Last updated: 2021-03-09

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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting 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)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
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)

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

# remove certain predictor combinations
# lm_rm_ph <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

# lm_rm_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate"))

# lm_rm_o2 <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "phosphate") &
#       str_detect(lm_coeff_filter, "oxygen")
#   )

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()


# remove temp sal predictor combination
lm_all <- lm_all %>%
# filter(!(
#   str_detect(lm_coeff, "temp") &
#     str_detect(lm_coeff, "phosphate_star")
# )) %>%
mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
filter(!(str_detect(lm_coeff_filter, "nitrate") &
           str_detect(lm_coeff_filter, "phosphate")
)) %>%
filter(!(
  str_detect(lm_coeff_filter, "temp") &
    str_detect(lm_coeff_filter, "sal")
)) %>%
filter(!(
  str_detect(lm_coeff_filter, "oxygen") &
    str_detect(lm_coeff_filter, "aou")
)) %>%
select(-lm_coeff_filter)

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 8
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:

  • 64

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.

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[1]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

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

5.1 Formatting

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    resid_max,
    na_predictor,
    cor_max
  )

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 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.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, model, era, nr_obs, rmse, aic, resid_max) %>%
  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)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na()

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

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

5.3 RMSE tables

5.3.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model nr_obs rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate_star 158 1.6001372 608.9328252 6.6397414 1982-1999 –> 2000-2012 3.2898388 1429.42487
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate 158 1.8141356 648.5970569 8.9571830 1982-1999 –> 2000-2012 3.6424610 1501.89007
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 158 1.5921923 609.3599345 6.1184078 1982-1999 –> 2000-2012 3.2779521 1430.88036
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 158 1.0492038 475.5625582 4.3578441 1982-1999 –> 2000-2012 2.3855522 1198.45637
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate_star 158 1.7232695 630.3591618 5.4888248 1982-1999 –> 2000-2012 3.6032841 1493.24987
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 158 1.0480832 477.2248679 4.2990206 1982-1999 –> 2000-2012 2.3837757 1201.91446
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate_star 158 1.5933338 607.5863993 5.8962936 1982-1999 –> 2000-2012 3.3151005 1435.89880
Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate_star 158 1.6581469 620.1859839 7.6434958 1982-1999 –> 2000-2012 3.3615952 1444.04873
Atlantic (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 158 1.4654213 581.1416848 7.4170479 1982-1999 –> 2000-2012 3.1276914 1394.82476
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 158 1.4545749 580.7941074 7.0740442 1982-1999 –> 2000-2012 3.1160634 1396.28150
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate_star 72 1.7037742 293.0569596 4.3374446 2000-2012 –> 2013-2019 3.3039114 901.98978
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate 72 1.8267354 303.0915317 5.4016292 2000-2012 –> 2013-2019 3.6408710 951.68859
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 72 1.6825475 293.2516466 3.6000125 2000-2012 –> 2013-2019 3.2747398 902.61158
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 72 1.2725075 251.0296204 3.6583670 2000-2012 –> 2013-2019 2.3217113 726.59218
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate_star 72 1.7335391 293.5509166 3.8969537 2000-2012 –> 2013-2019 3.4568086 923.91008
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 72 1.1936365 243.8158001 3.2379740 2000-2012 –> 2013-2019 2.2417197 721.04067
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate_star 72 1.6918467 292.0453252 4.1335038 2000-2012 –> 2013-2019 3.2851805 899.63172
Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate_star 72 1.7638716 298.0487558 5.0521840 2000-2012 –> 2013-2019 3.4220185 918.23474
Atlantic (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 72 1.5761474 281.8447781 5.7132647 2000-2012 –> 2013-2019 3.0415687 862.98646
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 72 1.5044066 277.1365424 5.0034141 2000-2012 –> 2013-2019 2.9589816 857.93065
Atlantic (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1040 4.5689039 6123.4806876 12.7880412 1982-1999 –> 2000-2012 9.0037436 14930.57298
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1040 3.5443539 5597.3324051 13.4662233 1982-1999 –> 2000-2012 6.9995324 13651.58188
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate 1040 4.4721950 6076.9811889 12.2041717 1982-1999 –> 2000-2012 8.9609467 14918.61300
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1040 4.2012197 5948.9719164 10.6709624 1982-1999 –> 2000-2012 8.3550943 14558.14368
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 1040 4.0312783 5863.0858536 14.5182831 1982-1999 –> 2000-2012 8.0820619 14396.26092
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1040 4.0161192 5857.2495844 16.2265490 1982-1999 –> 2000-2012 8.0668993 14392.42196
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 1040 4.5255743 6103.6606729 12.5081699 1982-1999 –> 2000-2012 8.9223849 14884.71013
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1040 4.2762271 5987.7800473 13.2008700 1982-1999 –> 2000-2012 8.5234582 14666.16238
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1040 4.5035311 6093.5046261 12.3787244 1982-1999 –> 2000-2012 8.8812064 14861.36468
Atlantic (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1040 4.4990983 6091.4562840 12.3813636 1982-1999 –> 2000-2012 8.8704205 14854.92458
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 562 3.6054876 3050.3686130 11.1243922 2000-2012 –> 2013-2019 7.1498416 8647.70102
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate 562 4.2960141 3243.3278170 12.4230309 2000-2012 –> 2013-2019 8.7682091 9320.30901
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 562 4.0918975 3190.6127891 12.0407091 2000-2012 –> 2013-2019 8.2931172 9139.58471
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 562 3.8522413 3122.7752745 13.6121936 2000-2012 –> 2013-2019 7.8835195 8985.86113
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 562 3.7832546 3104.4640637 14.8635127 2000-2012 –> 2013-2019 7.7993739 8961.71365
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 562 4.4803617 3292.5539610 11.9835897 2000-2012 –> 2013-2019 9.0059360 9396.21463
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 562 4.2226843 3227.9763371 10.8682033 2000-2012 –> 2013-2019 8.4989114 9215.75638
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 562 4.4611673 3287.7282703 11.8869379 2000-2012 –> 2013-2019 8.9646984 9381.23290
Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 562 4.4551322 3286.2066809 11.6469497 2000-2012 –> 2013-2019 9.0178658 9406.87640
Atlantic (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 562 4.4607940 3287.6342053 11.9139991 2000-2012 –> 2013-2019 8.9598922 9379.09049
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1360 3.3727467 7178.2914763 10.7243667 1982-1999 –> 2000-2012 6.4872186 16577.35466
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1360 3.4609857 7250.5381279 9.7064368 1982-1999 –> 2000-2012 6.7283877 16827.71654
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 1360 3.3303244 7143.8624556 10.1582800 1982-1999 –> 2000-2012 6.4360999 16532.65245
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1360 3.2843587 7108.0590248 10.5247223 1982-1999 –> 2000-2012 6.3355501 16433.70428
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1360 3.4899086 7271.1743202 9.9373860 1982-1999 –> 2000-2012 6.7636913 16853.52045
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1360 3.3435115 7156.6115389 11.0105664 1982-1999 –> 2000-2012 6.4965794 16602.92486
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 1360 3.4337671 7227.0623719 10.8089588 1982-1999 –> 2000-2012 6.6131766 16701.94184
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1360 3.2415884 7072.4053982 10.0491820 1982-1999 –> 2000-2012 6.2239552 16314.22857
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1360 3.4651325 7251.7951708 10.8919683 1982-1999 –> 2000-2012 6.6787016 16765.93747
Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1360 3.4729302 7257.9091697 10.9054150 1982-1999 –> 2000-2012 6.6968185 16783.83041
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 646 3.4450544 3443.3946871 11.3466443 2000-2012 –> 2013-2019 6.8178011 10621.68616
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 646 3.4853031 3460.4016522 9.9449249 2000-2012 –> 2013-2019 6.9462887 10710.93978
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 646 3.3611477 3411.5375638 10.4660887 2000-2012 –> 2013-2019 6.6914721 10555.40002
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 646 3.3363780 3403.9810106 10.7144118 2000-2012 –> 2013-2019 6.6207366 10512.04004
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate_star 646 3.4893493 3459.9007006 10.2599092 2000-2012 –> 2013-2019 6.9792579 10731.07502
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 646 3.4054258 3430.4466004 9.5018855 2000-2012 –> 2013-2019 6.7489373 10587.05814
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 646 3.5051227 3465.7279623 11.3834465 2000-2012 –> 2013-2019 6.9388898 10692.79033
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 646 3.3285183 3400.9337733 11.1260032 2000-2012 –> 2013-2019 6.5701066 10473.33917
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 646 3.5365520 3477.2612981 11.4151893 2000-2012 –> 2013-2019 7.0016845 10729.05647
Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 646 3.5435739 3479.8240241 11.4128380 2000-2012 –> 2013-2019 7.0165040 10737.73319
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2134 2.1608919 9356.6134164 15.2322922 1982-1999 –> 2000-2012 3.8655083 20016.34118
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2134 2.3649570 9743.7525764 33.1153986 1982-1999 –> 2000-2012 4.4849721 21594.90562
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2134 2.1205644 9276.2096645 17.9450752 1982-1999 –> 2000-2012 3.9632502 20360.71696
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2134 2.0150942 9060.4718086 14.1929877 1982-1999 –> 2000-2012 3.6685116 19555.87536
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 2134 2.3711515 9752.9172137 33.4860817 1982-1999 –> 2000-2012 4.4918028 21603.70646
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2134 2.2560885 9542.6134942 15.8146255 1982-1999 –> 2000-2012 4.0882000 20597.73284
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2134 2.2671761 9561.5371861 15.8556951 1982-1999 –> 2000-2012 4.1008291 20619.24361
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2134 2.1557967 9348.5380810 19.2601021 1982-1999 –> 2000-2012 3.6479228 19284.13041
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 2134 2.3393246 9695.2417178 16.9658625 1982-1999 –> 2000-2012 4.2284899 20915.61339
Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2134 2.3692574 9749.5063883 20.0133380 1982-1999 –> 2000-2012 4.2790073 21028.98430
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1121 2.7579341 5467.7285635 27.8630855 2000-2012 –> 2013-2019 4.9188259 14824.34198
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1121 2.6413897 5372.9263797 21.1206682 2000-2012 –> 2013-2019 5.0063466 15116.67896
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1121 2.6063943 5341.0239223 24.8434412 2000-2012 –> 2013-2019 4.7269587 14617.23359
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1121 2.5950428 5333.2381803 25.4741707 2000-2012 –> 2013-2019 4.6101370 14393.70999
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 1121 2.6767952 5400.7788164 23.7846217 2000-2012 –> 2013-2019 5.0479467 15153.69603
Atlantic (26.75,27] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1121 2.7089927 5427.5855633 23.3852929 2000-2012 –> 2013-2019 5.1757189 15349.15749
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1121 2.7759227 5484.3045017 22.8492521 2000-2012 –> 2013-2019 5.0320112 15026.91800
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 1121 2.8940737 5575.7553078 28.7282601 2000-2012 –> 2013-2019 5.1612497 15137.29249
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1121 2.3110503 5073.3883143 22.0043753 2000-2012 –> 2013-2019 4.4668470 14421.92640
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 1121 2.9418067 5612.4317771 29.0100462 2000-2012 –> 2013-2019 5.2811312 15307.67349
Atlantic (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1717 2.4279352 7930.7344106 12.1305144 1982-1999 –> 2000-2012 4.5104441 17598.90262
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1717 2.1245891 7474.4231860 10.8920661 1982-1999 –> 2000-2012 4.3279600 17397.66951
Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate 1717 2.4270460 7927.4764804 11.4318224 1982-1999 –> 2000-2012 4.2919182 17098.47642
Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 1717 2.3872244 7872.6659685 12.3327089 1982-1999 –> 2000-2012 4.2396475 17015.61877
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1717 2.0250912 7307.7159173 9.3807341 1982-1999 –> 2000-2012 3.7447144 16116.95820
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1717 2.0072484 7279.3253051 9.7017253 1982-1999 –> 2000-2012 3.6183821 15798.22804
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 1717 2.2187688 7621.3696924 9.6218681 1982-1999 –> 2000-2012 4.4889546 17676.62742
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 1717 2.1782321 7558.0506248 13.4210426 1982-1999 –> 2000-2012 4.2804948 17268.57061
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1717 2.1502220 7515.6061171 12.8861292 1982-1999 –> 2000-2012 3.8839356 16363.45622
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1717 2.2212354 7627.1850767 15.8645705 1982-1999 –> 2000-2012 4.2651964 17213.53794
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate_star 982 2.5899103 4667.7833614 11.3302500 2000-2012 –> 2013-2019 4.8914047 12414.85861
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 982 2.4866455 4587.8708587 19.7414682 2000-2012 –> 2013-2019 4.9244800 12532.57801
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 982 2.3112528 4446.2142611 10.6624255 2000-2012 –> 2013-2019 4.4358419 11920.63745
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 982 2.4264509 4539.7431240 13.9625358 2000-2012 –> 2013-2019 4.4515421 11847.45904
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 982 2.4198641 4536.4044470 14.2305742 2000-2012 –> 2013-2019 4.4271125 11815.72975
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 982 2.4537027 4561.6780993 14.9835525 2000-2012 –> 2013-2019 4.6724715 12183.04779
Atlantic (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate_star 982 2.5286811 4620.7938817 15.7339638 2000-2012 –> 2013-2019 4.8344690 12374.26947
Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 982 2.4701167 4574.7725503 15.1052250 2000-2012 –> 2013-2019 4.7371689 12270.06903
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 982 2.6370874 4703.2370938 19.6051150 2000-2012 –> 2013-2019 4.8153196 12261.28772
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 982 2.6296834 4699.7151170 21.1977049 2000-2012 –> 2013-2019 4.7799054 12215.32123
Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1621 2.6653784 7790.4805412 19.0669365 1982-1999 –> 2000-2012 5.1117038 18208.71873
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate 1621 2.2794403 7281.3795519 13.3255180 1982-1999 –> 2000-2012 4.6904774 17632.26138
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 1621 2.2783378 7281.8110728 12.9691453 1982-1999 –> 2000-2012 4.6881725 17632.44915
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 1621 2.2388191 7225.0839579 12.0830959 1982-1999 –> 2000-2012 4.5226843 17334.22929
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1621 2.2249112 7206.8812527 13.1379972 1982-1999 –> 2000-2012 4.4362899 17172.95232
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1621 2.8109649 7964.8959054 20.2408438 1982-1999 –> 2000-2012 5.1068355 18099.62362
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate 1621 2.4518761 7517.7976652 15.0667238 1982-1999 –> 2000-2012 4.2959606 16662.88251
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1621 2.4080396 7461.3103609 17.0152980 1982-1999 –> 2000-2012 4.2365015 16570.12710
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1621 2.4361730 7498.9674242 14.2153496 1982-1999 –> 2000-2012 4.1836374 16403.98301
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1621 2.3121875 7331.6238130 16.5099918 1982-1999 –> 2000-2012 4.0506846 16215.49782
Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate_star 904 3.0087623 4569.0049552 21.7771272 2000-2012 –> 2013-2019 5.6741407 12359.48550
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate 904 2.5315398 4254.7614075 17.3212618 2000-2012 –> 2013-2019 4.8109801 11536.14096
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 904 2.5244498 4251.6906907 18.1263712 2000-2012 –> 2013-2019 4.8027876 11533.50176
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 904 2.5311276 4256.4669738 17.4690433 2000-2012 –> 2013-2019 4.7699467 11481.55093
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 904 2.5215176 4251.5894594 18.0824185 2000-2012 –> 2013-2019 4.7464288 11458.47071
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 904 3.6351396 4912.9315651 22.4385896 2000-2012 –> 2013-2019 6.4461045 12877.82747
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate 904 3.0663902 4601.3067184 13.5155899 2000-2012 –> 2013-2019 5.5182662 12119.10438
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 904 2.9520190 4534.5815731 17.5806423 2000-2012 –> 2013-2019 5.3600585 11995.89193
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 904 3.0658229 4602.9722340 13.3327837 2000-2012 –> 2013-2019 5.5019959 12101.93966
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 904 2.8515321 4473.9652800 17.6060112 2000-2012 –> 2013-2019 5.1637196 11805.58909
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate 2079 2.6053240 9891.4686200 16.4290502 1982-1999 –> 2000-2012 5.2359965 23221.11451
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate_star 2079 2.5549227 9812.2417630 15.0971834 1982-1999 –> 2000-2012 5.1855234 23143.73526
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 2079 2.5935623 9874.6549095 16.1196094 1982-1999 –> 2000-2012 5.1154176 22970.49110
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2079 2.5437146 9795.9611173 14.8081133 1982-1999 –> 2000-2012 5.0655363 22893.72285
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 2079 2.4557608 9645.6458851 17.2009018 1982-1999 –> 2000-2012 4.8210934 22381.80850
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 2079 2.4488381 9635.9080260 16.8614853 1982-1999 –> 2000-2012 4.7627250 22251.32328
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 2079 2.4557583 9647.6415993 17.2170993 1982-1999 –> 2000-2012 4.7833793 22296.09080
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2079 2.4487769 9637.8041398 16.7778467 1982-1999 –> 2000-2012 4.7338073 22185.16839
Atlantic (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2079 2.7438155 10108.8214425 13.5357522 1982-1999 –> 2000-2012 5.5379014 23776.86931
Atlantic (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2079 2.7403819 10103.6149592 13.6262913 1982-1999 –> 2000-2012 5.5345587 23771.84445
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate_star 1115 2.8838250 5538.0650607 17.2399006 2000-2012 –> 2013-2019 5.4387477 15350.30682
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1115 3.1398176 5727.7202324 17.9379000 2000-2012 –> 2013-2019 5.7333799 15602.37514
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1115 2.8834250 5539.7557331 17.3414728 2000-2012 –> 2013-2019 5.4271397 15335.71685
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 1115 2.8730540 5527.7204339 19.2847791 2000-2012 –> 2013-2019 5.3288148 15173.36632
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 1115 2.7822286 5458.0854966 18.3159335 2000-2012 –> 2013-2019 5.2310667 15093.99352
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 1115 2.8564479 5516.7937746 20.6399300 2000-2012 –> 2013-2019 5.3122062 15164.43537
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1115 2.7700300 5450.2866318 19.4859769 2000-2012 –> 2013-2019 5.2188069 15088.09077
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1115 2.9586998 5595.2252224 17.4991746 2000-2012 –> 2013-2019 5.7165765 15725.30079
Atlantic (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1115 2.9432352 5583.5388798 17.4024408 2000-2012 –> 2013-2019 5.6870507 15692.36032
Atlantic (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1115 2.9330221 5575.7872625 17.4417334 2000-2012 –> 2013-2019 5.6734040 15679.40222
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate 722 1.7460691 2863.7852719 11.8036580 1982-1999 –> 2000-2012 3.6413019 6817.45014
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate_star 722 1.6905278 2819.1061822 12.5552253 1982-1999 –> 2000-2012 3.5387296 6726.62484
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 722 1.7417024 2862.1694615 12.0409779 1982-1999 –> 2000-2012 3.6349084 6815.78420
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 722 1.6904824 2821.0673683 12.5742519 1982-1999 –> 2000-2012 3.5382366 6730.12190
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate 722 1.7268564 2847.8082912 12.1600608 1982-1999 –> 2000-2012 3.5484076 6725.49760
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 722 1.6354065 2771.2383808 13.3517370 1982-1999 –> 2000-2012 3.3492292 6534.12439
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 722 1.7261005 2849.1760387 11.8561714 1982-1999 –> 2000-2012 3.5424094 6723.34322
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 722 1.6267617 2765.5851457 14.5734851 1982-1999 –> 2000-2012 3.2965550 6480.60424
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 722 1.7037266 2830.3363492 11.9220717 1982-1999 –> 2000-2012 3.4207775 6596.82798
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 722 1.6657015 2799.7430000 14.2357594 1982-1999 –> 2000-2012 3.3491948 6530.41802
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate 364 1.8197291 1478.8318604 10.9791463 2000-2012 –> 2013-2019 3.5657983 4342.61713
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate_star 364 1.8007426 1473.1962392 11.3084900 2000-2012 –> 2013-2019 3.4912705 4292.30242
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 364 1.8196215 1480.7888133 11.0138981 2000-2012 –> 2013-2019 3.5613239 4342.95827
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 364 1.8006139 1475.1441738 11.2744869 2000-2012 –> 2013-2019 3.4910963 4296.21154
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate 364 1.7937264 1468.3541916 11.8558120 2000-2012 –> 2013-2019 3.5205828 4316.16248
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 364 1.7438081 1449.8071331 12.2711012 2000-2012 –> 2013-2019 3.3792145 4221.04551
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 364 1.7912750 1469.3586046 12.3669487 2000-2012 –> 2013-2019 3.5173755 4318.53464
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 364 1.7268302 1444.6845377 13.7518672 2000-2012 –> 2013-2019 3.3535919 4210.26968
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 364 1.8260709 1483.3645343 11.0511000 2000-2012 –> 2013-2019 3.5297974 4313.70088
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 364 1.7767316 1465.4238298 10.2149472 2000-2012 –> 2013-2019 3.4424332 4265.16683
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 694 2.8412740 3430.9092372 20.0203261 1982-1999 –> 2000-2012 5.7998788 8259.94399
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 694 2.7709000 3398.0976801 20.1418519 1982-1999 –> 2000-2012 5.7244719 8225.85675
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 694 2.9129781 3465.5029364 21.0165066 1982-1999 –> 2000-2012 5.9626466 8352.86394
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 694 2.9086574 3465.4426035 21.2167232 1982-1999 –> 2000-2012 5.8434073 8280.90157
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 694 2.7871773 3404.2274548 20.7413865 1982-1999 –> 2000-2012 5.8806820 8319.04731
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 694 2.9499423 3483.0051177 20.0719954 1982-1999 –> 2000-2012 5.9039978 8309.07917
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 694 2.6878487 3355.8593868 20.1028452 1982-1999 –> 2000-2012 5.6412180 8183.48649
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 694 3.0757988 3540.9944070 21.2352560 1982-1999 –> 2000-2012 6.0292854 8366.69790
Atlantic (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 694 3.1206766 3561.0998690 22.3556329 1982-1999 –> 2000-2012 6.0646601 8380.60274
Atlantic (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 694 3.0992996 3551.5591643 21.6586223 1982-1999 –> 2000-2012 6.0530208 8377.41553
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 415 3.0542817 2116.4508686 18.0269148 2000-2012 –> 2013-2019 5.8955557 5547.36011
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 415 3.0317519 2112.3057046 17.9822303 2000-2012 –> 2013-2019 5.8026519 5510.40338
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 415 3.1804173 2150.0392779 19.0957860 2000-2012 –> 2013-2019 6.0933954 5615.54221
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 415 3.1182188 2135.6463927 18.1103786 2000-2012 –> 2013-2019 6.0268762 5601.08900
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 415 3.1908755 2152.7640965 18.7561375 2000-2012 –> 2013-2019 5.9780528 5556.99155
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 415 3.0888952 2125.8041809 18.1159102 2000-2012 –> 2013-2019 6.0388375 5608.80930
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 415 3.0207158 2109.2788576 17.8578045 2000-2012 –> 2013-2019 5.7085645 5465.13824
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 415 3.1188968 2133.8268487 18.2013225 2000-2012 –> 2013-2019 6.1946956 5674.82126
Atlantic (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 415 3.1190569 2133.8694508 18.0161248 2000-2012 –> 2013-2019 6.2397335 5694.96932
Atlantic (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 415 3.1278954 2136.2180882 18.2362943 2000-2012 –> 2013-2019 6.2271949 5687.77725
Atlantic (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 723 3.1997893 3745.6059954 26.5244598 1982-1999 –> 2000-2012 6.9868403 9220.15093
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 723 3.1570916 3728.1807897 24.1493333 1982-1999 –> 2000-2012 6.9191790 9191.59102
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 723 2.5928883 3441.4940712 13.9368647 1982-1999 –> 2000-2012 4.8700740 7905.86546
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 723 2.5849087 3439.0371527 13.5046374 1982-1999 –> 2000-2012 4.8323074 7879.25904
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 723 3.1397640 3718.2226254 23.9694138 1982-1999 –> 2000-2012 6.9000491 9178.68114
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 723 3.0943625 3699.1605551 18.3736306 1982-1999 –> 2000-2012 6.8421502 9155.00761
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 723 3.1306948 3714.0397778 23.3604333 1982-1999 –> 2000-2012 6.8876728 9172.75096
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 723 3.0944464 3695.1997685 16.3877482 1982-1999 –> 2000-2012 6.7831416 9115.48344
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 723 2.8215315 3563.6917628 20.6751203 1982-1999 –> 2000-2012 6.0658508 8731.03808
Atlantic (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 723 3.1228707 3710.4214718 22.8193044 1982-1999 –> 2000-2012 6.8769297 9167.58898
Atlantic (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 386 2.9339251 1938.3559246 14.7823695 2000-2012 –> 2013-2019 6.1337145 5683.96192
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 386 2.8642896 1921.8118714 14.3784472 2000-2012 –> 2013-2019 6.0213812 5649.99266
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 386 1.9424018 1619.9708427 14.5879054 2000-2012 –> 2013-2019 4.5352901 5061.46491
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 386 1.9183328 1612.3449546 15.4301667 2000-2012 –> 2013-2019 4.5032416 5051.38211
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 386 2.8695512 1921.2287052 14.1779196 2000-2012 –> 2013-2019 6.0093153 5639.45133
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 386 2.8196164 1909.6763894 13.5039640 2000-2012 –> 2013-2019 5.9139789 5608.83694
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 386 2.8574054 1917.9541695 14.1063121 2000-2012 –> 2013-2019 5.9881002 5631.99395
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 386 2.6073429 1845.2525848 16.7126542 2000-2012 –> 2013-2019 5.7017893 5540.45235
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 386 2.4606514 1802.5495198 13.8311274 2000-2012 –> 2013-2019 5.2821830 5366.24128
Atlantic (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 386 2.8484126 1915.5206904 14.0128878 2000-2012 –> 2013-2019 5.9712832 5625.94216
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 436 0.2179047 -79.3496622 1.3640876 1982-1999 –> 2000-2012 0.3337049 -947.26878
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 436 0.2120366 -103.1545886 1.5200598 1982-1999 –> 2000-2012 0.3646126 -641.77233
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 436 0.2109412 -105.6708211 1.4763185 1982-1999 –> 2000-2012 0.3259563 -979.71285
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate_star 436 0.2176562 -80.3447791 1.4483751 1982-1999 –> 2000-2012 0.3622956 -682.74462
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 436 0.2026977 -140.4320462 1.1989259 1982-1999 –> 2000-2012 0.3184343 -1007.00668
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 436 0.2187243 -76.0761218 1.3972803 1982-1999 –> 2000-2012 0.3351243 -937.82645
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 436 0.2176361 -78.4253437 1.3751833 1982-1999 –> 2000-2012 0.3331923 -946.86274
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate_star 436 0.2223078 -61.9053227 1.4225064 1982-1999 –> 2000-2012 0.3430222 -880.20070
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 436 0.2117907 -104.1663554 1.3461511 1982-1999 –> 2000-2012 0.3300322 -947.17451
Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 436 0.2230988 -58.8082625 1.4266656 1982-1999 –> 2000-2012 0.3442268 -873.01874
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 229 0.2597558 44.4836930 1.3697885 2000-2012 –> 2013-2019 0.4776605 -34.86597
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 229 0.2500674 27.0745728 0.9325065 2000-2012 –> 2013-2019 0.4621040 -76.08002
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 229 0.2472173 23.8245532 1.0717180 2000-2012 –> 2013-2019 0.4581585 -81.84627
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate_star 229 0.2594994 44.0314618 0.8986441 2000-2012 –> 2013-2019 0.4771556 -36.31332
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 229 0.2412331 12.6016075 1.0576928 2000-2012 –> 2013-2019 0.4439308 -127.83044
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 229 0.2609220 46.5354402 1.0618767 2000-2012 –> 2013-2019 0.4794613 -30.27884
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 229 0.2592476 43.5868736 1.3172992 2000-2012 –> 2013-2019 0.4779719 -32.48925
