999 –> 2000-2012 8.317241 28357.3492 28438.2800
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 18505.4550 18541.6413 4.8945744 1981-1999 –> 2000-2012 9.314904 29347.8644 29417.2336
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 18437.4469 18479.6644 4.8391733 1981-1999 –> 2000-2012 9.259479 29281.8367 29362.7674
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 18641.2088 18677.3951 5.0038174 1981-1999 –> 2000-2012 9.303907 29380.8057 29450.1750
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 18436.2336 18478.4511 4.8382187 1981-1999 –> 2000-2012 8.786661 28859.7774 28940.7082
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 18460.8140 18497.0003 4.8591747 1981-1999 –> 2000-2012 9.286689 29309.2784 29378.6477
obs Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 19106.9770 19149.1944 5.3957444 1981-1999 –> 2000-2012 9.309025 29497.1736 29578.1044
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 18131.9209 18174.2243 4.4419940 2000-2012 –> 2000-2012 9.145177 36394.0653 36478.5862
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 17541.6585 17583.9619 4.0402127 2000-2012 –> 2000-2012 8.876574 35975.5311 36060.0519
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 18191.8389 18234.1423 4.4849494 2000-2012 –> 2000-2012 9.193782 36461.3677 36545.8885
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 18898.4757 18934.7358 5.0256066 2000-2012 –> 2000-2012 9.920181 37403.9307 37476.3771
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 18438.9639 18481.2673 4.6665480 2000-2012 –> 2000-2012 9.505721 36876.4108 36960.9316
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 17590.2994 17632.6028 4.0719006 2000-2012 –> 2000-2012 8.910119 36026.5330 36111.0539
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 18480.1057 18516.3657 4.6989962 2000-2012 –> 2000-2012 9.558171 36940.9196 37013.3660
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 17957.8828 18000.1862 4.3195444 2000-2012 –> 2000-2012 9.715289 37064.8598 37149.3806
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 18359.5152 18395.7753 4.6088578 2000-2012 –> 2000-2012 10.217438 37702.4176 37774.8641
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 17983.6650 18025.9684 4.3374689 2000-2012 –> 2000-2012 9.736628 37094.5331 37179.0539
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10924.0722 10962.3237 5.5132630 1981-1999 –> 1981-1999 8.687205 18973.8284 19049.5515
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11151.4994 11189.7510 5.8845016 1981-1999 –> 1981-1999 9.418591 19536.8123 19612.5355
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 11093.8370 11126.6241 5.7913935 1981-1999 –> 1981-1999 9.330068 19481.1979 19546.1035
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11095.7864 11134.0380 5.7913095 1981-1999 –> 1981-1999 9.324870 19480.6317 19556.3548
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11151.5457 11189.7973 5.8845796 1981-1999 –> 1981-1999 9.425845 19543.1916 19618.9148
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 11149.5514 11182.3385 5.8845893 1981-1999 –> 1981-1999 9.493551 19598.3152 19663.2208
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 11116.8121 11149.5992 5.8296447 1981-1999 –> 1981-1999 9.319596 19460.8881 19525.7937
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11118.7222 11156.9738 5.8294946 1981-1999 –> 1981-1999 9.206114 19361.7318 19437.4549
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 11121.6968 11154.4838 5.8378097 1981-1999 –> 1981-1999 9.343059 19479.4274 19544.3330
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11123.6817 11161.9333 5.8377845 1981-1999 –> 1981-1999 9.235489 19386.1264 19461.8495
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate 20418.6881 20449.0160 5.9712141 1981-1999 –> 2000-2012 12.304711 31822.8091 31880.4595
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 20310.1606 20346.5541 5.8684357 1981-1999 –> 2000-2012 12.195430 31712.6964 31781.8770
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16269.2583 16310.8573 4.3419290 1981-1999 –> 2000-2012 10.226430 27420.7577 27500.6083
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 16862.4255 16898.0818 4.8260689 1981-1999 –> 2000-2012 10.617462 27956.2625 28024.7059
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 16548.8263 16590.4253 4.5629783 1981-1999 –> 2000-2012 10.354288 27644.6127 27724.4633
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 16547.1318 16582.7881 4.5632259 1981-1999 –> 2000-2012 10.447815 27696.6832 27765.1266
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 17188.0568 17223.7131 5.1134322 1981-1999 –> 2000-2012 10.943077 28304.8689 28373.3123
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 16580.0176 16621.6166 4.5883283 1981-1999 –> 2000-2012 10.417823 27698.7398 27778.5904
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 16821.2373 16856.8936 4.7908910 1981-1999 –> 2000-2012 10.949248 28129.4897 28197.9331
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 17204.2734 17239.9297 5.1281821 1981-1999 –> 2000-2012 10.965992 28325.9701 28394.4135
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 16603.3478 16644.9468 4.6073813 1981-1999 –> 2000-2012 10.445166 27727.0295 27806.8801
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 16835.4151 16871.0714 4.8029709 1981-1999 –> 2000-2012 10.960281 28143.0741 28211.5175
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 19911.9883 19948.3818 5.5126277 2000-2012 –> 2000-2012 10.577867 37046.7325 37118.7823
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 19641.1955 19677.5890 5.2830525 2000-2012 –> 2000-2012 10.109121 36503.6210 36575.6708
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 19570.9336 19613.3927 5.2234225 2000-2012 –> 2000-2012 9.786401 36119.7599 36203.8180
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 20143.2734 20179.6669 5.7165914 2000-2012 –> 2000-2012 10.279817 36690.4052 36762.4550
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 19983.8282 20020.2217 5.5751897 2000-2012 –> 2000-2012 10.688622 37171.8850 37243.9348
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 19964.3819 20006.8409 5.5564391 2000-2012 –> 2000-2012 10.144767 36544.3995 36628.4575
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 20287.5165 20323.9099 5.8475985 2000-2012 –> 2000-2012 10.638490 37108.7537 37180.8035
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 19969.5548 20012.0139 5.5609561 2000-2012 –> 2000-2012 10.168337 36572.9026 36656.9607
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 20001.3997 20037.7932 5.5905997 2000-2012 –> 2000-2012 10.624234 37100.9042 37172.9540
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 20280.3477 20316.7412 5.8410172 2000-2012 –> 2000-2012 10.643988 37115.7628 37187.8126
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 12467.7453 12502.0334 3.8966652 1981-1999 –> 1981-1999 10.713808 32222.9187 32293.1584
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 11930.5102 11964.7983 3.4564985 1981-1999 –> 1981-1999 9.883770 31337.4057 31407.6454
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11902.2145 11942.2173 3.4332133 1981-1999 –> 1981-1999 9.756105 31214.2774 31296.2237
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate_star 12762.4498 12791.0232 4.1633508 1981-1999 –> 1981-1999 10.844376 32396.3438 32454.8768
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 12709.3846 12743.6726 4.1125134 1981-1999 –> 1981-1999 10.621761 32191.2329 32261.4726
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 11950.0276 11984.3156 3.4715830 1981-1999 –> 1981-1999 9.915541 31372.2574 31442.4970
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate_star 12060.8786 12089.4520 3.5601027 1981-1999 –> 1981-1999 10.126612 31592.5250 31651.0580
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 12057.5338 12091.8218 3.5558598 1981-1999 –> 1981-1999 9.902115 31389.4091 31459.6488
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + phosphate + phosphate_star 12729.2440 12757.8174 4.1326197 1981-1999 –> 1981-1999 10.806773 32357.0519 32415.5849
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 12689.8507 12724.1388 4.0946288 1981-1999 –> 1981-1999 10.594523 32163.1953 32233.4349
mod Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate 26639.1723 26676.9500 6.6991853 1981-1999 –> 2000-2012 12.092429 40563.6833 40635.7492
mod Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate_star 26924.0978 26961.8756 6.9415261 1981-1999 –> 2000-2012 12.852961 41259.7948 41331.8606
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 25726.1209 25770.1949 5.9766564 1981-1999 –> 2000-2012 11.350450 39636.4390 39720.5158
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 25496.4287 25534.2065 5.8093207 1981-1999 –> 2000-2012 11.044407 39287.5395 39359.6053
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 25496.4366 25540.5106 5.8078775 1981-1999 –> 2000-2012 11.003953 39256.0229 39340.0997
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 26510.1869 26554.2610 6.5906337 1981-1999 –> 2000-2012 12.655734 40962.9034 41046.9802
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 30520.3522 30559.2429 5.7081424 1981-1999 –> 2000-2012 9.588245 42969.0058 43042.1845
