eMLR - model fitting
Jens Daniel Müller
14 December, 2020
Last updated: 2020-12-14
Checks: 7 0
Knit directory: emlr_obs_v_XXX/
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| Rmd | 923aa7f | jens-daniel-mueller | 2020-12-14 | rebuild with new path and auto folder creation |
| html | 984697e | jens-daniel-mueller | 2020-12-12 | Build site. |
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1 Required data
Required are:
- cleaned and prepared GLODAPv2_2020 file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))2 Fitting all models
2.1 RMSE calculation
Individual linear regression models were fitted for C* as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. The root mean squared error (RMSE) was calculated for each fitted model.
# loops across all basins and eras
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 )
# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
# loop across all gamma slabs in the current basin and 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)
# 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("cstar",
paste(params_local$MLR_predictors, collapse = " + "),
sep = " ~ "),
data = GLODAP_basin_era_slab)
# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)
# extract diagnostics of each linear model
lm_all <- as_tibble(lm_all$result)
# add currect basin, era, and gamma values
lm_all <- lm_all %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
# expanding table with model diagnostics for all eras, basins, slabs
if (exists("lm_all_stats")) {
lm_all_stats <- bind_rows(lm_all_stats, lm_all)
}
if (!exists("lm_all_stats")) {
lm_all_stats <- lm_all
}
rm(lm_full, lm_all)
}
}
}
# write model diagnostics to file
lm_all_stats %>% write_csv(paste(path_version_data,
"lm_all_stats.csv",
sep = ""))
rm(i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab)RMSE was plotted against the number of predictors (limited to 2 - 5).
# lm_all_stats <- read_csv(paste(path_version_data,
# "lm_all_stats.csv",
# sep = ""))
lm_all_stats <- lm_all_stats %>%
filter(n >= params_local$predictors_min,
n <= params_local$predictors_max)
lm_all_stats %>%
ggplot(aes(n, rmse, col = basin)) +
geom_hline(yintercept = 10) +
geom_point(shape = 21) +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1")
| Version | Author | Date |
|---|---|---|
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| ba112d3 | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 7c25f7a | jens-daniel-mueller | 2020-12-02 |
| b03ddb8 | jens-daniel-mueller | 2020-12-02 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
2.2 RMSE alternatives
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_stats %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(era~basin)
| Version | Author | Date |
|---|---|---|
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| ba112d3 | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 7c25f7a | jens-daniel-mueller | 2020-12-02 |
| b03ddb8 | jens-daniel-mueller | 2020-12-02 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
2.3 Predictor selection
Within each basin and slab, the 10 linear regression models with lowest summed RMSE across two adjacent (ie compared) eras were selected.
# select relevant columns
lm_all_stats <- lm_all_stats %>%
select(basin, era, gamma_slab, predictors, rmse)
# calculate RMSE sum for adjacent eras
lm_all_stats_eras <- lm_all_stats %>%
arrange(era) %>%
group_by(basin, gamma_slab, predictors) %>%
mutate(rmse_sum = rmse + lag(rmse),
eras = paste(lag(era), era, sep = " --> ")) %>%
ungroup() %>%
arrange(basin, gamma_slab, predictors, era) %>%
drop_na()
# subset models with lowest RMSE sum
lm_best <- lm_all_stats_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, predictors, era)
# plot table for website
kable(lm_best) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | era | gamma_slab | predictors | rmse | rmse_sum | eras |
|---|---|---|---|---|---|---|
| Atlantic | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate | 6.884738 | 12.968120 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.884738 | 12.968120 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.884738 | 12.968120 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate | 7.036374 | 13.098444 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate_star | 7.036374 | 13.098444 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 6.957753 | 13.006647 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 6.966549 | 13.008554 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 6.972745 | 13.003745 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 6.972745 | 13.003745 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 6.972745 | 13.003745 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate | 2.950067 | 9.834805 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 2.950067 | 9.834805 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 2.950067 | 9.834805 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 2.912523 | 9.948897 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate_star | 2.912523 | 9.948897 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate | 2.936405 | 9.894159 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate_star | 2.934164 | 9.900713 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate | 2.932463 | 9.905208 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 2.932463 | 9.905208 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 2.932463 | 9.905208 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate | 4.993882 | 9.842365 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate_star | 4.993882 | 9.842365 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou phosphate phosphate_star | 4.993882 | 9.842365 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen phosphate | 4.993882 | 9.850513 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen phosphate phosphate_star | 4.993882 | 9.850513 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen phosphate_star | 4.993882 | 9.850513 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen silicate phosphate | 4.992752 | 9.817070 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen silicate phosphate_star | 4.992752 | 9.817070 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou phosphate phosphate_star | 4.993882 | 9.850513 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou silicate phosphate phosphate_star | 4.992752 | 9.817070 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou oxygen phosphate | 2.914985 | 8.115294 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou oxygen phosphate phosphate_star | 2.914985 | 8.115294 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou oxygen phosphate_star | 2.914985 | 8.115294 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate | 2.872130 | 8.071948 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate_star | 2.872130 | 8.071948 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou phosphate phosphate_star | 2.914985 | 8.115294 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou silicate phosphate phosphate_star | 2.872130 | 8.071948 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate | 2.894016 | 7.887898 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate_star | 2.894016 | 7.887898 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou phosphate phosphate_star | 2.894016 | 7.887898 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 3.923718 | 7.708099 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 3.923718 | 7.708099 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 3.923718 | 7.708099 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen phosphate | 3.956439 | 7.789039 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen phosphate phosphate_star | 3.956439 | 7.789039 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen phosphate_star | 3.956439 | 7.789039 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen silicate phosphate | 3.947135 | 7.762153 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen silicate phosphate_star | 3.947135 | 7.762153 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou phosphate phosphate_star | 3.956439 | 7.789039 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou silicate phosphate phosphate_star | 3.947135 | 7.762153 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate | 3.055061 | 7.072361 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 3.055061 | 7.072361 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou oxygen phosphate | 3.145313 | 7.069030 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 3.145313 | 7.069030 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 3.145313 | 7.069030 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate | 3.072481 | 7.013966 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate_star | 3.086398 | 7.010048 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate | 3.088238 | 7.010238 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 3.088238 | 7.010238 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 3.088238 | 7.010238 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate | 4.555858 | 8.931816 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate_star | 4.555858 | 8.931816 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou phosphate phosphate_star | 4.555858 | 8.931816 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou phosphate_star | 4.557786 | 8.934167 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate | 4.557144 | 8.916400 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate_star | 4.540751 | 8.890241 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate | 4.540812 | 8.890501 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate_star | 4.540812 | 8.890501 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp phosphate phosphate_star | 4.558007 | 8.934720 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp silicate phosphate phosphate_star | 4.540812 | 