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 229 0.2589000 44.9724007 1.3338851 2000-2012 –> 2013-2019 0.4765361 -33.45294
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + phosphate_star 229 0.2603783 43.5800096 0.9299850 2000-2012 –> 2013-2019 0.4781221 -38.41387
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 229 0.2498995 26.7669599 1.1561502 2000-2012 –> 2013-2019 0.4616902 -77.39940
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 541 0.1480631 -519.4550915 1.2063423 1982-1999 –> 2000-2012 0.3108018 -1121.50164
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 541 0.1394443 -582.3456119 1.0824605 1982-1999 –> 2000-2012 0.2743304 -1472.97554
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 541 0.1576027 -451.8958141 1.4966383 1982-1999 –> 2000-2012 0.2858731 -1422.37448
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 541 0.1549911 -467.9756571 1.5279244 1982-1999 –> 2000-2012 0.2748469 -1541.48871
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + phosphate_star 541 0.1644751 -405.7140852 1.0617360 1982-1999 –> 2000-2012 0.3359831 -926.51551
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 541 0.1799363 -308.5033234 1.4005679 1982-1999 –> 2000-2012 0.3419289 -917.66366
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 541 0.1566336 -456.5697948 1.2740811 1982-1999 –> 2000-2012 0.3008900 -1243.23369
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 541 0.1737182 -346.5558101 1.3796191 1982-1999 –> 2000-2012 0.3296607 -1014.63743
Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 541 0.1759643 -332.6556168 1.4526178 1982-1999 –> 2000-2012 0.3270778 -1049.43197
Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 541 0.1735994 -347.2957182 1.3755259 1982-1999 –> 2000-2012 0.3296784 -1014.02323
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 288 0.1409161 -299.4157065 0.6463000 2000-2012 –> 2013-2019 0.2889791 -818.87080
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 288 0.1282569 -351.6339749 0.4661753 2000-2012 –> 2013-2019 0.2677013 -933.97959
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 288 0.1706821 -189.0321719 0.9575421 2000-2012 –> 2013-2019 0.3282848 -640.92799
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 288 0.1624875 -215.3720860 1.0609876 2000-2012 –> 2013-2019 0.3174787 -683.34774
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + phosphate_star 288 0.1592978 -228.7916378 0.4962206 2000-2012 –> 2013-2019 0.3237730 -634.50572
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 288 0.1794062 -160.3186146 1.0246074 2000-2012 –> 2013-2019 0.3593425 -468.82194
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 288 0.1506654 -258.8829283 0.6799218 2000-2012 –> 2013-2019 0.3072990 -715.45272
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 288 0.1723959 -183.2774243 0.9745389 2000-2012 –> 2013-2019 0.3461141 -529.83323
Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 288 0.1771220 -167.6994367 1.0326753 2000-2012 –> 2013-2019 0.3530863 -500.35505
Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 288 0.1720813 -184.3295683 0.9678522 2000-2012 –> 2013-2019 0.3456807 -531.62529
Atlantic (28.15,28.2] cstar_tref ~ aou + nitrate + phosphate_star 1155 0.2237365 -170.9831608 0.9810094 1982-1999 –> 2000-2012 0.5775670 1156.10066
Atlantic (28.15,28.2] cstar_tref ~ aou + nitrate + silicate 1155 0.2604276 179.8042198 1.1111229 1982-1999 –> 2000-2012 0.6349369 1703.75266
Atlantic (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1155 0.2115108 -298.7889979 0.9914532 1982-1999 –> 2000-2012 0.5602435 979.99578
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 1155 0.1574471 -982.6698392 0.9830553 1982-1999 –> 2000-2012 0.3636269 -1527.46540
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 1155 0.1550542 -1016.0477142 0.9483180 1982-1999 –> 2000-2012 0.3595782 -1586.79067
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 1155 0.1567453 -990.9892289 0.9661276 1982-1999 –> 2000-2012 0.3491822 -1772.87154
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1155 0.1338912 -1353.0327195 0.6859787 1982-1999 –> 2000-2012 0.3082551 -2474.74523
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 1155 0.1954484 -481.2320472 0.8411604 1982-1999 –> 2000-2012 0.4479340 -321.79734
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 1155 0.2586386 165.8806834 1.0632270 1982-1999 –> 2000-2012 0.5916667 1284.95643
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1155 0.1703992 -796.0542748 0.7124229 1982-1999 –> 2000-2012 0.3927223 -1075.57265
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 636 0.2156021 -136.7663848 1.9725799 2000-2012 –> 2013-2019 0.3730492 -1119.43622
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 636 0.2000269 -230.1440140 1.4705162 2000-2012 –> 2013-2019 0.3550811 -1246.19173
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 636 0.1903257 -293.3813460 1.3866890 2000-2012 –> 2013-2019 0.3470711 -1284.37057
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 636 0.1879213 -307.5531446 1.4575343 2000-2012 –> 2013-2019 0.3218125 -1660.58586
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 636 0.3580823 512.5554094 2.3528717 2000-2012 –> 2013-2019 0.6553893 1002.29643
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 636 0.2618247 112.3080454 2.0624265 2000-2012 –> 2013-2019 0.4572731 -368.92400
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 636 0.3521764 489.4012098 2.6290300 2000-2012 –> 2013-2019 0.6108150 655.28189
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 636 0.2394319 0.5830451 1.9671533 2000-2012 –> 2013-2019 0.4098310 -795.47123
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 636 0.3663534 541.6021905 2.1713907 2000-2012 –> 2013-2019 0.6773306 1135.18769
Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 636 0.3603708 518.6587437 2.3013681 2000-2012 –> 2013-2019 0.6521481 963.03146
Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate 955 0.3040469 446.1773884 4.0559832 1982-1999 –> 2000-2012 0.8270678 2366.23168
Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 955 0.2912274 365.8996537 3.9976083 1982-1999 –> 2000-2012 0.8084089 2260.13153
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 955 0.1973403 -379.4239149 1.9207165 1982-1999 –> 2000-2012 0.4817501 31.01892
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 955 0.1541931 -848.6675542 0.7135736 1982-1999 –> 2000-2012 0.3663878 -1162.05962
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 955 0.1744896 -612.4775343 0.9944731 1982-1999 –> 2000-2012 0.4081182 -687.41598
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 955 0.1427395 -994.0896712 0.8634543 1982-1999 –> 2000-2012 0.3506627 -1355.87253
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate 955 0.2450687 34.2985353 1.5344845 1982-1999 –> 2000-2012 0.6293866 1190.75381
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 955 0.2001405 -350.5129137 1.1835805 1982-1999 –> 2000-2012 0.5554589 613.52902
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 955 0.1873725 -476.4213471 1.2751196 1982-1999 –> 2000-2012 0.5425853 486.88314
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 955 0.1862717 -485.6754946 1.3306437 1982-1999 –> 2000-2012 0.5404322 472.27744
Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 552 0.5585051 935.4374047 8.2959625 2000-2012 –> 2013-2019 0.8497325 1301.33706
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 552 0.2864800 196.4127031 2.5941915 2000-2012 –> 2013-2019 0.4838204 -183.01121
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 552 0.2005924 -195.0462133 1.3544749 2000-2012 –> 2013-2019 0.3547854 -1043.71377
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 552 0.2343110 -23.5130276 1.6064160 2000-2012 –> 2013-2019 0.4088006 -635.99056
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 552 0.1875683 -267.1597642 0.8704042 2000-2012 –> 2013-2019 0.3303078 -1261.24944
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 552 0.5028733 821.5997405 3.7448893 2000-2012 –> 2013-2019 0.8330790 1429.41714
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate 552 0.3722655 485.5928320 2.6181949 2000-2012 –> 2013-2019 0.6173342 519.89137
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 552 0.3038456 263.3838907 2.0040299 2000-2012 –> 2013-2019 0.5039860 -87.12902
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 552 0.2991133 246.0543408 2.0911786 2000-2012 –> 2013-2019 0.4864858 -230.36701
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 552 0.2982717 244.9436937 2.0512928 2000-2012 –> 2013-2019 0.4845435 -240.73180
Indo-Pacific (-Inf,26] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5288 7.7270410 36643.7160225 27.6770673 1982-1999 –> 2000-2012 15.8083502 87114.85411
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 5288 6.2360939 34376.5179250 29.9685673 1982-1999 –> 2000-2012 12.7664702 81783.00523
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5288 6.1928478 34304.9199551 29.5273536 1982-1999 –> 2000-2012 12.6725136 81601.29062
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate_star 5288 7.5910428 36455.9177750 35.3600522 1982-1999 –> 2000-2012 15.5655741 86735.76061
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5288 7.1987438 35896.7294426 31.3718077 1982-1999 –> 2000-2012 14.7274968 85351.27007
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 5288 7.5866534 36449.8005652 30.3987880 1982-1999 –> 2000-2012 15.5099572 86636.95701
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 5288 7.4813073 36301.9161175 28.3577796 1982-1999 –> 2000-2012 15.2949419 86288.61581
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5288 7.2933052 36034.7494052 29.1665119 1982-1999 –> 2000-2012 14.8782495 85596.23226
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate_star 5288 7.4060853 36195.0399372 28.5153217 1982-1999 –> 2000-2012 15.1440696 86041.81693
Indo-Pacific (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5288 7.3907730 36173.1510635 28.4925990 1982-1999 –> 2000-2012 15.1057280 85977.06154
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 2815 5.9530030 18043.9572913 24.8937268 2000-2012 –> 2013-2019 12.1890969 52420.47522
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2815 5.8787943 17975.3339916 24.1274152 2000-2012 –> 2013-2019 12.0716422 52280.25395
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate_star 2815 7.4347426 19295.3270325 28.1698257 2000-2012 –> 2013-2019 15.0257854 55751.24481
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2815 6.9518302 18919.2219176 25.9076786 2000-2012 –> 2013-2019 14.1505740 54815.95136
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 2815 7.3763813 19250.9582159 27.6877306 2000-2012 –> 2013-2019 14.9630346 55700.75878
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 2815 7.2294362 19137.6706322 24.2489188 2000-2012 –> 2013-2019 14.7107434 55439.58675
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2815 7.0008395 18958.7732280 25.4625103 2000-2012 –> 2013-2019 14.2941447 54993.52263
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate_star 2815 7.1476758 19073.6361248 24.4727304 2000-2012 –> 2013-2019 14.5537612 55268.67606
Indo-Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2815 7.3589502 19237.6383019 26.5211054 2000-2012 –> 2013-2019 15.0985451 55898.52286
Indo-Pacific (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2815 7.1346964 19063.4033807 24.4397815 2000-2012 –> 2013-2019 14.5254694 55236.55444
Indo-Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5428 4.8772756 32618.2708412 41.7349156 1982-1999 –> 2000-2012 9.5093971 77476.34842
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 5428 5.0722685 33043.8409517 44.4697209 1982-1999 –> 2000-2012 9.8474998 78364.17230
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5428 4.5387228 31839.2778896 43.7366220 1982-1999 –> 2000-2012 8.7811733 75364.37494
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 5428 5.2612215 33440.8997836 53.1390603 1982-1999 –> 2000-2012 10.1344636 79069.88776
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5428 4.7468521 32326.0177685 49.2620011 1982-1999 –> 2000-2012 9.1449428 76398.47442
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 5428 5.4825977 33888.3386655 43.9613492 1982-1999 –> 2000-2012 10.6872286 80516.79794
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 5428 4.8836514 32632.4530772 40.4064523 1982-1999 –> 2000-2012 9.4934799 77417.23967
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5428 4.8704336 32605.0310057 41.2998501 1982-1999 –> 2000-2012 9.4796435 77389.77888
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 5428 4.9237293 32721.1797544 49.7471800 1982-1999 –> 2000-2012 9.5483116 77554.51099
Indo-Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5428 4.9303396 32735.7446235 51.0420312 1982-1999 –> 2000-2012 9.5603521 77586.90379
Indo-Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2876 4.8221258 17222.8663824 40.3488812 2000-2012 –> 2013-2019 9.6994014 49841.13722
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 2876 5.0398371 17476.8683010 47.6182308 2000-2012 –> 2013-2019 10.1121056 50520.70925
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2876 4.4815941 16803.6126080 46.1900332 2000-2012 –> 2013-2019 9.0203169 48642.89050
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2876 4.5772124 16925.0450303 45.7195416 2000-2012 –> 2013-2019 9.3240644 49251.06280
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 2876 4.8221384 17222.8814144 36.9760613 2000-2012 –> 2013-2019 9.7057898 49855.33449
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2876 4.8127496 17213.6712211 38.8375973 2000-2012 –> 2013-2019 9.6831832 49818.70223
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2876 4.8581955 17265.7314706 34.3531399 2000-2012 –> 2013-2019 9.7819248 49986.91123
Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2876 5.0114519 17444.3805309 32.0664466 2000-2012 –> 2013-2019 10.2914304 50923.91483
Indo-Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2876 4.8618053 17270.0037363 34.1438489 2000-2012 –> 2013-2019 9.7921449 50005.74836
Indo-Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate_star 2876 5.0170865 17448.8441431 31.3215524 2000-2012 –> 2013-2019 10.3159503 50965.13855
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4269 4.0546161 24078.8678518 22.3581891 1982-1999 –> 2000-2012 8.0016719 57191.73449
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 4269 4.2498302 24480.3503731 18.1720830 1982-1999 –> 2000-2012 8.1827409 57550.65241
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4269 3.9438120 23844.2949199 20.4830181 1982-1999 –> 2000-2012 7.6993981 56369.61516
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 4269 4.1159083 24206.9679477 35.7079690 1982-1999 –> 2000-2012 8.1757605 57653.89704
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4269 4.0277915 24024.1942408 33.2108036 1982-1999 –> 2000-2012 8.0184863 57269.42280
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 4269 4.2618210 24504.4062436 20.4921987 1982-1999 –> 2000-2012 8.3145573 57930.53625
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 4269 4.1456439 24268.4293787 26.4234253 1982-1999 –> 2000-2012 8.1709797 57614.12914
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4269 3.9458514 23848.7088413 23.7921959 1982-1999 –> 2000-2012 7.8106187 56713.78794
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate_star 4269 4.1234977 24220.6967481 36.9649348 1982-1999 –> 2000-2012 8.2145392 57756.35998
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4269 4.0285176 24023.7333576 32.9352042 1982-1999 –> 2000-2012 8.0934769 57485.56713
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2324 4.4254119 13520.4911820 24.9112112 2000-2012 –> 2013-2019 8.4800280 37599.35903
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2324 4.3199526 13410.3863975 24.6916724 2000-2012 –> 2013-2019 8.2637646 37254.68132
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 2324 4.4297229 13525.0168465 33.1064604 2000-2012 –> 2013-2019 8.5456312 37731.98479
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2324 4.3368286 13428.5085435 32.2595908 2000-2012 –> 2013-2019 8.3646201 37452.70278