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 30187.1722 30226.0628 5.5144635 1981-1999 –> 2000-2012 8.793549 41881.5194 41954.6981
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 29716.8038 29762.1762 5.2510834 1981-1999 –> 2000-2012 8.520026 41399.2650 41484.6402
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 30492.1584 30531.0490 5.6914930 1981-1999 –> 2000-2012 9.545767 42910.8774 42984.0561
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 30040.3384 30079.2290 5.4312081 1981-1999 –> 2000-2012 8.887707 41970.8486 42044.0273
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 23528.3767 23572.4507 4.5437832 1981-1999 –> 2000-2012 7.976997 35430.5912 35514.6680
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 30111.6940 30150.5847 5.4715089 1981-1999 –> 2000-2012 9.584022 42821.0786 42894.2573
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 23566.9972 23604.7749 4.5668612 1981-1999 –> 2000-2012 8.038444 35517.0247 35589.0906
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate_star 30206.1845 30238.5933 5.5264815 1981-1999 –> 2000-2012 9.086584 42267.0631 42328.0453
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 23518.5656 23562.6397 4.5382267 1981-1999 –> 2000-2012 7.991259 35446.5789 35530.6557
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 29807.6358 29846.5264 5.3018315 1981-1999 –> 2000-2012 8.857691 41865.1695 41938.3482
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + phosphate + phosphate_star 30495.3375 30527.7463 5.6945478 1981-1999 –> 2000-2012 9.827168 43224.5814 43285.5637
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 30075.0049 30113.8956 5.4507501 1981-1999 –> 2000-2012 9.545379 42764.8556 42838.0343
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 23171.4001 23209.1778 4.3470068 2000-2012 –> 2000-2012 9.861470 53358.5723 53435.2407
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 23118.4467 23162.5208 4.3173154 2000-2012 –> 2000-2012 9.568399 52835.2505 52924.6970
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 24100.9824 24138.7602 4.8813628 2000-2012 –> 2000-2012 11.110509 55464.3945 55541.0630
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 23582.4927 23620.2705 4.5756956 2000-2012 –> 2000-2012 10.006904 53622.8311 53699.4995
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate_star 24429.3434 24460.8248 5.0866877 2000-2012 –> 2000-2012 10.797975 54953.0124 55016.9028
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 24136.2307 24174.0085 4.9028693 2000-2012 –> 2000-2012 10.374378 54247.9248 54324.5932
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate_star 23669.4243 23700.9058 4.6267294 2000-2012 –> 2000-2012 10.153211 53875.6088 53939.4991
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 23557.1743 23594.9521 4.5612697 2000-2012 –> 2000-2012 9.863101 53364.8100 53441.4785
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + phosphate + phosphate_star 24361.7836 24393.2651 5.0440072 2000-2012 –> 2000-2012 10.738555 54857.1210 54921.0114
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 24098.7645 24136.5422 4.8800127 2000-2012 –> 2000-2012 10.330763 54173.7694 54250.4378
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 13882.8984 13918.3949 3.0383781 1981-1999 –> 1981-1999 9.957416 38601.3882 38674.1552
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13422.2904 13463.7030 2.7924997 1981-1999 –> 1981-1999 8.938746 37270.1499 37355.0447
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 14828.8883 14864.3848 3.6106463 1981-1999 –> 1981-1999 10.192264 39179.0066 39251.7735
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 13167.9769 13203.4734 2.6668855 1981-1999 –> 1981-1999 9.092476 37341.3222 37414.0892
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 14840.6344 14876.1309 3.6183909 1981-1999 –> 1981-1999 10.001781 38965.4301 39038.1971
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 13195.0039 13230.5004 2.6800661 1981-1999 –> 1981-1999 9.140141 37407.7857 37480.5527
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + phosphate_star 13953.4311 13983.0115 3.0788462 1981-1999 –> 1981-1999 10.017630 38690.9182 38751.5574
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 13507.4914 13542.9879 2.8372746 1981-1999 –> 1981-1999 9.084805 37473.7789 37546.5459
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 14823.5732 14859.0697 3.6071472 1981-1999 –> 1981-1999 9.974543 38929.8843 39002.6513
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + silicate + phosphate_star 14903.4137 14932.9941 3.6614021 1981-1999 –> 1981-1999 10.322831 39340.3415 39400.9806
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate_star 32901.9866 32941.3320 5.6968612 1981-1999 –> 2000-2012 10.895967 49729.6114 49804.4532
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 32459.7171 32505.6201 5.4588948 1981-1999 –> 2000-2012 10.296413 48894.1728 48981.4883
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 32673.4547 32712.8001 5.5731836 1981-1999 –> 2000-2012 10.718401 49443.9624 49518.8043
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate 33603.1269 33642.4723 6.0936971 1981-1999 –> 2000-2012 11.956843 51089.6857 51164.5276
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 32070.0845 32115.9875 5.2583899 1981-1999 –> 2000-2012 9.936937 48321.3633 48408.6788
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate_star 40022.9612 40063.6680 5.1745370 1981-1999 –> 2000-2012 8.758496 54811.1802 54887.3835
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 40017.9493 40058.6561 5.1725522 1981-1999 –> 2000-2012 8.210930 53900.8477 53977.0510
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 33604.5334 33650.4364 6.0933498 1981-1999 –> 2000-2012 11.953873 51090.6399 51177.9554
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 39396.1220 39443.6133 4.9313589 1981-1999 –> 2000-2012 7.723859 52818.4124 52907.3163
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + phosphate + phosphate_star 40022.7789 40063.4857 5.1744648 1981-1999 –> 2000-2012 8.745596 54791.3418 54867.5450
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 39993.3029 40034.0097 5.1628029 1981-1999 –> 2000-2012 8.773449 54822.1912 54898.3945
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 26873.0250 26912.3704 3.1927277 1981-1999 –> 2000-2012 5.859613 40041.0020 40115.8438
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 26746.7649 26792.6679 3.1536393 1981-1999 –> 2000-2012 5.810074 39895.2170 39982.5325
obs Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 40058.6968 40099.4036 5.1887109 1981-1999 –> 2000-2012 8.807102 54899.3312 54975.5345
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 26892.8271 26932.1725 3.1988056 1981-1999 –> 2000-2012 5.878872 40087.8310 40162.6729
obs Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + phosphate_star 40804.2976 40838.2200 5.4943007 1981-1999 –> 2000-2012 8.573147 54757.7288 54821.2315
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 26763.1357 26809.0387 3.1586017 1981-1999 –> 2000-2012 5.827289 39936.8149 40024.1304
obs Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 39966.4998 40007.2066 5.1522214 1981-1999 –> 2000-2012 7.989496 53473.9912 53550.1945
obs Indo-Pacific (27,27.25] cstar_tref ~ temp + phosphate + phosphate_star 40837.1255 40871.0478 5.5081244 1981-1999 –> 2000-2012 9.115643 55659.2628 55722.7655
obs Indo-Pacific (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 40017.8800 40058.5868 5.1725247 1981-1999 –> 2000-2012 8.779672 54841.4532 54917.6565
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate_star 30246.6272 30285.9726 4.4144647 2000-2012 –> 2000-2012 9.589002 70269.5884 70349.6406
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 27358.4545 27397.7999 3.3451039 2000-2012 –> 2000-2012 8.517656 67376.4038 67456.4560
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 26807.4979 26853.4009 3.1720882 2000-2012 –> 2000-2012 8.103447 66203.6199 66297.0142
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 30611.2006 30650.5460 4.5717741 2000-2012 –> 2000-2012 9.734577 70604.5035 70684.5557
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate_star 30285.7194 30318.5073 4.4319214 2000-2012 –> 2000-2012 9.940798 71124.6300 71191.3402
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 30272.5736 30311.9190 4.4254792 2000-2012 –> 2000-2012 9.614190 70331.2704 70411.3227
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + phosphate_star 27426.7658 27459.5536 3.3677695 2000-2012 –> 2000-2012 8.862070 68231.0634 68297.7736
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 26911.3010 26950.6464 3.2044862 2000-2012 –> 2000-2012 8.356708 66877.8008 66957.8530
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + phosphate + phosphate_star 30229.1839 30261.9718 4.4079220 2000-2012 –> 2000-2012 9.916046 71066.3094 71133.0196
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 30224.1093 30263.4547 4.4049280 2000-2012 –> 2000-2012 9.577453 70241.9893 70322.0415
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 18524.0527 18561.4791 2.7985406 1981-1999 –> 1981-1999 8.821679 43853.8242 43928.9213
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 18069.5479 18113.2121 2.6345959 1981-1999 –> 1981-1999 8.559191 43271.3970 43359.0103