8.890501 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate | 3.397961 | 7.955105 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate_star | 3.389398 | 7.930149 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate | 3.389205 | 7.930017 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate_star | 3.389205 | 7.930017 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp silicate phosphate phosphate_star | 3.389205 | 7.930017 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate | 3.439412 | 8.013144 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate_star | 3.439412 | 8.013144 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | temp aou silicate phosphate phosphate_star | 3.439412 | 8.013144 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | temp aou silicate phosphate_star | 3.440094 | 8.014089 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | temp oxygen silicate phosphate_star | 3.440386 | 8.014411 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate_star | 4.882571 | 10.104031 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate | 4.890111 | 10.110721 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.890111 | 10.110721 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.890111 | 10.110721 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp aou oxygen silicate phosphate | 4.849632 | 10.118722 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp aou oxygen silicate phosphate_star | 4.849632 | 10.118722 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp aou silicate phosphate phosphate_star | 4.849632 | 10.118722 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp aou silicate phosphate_star | 4.910129 | 10.182470 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp oxygen silicate phosphate | 4.917940 | 10.189987 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp silicate phosphate phosphate_star | 4.917940 | 10.189987 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate | 4.519759 | 9.483179 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 4.505911 | 9.388483 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 4.505924 | 9.396036 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.505924 | 9.396036 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.505924 | 9.396036 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp aou oxygen silicate phosphate | 4.688537 | 9.538168 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp aou oxygen silicate phosphate_star | 4.688537 | 9.538168 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp aou silicate phosphate phosphate_star | 4.688537 | 9.538168 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp aou silicate phosphate_star | 4.698906 | 9.609035 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp oxygen silicate phosphate_star | 4.698395 | 9.616335 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate | 4.219430 | 8.813273 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate_star | 4.219430 | 8.813273 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou phosphate phosphate_star | 4.219430 | 8.813273 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou phosphate_star | 4.221209 | 8.825775 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate_star | 4.216382 | 8.817323 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen phosphate_star | 4.226925 | 8.828111 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate | 4.223357 | 8.821369 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 4.223357 | 8.821369 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp phosphate phosphate_star | 4.226925 | 8.828111 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 4.223357 | 8.821369 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate | 4.103372 | 8.427575 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 4.103372 | 8.427575 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 4.103372 | 8.427575 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou oxygen phosphate_star | 4.231432 | 8.450862 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou phosphate phosphate_star | 4.231432 | 8.450862 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate | 4.082637 | 8.331970 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate_star | 4.088200 | 8.304582 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate | 4.085275 | 8.308632 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 4.085275 | 8.308632 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 4.085275 | 8.308632 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.431535 | 8.757825 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.431535 | 8.757825 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.431535 | 8.757825 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate | 4.413151 | 8.750810 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate_star | 4.421729 | 8.794283 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate | 4.412009 | 8.768759 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 4.412009 | 8.768759 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 4.412009 | 8.768759 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | temp aou oxygen silicate phosphate | 4.479703 | 8.807080 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | temp aou oxygen silicate phosphate_star | 4.479703 | 8.807080 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.276944 | 8.708479 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.276944 | 8.708479 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.276944 | 8.708479 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 4.272749 | 8.685900 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 4.269174 | 8.690904 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 4.268578 | 8.680587 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 4.268578 | 8.680587 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 4.268578 | 8.680587 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | temp aou oxygen silicate phosphate | 4.273208 | 8.752911 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | temp aou silicate phosphate phosphate_star | 4.273208 | 8.752911 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.814695 | 9.117080 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.814695 | 9.117080 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate | 4.815040 | 9.117776 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.814695 | 9.117080 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal oxygen silicate phosphate | 4.824029 | 9.146177 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate | 4.814645 | 9.115078 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate_star | 4.820191 | 9.144181 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate | 4.815453 | 9.126635 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 4.815453 | 9.126635 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 4.815453 | 9.126635 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate | 5.683326 | 10.498022 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 5.683326 | 10.498022 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 5.683326 | 10.498022 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 5.676858 | 10.497049 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 5.705594 | 10.521047 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 5.705594 | 10.521047 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 5.705594 | 10.521047 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | temp aou oxygen silicate phosphate | 5.618862 | 10.451622 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 5.618862 | 10.451622 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 5.618862 | 10.451622 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.984814 | 8.694033 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.984814 | 8.694033 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.984814 | 8.694033 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate_star | 5.021257 | 8.735509 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate | 4.985912 | 8.705685 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate_star | 4.983893 | 8.694306 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate phosphate | 4.985018 | 8.701498 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 4.985018 | 8.701498 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp silicate phosphate | 5.097232 | 8.920300 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 4.985018 | 8.701498 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.620519 | 9.605333 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.620519 | 9.605333 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.620519 | 9.605333 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou silicate phosphate_star | 4.797710 | 9.818967 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 4.661755 | 9.647668 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 4.639728 | 9.623621 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate | 4.663302 | 9.648320 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 4.663302 | 9.648320 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate | 4.669321 | 9.766553 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 4.663302 | 9.648320 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.899227 | 9.447229 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.899227 | 9.447229 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.899227 | 9.447229 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou silicate phosphate_star | 5.899518 | 9.453076 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal oxygen silicate phosphate | 5.946829 | 9.595335 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp aou silicate phosphate | 5.927836 | 9.504712 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp aou silicate phosphate_star | 5.899333 | 9.450149 