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 2324 4.5115799 13610.1234117 24.3218202 2000-2012 –> 2013-2019 8.6572238 37878.55279
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2324 4.3137865 13403.7473329 23.1641121 2000-2012 –> 2013-2019 8.2596379 37252.45617
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 2324 4.5881523 13688.3492280 23.7531543 2000-2012 –> 2013-2019 8.8189540 38130.38510
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate_star 2324 4.4836057 13579.2136075 38.8730650 2000-2012 –> 2013-2019 8.6071033 37799.91036
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2324 4.3478487 13438.3043881 34.5430589 2000-2012 –> 2013-2019 8.3763663 37462.03775
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2324 4.5813158 13681.4183569 23.5852885 2000-2012 –> 2013-2019 8.8081037 38115.35041
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 4557 4.5587116 26768.5087226 19.1945134 1982-1999 –> 2000-2012 8.5373800 62779.43920
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4557 4.5583246 26769.7349207 19.0779671 1982-1999 –> 2000-2012 8.5369273 62782.45338
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 4557 4.3904749 26427.7981926 21.4038278 1982-1999 –> 2000-2012 8.0962279 61527.03030
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4557 4.3862266 26420.9752077 21.0605286 1982-1999 –> 2000-2012 8.0872756 61505.87489
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 4557 4.8429822 27321.8204666 21.3675951 1982-1999 –> 2000-2012 9.1459669 64342.32595
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4557 4.8279313 27295.4520360 21.1638765 1982-1999 –> 2000-2012 9.1211296 64288.68115
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate 4557 4.7724143 27186.0418611 20.9490883 1982-1999 –> 2000-2012 8.9728624 63894.44206
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4557 4.1598161 25935.9472159 23.1614170 1982-1999 –> 2000-2012 7.7437292 60605.32053
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 4557 4.7714335 27186.1686605 20.9470596 1982-1999 –> 2000-2012 8.9712969 63894.77896
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4557 4.1362281 25886.1196857 21.9180570 1982-1999 –> 2000-2012 7.7019358 60492.01106
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 2460 4.9804533 14890.3404835 18.4345342 2000-2012 –> 2013-2019 9.5391649 41658.84921
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2460 4.9804504 14892.3376484 18.4452760 2000-2012 –> 2013-2019 9.5387750 41662.07257
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 2460 4.7927943 14703.3765563 19.7027300 2000-2012 –> 2013-2019 9.1832692 41131.17475
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2460 4.7910605 14703.5963954 19.4544536 2000-2012 –> 2013-2019 9.1772872 41124.57160
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 2460 5.2579457 15159.1003849 19.1176723 2000-2012 –> 2013-2019 10.1009279 42480.92085
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2460 5.2437406 15147.7902440 18.5642516 2000-2012 –> 2013-2019 10.0716718 42443.24228
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate 2460 5.2103015 15112.3152203 17.3936099 2000-2012 –> 2013-2019 9.9827159 42298.35708
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2460 4.6128201 14515.0674866 16.6134065 2000-2012 –> 2013-2019 8.7726362 40451.01470
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2460 5.2101598 15114.1814031 17.3102355 2000-2012 –> 2013-2019 9.9815934 42300.35006
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2460 4.5994232 14502.7576801 16.6240534 2000-2012 –> 2013-2019 8.7356513 40388.87737
Indo-Pacific (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 4267 4.3453467 24656.5681986 49.2875875 1982-1999 –> 2000-2012 7.8071783 55355.50118
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4267 4.2336742 24436.3826880 43.0543060 1982-1999 –> 2000-2012 7.6345327 54932.35764
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4267 4.3158154 24600.3724211 51.0072982 1982-1999 –> 2000-2012 7.7016451 55045.26427
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4267 4.2143064 24399.2526775 44.7114638 1982-1999 –> 2000-2012 7.5507703 54676.73929
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 4267 4.5843810 25115.5599684 57.7149040 1982-1999 –> 2000-2012 8.1980626 56311.63924
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4267 4.3243017 24619.1367362 50.1571966 1982-1999 –> 2000-2012 7.7734614 55279.77227
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 4267 3.7387791 23375.5116467 42.2525000 1982-1999 –> 2000-2012 6.7614943 52511.94640
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 4267 4.4625575 24885.7133512 41.7410820 1982-1999 –> 2000-2012 8.0805047 56095.39923
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4267 3.4041802 22577.4068316 30.9255112 1982-1999 –> 2000-2012 6.2015505 50822.23662
Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4267 4.5313368 25016.2405221 62.9179070 1982-1999 –> 2000-2012 7.9914714 55711.51811
Indo-Pacific (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 2344 5.3749102 14545.9897502 40.6000302 2000-2012 –> 2013-2019 9.7202569 39202.55795
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2344 5.0787920 14282.3280763 32.6832487 2000-2012 –> 2013-2019 9.3124661 38718.71076
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 2344 5.3618493 14536.5841535 41.7191525 2000-2012 –> 2013-2019 9.6776647 39136.95657
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2344 5.2896814 14473.0574327 24.5225336 2000-2012 –> 2013-2019 9.9259274 39684.62411
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2344 5.0701758 14276.3681434 33.6277311 2000-2012 –> 2013-2019 9.2844822 38675.62082
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2344 5.2740156 14461.1529911 34.1511699 2000-2012 –> 2013-2019 9.5983174 39080.28973
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 2344 4.5558378 13772.9113115 35.4736376 2000-2012 –> 2013-2019 8.2946169 37148.42296
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 2344 5.2622994 14448.7270123 30.8068538 2000-2012 –> 2013-2019 9.7248570 39334.44036
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2344 3.9533412 13109.9262055 24.4569335 2000-2012 –> 2013-2019 7.3575214 35687.33304
Indo-Pacific (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2344 5.3701277 14543.8165582 29.3952372 2000-2012 –> 2013-2019 10.0017331 39746.83681
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + silicate + phosphate 3520 3.2618129 18322.6006149 30.9406135 1982-1999 –> 2000-2012 6.2803508 42141.29121
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3520 3.2120182 18216.2995052 29.1359702 1982-1999 –> 2000-2012 6.2065564 41961.68290
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3520 3.0170713 17777.5047944 30.6141183 1982-1999 –> 2000-2012 5.8968935 41156.38222
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3520 3.1457999 18069.6474339 28.6949446 1982-1999 –> 2000-2012 6.0864043 41643.56885
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3520 3.1346725 18046.7012210 29.1767786 1982-1999 –> 2000-2012 6.0487445 41537.11519
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 3520 3.1793247 18144.2758190 30.2231362 1982-1999 –> 2000-2012 6.1281915 41744.66718
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3520 3.1493898 18077.6766494 29.8455275 1982-1999 –> 2000-2012 6.0757661 41605.84076
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3520 3.0094328 17759.6586184 29.1482995 1982-1999 –> 2000-2012 5.9385710 41298.72235
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 3520 3.2271578 18249.4039691 29.4145847 1982-1999 –> 2000-2012 6.2280791 42014.87521
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3520 2.8774108 17443.8388755 30.1555714 1982-1999 –> 2000-2012 5.6901545 40600.37457
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1879 3.8461939 10406.7129039 26.8572304 2000-2012 –> 2013-2019 7.0582121 28623.01241
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1879 3.4636269 10014.9955686 28.8274843 2000-2012 –> 2013-2019 6.4806982 27792.50036
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 1879 3.7245872 10285.9757760 26.5119634 2000-2012 –> 2013-2019 6.8703871 28355.62321
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1879 3.6867091 10249.5622039 27.5141850 2000-2012 –> 2013-2019 6.8213816 28296.26342
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 1879 3.7035693 10264.7092756 28.4138948 2000-2012 –> 2013-2019 6.8828941 28408.98509
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1879 3.6875866 10248.4565706 27.7368313 2000-2012 –> 2013-2019 6.8369764 28326.13322
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1879 3.5497395 10107.2843807 33.8094442 2000-2012 –> 2013-2019 6.5591723 27866.94300
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 1879 3.8656669 10425.6913750 27.2458580 2000-2012 –> 2013-2019 7.0928247 28675.09534
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1879 3.3526141 9892.5752799 28.9794819 2000-2012 –> 2013-2019 6.2300248 27336.41416
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1879 3.8781853 10437.8414555 54.4915433 2000-2012 –> 2013-2019 7.1528765 28790.18263
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3170 2.0335638 13508.1376824 11.5548618 1982-1999 –> 2000-2012 3.7645577 31240.65236
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3170 1.8542474 12924.8866415 13.2838580 1982-1999 –> 2000-2012 3.4799789 30094.38329
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3170 1.8834035 13023.8007420 9.5549910 1982-1999 –> 2000-2012 3.5338959 30329.43049
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 3170 1.9027986 13086.7555124 12.4473296 1982-1999 –> 2000-2012 3.5535107 30391.58410
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3170 1.9247016 13159.3181099 14.1925496 1982-1999 –> 2000-2012 3.5760715 30467.73487
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3170 1.9773131 13332.2950506 12.8773083 1982-1999 –> 2000-2012 3.6743555 30888.41122
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 3170 2.0272175 13488.3212139 11.3198640 1982-1999 –> 2000-2012 3.7561956 31210.34160
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3170 1.9727669 13317.7012376 13.6444897 1982-1999 –> 2000-2012 3.6813581 30934.89819
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 3170 2.0386946 13524.1137129 10.9739971 1982-1999 –> 2000-2012 3.7754110 31286.35224
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3170 2.0357468 13514.9398885 10.9805572 1982-1999 –> 2000-2012 3.7713445 31271.37542
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1683 2.2974055 7587.9200456 13.1900766 2000-2012 –> 2013-2019 4.3048717 21014.16735
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1683 2.3850935 7714.0032407 14.5264047 2000-2012 –> 2013-2019 4.4186572 21222.14092
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1683 2.1594104 7381.4124538 13.7085041 2000-2012 –> 2013-2019 4.0136578 20306.29910
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1683 2.1483716 7364.1614621 12.8217994 2000-2012 –> 2013-2019 4.0317751 20387.96220
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1683 2.2370458 7498.3027878 13.7718692 2000-2012 –> 2013-2019 4.1398444 20585.05830
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1683 2.2955622 7585.2182760 14.9967179 2000-2012 –> 2013-2019 4.2202638 20744.53639
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1683 2.2907164 7580.1053726 13.2792998 2000-2012 –> 2013-2019 4.2680295 20912.40042
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 1683 2.3758786 7700.9734347 14.4354580 2000-2012 –> 2013-2019 4.4030961 21189.29465
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1683 2.3016490 7596.1316202 13.4250461 2000-2012 –> 2013-2019 4.2744159 20913.83286
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1683 2.3832210 7711.3597323 14.4828262 2000-2012 –> 2013-2019 4.4189678 21226.29962
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1216 1.4393241 4348.5287948 8.0041666 1982-1999 –> 2000-2012 2.7883962 10161.69710
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1216 1.4724348 4405.8414666 9.7647262 1982-1999 –> 2000-2012 2.8012636 10169.96785
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1216 1.4268879 4329.4241893 7.6562558 1982-1999 –> 2000-2012 2.7551730 10092.16905
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 1216 1.4750884 4408.2204558 10.0269124 1982-1999 –> 2000-2012 2.8047737 10172.52208
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1216 1.4429788 4356.6962523 8.1238690 1982-1999 –> 2000-2012 2.7877140 10160.99422
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1216 1.4426877 4354.2054884 6.9725516 1982-1999 –> 2000-2012 2.7872451 10156.05712
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 1216 1.4456315 4359.1630646 8.1897147 1982-1999 –> 2000-2012 2.7956235 10174.63257
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1216 1.3124934 4126.1891604 6.8457618 1982-1999 –> 2000-2012 2.5618830 9682.20926
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1216 1.4433627 4355.3431320 8.1927273 1982-1999 –> 2000-2012 2.7893920 10160.88841
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1216 1.4444374 4357.1532702 8.2212238 1982-1999 –> 2000-2012 2.7905233 10162.84055
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 691 1.6407154 2657.2460163 13.7031008 2000-2012 –> 2013-2019 3.0800396 7005.77481
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 691 1.6308082 2650.8757184 15.5062349 2000-2012 –> 2013-2019 3.1032430 7056.71719
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 691 1.6140386 2636.5909926 13.0991822 2000-2012 –> 2013-2019 3.0409264 6966.01518
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 691 1.6311945 2649.2030567 15.6696172 2000-2012 –> 2013-2019 3.1062829 7057.42351
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 691 1.6406123 2659.1591558 13.9456772 2000-2012 –> 2013-2019 3.0835911 7015.85541
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 691 1.6225333 2641.8453942 11.4420005 2000-2012 –> 2013-2019 3.0652209 6996.05088
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 691 1.6434059 2659.5103511 13.9486327 2000-2012 –> 2013-2019 3.0890374 7018.67342
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 691 1.5393786 2571.1385959 10.1972442 2000-2012 –> 2013-2019 2.8518720 6697.32776
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 691 1.6406255 2657.1702968 13.9682355 2000-2012 –> 2013-2019 3.0839882 7012.51343
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 691 1.6412785 2657.7201870 14.0078568 2000-2012 –> 2013-2019 3.0857158 7014.87346
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1797 1.4151787 6359.7024283 11.6575809 1982-1999 –> 2000-2012 2.6642152 14680.01857
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1797 1.4100742 6346.7157239 10.9021534 1982-1999 –> 2000-2012 2.7124570 14878.74018
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1797 1.4125952 6355.1355196 11.3038103 1982-1999 –> 2000-2012 2.6595697 14669.08780
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1797 1.3767808 6262.8394080 10.8206192 1982-1999 –> 2000-2012 2.6534586 14695.95693
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 1797 1.3683349 6238.7241576 9.2082326 1982-1999 –> 2000-2012 2.6475550 14679.91157
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1797 1.3568501 6210.4314395 9.3793503 1982-1999 –> 2000-2012 2.5976136 14499.10798
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 1797 1.4164653 6362.9684449 11.1547025 1982-1999 –> 2000-2012 2.7254575 14920.61683
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1797 1.3914252 6300.8660064 9.9533251 1982-1999 –> 2000-2012 2.6565451 14687.94739
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 1797 1.4173731 6365.2712009 11.2182364 1982-1999 –> 2000-2012 2.7263709 14922.94100
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1797 1.4179999 6366.8601583 11.2463371 1982-1999 –> 2000-2012 2.7274178 14926.15445