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 18455.4477 18492.8742 2.7732661 1981-1999 –> 1981-1999 8.704329 43663.8897 43738.9867
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 17944.4638 17988.1280 2.5913751 1981-1999 –> 1981-1999 8.174281 42678.4554 42766.0686
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 17969.7753 18013.4395 2.6000635 1981-1999 –> 1981-1999 8.235319 42777.2739 42864.8871
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 17641.4574 17685.1216 2.4895925 1981-1999 –> 1981-1999 8.073192 42376.4266 42464.0398
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 19289.8779 19327.3044 3.0968049 1981-1999 –> 1981-1999 8.742864 44110.4621 44185.5592
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 17999.1826 18036.6091 2.6108848 1981-1999 –> 1981-1999 8.196801 42735.4197 42810.5168
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 18029.5967 18067.0231 2.6214068 1981-1999 –> 1981-1999 8.262301 42842.9722 42918.0692
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 17805.6932 17843.1196 2.5449273 1981-1999 –> 1981-1999 8.137460 42551.2542 42626.3513
obs Indo-Pacific (27.25,27.5] cstar_tref ~ aou + silicate + phosphate 42339.4885 42373.6791 5.2172800 1981-1999 –> 2000-2012 8.170992 61269.6219 61335.0012
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 35031.4986 35079.1415 3.3337409 1981-1999 –> 2000-2012 6.014707 53232.9830 53324.2901
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate 43801.5758 43835.7664 5.8010998 1981-1999 –> 2000-2012 12.558999 70035.9038 70101.4865
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 34747.3475 34794.9904 3.2635330 1981-1999 –> 2000-2012 5.898129 52816.8954 52908.2025
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 36008.1629 36048.9996 3.5873123 1981-1999 –> 2000-2012 6.360578 54463.6106 54541.8738
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 34395.6388 34443.2817 3.1786772 1981-1999 –> 2000-2012 5.770052 52340.1026 52431.4096
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 40898.9032 40939.9319 4.6988588 1981-1999 –> 2000-2012 10.305518 65664.3323 65743.0315
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 39834.5430 39882.4098 4.3490503 1981-1999 –> 2000-2012 9.973738 64627.2576 64719.0734
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 34420.7753 34468.4181 3.1846679 1981-1999 –> 2000-2012 5.784731 52390.5505 52481.8576
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 35128.5449 35169.3817 3.3585666 1981-1999 –> 2000-2012 6.252214 53905.3175 53983.5807
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 33683.7836 33731.4265 3.0136219 1981-1999 –> 2000-2012 5.503214 51325.2410 51416.5481
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 39808.4832 39856.3500 4.3408359 1981-1999 –> 2000-2012 9.956417 64588.4360 64680.2518
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 34641.5534 34682.3902 3.2382579 1981-1999 –> 2000-2012 5.849143 52640.7360 52718.9992
obs Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate 41301.3503 41335.5409 4.8387744 1981-1999 –> 2000-2012 10.463400 66089.9782 66155.5609
obs Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 40786.9639 40827.9926 4.6608541 1981-1999 –> 2000-2012 10.289583 65583.3350 65662.0343
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 34675.0213 34715.8581 3.2463863 1981-1999 –> 2000-2012 5.867793 52704.6180 52782.8812
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 34300.5397 34341.3765 3.1565871 1981-1999 –> 2000-2012 5.701514 52106.2329 52184.4961
obs Indo-Pacific (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 40762.6619 40803.6906 4.6526440 1981-1999 –> 2000-2012 10.274028 65548.7495 65627.4487
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 40439.2172 40480.2459 4.5447396 2000-2012 –> 2000-2012 8.177644 76615.9816 76697.8470
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate_star 40931.8292 40972.8579 4.7100965 2000-2012 –> 2000-2012 8.720137 78427.1565 78509.0219
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 40208.4146 40249.4433 4.4692749 2000-2012 –> 2000-2012 8.056587 76216.5774 76298.4429
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 41080.4110 41121.4397 4.7611426 2000-2012 –> 2000-2012 8.564395 77868.9275 77950.7929
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 41290.7328 41331.7615 4.8343471 2000-2012 –> 2000-2012 8.192914 76419.2777 76501.1432
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 39850.5836 39898.4504 4.3541143 2000-2012 –> 2000-2012 7.367736 73534.3672 73629.8769
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 41089.9947 41131.0234 4.7644541 2000-2012 –> 2000-2012 8.560778 77854.1672 77936.0327
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 40477.9313 40518.9600 4.5575220 2000-2012 –> 2000-2012 8.612729 78122.7837 78204.6491
obs Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate_star 41701.4379 41735.6285 4.9812804 2000-2012 –> 2000-2012 8.498191 77442.9992 77511.2204
obs Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 40676.2582 40717.2869 4.6235706 2000-2012 –> 2000-2012 7.780158 74976.7979 75058.6634
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 26045.2269 26089.7310 5.1254569 1981-1999 –> 1981-1999 7.610410 45820.0931 45909.0667
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 26076.5847 26114.7310 5.1455494 1981-1999 –> 1981-1999 7.788973 46373.9423 46450.2054
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 26088.8259 26133.3300 5.1517339 1981-1999 –> 1981-1999 7.643581 45887.1968 45976.1704
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 26316.0844 26354.2308 5.2921398 1981-1999 –> 1981-1999 8.031224 46915.0375 46991.3006
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 26114.0330 26158.5371 5.1669875 1981-1999 –> 1981-1999 7.562933 45579.4397 45668.4134
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 26107.3692 26145.5156 5.1641619 1981-1999 –> 1981-1999 7.809301 46410.2321 46486.4952
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 26204.7944 26242.9408 5.2235104 1981-1999 –> 1981-1999 7.814557 46332.3619 46408.6250
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 26044.7368 26082.8832 5.1263647 1981-1999 –> 1981-1999 7.927404 46833.4520 46909.7151
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 26089.8742 26128.0205 5.1535761 1981-1999 –> 1981-1999 7.966321 46913.9686 46990.2317
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 26112.0349 26150.1812 5.1669886 1981-1999 –> 1981-1999 7.825277 46456.9679 46533.2311
obs Indo-Pacific (27.5,27.75] cstar_tref ~ aou + silicate + phosphate 47406.9680 47441.7149 5.2466408 1981-1999 –> 2000-2012 12.206580 76056.7333 76123.2687
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 38385.6888 38434.3417 2.9129757 1981-1999 –> 2000-2012 5.357209 58020.3822 58113.5045
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate 48880.3662 48915.1131 5.7731968 1981-1999 –> 2000-2012 12.463861 77193.7166 77260.2521
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 43515.2139 43556.9101 4.0748964 1981-1999 –> 2000-2012 9.741979 70414.9176 70494.7602
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 38365.9301 38414.5829 2.9092459 1981-1999 –> 2000-2012 8.866353 65693.1714 65786.3283
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 39973.5960 40022.2489 3.2288915 1981-1999 –> 2000-2012 8.354348 66018.8229 66111.9799
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 43424.9659 43466.6621 4.0510955 1981-1999 –> 2000-2012 9.086489 69317.0446 69396.8871
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 40317.0531 40358.7555 3.3020357 1981-1999 –> 2000-2012 8.447585 66393.6377 66473.4865
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 50175.1338 50216.8299 6.2785509 1981-1999 –> 2000-2012 13.767016 79450.9443 79530.7869
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 42706.6934 42755.3389 3.8660550 1981-1999 –> 2000-2012 8.993198 68754.7240 68847.8737
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 39985.3165 40033.9693 3.2313463 1981-1999 –> 2000-2012 8.383080 66074.1424 66167.2993
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 40244.9602 40286.6627 3.2866358 1981-1999 –> 2000-2012 8.578776 66561.0447 66640.8935
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 38745.8330 38794.4859 2.9818018 1981-1999 –> 2000-2012 8.148789 64859.8660 64953.0230
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 40315.6870 40357.3894 3.3017432 1981-1999 –> 2000-2012 8.465905 66423.0562 66502.9050
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 42701.7588 42750.4044 3.8648169 1981-1999 –> 2000-2012 9.004862 68771.2185 68864.3681
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 40409.7105 40451.4129 3.3219345 1981-1999 –> 2000-2012 8.545445 66614.5050 66694.3537
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate 43665.4162 43700.1630 4.1153535 1981-1999 –> 2000-2012 9.156404 69565.0669 69631.6024
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 43521.1464 43562.8426 4.0764658 1981-1999 –> 2000-2012 9.203987 69567.8070 69647.6495
mod Indo-Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 41879.6888 41921.3912 3.6541528 1981-1999 –> 2000-2012 8.821141 67991.7236 68071.5724
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 43524.7875 43566.4837 4.0774294 1981-1999 –> 2000-2012 9.217605 69592.4634 69672.3059