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp oxygen silicate phosphate | 5.914796 | 9.480740 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp oxygen silicate phosphate_star | 5.914796 | 9.480740 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp silicate phosphate phosphate_star | 5.914796 | 9.480740 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate | 4.632333 | 10.531560 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 4.632333 | 10.531560 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 4.632333 | 10.531560 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate_star | 4.681510 | 10.581028 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal oxygen silicate phosphate | 4.810498 | 10.757327 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp aou silicate phosphate | 4.728380 | 10.656217 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp aou silicate phosphate_star | 4.660985 | 10.560318 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate | 4.706414 | 10.621209 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate_star | 4.706414 | 10.621209 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp silicate phosphate phosphate_star | 4.706414 | 10.621209 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate | 6.223192 | 9.742593 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 6.223192 | 9.742593 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 6.223192 | 9.742593 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou silicate phosphate_star | 6.388273 | 9.973388 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate | 6.304041 | 9.973530 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate phosphate_star | 6.304041 | 9.973530 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate_star | 6.304041 | 9.973530 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate | 6.228784 | 9.873586 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 6.228784 | 9.873586 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 6.228784 | 9.873586 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate | 4.139789 | 10.362981 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 4.139789 | 10.362981 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 4.139789 | 10.362981 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate | 4.204528 | 10.508569 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate phosphate_star | 4.204528 | 10.508569 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate_star | 4.204528 | 10.508569 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate | 4.035564 | 10.264347 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 4.035564 | 10.264347 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou phosphate phosphate_star | 4.204528 | 10.508569 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 4.035564 | 10.264347 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou oxygen phosphate | 6.850980 | 10.312578 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou oxygen phosphate_star | 6.850980 | 10.312578 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou phosphate phosphate_star | 6.850980 | 10.312578 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou phosphate_star | 6.859918 | 10.330397 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou silicate phosphate_star | 6.853668 | 10.294470 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp oxygen silicate phosphate | 6.854783 | 10.294982 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp oxygen silicate phosphate_star | 6.854783 | 10.294982 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp phosphate phosphate_star | 6.859420 | 10.331939 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp silicate phosphate phosphate_star | 6.854783 | 10.294982 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp silicate phosphate_star | 6.856052 | 10.303259 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou oxygen phosphate | 4.136313 | 10.987293 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou oxygen phosphate_star | 4.136313 | 10.987293 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou phosphate phosphate_star | 4.136313 | 10.987293 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou silicate phosphate_star | 4.165875 | 11.019543 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp oxygen silicate phosphate | 4.170688 | 11.025471 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp oxygen silicate phosphate_star | 4.170688 | 11.025471 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp silicate phosphate phosphate_star | 4.170688 | 11.025471 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou oxygen silicate phosphate | 4.136640 | 11.029666 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou oxygen silicate phosphate_star | 4.136640 | 11.029666 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou silicate phosphate phosphate_star | 4.136640 | 11.029666 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal aou oxygen silicate phosphate | 3.556240 | 7.039722 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 3.556240 | 7.039722 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal aou silicate phosphate phosphate_star | 3.556240 | 7.039722 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou oxygen phosphate | 3.553735 | 7.020686 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou oxygen phosphate_star | 3.553735 | 7.020686 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou phosphate phosphate_star | 3.553735 | 7.020686 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen phosphate_star | 3.556786 | 7.039936 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen silicate phosphate | 3.551970 | 7.034977 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen silicate phosphate_star | 3.551970 | 7.034977 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou silicate phosphate phosphate_star | 3.551970 | 7.034977 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal aou oxygen silicate phosphate | 2.832677 | 6.388917 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 2.832677 | 6.388917 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou oxygen phosphate | 2.765004 | 6.318739 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou oxygen phosphate_star | 2.765004 | 6.318739 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou phosphate | 2.765311 | 6.353311 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou phosphate phosphate_star | 2.765004 | 6.318739 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou silicate phosphate | 2.765305 | 6.337464 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp oxygen silicate phosphate | 2.766445 | 6.377068 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp oxygen silicate phosphate_star | 2.766445 | 6.377068 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp silicate phosphate phosphate_star | 2.766445 | 6.377068 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen phosphate | 2.978129 | 5.827349 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen phosphate phosphate_star | 2.978129 | 5.827349 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen phosphate_star | 2.978129 | 5.827349 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen silicate phosphate | 2.978066 | 5.819691 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 2.978066 | 5.819691 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou phosphate phosphate_star | 2.978129 | 5.827349 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 2.978066 | 5.819691 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou oxygen phosphate | 2.977472 | 5.825378 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou oxygen phosphate_star | 2.977472 | 5.825378 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou phosphate phosphate_star | 2.977472 | 5.825378 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen phosphate | 3.043573 | 6.021702 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen phosphate phosphate_star | 3.043573 | 6.021702 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen phosphate_star | 3.043573 | 6.021702 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.042183 | 6.020250 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.042183 | 6.020250 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou phosphate phosphate_star | 3.043573 | 6.021702 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.042183 | 6.020250 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou oxygen phosphate | 3.035108 | 6.012580 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou oxygen phosphate_star | 3.035108 | 6.012580 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou phosphate phosphate_star | 3.035108 | 6.012580 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate | 3.744551 | 9.803956 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 3.744551 | 9.803956 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate | 3.657198 | 9.695472 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate_star | 3.657198 | 9.695472 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou phosphate phosphate_star | 3.657198 | 9.695472 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 3.672404 | 9.703953 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 3.656023 | 9.684738 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 3.651804 | 9.680332 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 3.651804 | 9.680332 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 3.651804 | 9.680332 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 1.636078 | 5.293275 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate_star | 1.636078 | 5.293275 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou phosphate phosphate_star | 1.636078 | 5.293275 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen phosphate | 1.656443 | 5.315581 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen phosphate