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 987 1.6502610 3801.8273282 11.9647667 2000-2012 –> 2013-2019 3.0654397 10161.52976
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 987 1.6555598 3808.1554733 10.7142153 2000-2012 –> 2013-2019 3.0656341 10154.87120
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 987 1.6494324 3802.8359632 12.1825689 2000-2012 –> 2013-2019 3.0620277 10157.97148
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 987 1.5919784 3732.8502661 10.5660006 2000-2012 –> 2013-2019 2.9687592 9995.68967
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 987 1.6038431 3745.5076106 8.9600325 2000-2012 –> 2013-2019 2.9721781 9984.23177
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 987 1.5960835 3737.9339228 9.2774322 2000-2012 –> 2013-2019 2.9529336 9948.36536
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 987 1.6611677 3814.8306917 10.9600055 2000-2012 –> 2013-2019 3.0776330 10177.79914
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 987 1.6427665 3794.8421339 10.0005178 2000-2012 –> 2013-2019 3.0341917 10095.70814
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 987 1.6622738 3816.1446703 11.0353762 2000-2012 –> 2013-2019 3.0796470 10181.41587
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 987 1.6629378 3816.9330326 11.0668245 2000-2012 –> 2013-2019 3.0809377 10183.79319
Indo-Pacific (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1162 0.6613106 2348.5655420 3.2626451 1982-1999 –> 2000-2012 1.2578203 5498.69125
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 1162 0.6714650 2383.9794632 2.9027762 1982-1999 –> 2000-2012 1.3324376 5891.00648
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1162 0.6342541 2251.4829217 3.3601225 1982-1999 –> 2000-2012 1.2614547 5576.10275
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1162 0.5801738 2046.3633101 3.0668291 1982-1999 –> 2000-2012 1.1222674 4865.79437
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1162 0.6596354 2344.6710734 5.9778740 1982-1999 –> 2000-2012 1.2522936 5474.26713
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 1162 0.6777510 2405.6344537 3.3678010 1982-1999 –> 2000-2012 1.2898026 5645.21781
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1162 0.5749226 2025.2329788 2.9259808 1982-1999 –> 2000-2012 1.1074497 4782.73873
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 1162 0.6867923 2436.4322045 3.4262432 1982-1999 –> 2000-2012 1.3076557 5725.73146
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1162 0.6598787 2343.5280283 5.7094931 1982-1999 –> 2000-2012 1.2528152 5472.75732
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1162 0.6891088 2444.2574253 3.4403173 1982-1999 –> 2000-2012 1.3122791 5746.45639
Indo-Pacific (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 648 0.6657190 1323.6179563 3.0901877 2000-2012 –> 2013-2019 1.3270296 3672.18350
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 648 0.7434588 1466.7556083 2.5543282 2000-2012 –> 2013-2019 1.4149238 3850.73507
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 648 0.6534666 1299.5431965 3.1086636 2000-2012 –> 2013-2019 1.2877207 3551.02612
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 648 0.6051146 1201.9150760 2.6426945 2000-2012 –> 2013-2019 1.1852884 3248.27839
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 648 0.6715663 1336.9516306 3.3640626 2000-2012 –> 2013-2019 1.3312017 3681.62270
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 648 0.6790931 1349.3961398 3.1827466 2000-2012 –> 2013-2019 1.3568441 3755.03059
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 648 0.5922331 1174.0283013 2.7169734 2000-2012 –> 2013-2019 1.1671557 3199.26128
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 648 0.6863576 1363.1863850 3.2348373 2000-2012 –> 2013-2019 1.3731500 3799.61859
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 648 0.6715817 1334.9813500 3.4211288 2000-2012 –> 2013-2019 1.3314604 3678.50938
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 648 0.6880082 1366.2992959 3.2459241 2000-2012 –> 2013-2019 1.3771170 3810.55672
Indo-Pacific (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1015 0.5111328 1530.0596541 2.5005174 1982-1999 –> 2000-2012 1.0442769 3942.00359
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1015 0.4795310 1402.5034846 3.1382674 1982-1999 –> 2000-2012 0.9490005 3430.04886
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 1015 0.4621065 1325.3667754 2.5240688 1982-1999 –> 2000-2012 0.9190226 3268.57196
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1015 0.4567175 1303.5539755 2.4275171 1982-1999 –> 2000-2012 0.9128334 3243.43396
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 1015 0.4952435 1465.9524385 2.6603949 1982-1999 –> 2000-2012 0.9763616 3565.95826
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1015 0.4832957 1416.3783333 2.5369659 1982-1999 –> 2000-2012 0.9535442 3446.96091
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1015 0.5024246 1495.1766922 2.7042536 1982-1999 –> 2000-2012 0.9908390 3640.90839
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1015 0.5051791 1508.2754651 4.1181792 1982-1999 –> 2000-2012 1.0284732 3865.56663
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1015 0.4546336 1294.2705038 2.4086220 1982-1999 –> 2000-2012 0.9095606 3226.22099
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1015 0.5064653 1511.4373015 3.6579655 1982-1999 –> 2000-2012 1.0316076 3877.43913
Indo-Pacific (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 565 0.5277228 893.1225447 2.3761959 2000-2012 –> 2013-2019 1.0388556 2423.18220
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 565 0.4790009 785.6609647 2.5225697 2000-2012 –> 2013-2019 0.9585320 2188.16445
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 565 0.4782438 781.8733163 2.7103826 2000-2012 –> 2013-2019 0.9403503 2107.24009
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 565 0.4757060 777.8611535 2.6220126 2000-2012 –> 2013-2019 0.9324235 2081.41513
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 565 0.5056938 844.9394923 2.9031874 2000-2012 –> 2013-2019 1.0009373 2310.89193
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate_star 565 0.4904495 810.3512236 2.7325905 2000-2012 –> 2013-2019 0.9737452 2226.72956
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 565 0.5119390 858.8092916 2.9517822 2000-2012 –> 2013-2019 1.0143637 2353.98598
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 565 0.4925610 817.2057193 2.9003756 2000-2012 –> 2013-2019 0.9977401 2325.48118
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 565 0.4756293 777.6789761 2.6025948 2000-2012 –> 2013-2019 0.9302630 2071.94948
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 565 0.5080306 850.1492437 2.1692147 2000-2012 –> 2013-2019 1.0144959 2361.58655
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 9318 0.7944997 22168.2621785 3.8391639 1982-1999 –> 2000-2012 1.6013476 53434.73647
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 9318 0.8387056 23177.3503814 3.7019585 1982-1999 –> 2000-2012 1.6851346 55686.69310
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9318 0.7861340 21972.9954474 3.7460043 1982-1999 –> 2000-2012 1.5770507 52723.91650
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 9318 0.7764916 21742.9989329 4.8420893 1982-1999 –> 2000-2012 1.5383986 51524.14490
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9318 0.6753077 19141.0900046 2.6646187 1982-1999 –> 2000-2012 1.3451269 45579.18684
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate 9318 0.8516421 23462.6028272 3.6033168 1982-1999 –> 2000-2012 1.7138596 56451.57131
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 9318 0.7744993 21695.1218258 4.9051251 1982-1999 –> 2000-2012 1.5417070 51656.19560
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate_star 9318 0.8573175 23586.3820969 3.5371689 1982-1999 –> 2000-2012 1.7262818 56777.63451
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 9318 0.7901431 22065.7914418 3.2330378 1982-1999 –> 2000-2012 1.5802157 52787.00533
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + silicate + phosphate + phosphate_star 9318 0.8583061 23607.8598021 3.5310581 1982-1999 –> 2000-2012 1.7284823 56835.27910
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 5093 0.7891305 12053.0234554 4.4064628 2000-2012 –> 2013-2019 1.5836302 34221.28563
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5093 0.8389493 12676.5954940 3.2318001 2000-2012 –> 2013-2019 1.6776550 35853.94588
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5093 0.7791371 11925.2057059 4.2437545 2000-2012 –> 2013-2019 1.5652711 33898.20115
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5093 0.7763424 11888.6031698 4.2785787 2000-2012 –> 2013-2019 1.5528339 33631.60210
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5093 0.6800660 10539.9378299 3.0769840 2000-2012 –> 2013-2019 1.3553737 29681.02783
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate 5093 0.8516164 12829.2419380 3.1538462 2000-2012 –> 2013-2019 1.7032585 36291.84477
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5093 0.7692867 11795.6056405 4.3360410 2000-2012 –> 2013-2019 1.5437859 33490.72747
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate_star 5093 0.8570669 12894.2258711 3.0953233 2000-2012 –> 2013-2019 1.7143843 36480.60797
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5093 0.7933509 12107.3541598 2.7897695 2000-2012 –> 2013-2019 1.5834939 34173.14560
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5093 0.8580125 12905.4580200 3.0903559 2000-2012 –> 2013-2019 1.7163185 36513.31782
SO (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 103 2.8925075 523.0988343 10.0964294 1982-1999 –> 2000-2012 6.6962883 1245.87182
SO (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 103 2.8201069 519.8769429 10.4369206 1982-1999 –> 2000-2012 6.5778586 1241.50886
SO (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 103 2.7987265 516.3092219 11.5669739 1982-1999 –> 2000-2012 6.4039621 1225.25124
SO (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 103 2.7820684 517.0794443 11.7335300 1982-1999 –> 2000-2012 6.3296968 1223.86565
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 103 1.0023937 304.7938596 4.5747847 1982-1999 –> 2000-2012 2.3237890 754.78155
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 103 0.9768158 301.4691489 3.5663094 1982-1999 –> 2000-2012 2.1945946 732.38866
SO (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 103 2.8670780 521.2797745 11.5979108 1982-1999 –> 2000-2012 6.3550799 1221.69282
SO (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 103 2.8011962 518.4909224 11.6880130 1982-1999 –> 2000-2012 6.2394349 1217.19657
SO (26,26.5] cstar_tref ~ temp + nitrate + phosphate_star 103 3.0698633 533.3577396 13.0533044 1982-1999 –> 2000-2012 6.6036211 1235.13324
SO (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 103 2.9466521 526.9192866 12.5911834 1982-1999 –> 2000-2012 6.3835703 1223.52583
SO (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 47 3.3097068 257.8850249 10.8517464 2000-2012 –> 2013-2019 6.2022143 780.98386
SO (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 47 3.3023979 259.6772139 10.9115500 2000-2012 –> 2013-2019 6.1225048 779.55416
SO (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 47 3.2156777 255.1758056 8.1981778 2000-2012 –> 2013-2019 6.0144042 771.48503
SO (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 47 3.0953135 253.5898064 8.2440313 2000-2012 –> 2013-2019 5.8773819 770.66925
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 47 1.1019644 154.5070979 2.3246978 2000-2012 –> 2013-2019 2.1043582 459.30096
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 47 1.0381247 150.8973184 2.2629736 2000-2012 –> 2013-2019 2.0149405 452.36647
SO (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 47 3.2334479 255.6938297 7.9266396 2000-2012 –> 2013-2019 6.1005258 776.97360
SO (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 47 3.2135703 257.1141819 7.9236145 2000-2012 –> 2013-2019 6.0147664 775.60510
SO (26,26.5] cstar_tref ~ temp + nitrate + phosphate_star 47 3.2412043 253.9190468 8.3926504 2000-2012 –> 2013-2019 6.3110675 787.27679
SO (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 47 3.0832034 251.2213183 7.7922342 2000-2012 –> 2013-2019 6.0298555 778.14061
SO (26.5,26.75] cstar_tref ~ aou + nitrate + phosphate_star 312 3.2357038 1628.1474355 14.3655870 1982-1999 –> 2000-2012 6.9024185 3921.46452
SO (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 312 3.0634697 1596.0156948 14.8316212 1982-1999 –> 2000-2012 6.6583175 3874.70545
SO (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate_star 312 3.1102237 1605.4670996 13.3865164 1982-1999 –> 2000-2012 6.5963633 3858.36326
SO (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 312 3.0429219 1593.8161999 14.2419897 1982-1999 –> 2000-2012 6.5266828 3848.13901
SO (26.5,26.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 312 3.4328170 1667.0475226 10.4416926 1982-1999 –> 2000-2012 7.1738137 3979.21163
SO (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 312 3.3851555 1660.3231523 10.6680136 1982-1999 –> 2000-2012 7.1260398 3974.46201
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 312 1.6818786 1221.8423319 7.4624349 1982-1999 –> 2000-2012 3.5967902 2971.47474
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 312 1.6697360 1219.3209394 7.1133689 1982-1999 –> 2000-2012 3.5488640 2955.10787
SO (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 312 3.2799039 1638.6136515 10.5986533 1982-1999 –> 2000-2012 6.8388507 3908.87235
SO (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 312 3.2469942 1634.3209792 10.2848760 1982-1999 –> 2000-2012 6.8034551 3905.99273
SO (26.5,26.75] cstar_tref ~ aou + nitrate + phosphate_star 133 3.0907234 687.5934272 10.5863352 2000-2012 –> 2013-2019 6.3264272 2315.74086
SO (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 133 2.8586117 668.8270445 10.7899231 2000-2012 –> 2013-2019 5.9220813 2264.84274
SO (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate_star 133 2.9251771 674.9500825 10.0430783 2000-2012 –> 2013-2019 6.0354007 2280.41718
SO (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 133 2.8346133 668.5845216 10.4915004 2000-2012 –> 2013-2019 5.8775352 2262.40072
SO (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 133 3.3086255 709.7153857 11.2370587 2000-2012 –> 2013-2019 6.6937810 2370.03854
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 133 1.6548865 523.4304747 4.9197792 2000-2012 –> 2013-2019 3.3367651 1745.27281
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 133 1.6547816 525.4136173 4.9257339 2000-2012 –> 2013-2019 3.3245176 1744.73456
SO (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 133 3.3927531 714.3943437 10.0993865 2000-2012 –> 2013-2019 6.6726569 2353.00800
SO (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 133 3.3148729 710.2171750 10.3205968 2000-2012 –> 2013-2019 6.5618670 2344.53815
SO (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 133 3.3436248 710.5144064 11.3700231 2000-2012 –> 2013-2019 6.8700804 2394.35506
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 1061 2.4677656 4939.8180549 13.5857513 1982-1999 –> 2000-2012 5.1625431 12254.88820
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1061 2.4672141 4941.3437400 13.4599518 1982-1999 –> 2000-2012 5.1618710 12258.27828
SO (26.75,27] cstar_tref ~ temp + aou + phosphate 1061 3.0601071 5394.3382963 10.8730075 1982-1999 –> 2000-2012 6.2235682 13193.27215
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 1061 2.3658852 4850.3526345 11.7790894 1982-1999 –> 2000-2012 4.8536773 11923.26504
SO (26.75,27] cstar_tref ~ temp + aou + phosphate_star 1061 2.9680305 5329.5083726 10.3396437 1982-1999 –> 2000-2012 6.0515591 13050.89819
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 1061 3.0479294 5387.8769688 11.5746525 1982-1999 –> 2000-2012 6.1798454 13158.44493
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1061 2.3191394 4810.0058453 10.6756905 1982-1999 –> 2000-2012 4.7542973 11820.12478