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 45048.4299 45090.1260 4.5012990 2000-2012 –> 2000-2012 7.534655 84056.6249 84140.0235
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 45401.8720 45443.5682 4.6057608 2000-2012 –> 2000-2012 7.680309 84618.0829 84701.4815
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 44467.1771 44508.8733 4.3346334 2000-2012 –> 2000-2012 7.381403 83543.4197 83626.8183
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 43494.4991 43536.1953 4.0694210 2000-2012 –> 2000-2012 7.371457 83811.5522 83894.9508
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 43842.6814 43884.3776 4.1624388 2000-2012 –> 2000-2012 7.449075 84087.6416 84171.0402
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 42673.4917 42722.1372 3.8577322 2000-2012 –> 2000-2012 6.839534 81419.3247 81516.6231
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 43504.4601 43546.1563 4.0720530 2000-2012 –> 2000-2012 7.373796 83820.1471 83903.5457
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 46865.4728 46907.1690 5.0647758 2000-2012 –> 2000-2012 8.077057 85766.1477 85849.5464
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 42799.9008 42841.5970 3.8900208 2000-2012 –> 2000-2012 7.211955 83209.6113 83293.0099
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 43543.5351 43585.2313 4.0823942 2000-2012 –> 2000-2012 7.736547 85423.2239 85506.6225
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 7718.6653 7751.4867 2.1742692 1981-1999 –> 1981-1999 6.433540 19288.8522 19355.3238
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate_star 7926.0776 7958.8989 2.3066227 1981-1999 –> 1981-1999 6.617486 19544.7866 19611.2582
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7632.3803 7670.6719 2.1202631 1981-1999 –> 1981-1999 6.392501 19216.8176 19294.3678
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 7724.3015 7757.1228 2.1777633 1981-1999 –> 1981-1999 6.440097 19297.3851 19363.8567
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 7705.3993 7738.2207 2.1660671 1981-1999 –> 1981-1999 6.620802 19456.4109 19522.8825
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate_star 7748.7111 7776.0622 2.1942109 1981-1999 –> 1981-1999 6.457397 19320.6008 19375.9938
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + phosphate_star 7937.6454 7964.9966 2.3155562 1981-1999 –> 1981-1999 6.658750 19584.4657 19639.8586
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7653.4328 7686.2541 2.1342341 1981-1999 –> 1981-1999 6.415468 19244.3471 19310.8187
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + phosphate + phosphate_star 7753.9022 7781.2533 2.1974584 1981-1999 –> 1981-1999 6.463698 19328.6780 19384.0710
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate_star 7722.7581 7750.1092 2.1780466 1981-1999 –> 1981-1999 6.642899 19480.9118 19536.3048
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 21571.7953 21609.5596 3.5824104 1981-1999 –> 2000-2012 5.756680 29290.4606 29361.0463
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate_star 21648.9372 21686.7015 3.6171218 1981-1999 –> 2000-2012 5.923744 29575.0148 29645.6004
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 21404.0927 21448.1510 3.5072177 1981-1999 –> 2000-2012 5.627481 29036.4730 29118.8229
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 21568.7772 21606.5415 3.5810592 1981-1999 –> 2000-2012 5.758822 29293.0786 29363.6643
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 21442.9143 21480.6786 3.5251598 1981-1999 –> 2000-2012 5.691227 29148.3137 29218.8993
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate_star 21571.1300 21602.6002 3.5830081 1981-1999 –> 2000-2012 5.777219 29319.8411 29378.6624
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + phosphate_star 21659.4037 21690.8739 3.6227628 1981-1999 –> 2000-2012 5.938319 29597.0491 29655.8705
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 21413.6392 21451.4035 3.5122834 1981-1999 –> 2000-2012 5.646517 29067.0720 29137.6576
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + phosphate + phosphate_star 21568.1493 21599.6196 3.5816734 1981-1999 –> 2000-2012 5.779132 29322.0515 29380.8729
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate_star 21498.0037 21529.4740 3.5504059 1981-1999 –> 2000-2012 5.728453 29220.7618 29279.5831
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate_star 13682.9496 13712.9513 2.3956195 2000-2012 –> 2000-2012 7.156076 37527.2056 37588.6776
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + silicate + phosphate_star 13659.0696 13689.0713 2.3860466 2000-2012 –> 2000-2012 6.667467 36654.8570 36716.3290
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 13476.0209 13512.0230 2.3131500 2000-2012 –> 2000-2012 5.895561 35047.8162 35121.5826
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate_star 13679.3909 13715.3930 2.3933878 2000-2012 –> 2000-2012 6.010510 35328.3281 35402.0945
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 13481.3317 13517.3338 2.3152108 2000-2012 –> 2000-2012 5.896270 35050.1089 35123.8753
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 13574.1615 13610.1636 2.3515290 2000-2012 –> 2000-2012 5.876689 35017.0759 35090.8423
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate_star 13935.8873 13965.8891 2.4994048 2000-2012 –> 2000-2012 6.082413 35507.0173 35568.4893
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + phosphate_star 14110.1726 14140.1744 2.5735223 2000-2012 –> 2000-2012 6.196285 35769.5763 35831.0483
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + phosphate + phosphate_star 13941.4572 13971.4589 2.5017401 2000-2012 –> 2000-2012 6.083414 35509.6065 35571.0785
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate_star 14022.5966 14052.5983 2.5360086 2000-2012 –> 2000-2012 6.086414 35520.6003 35582.0723
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 7956.3408 7989.6322 1.9618354 1981-1999 –> 1981-1999 7.159061 25573.2855 25642.3493
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 7994.7152 8028.0066 1.9817685 1981-1999 –> 1981-1999 7.124274 25550.9047 25619.9684
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 7697.5177 7730.8091 1.8325296 1981-1999 –> 1981-1999 6.202792 24319.7088 24388.7725
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate_star 7977.9020 8011.1933 1.9730102 1981-1999 –> 1981-1999 6.329226 24581.6145 24650.6782
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 7705.8925 7739.1838 1.8365770 1981-1999 –> 1981-1999 6.210806 24333.2920 24402.3557
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 7842.4826 7875.7739 1.9038653 1981-1999 –> 1981-1999 6.428564 24664.0131 24733.0768
mod Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate_star 7752.8095 7780.5523 1.8603972 1981-1999 –> 1981-1999 6.230962 24373.3980 24430.9511
mod Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + phosphate_star 7992.5249 8020.2677 1.9816691 1981-1999 –> 1981-1999 6.352884 24613.9668 24671.5199
mod Indo-Pacific (27.85,27.95] cstar_tref ~ temp + phosphate + phosphate_star 7760.8129 7788.5557 1.8643237 1981-1999 –> 1981-1999 6.238850 24386.6016 24444.1547
mod Indo-Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate_star 7881.3753 7909.1181 1.9244857 1981-1999 –> 1981-1999 6.498951 24763.6943 24821.2474
obs Indo-Pacific (27.85,27.95] cstar_tref ~ aou + silicate + phosphate_star 33779.2328 33812.4370 4.7839365 1981-1999 –> 2000-2012 6.886486 41996.5242 42057.4711
obs Indo-Pacific (27.85,27.95] cstar_tref ~ nitrate + silicate + phosphate_star 33828.5521 33861.7563 4.8048321 1981-1999 –> 2000-2012 6.865130 41968.7831 42029.7300
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate 35344.8408 35378.0450 5.4937837 1981-1999 –> 2000-2012 7.478034 43342.3066 43403.2535
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 31476.0068 31515.8517 3.9022366 1981-1999 –> 2000-2012 5.864072 39432.3476 39505.4839
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + silicate 16075.7009 16100.5414 2.1497684 1981-1999 –> 2000-2012 4.138568 24079.8599 24126.8946
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + silicate + phosphate 34928.9323 34962.1364 5.2955306 1981-1999 –> 2000-2012 7.284312 42935.0565 42996.0034
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 30998.8528 31038.6978 3.7411145 1981-1999 –> 2000-2012 5.722883 38993.5680 39066.7043
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + silicate + phosphate_star 16074.4007 16105.4513 2.1488041 1981-1999 –> 2000-2012 4.130845 24067.6370 24126.4304
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou 15866.8524 15897.9030 2.0890233 1981-1999 –> 2000-2012 4.059070 23837.0477 23895.8411
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 15652.0983 15689.3591 2.0283656 1981-1999 –> 2000-2012 3.860895 23349.6161 23420.1682
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate_star 16035.9781 16073.2388 2.1370284 1981-1999 –> 2000-2012 4.110039 24013.8801 24084.4321
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 29030.2368 29076.7226 3.1431935 1981-1999 –> 2000-2012 7.486170 45618.4784 45706.6987
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 15661.8987 15699.1595 2.0310698 1981-1999 –> 2000-2012 3.867647 23367.7912 23438.3433