phosphate_star | 1.656443 | 5.315581 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen phosphate_star | 1.656443 | 5.315581 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen silicate phosphate | 1.638686 | 5.249058 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen silicate phosphate_star | 1.638686 | 5.249058 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou phosphate phosphate_star | 1.656443 | 5.315581 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou silicate phosphate phosphate_star | 1.638686 | 5.249058 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26,26.5] | sal aou silicate phosphate phosphate_star | 3.396210 | 7.716128 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate | 3.324902 | 7.559168 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate_star | 3.324902 | 7.559168 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou phosphate phosphate_star | 3.324902 | 7.559168 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate | 3.351295 | 7.638639 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate_star | 3.339474 | 7.617979 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate | 3.338276 | 7.616469 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate_star | 3.338276 | 7.616469 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp silicate phosphate phosphate_star | 3.338276 | 7.616469 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp silicate phosphate_star | 3.406322 | 7.691938 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate | 2.223977 | 5.548879 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate_star | 2.223977 | 5.548879 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou phosphate phosphate_star | 2.223977 | 5.548879 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate_star | 2.217951 | 5.557425 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate | 2.217772 | 5.556048 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate_star | 2.217772 | 5.556048 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp silicate phosphate phosphate_star | 2.217772 | 5.556048 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | temp aou oxygen silicate phosphate | 2.224269 | 5.523454 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | temp aou oxygen silicate phosphate_star | 2.224269 | 5.523454 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | temp aou silicate phosphate phosphate_star | 2.224269 | 5.523454 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 3.182118 | 6.841713 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 3.182118 | 6.841713 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 3.182118 | 6.841713 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou phosphate_star | 3.182707 | 6.904531 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou silicate phosphate_star | 3.179873 | 6.901667 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen phosphate | 3.183072 | 6.905928 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen phosphate_star | 3.183072 | 6.905928 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate | 3.180116 | 6.902902 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 3.180116 | 6.902902 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 3.180116 | 6.902902 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate | 2.008159 | 5.196393 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate_star | 2.007284 | 5.187158 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate | 2.007469 | 5.187585 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 2.007469 | 5.187585 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 2.007469 | 5.187585 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate | 2.018624 | 5.203656 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate_star | 2.018624 | 5.203656 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp aou silicate phosphate phosphate_star | 2.018624 | 5.203656 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp aou silicate phosphate_star | 2.019581 | 5.205563 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp silicate phosphate phosphate_star | 2.020099 | 5.206386 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate | 3.532307 | 7.573128 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate_star | 3.532307 | 7.573128 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou phosphate phosphate_star | 3.532307 | 7.573128 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou phosphate_star | 3.552415 | 7.619456 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate | 3.547511 | 7.608707 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate_star | 3.533428 | 7.586847 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp oxygen phosphate_star | 3.553206 | 7.621865 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate | 3.534749 | 7.589963 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate_star | 3.534749 | 7.589963 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp silicate phosphate phosphate_star | 3.534749 | 7.589963 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate | 2.288789 | 5.836300 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate_star | 2.279482 | 5.812910 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate | 2.282287 | 5.817036 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate_star | 2.282287 | 5.817036 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp silicate phosphate phosphate_star | 2.282287 | 5.817036 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate | 2.275084 | 5.830699 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate_star | 2.275084 | 5.830699 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp aou silicate phosphate phosphate_star | 2.275084 | 5.830699 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp aou silicate phosphate_star | 2.280238 | 5.843065 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp oxygen silicate phosphate_star | 2.283626 | 5.847611 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen phosphate | 4.347880 | 8.576360 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen phosphate phosphate_star | 4.347880 | 8.576360 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate | 4.346688 | 8.571115 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.346688 | 8.571115 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou phosphate phosphate_star | 4.347880 | 8.576360 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.346688 | 8.571115 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou oxygen phosphate | 4.347066 | 8.544013 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou oxygen phosphate_star | 4.347066 | 8.544013 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou phosphate phosphate_star | 4.347066 | 8.544013 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate | 4.345914 | 8.573755 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate | 2.098438 | 6.445126 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate_star | 2.098438 | 6.445126 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal aou silicate phosphate | 2.099839 | 6.448439 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal aou silicate phosphate phosphate_star | 2.098438 | 6.445126 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal oxygen silicate phosphate | 2.125156 | 6.499404 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate | 2.098393 | 6.444307 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 2.102455 | 6.454643 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 2.099536 | 6.451519 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 2.099536 | 6.451519 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 2.099536 | 6.451519 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate | 3.843903 | 7.916809 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate_star | 3.843903 | 7.916809 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp aou phosphate phosphate_star | 3.843903 | 7.916809 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen phosphate | 3.853919 | 7.931080 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen phosphate phosphate_star | 3.853919 | 7.931080 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen phosphate_star | 3.853919 | 7.931080 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen silicate phosphate | 3.793838 | 7.854035 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen silicate phosphate_star | 3.793838 | 7.854035 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou phosphate phosphate_star | 3.853919 | 7.931080 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou silicate phosphate phosphate_star | 3.793838 | 7.854035 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate | 1.959292 | 6.050303 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 1.959292 | 6.050303 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 1.959292 | 6.050303 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate | 1.964144 | 6.117866 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate | 1.957986 | 6.159506 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 1.957986 | 6.159506 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 1.957986 | 6.159506 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou oxygen silicate phosphate | 2.068078 | 5.861916 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou oxygen silicate phosphate_star | 2.068078 | 5.861916 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou silicate phosphate phosphate_star | 2.068078 | 5.861916 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp aou oxygen phosphate | 3.452646 | 7.271377 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp aou oxygen phosphate_star | 3.452646 | 7.271377 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp aou phosphate phosphate_star | 3.452646 | 7.271377 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen phosphate | 3.496252 | 7.323929 