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 1061 2.9578329 5324.2050702 10.9471230 1982-1999 –> 2000-2012 6.0140839 13020.67143
SO (26.75,27] cstar_tref ~ temp + phosphate + phosphate_star 1061 2.9950679 5348.7513291 10.4711753 1982-1999 –> 2000-2012 6.0962750 13087.46312
SO (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1061 2.9874648 5345.3577242 11.0317362 1982-1999 –> 2000-2012 6.0651156 13062.96622
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 550 2.5663729 2609.5753272 17.6995339 2000-2012 –> 2013-2019 5.0341385 7549.39338
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 550 2.5605544 2609.0785756 17.0705169 2000-2012 –> 2013-2019 5.0277685 7550.42232
SO (26.75,27] cstar_tref ~ temp + aou + phosphate 550 3.1137398 2820.2393342 11.5550163 2000-2012 –> 2013-2019 6.1738469 8214.57763
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 550 2.3957372 2533.8924621 15.4998931 2000-2012 –> 2013-2019 4.7616224 7384.24510
SO (26.75,27] cstar_tref ~ temp + aou + phosphate_star 550 3.0115489 2783.5323538 11.8600855 2000-2012 –> 2013-2019 5.9795793 8113.04073
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 550 3.1091758 2820.6258259 12.2754836 2000-2012 –> 2013-2019 6.1571052 8208.50279
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 550 2.2748295 2478.9280053 12.6508529 2000-2012 –> 2013-2019 4.5939689 7288.93385
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 550 3.0086847 2784.4856997 12.4224158 2000-2012 –> 2013-2019 5.9665176 8108.69077
SO (26.75,27] cstar_tref ~ temp + phosphate + phosphate_star 550 3.0457347 2795.9487433 11.6210769 2000-2012 –> 2013-2019 6.0408026 8144.70007
SO (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 550 3.0440883 2797.3539805 12.0522189 2000-2012 –> 2013-2019 6.0315531 8142.71170
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 2513 1.9002603 10370.2312203 19.2728362 1982-1999 –> 2000-2012 3.7237639 24269.67624
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2513 1.8530732 10245.8502101 18.9619811 1982-1999 –> 2000-2012 3.6704902 24124.30576
SO (27,27.25] cstar_tref ~ temp + aou + phosphate 2513 2.0756373 10811.9132369 20.5172025 1982-1999 –> 2000-2012 4.0785541 25354.63522
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 2513 1.7159114 9857.3454571 16.6672621 1982-1999 –> 2000-2012 3.3256604 22899.48106
SO (27,27.25] cstar_tref ~ temp + aou + phosphate_star 2513 1.9870733 10592.7526146 20.1949170 1982-1999 –> 2000-2012 3.9020683 24826.81443
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 2513 2.0330996 10709.8412966 20.2027443 1982-1999 –> 2000-2012 4.0316468 25239.54612
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2513 1.6615541 9697.5535747 16.3323879 1982-1999 –> 2000-2012 3.2687331 22730.70242
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 2513 1.9463574 10490.6980852 19.9217964 1982-1999 –> 2000-2012 3.8581729 24715.33421
SO (27,27.25] cstar_tref ~ temp + phosphate + phosphate_star 2513 2.0100237 10650.4694045 20.3248991 1982-1999 –> 2000-2012 3.9415855 24943.76019
SO (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2513 1.9654459 10539.7494264 20.0064210 1982-1999 –> 2000-2012 3.8924547 24818.81351
SO (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1286 2.1464756 5628.0735347 8.9203550 2000-2012 –> 2013-2019 4.2044688 16401.08024
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 1286 2.1008436 5570.8058048 13.9602984 2000-2012 –> 2013-2019 4.0011039 15941.03703
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1286 2.0262434 5479.8139370 13.8567921 2000-2012 –> 2013-2019 3.8793165 15725.66415
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1286 1.9277877 5349.7014449 11.5137595 2000-2012 –> 2013-2019 3.6436991 15207.04690
SO (27,27.25] cstar_tref ~ temp + aou + phosphate_star 1286 2.1849898 5669.8138363 14.7303010 2000-2012 –> 2013-2019 4.1720631 16262.56645
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 1286 2.2053646 5695.6863412 15.0530360 2000-2012 –> 2013-2019 4.2384642 16405.52764
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1286 1.8504129 5246.3413614 11.4263441 2000-2012 –> 2013-2019 3.5119670 14943.89494
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 1286 2.1184198 5592.2342269 14.6526181 2000-2012 –> 2013-2019 4.0647771 16082.93231
SO (27,27.25] cstar_tref ~ temp + phosphate + phosphate_star 1286 2.2124481 5701.9341243 14.8876132 2000-2012 –> 2013-2019 4.2224717 16352.40353
SO (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1286 2.1408922 5619.3746225 14.7694029 2000-2012 –> 2013-2019 4.1063381 16159.12405
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 2731 1.6979518 10653.9490080 9.8825800 1982-1999 –> 2000-2012 3.1368555 24229.64411
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2731 1.6825482 10606.1722440 8.7665619 1982-1999 –> 2000-2012 3.1211793 24182.42563
SO (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 2731 1.7011783 10664.3183061 11.0306601 1982-1999 –> 2000-2012 3.1397432 24238.22161
SO (27.25,27.5] cstar_tref ~ temp + aou + phosphate_star 2731 1.7014601 10663.2230893 11.0811351 1982-1999 –> 2000-2012 3.1435122 24253.54639
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 2731 1.6928198 10637.4153691 10.4121564 1982-1999 –> 2000-2012 3.1441673 24278.62238
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2731 1.6893569 10628.2307746 10.5492429 1982-1999 –> 2000-2012 3.1276338 24202.61058
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2731 1.6893649 10626.2566473 10.5431309 1982-1999 –> 2000-2012 3.1306658 24214.61540
SO (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2731 1.6834191 10606.9989239 8.1155062 1982-1999 –> 2000-2012 3.1248601 24196.09752
SO (27.25,27.5] cstar_tref ~ temp + phosphate + phosphate_star 2731 1.7011823 10662.3310427 11.0246496 1982-1999 –> 2000-2012 3.1449226 24261.55583
SO (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2731 1.6897063 10627.3602422 10.5063777 1982-1999 –> 2000-2012 3.1326599 24224.43821
SO (27.25,27.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1453 1.8644467 5945.7697675 9.5113487 2000-2012 –> 2013-2019 3.5688568 16620.45436
SO (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1453 1.8499006 5925.0086911 8.8413014 2000-2012 –> 2013-2019 3.5530507 16597.65434
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1453 1.8604040 5941.4617956 9.5764858 2000-2012 –> 2013-2019 3.5429522 16547.63404
SO (27.25,27.5] cstar_tref ~ temp + aou + phosphate 1453 1.8839153 5973.9569232 9.7340855 2000-2012 –> 2013-2019 3.5868447 16641.89473
SO (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 1453 1.8833816 5975.1334873 9.7424523 2000-2012 –> 2013-2019 3.5845599 16639.45179
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 1453 1.8580136 5935.7255654 9.5664542 2000-2012 –> 2013-2019 3.5508334 16573.14093
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1453 1.8579855 5937.6815988 9.5635309 2000-2012 –> 2013-2019 3.5473425 16565.91237
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1453 1.8608548 5940.1658157 9.5050972 2000-2012 –> 2013-2019 3.5502197 16566.42246
SO (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1453 1.8710766 5956.0850177 9.8630288 2000-2012 –> 2013-2019 3.5544957 16563.08394
SO (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1453 1.8592539 5937.6646737 9.5274690 2000-2012 –> 2013-2019 3.5489602 16565.02492
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 3391 1.4983094 12377.4572107 8.4631334 1982-1999 –> 2000-2012 2.7575978 27383.27911
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 3391 1.5070685 12416.9894847 8.5220841 1982-1999 –> 2000-2012 2.8272288 27851.91688
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3391 1.4809706 12300.5166921 8.2778025 1982-1999 –> 2000-2012 2.7401872 27307.82001
SO (27.5,27.75] cstar_tref ~ sal + aou + phosphate 3391 1.5404099 12563.3942481 8.3875876 1982-1999 –> 2000-2012 2.8581849 27979.88335
SO (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 3391 1.5356737 12544.5099636 8.6400349 1982-1999 –> 2000-2012 2.8192846 27724.22612
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 3391 1.5342954 12538.4203536 9.1082132 1982-1999 –> 2000-2012 2.8516856 27954.25456
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3391 1.5320138 12530.3276953 9.1542418 1982-1999 –> 2000-2012 2.8147095 27705.56033
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 3391 1.5314112 12525.6595815 8.9583230 1982-1999 –> 2000-2012 2.7897750 27524.80452
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3391 1.4865171 12325.8693341 8.1453800 1982-1999 –> 2000-2012 2.7423144 27308.45606
SO (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3391 1.5747927 12715.1075455 9.3673698 1982-1999 –> 2000-2012 2.8627449 27925.51582
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1821 1.7424835 7202.2181577 10.3871064 2000-2012 –> 2013-2019 3.2407928 19579.67537
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1821 1.7135136 7141.1585933 9.9489584 2000-2012 –> 2013-2019 3.2205821 19558.14808
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1821 1.6982942 7110.6659963 9.9919662 2000-2012 –> 2013-2019 3.1792648 19411.18269
SO (27.5,27.75] cstar_tref ~ sal + aou + phosphate 1821 1.7654271 7247.8601371 9.4175182 2000-2012 –> 2013-2019 3.3058370 19811.25439
SO (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 1821 1.7648670 7248.7045956 9.5231806 2000-2012 –> 2013-2019 3.3005407 19793.21456
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 1821 1.7554617 7229.2436748 10.4000190 2000-2012 –> 2013-2019 3.2897571 19767.66403
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1821 1.7554240 7231.1654646 10.3901005 2000-2012 –> 2013-2019 3.2874378 19761.49316
SO (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1821 1.7636002 7246.0893773 10.0459801 2000-2012 –> 2013-2019 3.3335648 19940.37232
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 1821 1.7928970 7306.0930072 10.6492262 2000-2012 –> 2013-2019 3.3243082 19831.75259
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1821 1.6931774 7099.6764854 9.9569404 2000-2012 –> 2013-2019 3.1796946 19425.54582
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1415 1.4036591 4987.1994177 11.2501595 1982-1999 –> 2000-2012 2.6328581 10866.53706
SO (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1415 1.5457490 5260.0853402 14.9931462 1982-1999 –> 2000-2012 2.8353441 11312.57847
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1415 1.3799763 4941.0437367 10.6092986 1982-1999 –> 2000-2012 2.6003361 10796.32800
SO (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 1415 1.5423911 5253.9309955 12.6291341 1982-1999 –> 2000-2012 2.8691572 11409.00657
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1415 1.4740467 5127.6684405 13.4027185 1982-1999 –> 2000-2012 2.7633662 11181.39033
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 1415 1.5056329 5185.6697430 13.4580336 1982-1999 –> 2000-2012 2.7650010 11152.54027
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1415 1.3062806 4785.7263346 8.6276320 1982-1999 –> 2000-2012 2.5318731 10656.45667
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 1415 1.5570102 5280.6279862 15.2048873 1982-1999 –> 2000-2012 2.8545471 11355.28456
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1415 1.5002561 5177.5455285 13.7566640 1982-1999 –> 2000-2012 2.7734180 11185.74101
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1415 1.5617597 5289.2474456 15.2981868 1982-1999 –> 2000-2012 2.8662369 11383.16190
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 722 1.5404965 2684.9065454 8.3689795 2000-2012 –> 2013-2019 2.9441556 7672.10596
SO (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 722 1.6781152 2808.4644988 9.0172681 2000-2012 –> 2013-2019 3.2238642 8068.54984
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 722 1.5764019 2718.1765705 8.5554720 2000-2012 –> 2013-2019 3.0324771 7809.12992
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 722 1.5043391 2652.6099150 8.2718276 2000-2012 –> 2013-2019 2.8843154 7593.65365
SO (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 722 1.6596139 2792.4559202 6.7527233 2000-2012 –> 2013-2019 3.2020050 8046.38692
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 722 1.6145124 2752.6709154 8.7482873 2000-2012 –> 2013-2019 3.1147336 7928.15039
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 722 1.5913038 2733.7627824 8.6142494 2000-2012 –> 2013-2019 3.0653505 7861.43122
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 722 1.6481022 2782.4049574 8.6212595 2000-2012 –> 2013-2019 3.1537351 7968.07470
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 722 1.4200481 2569.3447020 8.5861197 2000-2012 –> 2013-2019 2.7263287 7355.07104
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 722 1.6510277 2786.9658976 9.2605019 2000-2012 –> 2013-2019 3.1512839 7964.51143
SO (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1399 1.5026265 5121.5763882 9.8099973 1982-1999 –> 2000-2012 3.0891268 12102.59481
SO (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1399 1.5221906 5157.7711239 9.6180388 1982-1999 –> 2000-2012 3.0852906 12083.71999
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1399 1.3661540 4857.1645441 8.5867618 1982-1999 –> 2000-2012 2.7006066 11199.01016
SO (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 1399 1.5214807 5156.4658834 8.1358516 1982-1999 –> 2000-2012 2.9663087 11790.82404
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1399 1.4396129 5003.7092447 9.8030845 1982-1999 –> 2000-2012 2.8546010 11562.72636
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 1399 1.5200790 5153.8870333 9.6302273 1982-1999 –> 2000-2012 3.0894478 12094.66913
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1399 1.5025970 5123.5214924 9.8177631 1982-1999 –> 2000-2012 3.0719532 12066.27393
SO (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 1399 1.4579776 5037.1766853 8.4189791 1982-1999 –> 2000-2012 2.9684893 11836.29687
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 1399 1.5348258 5180.9004375 9.6492690 1982-1999 –> 2000-2012 3.1096657 12134.58009
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1399 1.4352405 4995.1981575 9.3064311 1982-1999 –> 2000-2012 2.9394913 11780.92549
SO (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 709 1.5653688 2659.4910609 8.8715048 2000-2012 –> 2013-2019 3.0679953 7781.06745
SO (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 709 1.6395117 2725.1118524 9.8362869 2000-2012 –> 2013-2019 3.1617023 7882.88298
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 709 1.5223861 2622.0102956 7.8651764 2000-2012 –> 2013-2019 2.8885400 7479.17484
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 709 1.6286558 2717.6914766 10.1355952 2000-2012 –> 2013-2019 3.0682688 7721.40072
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 709 1.6394437 2725.0530335 9.1707714 2000-2012 –> 2013-2019 3.1595227 7878.94007
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 709 1.5516698 2649.0271053 9.0966674 2000-2012 –> 2013-2019 3.0542668 7772.54860
SO (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 709 1.6439644 2728.9577504 7.3118269 2000-2012 –> 2013-2019 3.1019420 7766.13444
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 709 1.6544642 2737.9855480 10.0505177 2000-2012 –> 2013-2019 3.1892900 7918.88599
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 709 1.5409988 2639.2416998 8.7822837 2000-2012 –> 2013-2019 2.9762393 7634.43986
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 709 1.6554800 2738.8558429 10.1533448 2000-2012 –> 2013-2019 3.1961592 7930.40694
SO (27.95,28.05] cstar_tref ~ aou + nitrate + phosphate_star 1786 1.7878876 7153.9047748 10.0276218 1982-1999 –> 2000-2012 3.5388091 17007.85240
SO (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1786 1.7878376 7155.8048596 9.9981828 1982-1999 –> 2000-2012 3.5042943 16912.86903
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 1786 1.6882407 6951.0583598 9.4364874 1982-1999 –> 2000-2012 3.1710443 15980.28933
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1786 1.5483054 6643.9876245 7.5549297 1982-1999 –> 2000-2012 2.8861036 15163.34679