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate 15991.5609 16022.6115 2.1247411 1981-1999 –> 2000-2012 4.099139 23970.1322 24028.9256
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 34860.4499 34900.2949 5.2626496 1981-1999 –> 2000-2012 7.236500 42839.9672 42913.1035
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 15820.3249 15857.5856 2.0752874 1981-1999 –> 2000-2012 3.979153 23662.8075 23733.3596
obs Indo-Pacific (27.85,27.95] cstar_tref ~ silicate + phosphate + phosphate_star 33377.9169 33411.1211 4.6172499 1981-1999 –> 2000-2012 6.707110 41572.2275 41633.1744
mod Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate_star 16382.7169 16413.7675 2.2407823 1981-1999 –> 2000-2012 4.101179 24135.5264 24194.3198
mod Indo-Pacific (27.85,27.95] cstar_tref ~ temp + phosphate + phosphate_star 16394.3500 16425.4006 2.2443288 1981-1999 –> 2000-2012 4.108652 24155.1629 24213.9563
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate 34976.0133 35009.2174 5.3176089 1981-1999 –> 2000-2012 7.308153 42985.4997 43046.4466
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate_star 33062.6359 33095.8401 4.4903818 2000-2012 –> 2000-2012 6.674277 49256.1927 49320.4475
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + silicate + phosphate_star 31997.0939 32030.2980 4.0868533 2000-2012 –> 2000-2012 6.235658 48071.4946 48135.7493
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 29257.3783 29297.2232 3.2074899 2000-2012 –> 2000-2012 5.235856 44909.4766 44986.5823
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate_star 29377.6845 29417.5294 3.2417723 2000-2012 –> 2000-2012 5.378801 45413.6625 45490.7682
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 29275.3576 29315.2025 3.2125902 2000-2012 –> 2000-2012 5.243660 44937.2563 45014.3620
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 29097.3984 29137.2434 3.1624631 2000-2012 –> 2000-2012 5.237750 44917.7233 44994.8290
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate_star 29299.2905 29332.4946 3.2199609 2000-2012 –> 2000-2012 5.460743 45682.0074 45746.2621
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + phosphate_star 29480.6755 29513.8796 3.2719898 2000-2012 –> 2000-2012 5.595375 46129.6822 46193.9370
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + phosphate + phosphate_star 29317.5084 29350.7125 3.2251490 2000-2012 –> 2000-2012 5.469478 45711.8584 45776.1131
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate_star 29156.6822 29189.8863 3.1796364 2000-2012 –> 2000-2012 5.470143 45700.8498 45765.1046
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 9725.4533 9759.9802 1.9419757 1981-1999 –> 1981-1999 6.751863 43023.7948 43098.0693
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 9787.4465 9821.9734 1.9679604 1981-1999 –> 1981-1999 6.686447 42872.1762 42946.4508
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 9289.2773 9323.8042 1.7685962 1981-1999 –> 1981-1999 6.201832 41679.7106 41753.9852
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 9595.9513 9630.4782 1.8887959 1981-1999 –> 1981-1999 6.373780 42115.5962 42189.8707
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 9298.2606 9332.7875 1.7720059 1981-1999 –> 1981-1999 6.224243 41736.3122 41810.5867
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 9390.1691 9424.6960 1.8072713 1981-1999 –> 1981-1999 6.229847 41753.7976 41828.0721
mod Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate_star 9430.8573 9459.6297 1.8238886 1981-1999 –> 1981-1999 6.293712 41910.8004 41972.6959
mod Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 9632.8405 9661.6129 1.9046108 1981-1999 –> 1981-1999 6.396293 42167.0996 42228.9950
mod Indo-Pacific (27.95,28.05] cstar_tref ~ temp + phosphate + phosphate_star 9441.0965 9469.8690 1.8278972 1981-1999 –> 1981-1999 6.317376 41969.8944 42031.7899
mod Indo-Pacific (27.95,28.05] cstar_tref ~ temp + silicate + phosphate_star 9543.8937 9572.6661 1.8686323 1981-1999 –> 1981-1999 6.467278 42340.1885 42402.0840
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 51414.9742 51457.9700 3.5530816 1981-1999 –> 2000-2012 5.495057 61140.4275 61217.9502
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 49901.2477 49944.2436 3.2827949 1981-1999 –> 2000-2012 5.250755 59688.6943 59766.2170
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 48962.8152 49005.8110 3.1256577 1981-1999 –> 2000-2012 4.894254 58252.0925 58329.6153
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 49163.5247 49206.5205 3.1586209 1981-1999 –> 2000-2012 5.047417 58759.4760 58836.9987
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 49072.8471 49115.8429 3.1436858 1981-1999 –> 2000-2012 4.915692 58371.1078 58448.6305
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 48342.6296 48385.6254 3.0259606 1981-1999 –> 2000-2012 4.833232 57732.7987 57810.3214
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate_star 48986.9079 49022.7378 3.1299235 1981-1999 –> 2000-2012 4.953812 58417.7653 58482.3675
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 49259.8005 49295.6304 3.1748876 1981-1999 –> 2000-2012 5.079498 58892.6410 58957.2433
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + phosphate + phosphate_star 49098.4714 49134.3013 3.1482282 1981-1999 –> 2000-2012 4.976125 58539.5680 58604.1702
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + silicate + phosphate_star 48707.4769 48743.3067 3.0845419 1981-1999 –> 2000-2012 4.953174 58251.3705 58315.9728
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate_star 19162.6757 19194.6531 2.1048157 2000-2012 –> 2000-2012 6.136584 72993.7365 73061.5438
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + silicate + phosphate_star 18732.8878 18764.8652 2.0050846 2000-2012 –> 2000-2012 5.711310 70953.2077 71021.0150
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 17627.4351 17665.8079 1.7693405 2000-2012 –> 2000-2012 4.894998 66590.2502 66671.6189
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 18005.6345 18044.0074 1.8465554 2000-2012 –> 2000-2012 5.005176 67169.1593 67250.5280
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 17635.7100 17674.0829 1.7709949 2000-2012 –> 2000-2012 4.914681 66708.5571 66789.9258
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 17724.7539 17763.1268 1.7888955 2000-2012 –> 2000-2012 4.814856 66067.3835 66148.7522
mod Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate_star 18965.2447 18997.2221 2.0584009 2000-2012 –> 2000-2012 5.188324 67952.1526 68019.9599
mod Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 19166.6510 19198.6284 2.1057609 2000-2012 –> 2000-2012 5.280649 68426.4515 68494.2587
mod Indo-Pacific (27.95,28.05] cstar_tref ~ temp + phosphate + phosphate_star 18983.1135 19015.0909 2.0625593 2000-2012 –> 2000-2012 5.210788 68081.5850 68149.3922
mod Indo-Pacific (27.95,28.05] cstar_tref ~ temp + silicate + phosphate_star 19339.8691 19371.8465 2.1473633 2000-2012 –> 2000-2012 5.231905 68047.3460 68115.1532
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate_star 22424.5536 22455.8353 4.4394524 1981-1999 –> 1981-1999 6.532896 28769.7046 28827.4446
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + silicate + phosphate_star 22392.9577 22424.2395 4.4212825 1981-1999 –> 1981-1999 6.341366 28484.3156 28542.0556
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 22000.1722 22037.7103 4.2004245 1981-1999 –> 1981-1999 6.071003 28016.8394 28086.1274
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 22218.3866 22255.9247 4.3211017 1981-1999 –> 1981-1999 6.181253 28218.6414 28287.9294
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 22046.8490 22084.3871 4.2259512 1981-1999 –> 1981-1999 6.096341 28063.2204 28132.5084
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 22023.6660 22061.2041 4.2132535 1981-1999 –> 1981-1999 5.872991 27689.2221 27758.5102
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate_star 22193.5095 22224.7912 4.3082892 1981-1999 –> 1981-1999 6.189806 28225.2942 28283.0342
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + phosphate_star 22322.3009 22353.5827 4.3809183 1981-1999 –> 1981-1999 6.241084 28320.5779 28378.3180
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + phosphate + phosphate_star 22275.0629 22306.3446 4.3541384 1981-1999 –> 1981-1999 6.235623 28306.7978 28364.5379
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 22236.3430 22267.6248 4.3323096 1981-1999 –> 1981-1999 6.001461 27916.5035 27974.2435
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 38107.7002 38156.3458 2.8682870 1981-1999 –> 2000-2012 7.088181 60145.4988 60237.9388
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate_star 11058.7154 11088.0240 2.0321377 1981-1999 –> 2000-2012 6.471590 33483.2689 33543.8593
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 38172.6055 38214.3017 2.8807705 1981-1999 –> 2000-2012 7.103252 60213.1265 60292.3608
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + silicate + phosphate_star 10667.8490 10697.1577 1.8847702 1981-1999 –> 2000-2012 6.306053 33060.8068 33121.3971
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 38576.8123 38625.4579 2.9569696 1981-1999 –> 2000-2012 7.088099 60450.8304 60543.2704
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 38682.5851 38724.2813 2.9777276 1981-1999 –> 2000-2012 7.109407 60555.6286 60634.8629