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen phosphate phosphate_star | 3.496252 | 7.323929 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen phosphate_star | 3.496252 | 7.323929 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen silicate phosphate | 3.493200 | 7.307424 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen silicate phosphate_star | 3.493200 | 7.307424 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou phosphate phosphate_star | 3.496252 | 7.323929 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou silicate phosphate phosphate_star | 3.493200 | 7.307424 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 1.950626 | 5.400905 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 1.950626 | 5.400905 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 1.950626 | 5.400905 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 1.934826 | 5.399097 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 1.922802 | 5.411717 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 1.924091 | 5.412047 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 1.924091 | 5.412047 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 1.924091 | 5.412047 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate_star | 1.947156 | 5.436199 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | temp aou oxygen silicate phosphate | 2.097806 | 5.591006 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate | 3.230732 | 7.000582 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 3.230732 | 7.000582 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 3.230732 | 7.000582 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou oxygen phosphate | 3.200754 | 6.996730 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou oxygen phosphate_star | 3.200754 | 6.996730 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou phosphate phosphate_star | 3.200754 | 6.996730 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate | 3.196136 | 6.998994 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate | 3.223370 | 6.997195 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 3.223370 | 6.997195 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 3.223370 | 6.997195 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate | 1.880468 | 5.111199 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 1.880468 | 5.111199 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 1.880468 | 5.111199 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate | 1.863358 | 5.059495 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 1.858061 | 5.047118 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 1.858768 | 5.047451 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 1.858768 | 5.047451 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 1.858768 | 5.047451 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate_star | 1.906632 | 5.100126 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 1.892754 | 5.116124 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate | 2.744709 | 6.075895 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 2.744709 | 6.075895 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate_star | 2.744709 | 6.075895 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | aou silicate phosphate phosphate_star | 2.744709 | 6.075895 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 2.741187 | 6.071777 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 2.741187 | 6.071777 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 2.741187 | 6.071777 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate | 2.725281 | 6.056026 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 2.725281 | 6.056026 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 2.725281 | 6.056026 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou oxygen phosphate | 1.780179 | 4.498783 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou oxygen phosphate_star | 1.780179 | 4.498783 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou phosphate phosphate_star | 1.780179 | 4.498783 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 1.756707 | 4.478552 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 1.759359 | 4.498556 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate | 1.759335 | 4.503524 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 1.759335 | 4.503524 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate | 1.774654 | 4.499935 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 1.774654 | 4.499935 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 1.774654 | 4.499935 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate | 2.688112 | 6.402918 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate_star | 2.688112 | 6.402918 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 2.688112 | 6.402918 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen phosphate | 2.688113 | 6.403834 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen phosphate phosphate_star | 2.688113 | 6.403834 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen phosphate_star | 2.688113 | 6.403834 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate | 2.672378 | 6.379432 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 2.672378 | 6.379432 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou phosphate phosphate_star | 2.688113 | 6.403834 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 2.672378 | 6.379432 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.95,28.05] | aou oxygen silicate phosphate | 1.988935 | 4.667426 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | aou oxygen silicate phosphate phosphate_star | 1.988935 | 4.667426 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | aou oxygen silicate phosphate_star | 1.988935 | 4.667426 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | aou silicate phosphate phosphate_star | 1.988935 | 4.667426 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate | 1.983476 | 4.648500 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 1.983476 | 4.648500 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 1.983476 | 4.648500 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate | 1.988760 | 4.661139 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 1.988760 | 4.661139 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 1.988760 | 4.661139 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate | 2.827250 | 6.276891 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 2.827250 | 6.276891 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 2.827250 | 6.276891 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate | 2.836491 | 6.287439 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate phosphate_star | 2.836491 | 6.287439 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate_star | 2.836491 | 6.287439 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate | 2.836442 | 6.263708 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 2.836442 | 6.263708 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou phosphate phosphate_star | 2.836491 | 6.287439 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 2.836442 | 6.263708 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate | 1.949882 | 4.794496 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 1.949882 | 4.794496 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 1.949882 | 4.794496 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate | 1.961372 | 4.788623 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 1.961372 | 4.788623 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 1.961372 | 4.788623 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate_star | 1.984161 | 4.820652 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate | 1.980566 | 4.817008 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 1.980566 | 4.817008 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 1.980566 | 4.817008 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (28.1, Inf] | aou oxygen silicate phosphate | 3.418894 | 6.934024 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.418894 | 6.934024 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.418894 | 6.934024 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.418894 | 6.934024 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.299091 | 6.764714 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.299091 | 6.764714 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.299091 | 6.764714 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate | 3.338198 | 6.733581 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 3.338198 | 6.733581 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 3.338198 | 6.733581 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (28.1, Inf] | aou oxygen silicate phosphate | 2.214843 | 5.633737 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 2.214843 | 5.633737 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | aou oxygen silicate phosphate_star | 2.214843 | 5.633737 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | aou silicate phosphate phosphate_star | 2.214843 | 5.633737 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal aou oxygen silicate phosphate | 2.202707 | 5.501798 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 2.202707 | 5.501798 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 2.202707 | 5.501798 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate phosphate | 2.053727 | 5.391925 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 2.053727 | 5.391925 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 2.053727 | 5.391925 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate | 6.445949 | 19.365569 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.445949 | 19.365569 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.445949 | 19.365569 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate | 6.852049 | 