SO (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 1786 1.7323419 7043.1701928 10.1736604 1982-1999 –> 2000-2012 3.2195838 16087.26729
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1786 1.7234592 7026.8075133 9.6018392 1982-1999 –> 2000-2012 3.1951756 16020.70736
SO (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 1786 1.7871287 7154.3883182 9.9772586 1982-1999 –> 2000-2012 3.5221067 16964.83644
SO (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 1786 1.8184423 7216.4339326 10.5459205 1982-1999 –> 2000-2012 3.5342999 16971.76154
SO (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1786 1.7862290 7154.5895927 10.1233100 1982-1999 –> 2000-2012 3.4995003 16904.41411
SO (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1786 1.8015674 7185.1315361 10.7855346 1982-1999 –> 2000-2012 3.4847877 16846.93732
SO (27.95,28.05] cstar_tref ~ aou + nitrate + phosphate_star 986 1.9527900 4127.9258162 9.1550283 2000-2012 –> 2013-2019 3.7406776 11281.83059
SO (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate_star 986 1.9008717 4076.7871557 8.6940193 2000-2012 –> 2013-2019 3.6887093 11232.59202
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 986 1.9327722 4109.6067463 9.1048682 2000-2012 –> 2013-2019 3.6210129 11060.66511
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 986 1.6648161 3817.3040710 7.0125027 2000-2012 –> 2013-2019 3.2131214 10461.29170
SO (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 986 1.8748363 4049.5909257 9.4099333 2000-2012 –> 2013-2019 3.6071782 11092.76112
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 986 1.8071065 3979.0323733 8.8048453 2000-2012 –> 2013-2019 3.5305658 11005.83989
SO (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 986 1.9327892 4109.6240807 9.2242898 2000-2012 –> 2013-2019 3.7199179 11264.01240
SO (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 986 1.8908856 4068.4000974 8.6762070 2000-2012 –> 2013-2019 3.6771146 11222.98969
SO (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 986 1.9118297 4088.1225527 9.2488898 2000-2012 –> 2013-2019 3.7692276 11380.26952
SO (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 986 1.9081290 4086.3017309 9.3128174 2000-2012 –> 2013-2019 3.7096965 11271.43327
SO (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1071 1.2887547 3594.7412510 9.1498858 1982-1999 –> 2000-2012 2.5173003 8526.54349
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star 1071 1.2084510 3456.9312497 6.8893057 1982-1999 –> 2000-2012 2.3093792 8056.63029
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1071 1.1155347 3287.5593365 8.1328311 1982-1999 –> 2000-2012 2.1524995 7708.01563
SO (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1071 1.1929018 3429.1911457 10.1579725 1982-1999 –> 2000-2012 2.2787248 7987.05738
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1071 1.1927699 3430.9543570 10.1729214 1982-1999 –> 2000-2012 2.2759473 7983.43376
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 1071 1.2795987 3579.4689177 10.2387822 1982-1999 –> 2000-2012 2.4750477 8428.57908
SO (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1071 1.2890735 3595.2709915 9.8929533 1982-1999 –> 2000-2012 2.4900398 8458.32396
SO (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1071 1.2892818 3595.6171409 10.0112271 1982-1999 –> 2000-2012 2.4913241 8461.38159
SO (28.05,28.1] cstar_tref ~ sal + silicate + phosphate_star 1071 1.2894658 3593.9228200 9.9747428 1982-1999 –> 2000-2012 2.4917321 8458.25145
SO (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1071 1.2196875 3478.7562091 8.1179298 1982-1999 –> 2000-2012 2.3991905 8289.20418
SO (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 606 1.5111394 2232.1445563 10.1898206 2000-2012 –> 2013-2019 2.7998941 5826.88581
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star 606 1.4409135 2174.4695378 7.1949964 2000-2012 –> 2013-2019 2.6493644 5631.40079
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 606 1.3483022 2095.9550940 8.8409161 2000-2012 –> 2013-2019 2.4638369 5383.51443
SO (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 606 1.4121339 2150.0170644 11.3700248 2000-2012 –> 2013-2019 2.6050356 5579.20821
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 606 1.4121202 2152.0053508 11.3570568 2000-2012 –> 2013-2019 2.6048901 5582.95971
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 606 1.5226062 2241.3067531 12.0734958 2000-2012 –> 2013-2019 2.8022049 5820.77567
SO (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate_star 606 1.5082442 2229.8202625 11.4315183 2000-2012 –> 2013-2019 2.7973177 5825.09125
SO (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 606 1.5153898 2237.5488510 9.2745328 2000-2012 –> 2013-2019 2.8021714 5831.00808
SO (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 606 1.4359151 2170.2579638 9.4634076 2000-2012 –> 2013-2019 2.6950725 5715.23260
SO (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 606 1.3968083 2138.7915666 9.0012617 2000-2012 –> 2013-2019 2.6164958 5617.54778
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 5309 1.1131847 16216.8044439 5.7249643 1982-1999 –> 2000-2012 2.1197407 37208.91825
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5309 1.0966504 16059.9105945 6.0094365 1982-1999 –> 2000-2012 2.0858171 36797.53418
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 5309 1.1413351 16481.9750174 5.3662848 1982-1999 –> 2000-2012 2.1729825 37836.48001
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5309 1.1018498 16110.1338606 6.1005720 1982-1999 –> 2000-2012 2.0809310 36696.92150
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 5309 1.1018770 16108.3952774 6.0859562 1982-1999 –> 2000-2012 2.0912319 36846.81840
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate 5309 1.1832733 16863.1348975 5.5350736 1982-1999 –> 2000-2012 2.2069401 38101.34191
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 5309 1.0966518 16057.9241425 6.0074321 1982-1999 –> 2000-2012 2.0897732 36852.27237
SO (28.1, Inf] cstar_tref ~ sal + silicate + phosphate 5309 1.1893939 16917.9164579 5.4381922 1982-1999 –> 2000-2012 2.2251597 38329.05922
SO (28.1, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5309 1.1077529 16164.8671348 5.8381245 1982-1999 –> 2000-2012 2.1175228 37203.89999
SO (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5309 1.1603118 16659.0670736 5.7323989 1982-1999 –> 2000-2012 2.2004485 38136.18875
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 2711 1.1984107 8686.8462903 6.1177936 2000-2012 –> 2013-2019 2.3115954 24903.65073
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2711 1.1833450 8620.2523271 6.1959706 2000-2012 –> 2013-2019 2.2799954 24680.16292
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 2711 1.2248602 8805.2113494 5.6732656 2000-2012 –> 2013-2019 2.3661953 25287.18637
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2711 1.1918719 8659.1818134 6.0524338 2000-2012 –> 2013-2019 2.2937217 24769.31567
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 2711 1.1946469 8669.7908607 6.0803943 2000-2012 –> 2013-2019 2.2965238 24778.18614
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate 2711 1.3268643 9236.9264975 5.4657068 2000-2012 –> 2013-2019 2.5101376 26100.06140
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2711 1.1852384 8626.9207957 6.1789071 2000-2012 –> 2013-2019 2.2818902 24684.84494
SO (28.1, Inf] cstar_tref ~ sal + silicate + phosphate 2711 1.3282476 9242.5762206 5.4498023 2000-2012 –> 2013-2019 2.5176415 26160.49268
SO (28.1, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2711 1.1919888 8657.7136946 6.0393123 2000-2012 –> 2013-2019 2.2997417 24822.58083
SO (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2711 1.2330048 8843.1450523 5.7876776 2000-2012 –> 2013-2019 2.3933167 25502.21213
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate 395 0.5288565 629.7012772 1.8285447 1982-1999 –> 2000-2012 1.0213642 1382.24384
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 395 0.4829853 560.0239392 1.5318770 1982-1999 –> 2000-2012 0.9517188 1263.01268
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate 395 0.5417303 646.7016713 1.7010308 1982-1999 –> 2000-2012 1.0377095 1404.56299
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate 395 0.5328126 635.5889330 1.7652581 1982-1999 –> 2000-2012 1.0282695 1394.35230
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 395 0.4692853 537.2913431 1.7413747 1982-1999 –> 2000-2012 0.9103638 1176.91460
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate_star 395 0.5103244 601.5215519 1.7907538 1982-1999 –> 2000-2012 0.9951592 1337.70278
SO (28.1,28.15] cstar_tref ~ sal + nitrate + silicate 395 0.5290836 628.0405218 1.8539746 1982-1999 –> 2000-2012 1.0314002 1399.13159
SO (28.1,28.15] cstar_tref ~ sal + nitrate + silicate + phosphate_star 395 0.5279427 628.3351075 1.8926109 1982-1999 –> 2000-2012 1.0267214 1394.06143
SO (28.1,28.15] cstar_tref ~ sal + silicate + phosphate + phosphate_star 395 0.5327331 635.4710530 1.7898122 1982-1999 –> 2000-2012 1.0409839 1420.79985
SO (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 395 0.5403289 648.6554661 2.3009771 1982-1999 –> 2000-2012 1.0428666 1424.20523
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate 209 0.5898944 384.4909920 2.1234915 2000-2012 –> 2013-2019 1.1187509 1014.19227
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 209 0.5031920 320.0407883 2.0966657 2000-2012 –> 2013-2019 0.9861773 880.06473
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 209 0.5007130 317.9764705 2.3778112 2000-2012 –> 2013-2019 0.9699983 855.26781
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate_star 209 0.5573440 360.7649404 2.1406620 2000-2012 –> 2013-2019 1.0676684 962.28649
SO (28.1,28.15] cstar_tref ~ sal + nitrate + silicate 209 0.5959435 386.7555805 2.1254530 2000-2012 –> 2013-2019 1.1250271 1014.79610
SO (28.1,28.15] cstar_tref ~ sal + nitrate + silicate + phosphate_star 209 0.5768634 375.1536760 2.1192378 2000-2012 –> 2013-2019 1.1048061 1003.48878
SO (28.1,28.15] cstar_tref ~ sal + silicate + phosphate + phosphate_star 209 0.5801013 377.4933659 2.0663335 2000-2012 –> 2013-2019 1.1128345 1012.96442
SO (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 209 0.5756337 374.2616945 2.9611424 2000-2012 –> 2013-2019 1.1181184 1024.06271
SO (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 209 0.5580602 363.3017219 2.6731375 2000-2012 –> 2013-2019 1.0983891 1011.95719
SO (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 209 0.5586159 363.7177767 2.3051828 2000-2012 –> 2013-2019 1.1213861 1044.52094
SO (28.15,28.2] cstar_tref ~ aou + silicate + phosphate + phosphate_star 385 0.3186320 223.9195111 1.3282719 1982-1999 –> 2000-2012 0.6495367 543.29873
SO (28.15,28.2] cstar_tref ~ sal + aou + phosphate + phosphate_star 385 0.3332320 258.4170365 1.5508647 1982-1999 –> 2000-2012 0.6505668 536.67727
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 385 0.3060639 194.9324461 1.0624911 1982-1999 –> 2000-2012 0.6130546 442.64918
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 385 0.3077637 197.1970155 1.1575377 1982-1999 –> 2000-2012 0.6198704 459.14375
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 385 0.3073698 198.2108824 1.1858788 1982-1999 –> 2000-2012 0.5773798 319.87950
SO (28.15,28.2] cstar_tref ~ temp + aou + phosphate + phosphate_star 385 0.3122313 208.2941302 1.4335968 1982-1999 –> 2000-2012 0.6434714 528.66859
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 385 0.3192816 225.4875755 1.3226970 1982-1999 –> 2000-2012 0.6504156 545.54736
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 385 0.3121632 210.1262775 1.4181146 1982-1999 –> 2000-2012 0.6425998 530.11557
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 385 0.3202062 227.7142797 1.3159160 1982-1999 –> 2000-2012 0.6517844 549.09039
SO (28.15,28.2] cstar_tref ~ temp + silicate + phosphate + phosphate_star 385 0.3197248 226.5558361 1.3198862 1982-1999 –> 2000-2012 0.6511089 547.35680
SO (28.15,28.2] cstar_tref ~ aou + silicate + phosphate + phosphate_star 183 0.3459452 142.8317039 0.8221319 2000-2012 –> 2013-2019 0.6645772 366.75122
SO (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 183 0.3493139 148.3784602 0.8235634 2000-2012 –> 2013-2019 0.6722121 384.53898
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 183 0.3423788 141.0389371 0.8031784 2000-2012 –> 2013-2019 0.6484427 335.97138
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 183 0.3654201 162.8765300 0.8651124 2000-2012 –> 2013-2019 0.6731838 360.07355
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 183 0.3470133 145.9599817 0.8256096 2000-2012 –> 2013-2019 0.6543831 344.17086
SO (28.15,28.2] cstar_tref ~ temp + aou + phosphate + phosphate_star 183 0.3366745 132.8896984 0.8481580 2000-2012 –> 2013-2019 0.6489057 341.18383
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 183 0.3467678 143.7009649 0.8235729 2000-2012 –> 2013-2019 0.6660494 369.18854
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 183 0.3337812 131.7308238 0.8025278 2000-2012 –> 2013-2019 0.6459444 341.85710
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 183 0.3477757 144.7632517 0.8263895 2000-2012 –> 2013-2019 0.6679819 372.47753
SO (28.15,28.2] cstar_tref ~ temp + silicate + phosphate + phosphate_star 183 0.3471746 144.1300076 0.8242149 2000-2012 –> 2013-2019 0.6668994 370.68584
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate 1738 0.3752615 1535.2908035 2.0011297 1982-1999 –> 2000-2012 0.6790183 2669.60844
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 1738 0.3665194 1455.3553954 1.8883521 1982-1999 –> 2000-2012 0.6702525 2591.28860
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1738 0.3672295 1462.0838414 1.9673041 1982-1999 –> 2000-2012 0.6709769 2598.24970
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1738 0.3664835 1457.0151862 1.8977416 1982-1999 –> 2000-2012 0.6701959 2594.61023
SO (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1738 0.4079366 1827.4977435 1.6373659 1982-1999 –> 2000-2012 0.7531403 3596.18936
SO (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1738 0.3918565 1689.7063043 2.1137168 1982-1999 –> 2000-2012 0.7169227 3163.23502
SO (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1738 0.4390561 2083.0369336 2.8926977 1982-1999 –> 2000-2012 0.8120216 4234.15304
SO (28.2, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1738 0.4338139 2041.2850834 2.8272800 1982-1999 –> 2000-2012 0.8013633 4120.07926
SO (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1738 0.4262613 1982.2357759 1.9959611 1982-1999 –> 2000-2012 0.7640018 3644.86728
SO (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1738 0.4872053 2446.7438188 2.1323235 1982-1999 –> 2000-2012 0.8829340 4892.75740
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate 1005 0.4164558 1101.3567107 2.5953775 2000-2012 –> 2013-2019 0.7917173 2636.64751
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 1005 0.3988626 1016.5985475 2.4052531 2000-2012 –> 2013-2019 0.7653820 2471.95394
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1005 0.3952080 998.0966826 2.5161713 2000-2012 –> 2013-2019 0.7624375 2460.18052
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1005 0.3950006 999.0416755 2.5557103 2000-2012 –> 2013-2019 0.7614841 2456.05686
SO (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1005 0.4551207 1281.8091919 2.1633223 2000-2012 –> 2013-2019 0.8630573 3109.30694
SO (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1005 0.4243307 1143.0096194 2.6684674 2000-2012 –> 2013-2019 0.8161872 2832.71592
SO (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1005 0.4456852 1239.7000363 3.1242713 2000-2012 –> 2013-2019 0.8847412 3322.73697
SO (28.2, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1005 0.4467609 1244.5455468 3.0434845 2000-2012 –> 2013-2019 0.8805748 3285.83063
SO (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1005 0.4770574 1378.4282197 2.5960193 2000-2012 –> 2013-2019 0.9033187 3360.66400
SO (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1005 0.5401640 1628.1427637 2.8690655 2000-2012 –> 2013-2019 1.0273693 4074.88658