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 10203.8736 10239.0440 1.7229831 1981-1999 –> 2000-2012 5.923408 32204.0459 32276.7543
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 38128.3555 38177.0011 2.8721352 1981-1999 –> 2000-2012 6.993776 59984.6582 60077.0982
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 38281.2279 38329.8734 2.9007770 1981-1999 –> 2000-2012 7.066811 60220.0650 60312.5050
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 10324.3789 10359.5492 1.7634409 1981-1999 –> 2000-2012 6.084543 32542.7655 32615.4739
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 38418.5324 38467.1779 2.9267455 1981-1999 –> 2000-2012 7.126796 60420.0188 60512.4588
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 10206.2903 10241.4607 1.7237853 1981-1999 –> 2000-2012 5.949737 32253.1394 32325.8478
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 38256.5840 38305.2295 2.8961405 1981-1999 –> 2000-2012 7.070321 60210.4709 60302.9109
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 9736.8798 9772.0502 1.5747748 1981-1999 –> 2000-2012 5.788028 31760.5458 31833.2543
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 38383.8566 38432.5022 2.9201654 1981-1999 –> 2000-2012 7.097052 60342.7364 60435.1764
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate_star 10477.1272 10506.4358 1.8167916 1981-1999 –> 2000-2012 6.125081 32670.6366 32731.2270
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 38589.4393 38631.1355 2.9597784 1981-1999 –> 2000-2012 7.147513 60566.3012 60645.5355
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + phosphate_star 10519.8876 10549.1962 1.8318162 1981-1999 –> 2000-2012 6.212734 32842.1885 32902.7789
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + phosphate + phosphate_star 10482.1399 10511.4485 1.8185465 1981-1999 –> 2000-2012 6.172685 32757.2027 32817.7931
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 10118.5855 10147.8942 1.6955642 1981-1999 –> 2000-2012 6.027874 32354.9286 32415.5190
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate_star 39548.3653 39583.1122 3.1502691 2000-2012 –> 2000-2012 5.182407 50607.0807 50671.1362
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + silicate + phosphate_star 38937.0930 38971.8399 3.0277214 2000-2012 –> 2000-2012 4.912492 49604.9421 49668.9975
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 39221.2062 39262.9024 3.0836755 2000-2012 –> 2000-2012 4.806659 49425.0798 49501.9464
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 39099.0491 39140.7453 3.0593211 2000-2012 –> 2000-2012 4.822762 49423.4279 49500.2945
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 39344.4390 39386.1352 3.1084408 2000-2012 –> 2000-2012 4.832226 49550.7293 49627.5959
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 38424.0178 38465.7140 2.9281678 2000-2012 –> 2000-2012 4.502943 48160.8977 48237.7642
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate_star 39496.8846 39531.6314 3.1397597 2000-2012 –> 2000-2012 4.956551 49974.0118 50038.0672
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + phosphate_star 39264.8201 39299.5669 3.0928192 2000-2012 –> 2000-2012 4.924635 49784.7077 49848.7631
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + phosphate + phosphate_star 39669.4541 39704.2009 3.1751273 2000-2012 –> 2000-2012 4.993674 50151.5939 50215.6494
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 38874.3694 38909.1162 3.0154195 2000-2012 –> 2000-2012 4.710984 48992.9549 49057.0104
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 41283.9336 41325.3890 3.9341924 1981-1999 –> 1981-1999 6.398870 117489.7057 117577.3965
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 41271.0096 41319.3742 3.9302272 1981-1999 –> 1981-1999 6.368721 117128.1571 117230.4630
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 41570.0910 41618.4557 4.0104580 1981-1999 –> 1981-1999 6.448591 117422.3851 117524.6910
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 41583.6156 41625.0710 4.0146670 1981-1999 –> 1981-1999 6.361004 116174.0716 116261.7624
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 41579.9796 41628.3443 4.0131385 1981-1999 –> 1981-1999 6.359352 116170.7052 116273.0111
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate 41300.4643 41335.0105 3.9391214 1981-1999 –> 1981-1999 6.405653 117528.9169 117601.9925
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate 41283.9321 41325.3875 3.9341920 1981-1999 –> 1981-1999 6.382133 117266.0183 117353.7091
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate_star 41580.1359 41621.5913 4.0137232 1981-1999 –> 1981-1999 6.461785 117563.8437 117651.5344
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + phosphate_star 41606.6084 41641.1545 4.0214523 1981-1999 –> 1981-1999 6.378769 116348.3159 116421.3915
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 41601.5771 41643.0325 4.0195422 1981-1999 –> 1981-1999 6.368570 116229.6524 116317.3432
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 48099.8315 48150.0261 2.9525389 1981-1999 –> 2000-2012 6.872030 89330.3575 89428.9168
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 48921.1855 48971.3802 3.0814348 1981-1999 –> 2000-2012 7.070512 90412.1612 90510.7205
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 48395.0612 48438.0852 2.9985488 1981-1999 –> 2000-2012 6.932741 89678.9949 89763.4743
mod Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate_star 109088.3264 109137.4460 1.8881858 1981-1999 –> 2000-2012 5.899003 150657.7435 150748.3185
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 48349.8136 48400.0083 2.9911874 1981-1999 –> 2000-2012 6.921415 89620.8232 89719.3825
mod Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 98819.6831 98876.9893 1.5560636 1981-1999 –> 2000-2012 5.566522 140389.7741 140495.4450
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 48743.7917 48793.9863 3.0531280 1981-1999 –> 2000-2012 7.056331 90287.0854 90385.6447
mod Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 107720.4725 107769.5921 1.8401584 1981-1999 –> 2000-2012 5.854825 149304.0881 149394.6631
mod Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 99059.1224 99116.4285 1.5630974 1981-1999 –> 2000-2012 5.576236 140639.1020 140744.7728
mod Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 98819.1657 98876.4719 1.5560484 1981-1999 –> 2000-2012 5.600937 140515.7757 140621.4465
mod Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 99065.5953 99114.7149 1.5633469 1981-1999 –> 2000-2012 5.759864 141304.8574 141395.4324
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + phosphate 48876.7753 48919.7993 3.0746436 1981-1999 –> 2000-2012 7.001614 90133.5149 90217.9943
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 48708.3455 48758.5401 3.0475031 1981-1999 –> 2000-2012 6.962253 89920.9577 90019.5170
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate 49448.1525 49484.0059 3.1677394 1981-1999 –> 2000-2012 7.106861 90748.6169 90819.0164
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate 49371.7659 49414.7899 3.1548478 1981-1999 –> 2000-2012 7.089040 90655.6981 90740.1775
mod Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate_star 107448.4268 107497.5464 1.8307532 1981-1999 –> 2000-2012 5.844476 149028.5627 149119.1377
mod Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + phosphate_star 107734.9779 107775.9109 1.8407306 1981-1999 –> 2000-2012 5.862183 149341.5862 149417.0654
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 49343.5299 49393.7245 3.1498891 1981-1999 –> 2000-2012 7.156202 90898.3164 90996.8757
mod Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 105776.9548 105826.0744 1.7740121 1981-1999 –> 2000-2012 5.793554 147378.5319 147469.1069
mod Indo-Pacific (28.1, Inf] cstar_tref ~ temp + silicate + phosphate + phosphate_star 107495.0291 107544.1487 1.8323609 1981-1999 –> 2000-2012 5.879895 149199.3140 149289.8890
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 49843.3266 49886.3505 3.2332007 2000-2012 –> 2000-2012 4.915477 152801.4230 152893.5666
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 50372.9926 50416.0166 3.3235310 2000-2012 –> 2000-2012 5.026134 153968.7030 154060.8466
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 49546.4927 49589.5167 3.1836559 2000-2012 –> 2000-2012 4.844395 151820.5167 151912.6603
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate_star 49189.3701 49232.3941 3.1250533 2000-2012 –> 2000-2012 5.013239 158277.6965 158369.8400
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 49027.1672 49077.3618 3.0984714 2000-2012 –> 2000-2012 4.654535 147846.8503 147954.3511
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 48979.4986 49022.5226 3.0911186 2000-2012 –> 2000-2012 4.931277 156699.9711 156792.1147
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 48940.6364 48990.8311 3.0845545 2000-2012 –> 2000-2012 4.647652 147999.7588 148107.2596
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 49016.6593 49066.8540 3.0967781 2000-2012 –> 2000-2012 4.652826 147835.8250 147943.3259
obs Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 49025.9163 49068.9403 3.0985921 2000-2012 –> 2000-2012 4.661939 148091.5116 148183.6551
obs Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 49578.8523 49621.8762 3.1890200 2000-2012 –> 2000-2012 4.963032 155355.8071 155447.9506