20.158140 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou phosphate phosphate_star | 6.852049 | 20.158140 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 6.557501 | 19.529504 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 6.595167 | 19.588631 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 6.615566 | 19.622460 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 6.615566 | 19.622460 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 6.615566 | 19.622460 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate | 5.426980 | 11.872929 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 5.426980 | 11.872929 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 5.426980 | 11.872929 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 5.811235 | 12.663284 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou phosphate phosphate_star | 5.811235 | 12.663284 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate | 5.653795 | 12.211296 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate_star | 5.718549 | 12.313717 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate | 5.761676 | 12.377242 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 5.761676 | 12.377242 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 5.761676 | 12.377242 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate | 4.439984 | 13.707039 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.439984 | 13.707039 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.439984 | 13.707039 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate | 4.450192 | 13.700688 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate_star | 4.478163 | 13.738397 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate | 4.481983 | 13.744617 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate_star | 4.481983 | 13.744617 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp silicate phosphate phosphate_star | 4.481983 | 13.744617 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp silicate phosphate_star | 4.645109 | 14.132051 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | temp aou oxygen silicate phosphate_star | 4.776337 | 14.143951 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate | 3.775768 | 8.215752 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate_star | 3.775768 | 8.215752 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal aou silicate phosphate phosphate_star | 3.775768 | 8.215752 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate | 3.859113 | 8.309304 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate_star | 3.904734 | 8.382897 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate | 3.906090 | 8.388074 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate_star | 3.906090 | 8.388074 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp silicate phosphate phosphate_star | 3.906090 | 8.388074 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp silicate phosphate_star | 3.912294 | 8.557403 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | temp aou silicate phosphate phosphate_star | 4.052136 | 8.828473 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen phosphate | 5.117495 | 12.122515 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.117495 | 12.122515 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.043676 | 11.973795 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.043676 | 11.973795 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou phosphate phosphate_star | 5.117495 | 12.122515 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.043676 | 11.973795 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 5.113325 | 12.116684 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 5.113325 | 12.116684 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 5.113325 | 12.116684 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou silicate phosphate | 5.109846 | 12.080516 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26.5,26.75] | aou oxygen silicate phosphate | 4.278165 | 9.407577 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | aou oxygen silicate phosphate phosphate_star | 4.278165 | 9.407577 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | aou oxygen silicate phosphate_star | 4.278165 | 9.407577 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate | 4.236239 | 9.279915 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 4.236239 | 9.279915 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 4.236239 | 9.279915 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate | 4.282661 | 9.392508 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate | 4.270636 | 9.348430 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate_star | 4.270636 | 9.348430 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | temp aou silicate phosphate phosphate_star | 4.270636 | 9.348430 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26.75,27] | aou oxygen silicate phosphate_star | 4.865666 | 13.552390 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate | 4.862830 | 13.546786 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate_star | 4.862830 | 13.546786 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou silicate phosphate phosphate_star | 4.862830 | 13.546786 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate | 4.872941 | 13.546584 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate_star | 4.872941 | 13.546584 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp aou phosphate phosphate_star | 4.872941 | 13.546584 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | temp aou oxygen silicate phosphate | 4.854270 | 13.532988 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | temp aou oxygen silicate phosphate_star | 4.854270 | 13.532988 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | temp aou silicate phosphate phosphate_star | 4.854270 | 13.532988 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26.75,27] | sal temp aou oxygen phosphate | 4.236177 | 9.109118 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp aou oxygen phosphate_star | 4.236177 | 9.109118 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp aou phosphate phosphate_star | 4.236177 | 9.109118 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen phosphate | 4.238919 | 9.113473 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen phosphate phosphate_star | 4.238919 | 9.113473 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen phosphate_star | 4.238919 | 9.113473 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate | 4.233371 | 9.087641 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate_star | 4.233371 | 9.087641 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou phosphate phosphate_star | 4.238919 | 9.113473 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou silicate phosphate phosphate_star | 4.233371 | 9.087641 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate | 4.405959 | 10.943074 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.405959 | 10.943074 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou silicate phosphate | 4.418202 | 10.969440 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.405959 | 10.943074 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp aou oxygen phosphate_star | 4.486097 | 11.130320 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate | 4.410989 | 10.952278 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate_star | 4.429622 | 10.985720 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate | 4.427255 | 10.981886 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.427255 | 10.981886 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.427255 | 10.981886 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate | 4.049677 | 8.455636 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.049677 | 8.455636 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou silicate phosphate | 4.076428 | 8.494630 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.049677 | 8.455636 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate | 4.064430 | 8.475420 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 4.097788 | 8.527410 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 4.092993 | 8.520248 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.092993 | 8.520248 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.092993 | 8.520248 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | temp aou oxygen silicate phosphate_star | 3.972956 | 8.562210 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate | 3.720297 | 8.734364 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 3.720297 | 8.734364 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou silicate phosphate | 3.795324 | 8.994370 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 3.720297 | 8.734364 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate | 3.723661 | 8.735645 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate_star | 3.728822 | 8.741542 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate | 3.728094 | 8.740816 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 3.728094 | 8.740816 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 3.728094 | 8.740816 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp silicate phosphate_star | 3.831739 | 8.844471 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate | 3.206815 | 6.927112 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 3.206815 | 6.927112 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate | 3.253773 | 7.049097 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 3.206815 | 6.927112 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate | 3.210920 | 6.934581 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate_star | 3.217957 | 6.946778 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate | 3.216849 | 6.944943 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 3.216849 | 6.944943 