5.3.2 per fitting unit

lm_best %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 3.1503314 1392.68698
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 3.0947511 866.66165
Atlantic (26,26.5] 1982-1999 –> 2000-2012 8.4665748 14611.47562
Atlantic (26,26.5] 2000-2012 –> 2013-2019 8.4341365 9183.43403
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.5460179 16639.38115
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 6.8331679 10635.11183
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.0818494 20557.72501
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.9427173 14934.86284
Atlantic (27,27.25] 1982-1999 –> 2000-2012 4.1651648 16954.80457
Atlantic (27,27.25] 2000-2012 –> 2013-2019 4.6969716 12183.52581
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.5322947 17193.27249
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 5.2794429 11926.95024
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 5.0775939 22889.21685
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 5.4767193 15390.53481
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.4859750 6668.07965
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 3.4852484 4291.89694
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 5.8903269 8305.58954
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 6.0205558 5596.29016
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 6.3964195 8871.74167
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 5.6060277 5485.97196
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.3390602 -884.35884
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 0.4692791 -56.89703
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.3111071 -1172.38459
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 0.3237739 -645.77201
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.4585713 -363.44373
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.4859801 -271.91821
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.5510259 421.54774
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.5352875 -43.15472
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 14.7473351 85312.68642
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 14.1582797 54780.55469
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 9.6186492 77713.84891
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 9.7726312 49981.15495
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 8.0682230 57353.57023
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 8.5181433 37667.74205
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 8.4914732 62611.23575
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 9.5083693 41593.94305
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 7.5700671 54674.23742
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 9.2897843 38641.57931
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 6.0579712 41570.45204
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.7985448 28247.11529
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 3.6566679 30811.51638
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 4.2493579 20850.19918
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 2.7661987 10109.39782
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 3.0589917 6984.12250
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.6770660 14756.04827
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 3.0359382 10104.13756
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.2496276 5467.87637
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 1.3151891 3624.68223
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9715520 3550.71127
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 0.9801706 2245.06266
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2012 1.6037605 53345.63637
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 1.5996005 34423.57062
SO (26,26.5] 1982-1999 –> 2000-2012 5.6107896 1132.12162
SO (26,26.5] 2000-2012 –> 2013-2019 5.2792019 713.23558
SO (26.5,26.75] 1982-1999 –> 2000-2012 6.1771595 3719.77936
SO (26.5,26.75] 2000-2012 –> 2013-2019 5.7621112 2207.53486
SO (26.75,27] 1982-1999 –> 2000-2012 5.6562836 12683.02723
SO (26.75,27] 2000-2012 –> 2013-2019 5.5766903 7870.52183
SO (27,27.25] 1982-1999 –> 2000-2012 3.7693130 24392.30692
SO (27,27.25] 2000-2012 –> 2013-2019 4.0044670 15948.12772
SO (27.25,27.5] 1982-1999 –> 2000-2012 3.1346200 24228.17777
SO (27.25,27.5] 2000-2012 –> 2013-2019 3.5588116 16588.06739
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.8063713 27666.57168
SO (27.5,27.75] 2000-2012 –> 2013-2019 3.2661780 19688.03030
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.7492138 11129.90248
SO (27.75,27.85] 2000-2012 –> 2013-2019 3.0498249 7826.70651
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.9874981 11865.16209
SO (27.85,27.95] 2000-2012 –> 2013-2019 3.0863927 7776.58819
SO (27.95,28.05] 1982-1999 –> 2000-2012 3.3555705 16486.02816
SO (27.95,28.05] 2000-2012 –> 2013-2019 3.6277222 11127.36853
SO (28.05,28.1] 1982-1999 –> 2000-2012 2.3881185 8235.74208
SO (28.05,28.1] 2000-2012 –> 2013-2019 2.6836283 5681.36243
SO (28.1, Inf] 1982-1999 –> 2000-2012 2.1390547 37400.94346
SO (28.1, Inf] 2000-2012 –> 2013-2019 2.3550759 25168.86938
SO (28.1,28.15] 1982-1999 –> 2000-2012 1.0086557 1359.69873
SO (28.1,28.15] 2000-2012 –> 2013-2019 1.0823156 982.36014
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.6349788 500.24271
SO (28.15,28.2] 2000-2012 –> 2013-2019 0.6608580 358.68988
SO (28.2, Inf] 1982-1999 –> 2000-2012 0.7420827 3410.50383
SO (28.2, Inf] 2000-2012 –> 2013-2019 0.8456269 3001.09799

5.4 Target variable coefficients

A data frame to map the target variable is prepared.

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

eras_backward <- lm_all_fitted_wide %>%
  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_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.5 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[2]
      print(i_basin)
      print(i_era)
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin, era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.6 Cant coeffcients

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

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(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 back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.7 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

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

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 8).

6.1.1 All models

lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors")

Version Author Date
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.1.2 Best models

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

Version Author Date
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.2 RMSE correlation between eras

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

6.2.1 All models

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

lm_all_fitted_wide_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)) +
  facet_grid(eras ~ basin)

Version Author Date
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

lm_best %>%
  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)) +
  facet_grid(eras ~ basin)

Version Author Date
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 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_long %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n,
              names_from = term,
              values_fill = 0)

# 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 - 1982-1999 --> 2000-2012
(-Inf,26] 9 4 4 9 8 6 2
(26,26.5] 9 4 5 7 1 8 8
(26.5,26.75] 9 2 6 8 4 10 5
(26.75,27] 9 2 6 8 4 10 5
(27,27.25] 10 3 6 7 6 8 3
(27.25,27.5] 10 9 1 6 5 6 4
(27.5,27.75] 8 5 5 6 10 6 0
(27.75,27.85] 10 4 6 6 8 5 2
(27.85,27.95] 8 3 6 8 1 9 8
(27.95,28.05] 7 4 5 9 1 8 8
(28.05,28.1] 8 3 6 9 2 8 7
(28.1,28.15] 8 3 6 9 2 7 8
(28.15,28.2] 10 10 0 6 4 6 3
(28.2, Inf] 10 10 0 5 4 6 4
total 125.00 66.00 62.00 103.00 60.00 103.00 67.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 9 4 4 9 8 6 2
(26,26.5] 8 5 4 7 1 8 9
(26.5,26.75] 9 2 6 8 4 10 5
(26.75,27] 9 2 6 8 5 10 4
(27,27.25] 8 6 3 7 8 9 2
(27.25,27.5] 10 9 1 6 5 6 4
(27.5,27.75] 8 4 5 7 10 7 0
(27.75,27.85] 10 4 6 6 8 5 2
(27.85,27.95] 8 3 6 8 1 9 8
(27.95,28.05] 7 4 5 9 1 8 8
(28.05,28.1] 8 4 6 9 2 6 7
(28.1,28.15] 8 3 6 9 2 7 8
(28.15,28.2] 9 8 2 7 5 7 5
(28.2, Inf] 10 9 1 6 5 6 4
total 121.00 67.00 61.00 106.00 65.00 104.00 68.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 9 2 7 9 2 7 7
(26,26.5] 9 2 7 9 2 7 7
(26.5,26.75] 8 4 6 9 2 6 7
(26.75,27] 10 2 8 8 2 5 6
(27,27.25] 9 3 7 9 2 6 6
(27.25,27.5] 9 2 7 7 5 10 3
(27.5,27.75] 8 2 6 9 4 10 5
(27.75,27.85] 9 2 6 9 3 9 6
(27.85,27.95] 9 4 5 8 2 10 6
(27.95,28.05] 8 2 7 8 3 9 6
(28.05,28.1] 7 4 5 9 6 10 3
(28.1, Inf] 8 4 5 9 2 10 6
total 103.00 33.00 76.00 103.00 35.00 99.00 68.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 8 3 6 9 2 7 8
(26,26.5] 7 2 6 9 2 9 7
(26.5,26.75] 7 4 5 9 1 8 8
(26.75,27] 10 2 8 8 2 5 6
(27,27.25] 9 1 9 8 3 7 5
(27.25,27.5] 8 3 6 8 5 10 4
(27.5,27.75] 8 3 6 9 4 10 4
(27.75,27.85] 9 2 6 9 3 9 6
(27.85,27.95] 9 4 5 8 2 10 6
(27.95,28.05] 8 2 7 8 3 9 6
(28.05,28.1] 7 4 5 9 6 10 3
(28.1, Inf] 8 4 5 9 2 10 6
total 98.00 34.00 74.00 103.00 35.00 104.00 69.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 8 6 4 10 4 5 6
(26.5,26.75] 10 6 4 10 4 5 4
(26.75,27] 8 2 6 8 0 5 10
(27,27.25] 8 2 6 8 0 5 10
(27.25,27.5] 7 3 5 9 0 6 10
(27.5,27.75] 9 6 4 6 6 8 3
(27.75,27.85] 10 4 5 8 3 9 5
(27.85,27.95] 10 4 6 8 3 8 5
(27.95,28.05] 10 7 3 9 4 6 4
(28.05,28.1] 7 3 5 10 8 8 1
(28.1, Inf] 6 4 5 6 9 10 1
(28.1,28.15] 7 5 3 6 9 10 1
(28.15,28.2] 9 2 7 9 2 7 7
(28.2, Inf] 8 6 4 7 8 8 2
total 117.00 60.00 67.00 114.00 60.00 100.00 69.00
SO - 2000-2012 --> 2013-2019
(26,26.5] 8 6 4 10 4 5 6
(26.5,26.75] 9 7 3 10 3 6 5
(26.75,27] 8 2 6 8 0 5 10
(27,27.25] 8 2 6 9 1 6 9
(27.25,27.5] 8 2 7 8 1 8 8
(27.5,27.75] 9 6 4 6 7 8 2
(27.75,27.85] 10 5 5 7 5 9 3
(27.85,27.95] 10 4 5 8 2 9 6
(27.95,28.05] 10 6 4 10 4 5 4
(28.05,28.1] 9 4 5 10 6 7 3
(28.1, Inf] 6 4 5 6 9 10 1
(28.1,28.15] 7 6 3 8 7 9 3
(28.15,28.2] 9 3 6 9 2 8 7
(28.2, Inf] 8 6 4 7 8 8 2
total 119.00 63.00 67.00 116.00 59.00 103.00 69.00

6.4 RMSE alternatives

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

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

Version Author Date
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

other attached packages:
 [1] gt_0.2.2         corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_0.2.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] reshape_0.8.8            assertthat_0.2.1         xfun_0.20               
[76] openxlsx_4.2.3           RcppEigen_0.3.3.9.1      later_1.1.0.1           
[79] viridisLite_0.3.0        ellipsis_0.3.1           here_1.0.1