6.3 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- GLODAP_glanced %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- GLODAP_glanced %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best <- full_join(
  lm_best_eras %>% select(data_source, basin, gamma_slab, model, eras),
  eras_era)

lm_best <- left_join(
  lm_best,
  GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate))

rm(eras_era, eras_forward, eras_backward)

6.4 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# subtract coefficients of adjacent era  
lm_best_cant <- lm_best %>%
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot to wide format
lm_best_cant <- lm_best_cant %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

6.5 Write files

# create table of target varaible coefficients in wide format
lm_best_target <- lm_best %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )


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

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

7 Model diagnotics

7.1 Selection criterion vs predictors

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

7.1.1 All models

plot_fun <- function(df){
  ggplot(data = df,
         aes(as.factor(n_predictors),
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = c(0,10)) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  ylim(c(0,NA)) +
  labs(x="Number of predictors",
       title = paste("data_source:",unique(df$data_source)))
}

GLODAP_glanced %>%
  group_split(data_source) %>%
  map(plot_fun)
[[1]]

Version Author Date
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]]

7.1.2 Best models

left_join(lm_best_target %>% select(basin, gamma_slab, era, model),
          GLODAP_glanced) %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = c(0, 10)) +
  geom_boxplot() +
  facet_grid(gamma_slab ~ era) +
  scale_color_brewer(palette = "Set1") +
  ylim(c(0, NA)) +
  labs(x = "Number of predictors pooled")

Version Author Date
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

7.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjecent eras (ie check whether the same predictor combination performs equal in both eras).