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 3.216849 | 6.944943 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate_star | 3.341818 | 7.173558 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate | 3.488578 | 8.288249 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 3.488578 | 8.288249 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 3.488578 | 8.288249 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou phosphate phosphate_star | 3.658181 | 8.484732 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate | 3.462875 | 8.251311 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate_star | 3.436345 | 8.222625 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate | 3.438657 | 8.224912 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 3.438657 | 8.224912 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 3.438657 | 8.224912 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate_star | 3.477630 | 8.298823 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 2.975270 | 6.463848 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 2.975270 | 6.463848 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate | 3.087510 | 6.683049 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 2.975270 | 6.463848 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 2.975874 | 6.438748 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 2.977244 | 6.413589 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 2.977022 | 6.415679 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 2.977022 | 6.415679 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 2.977022 | 6.415679 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate_star | 3.047961 | 6.525591 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou oxygen phosphate | 3.137881 | 7.383738 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou oxygen phosphate_star | 3.137881 | 7.383738 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou phosphate phosphate_star | 3.137881 | 7.383738 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate_star | 3.126142 | 7.376494 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate | 3.124445 | 7.375693 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 3.124445 | 7.375693 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 3.124445 | 7.375693 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate | 3.098992 | 7.340838 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 3.098992 | 7.340838 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 3.098992 | 7.340838 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate | 2.892259 | 6.039926 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 2.884482 | 6.010625 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 2.884611 | 6.009056 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 2.884611 | 6.009056 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 2.884611 | 6.009056 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate_star | 2.885593 | 6.046398 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | temp aou oxygen silicate phosphate | 2.926259 | 6.025251 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 2.926259 | 6.025251 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 2.926259 | 6.025251 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | temp oxygen silicate phosphate | 2.938203 | 6.070231 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate | 3.002213 | 7.753485 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 3.002213 | 7.753485 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate_star | 3.002213 | 7.753485 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | aou silicate phosphate phosphate_star | 3.002213 | 7.753485 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 2.997956 | 7.748958 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 2.997956 | 7.748958 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 2.997956 | 7.748958 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate | 3.001977 | 7.745821 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 3.001977 | 7.745821 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 3.001977 | 7.745821 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 2.903592 | 5.901548 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 2.898283 | 5.895429 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 2.890814 | 5.890864 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate | 2.891110 | 5.891309 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 2.891110 | 5.891309 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 2.891110 | 5.891309 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate_star | 2.896940 | 5.900461 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate | 2.897353 | 5.899330 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 2.897353 | 5.899330 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 2.897353 | 5.899330 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.840215 | 7.288029 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 2.840215 | 7.288029 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.840215 | 7.288029 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate | 2.869770 | 7.305191 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate_star | 2.869770 | 7.305191 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 2.869770 | 7.305191 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen phosphate_star | 2.870791 | 7.334183 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate | 2.853199 | 7.315091 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 2.853199 | 7.315091 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 2.853199 | 7.315091 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate | 3.102756 | 5.942972 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 3.102756 | 5.942972 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.102756 | 5.942972 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp aou silicate phosphate | 3.101202 | 5.962339 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp aou silicate phosphate_star | 3.102829 | 6.001601 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate | 3.102275 | 5.999788 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate_star | 3.102275 | 5.999788 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp silicate phosphate phosphate_star | 3.102275 | 5.999788 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate | 3.151900 | 6.005099 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 3.151900 | 6.005099 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.751273 | 7.070092 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.751273 | 7.070092 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal aou silicate phosphate | 2.756823 | 7.078147 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.751273 | 7.070092 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 2.768202 | 7.120992 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou silicate phosphate | 2.755562 | 7.073025 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou silicate phosphate_star | 2.779849 | 7.105688 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp oxygen silicate phosphate | 2.775275 | 7.099100 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp oxygen silicate phosphate_star | 2.775275 | 7.099100 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp silicate phosphate phosphate_star | 2.775275 | 7.099100 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou oxygen phosphate | 2.833261 | 5.613803 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.833106 | 5.584379 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.833106 | 5.584379 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou phosphate phosphate_star | 2.833261 | 5.613803 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou silicate phosphate | 2.856070 | 5.612894 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.833106 | 5.584379 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate | 2.828547 | 5.596749 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 2.828547 | 5.596749 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 2.828547 | 5.596749 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou silicate phosphate | 2.854093 | 5.609655 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (28.1, Inf] | sal aou oxygen silicate phosphate | 2.523687 | 6.588027 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 2.523687 | 6.588027 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 2.523687 | 6.588027 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou oxygen phosphate | 2.510505 | 6.498978 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou oxygen phosphate_star | 2.510505 | 6.498978 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou phosphate phosphate_star | 2.510505 | 6.498978 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou silicate phosphate | 2.571065 | 6.574342 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate | 2.562957 | 6.558377 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 2.562957 | 6.558377 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 2.562957 | 6.558377 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen phosphate | 2.650880 | 5.175110 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen phosphate phosphate_star | 2.650880 | 5.175110 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen phosphate_star | 2.650880 | 5.175110 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen silicate phosphate | 2.650111 | 5.173798 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 2.650111 | 5.173798 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou phosphate phosphate_star | 2.650880 | 5.175110 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 2.650111 | 5.173798 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou oxygen phosphate | 2.649291 | 5.159796 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou oxygen phosphate_star | 2.649291 | 5.159796 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou phosphate phosphate_star | 2.649291 | 5.159796 | 2000-2012 –> 2013-2019 |