7.2.1 All models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_all_eras$rmse,
        lm_all_eras$rmse_sum - lm_all_eras$rmse))

lm_all_eras %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0, max_rmse),
              ylim = c(0, max_rmse)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(eras ~ basin)

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

7.2.2 Best models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_best_eras$rmse,
        lm_best_eras$rmse_sum - lm_best_eras$rmse))

lm_best_eras %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0, max_rmse),
              ylim = c(0, max_rmse)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(eras ~ basin)

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

7.3 Predictor counts

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

# calculate cases of predictor used
lm_all_stats <- lm_best_cant %>% 
  pivot_longer(starts_with("delta_coeff_"),
               names_to = "term",
               names_prefix = "delta_coeff_",
               values_to = "delta_coeff") %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, 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", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1981-1999 --> 2000-2012
(-Inf,26] 8 4 7 7 11 3 10
(26,26.5] 12 13 11 9 13 9 15
(26.5,26.75] 8 5 6 6 4 5 6
(26.75,27] 13 5 10 12 13 12 15
(27,27.25] 9 6 7 10 10 7 13
(27.25,27.5] 8 2 8 11 9 7 14
(27.5,27.75] 7 2 6 6 9 5 7
(27.75,27.85] 9 4 6 7 9 13 9
(27.85,27.95] 10 5 5 5 10 11 9
(27.95,28.05] 12 3 9 9 14 11 10
(28.05,28.1] 8 NA 4 10 9 9 9
(28.1,28.15] 7 3 4 5 4 4 8
(28.15,28.2] 8 8 6 7 5 7 6
(28.2, Inf] 5 4 6 10 9 9 11
total 124.00 — 95.00 114.00 129.00 112.00 142.00
Indo-Pacific - 1981-1999 --> 2000-2012
(-Inf,26] 5 5 5 7 10 5 10
(26,26.5] 4 5 3 10 9 5 10
(26.5,26.75] 6 6 5 10 6 8 10
(26.75,27] 8 14 8 17 8 11 14
(27,27.25] 6 14 9 18 11 11 15
(27.25,27.5] 9 9 10 14 11 10 13
(27.5,27.75] 11 7 10 14 15 12 15
(27.75,27.85] 2 4 2 10 5 4 10
(27.85,27.95] 5 4 7 13 14 14 11
(27.95,28.05] 2 3 3 10 6 4 8
(28.05,28.1] 11 6 10 13 14 11 16
(28.1, Inf] 11 10 11 13 11 11 20
total 80.00 87.00 83.00 149.00 120.00 106.00 152.00

7.4 RMSE alternatives

7.4.1 AIC

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all_eras %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
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(eras~basin)

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

7.4.2 BIC

BIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all_eras %>% 
  ggplot(aes(rmse, BIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
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 
lm_best_eras %>% 
  ggplot(aes(rmse, BIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

7.4.3 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(eras~basin)

Version Author Date
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 
lm_best_eras %>% 
  ggplot(aes(AIC, BIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

7.5 RMSE vs VIF

GLODAP_glanced %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_hline(yintercept = 1) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(gamma_slab~basin)

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

7.6 Residual patterns

7.6.1 Fitted vs actual models

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

GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(basin, gamma_slab, era, model),
  GLODAP_augmented
)
# calculate equal axis limits and binwidth
axis_lims <- GLODAP_augmented %>%
  summarise(
    max_value = max(
      c(max(.fitted, max(!!sym(params_local$MLR_target))))
      ),
    min_value = min(
      c(min(.fitted, min(!!sym(params_local$MLR_target))))
    )
  )

i_binwidth <- 1
# binwidth_value <- (axis_lims$max_value - axis_lims$min_value) / 40
axis_lims <- c(axis_lims$min_value, axis_lims$max_value)

GLODAP_augmented %>%
  ggplot(aes(cstar_tref, .fitted)) +
  geom_bin2d(binwidth = i_binwidth) +
  scale_fill_viridis_c() +
  geom_abline(slope = 1,
              col = 'red') +
  coord_equal(xlim = axis_lims,
              ylim = axis_lims) +
  labs(title = "All models")

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24 
GLODAP_augmented_best %>%
  ggplot(aes(cstar_tref, .fitted)) +
  geom_bin2d(binwidth = i_binwidth) +
  scale_fill_viridis_c() +
  geom_abline(slope = 1,
              col = 'red') +
  coord_equal(xlim = axis_lims,
              ylim = axis_lims) +
  labs(title = "Selected models")

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24 
rm(binwidth_value, axis_lims)

7.6.2 Pooled

In the following, we present residual patterns vs latitude across all domains.

i_ylim <- c(-30,30)

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

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

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

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

7.6.3 By model domain

In the following, we present residual patterns vs latitude for separate model domains, ie basins, density slabs and eras.

p_residuals <- function(df){
    ggplot(data = df, aes(lat, .resid)) +
      geom_bin2d(binwidth = i_binwidth) +
      geom_hline(yintercept = 0, col = "black") +
      scale_fill_viridis_c() +
      facet_grid(gamma_slab ~ era) +
      coord_cartesian(ylim = i_ylim) +
      labs(
        title = paste(
          "Target variable:",
          params_local$MLR_target,
          "| selected best models | basin:",
          unique(df$basin)
        )
      )
}

GLODAP_augmented_best %>% 
  group_split(basin) %>% 
  map(p_residuals)
[[1]]

Version Author Date
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
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

7.6.4 Latitudinal mean

GLODAP_augmented_best <- GLODAP_augmented_best %>%
  mutate(lat_grid = as.numeric(as.character(cut(
    lat,
    seq(-90, 90, 10),
    seq(-85, 85, 10)
  ))))

lat_residual <- GLODAP_augmented_best %>%
  group_by(basin, gamma_slab, era, lat_grid) %>% 
  summarise(.resid_mean = mean(.resid)) %>% 
  ungroup()

lat_residual %>%
  ggplot(aes(lat_grid, .resid_mean, col=era)) +
  geom_line() +
  geom_point() +
  geom_hline(yintercept = 0, col = "black") +
  facet_grid(gamma_slab ~ basin)

Version Author Date
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

7.6.5 Latitudinal offset

# calculate residual offset for adjacent eras
lat_residual_offset <- lat_residual  %>%
  select(basin, gamma_slab, era, lat_grid, .resid_mean) %>% 
  arrange(era) %>% 
  group_by(basin, gamma_slab, lat_grid) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> "),
         .resid_mean_offset = .resid_mean - lag(.resid_mean)
         ) %>% 
  ungroup() %>% 
  select(-era) %>% 
  drop_na() %>% 
  filter(eras != paste(unique(lat_residual$era)[1],
                       unique(lat_residual$era)[3],
                       sep = " --> "))

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

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8 VIF

GLODAP_glanced %>% 
  ggplot(aes(as.factor(n), log10(vif_max))) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  facet_grid(gamma_slab~basin)

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 
GLODAP_glanced_vif %>% 
  ggplot(aes(Variables, log10(VIF))) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  # geom_point(shape = 21) +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Version Author Date
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 

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

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

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

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

other attached packages:
 [1] gt_0.2.2         corrr_0.4.3      broom_0.7.2      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.2   
[21] tidyverse_1.3.0  workflowr_1.6.2 

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