2.4 Correlations RMSE between eras
2.4.1 All models
max_rmse <-
max(c(lm_all_stats_eras$rmse,
lm_all_stats_eras$rmse_sum - lm_all_stats_eras$rmse))
lm_all_stats_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 |
|---|---|---|
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| ba112d3 | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 7c25f7a | jens-daniel-mueller | 2020-12-02 |
| b03ddb8 | jens-daniel-mueller | 2020-12-02 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
rm(max_rmse)2.4.2 Best models
max_rmse <-
max(c(lm_best$rmse,
lm_best$rmse_sum - lm_best$rmse))
lm_best %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0,max_rmse),
ylim = c(0,max_rmse)) +
facet_grid(eras ~ basin)
| Version | Author | Date |
|---|---|---|
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| ba112d3 | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 7c25f7a | jens-daniel-mueller | 2020-12-02 |
| b03ddb8 | jens-daniel-mueller | 2020-12-02 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
rm(max_rmse)# this code tests the rmse output of the ols_step_all_possible() function used
lm_1 <- GLODAP %>%
filter(basin == "Atlantic",
gamma_slab == "(-Inf,26]",
era == "new_era") %>%
lm(cstar ~ sal + tem + aou + oxygen + phosphate_star, data = .)
lm_2 <- GLODAP %>%
filter(basin == "Atlantic",
gamma_slab == "(-Inf,26]",
era == "new_era") %>%
lm(cstar ~ sal + tem + aou + oxygen + phosphate, data = .)
lm_1
lm_2
sqrt(mean(lm_1$residuals^2))
sqrt(mean(lm_2$residuals^2))3 Fitting best models
After selecting 10 linear regression models with lowest summed RMSE across all eras, models are fitted again and model coefficients are saved to file.
# format model formula
lm_best <- lm_best %>%
mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
lm_coeff = paste("cstar ~", lm_coeff))
# create table with two era belonging to one eras
eras_forward <- lm_all_stats %>%
arrange(era) %>%
group_by(basin, gamma_slab, predictors) %>%
mutate(eras = paste(era, lead(era), sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_backward <- lm_all_stats %>%
arrange(era) %>%
group_by(basin, gamma_slab, predictors) %>%
mutate(eras = paste(lag(era), era, sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_era <- full_join(eras_backward, eras_forward) %>%
filter(str_detect(eras, "NA") == FALSE)
# extend best model selection from eras to era
lm_best <- lm_best %>%
select(-era)
lm_best <- full_join(lm_best, eras_era)
rm(eras_era, eras_forward, eras_backward, lm_all_stats, lm_all_stats_eras)# select required columns
lm_best <- lm_best %>%
select(basin, gamma_slab, era, eras, predictors, lm_coeff, rmse_sum)
# run similar loop as for rmse calculation
# to get model coefficients for 10 best models
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era)
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
lm_best_basin_era <- lm_best %>%
filter(basin == i_basin, era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
lm_best_basin_era_slab <- lm_best_basin_era %>%
filter(gamma_slab == i_gamma_slab)
for (i_eras in unique(lm_best_basin_era_slab$eras)) {
# i_eras <- unique(lm_best_basin_era_slab$eras)[1]
lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
filter(eras == i_eras)
for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
# i_predictors <- unique(lm_best_basin_era_slab_eras$predictors)[2]
print(i_predictors)
lm_best_single <- lm_best_basin_era_slab_eras %>%
filter(predictors == i_predictors) %>%
select(lm_coeff) %>%
pull()
i_rmse_sum <- lm_best_basin_era_slab_eras %>%
filter(predictors == i_predictors) %>%
select(rmse_sum) %>%
pull()
lm_best_single_formula <- as.formula(lm_best_single)
lm_fit_single <- lm(lm_best_single_formula,
data = GLODAP_basin_era_slab)
# plotting model diagnostics
if (params_local$plot_all_figures == "y") {
p_model <- ggnostic(
lm_fit_single,
columnsY = c("cstar", ".fitted", ".resid"),
title = paste("eras:", i_eras,
"| era:", i_era,
"| basin:", i_basin,
"| gamma slab:", i_gamma_slab,
"| predictors:", i_predictors)
)
ggsave(
plot = p_model,
path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
filename = paste(
"MLR_residuals",
i_eras,
i_era,
i_basin,
i_gamma_slab,
i_predictors,
"predictors.png",
sep = "_"
),
width = 14,
height = 8
)
rm(p_model)
}
# collect model coefficients in data frame
coefficients <- tidy(lm_fit_single)
coefficients <- coefficients %>%
mutate(
basin = i_basin,
era = i_era,
eras = i_eras,
gamma_slab = i_gamma_slab,
model = lm_best_single,
rmse = i_rmse_sum
)
if (exists("lm_all")) {
lm_all <- bind_rows(lm_all, coefficients)
}
if (!exists("lm_all")) {
lm_all <- coefficients
}
}
}
}
}
}
rm(lm_fit_single, coefficients, i_rmse_sum,
GLODAP_basin_era, GLODAP_basin_era_slab,
lm_best, lm_best_basin_era, lm_best_basin_era_slab, lm_best_basin_era_slab_eras,
lm_best_single, lm_best_single_formula,
i_basin, i_era, i_gamma_slab, i_predictors)3.1 Predictor counts
The number of models where a particular predictor was included were counted for each basin, density slab and compared eras
lm_all_stats <- lm_all %>%
filter(term != "(Intercept)") %>%
group_by(basin, eras, gamma_slab) %>%
count(term) %>%
ungroup() %>%
pivot_wider(values_from = n, names_from = term)
lm_all_stats %>%
gt(rowname_col = "gamma_slab",
groupname_col = c("basin", "eras")) %>%
summary_rows(
groups = TRUE,
fns = list(total = "sum")
)| aou | oxygen | phosphate | phosphate_star | sal | silicate | temp | |
|---|---|---|---|---|---|---|---|
| Atlantic - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 14 | 12 | 12 | 12 | 20 | 16 | 14 |
| (26,26.5] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (26.5,26.75] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (26.75,27] | 12 | 8 | 12 | 14 | 20 | 10 | 20 |
| (27,27.25] | 10 | 10 | 12 | 14 | 8 | 20 | 20 |
| (27.25,27.5] | 10 | 10 | 10 | 16 | 20 | 8 | 20 |
| (27.5,27.75] | 14 | 12 | 12 | 12 | 16 | 20 | 14 |
| (27.75,27.85] | 12 | 10 | 14 | 10 | 20 | 20 | 10 |
| (27.85,27.95] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.95,28.05] | 12 | 10 | 12 | 12 | 20 | 20 | 10 |
| (28.05,28.1] | 20 | 14 | 12 | 14 | 8 | 8 | 20 |
| (28.1,28.15] | 10 | 8 | 10 | 16 | 20 | 10 | 20 |
| (28.15,28.2] | 20 | 14 | 12 | 14 | 12 | 12 | 14 |
| (28.2, Inf] | 20 | 14 | 14 | 14 | 20 | 6 | 6 |
| total | 206.00 | 158.00 | 172.00 | 188.00 | 216.00 | 182.00 | 220.00 |
| Atlantic - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 14 | 12 | 12 | 12 | 20 | 16 | 14 |
| (26,26.5] | 20 | 14 | 14 | 14 | 20 | 6 | 6 |
| (26.5,26.75] | 14 | 12 | 12 | 12 | 20 | 14 | 16 |
| (26.75,27] | 12 | 10 | 10 | 14 | 10 | 20 | 20 |
| (27,27.25] | 12 | 10 | 10 | 14 | 10 | 20 | 20 |
| (27.25,27.5] | 14 | 10 | 12 | 14 | 20 | 16 | 14 |
| (27.5,27.75] | 14 | 10 | 14 | 12 | 16 | 20 | 14 |
| (27.75,27.85] | 14 | 12 | 12 | 14 | 14 | 20 | 14 |
| (27.85,27.95] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.95,28.05] | 12 | 10 | 12 | 12 | 20 | 20 | 10 |
| (28.05,28.1] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (28.1,28.15] | 14 | 12 | 12 | 14 | 14 | 14 | 20 |
| (28.15,28.2] | 14 | 12 | 14 | 10 | 20 | 12 | 16 |
| (28.2, Inf] | 20 | 14 | 14 | 14 | 20 | 6 | 6 |
| total | 206.00 | 160.00 | 174.00 | 182.00 | 230.00 | 210.00 | 202.00 |
| Indian - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 14 | 10 | 14 | 12 | 20 | 14 | 16 |
| (26,26.5] | 12 | 8 | 12 | 14 | 20 | 14 | 18 |
| (26.5,26.75] | 10 | 12 | 10 | 14 | 20 | 8 | 20 |
| (26.75,27] | 12 | 10 | 10 | 14 | 20 | 10 | 20 |
| (27,27.25] | 20 | 12 | 16 | 12 | 20 | 8 | 8 |
| (27.25,27.5] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (27.5,27.75] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (27.75,27.85] | 20 | 12 | 14 | 12 | 14 | 14 | 14 |
| (27.85,27.95] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| (27.95,28.05] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (28.05,28.1] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (28.1, Inf] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| total | 208.00 | 148.00 | 160.00 | 162.00 | 150.00 | 132.00 | 188.00 |
| Indian - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (26,26.5] | 14 | 12 | 12 | 14 | 14 | 14 | 20 |
| (26.5,26.75] | 12 | 8 | 12 | 14 | 10 | 20 | 20 |
| (26.75,27] | 12 | 10 | 10 | 14 | 10 | 20 | 20 |
| (27,27.25] | 12 | 10 | 14 | 10 | 20 | 20 | 10 |
| (27.25,27.5] | 14 | 12 | 14 | 12 | 14 | 20 | 14 |
| (27.5,27.75] | 12 | 10 | 12 | 12 | 18 | 20 | 14 |
| (27.75,27.85] | 12 | 8 | 12 | 14 | 18 | 20 | 14 |
| (27.85,27.95] | 16 | 12 | 12 | 12 | 14 | 14 | 20 |
| (27.95,28.05] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| (28.05,28.1] | 20 | 14 | 12 | 14 | 12 | 12 | 14 |
| (28.1, Inf] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| total | 184.00 | 138.00 | 152.00 | 158.00 | 148.00 | 206.00 | 178.00 |
| Pacific - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 14 | 10 | 14 | 12 | 20 | 16 | 14 |
| (26,26.5] | 12 | 10 | 10 | 14 | 18 | 20 | 14 |
| (26.5,26.75] | 20 | 12 | 16 | 12 | 20 | 8 | 8 |
| (26.75,27] | 20 | 14 | 12 | 14 | 12 | 14 | 12 |
| (27,27.25] | 14 | 10 | 12 | 12 | 20 | 18 | 12 |
| (27.25,27.5] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.5,27.75] | 12 | 8 | 12 | 14 | 20 | 18 | 14 |
| (27.75,27.85] | 14 | 12 | 12 | 14 | 14 | 14 | 20 |
| (27.85,27.95] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| (27.95,28.05] | 20 | 14 | 12 | 14 | 12 | 12 | 14 |
| (28.05,28.1] | 14 | 8 | 14 | 12 | 20 | 18 | 12 |
| (28.1, Inf] | 20 | 12 | 14 | 12 | 14 | 14 | 14 |
| total | 192.00 | 132.00 | 154.00 | 156.00 | 196.00 | 192.00 | 152.00 |
| Pacific - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 14 | 10 | 14 | 12 | 20 | 16 | 14 |
| (26,26.5] | 12 | 8 | 12 | 14 | 18 | 20 | 14 |
| (26.5,26.75] | 20 | 14 | 14 | 12 | 8 | 20 | 8 |
| (26.75,27] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (27,27.25] | 14 | 10 | 12 | 12 | 18 | 20 | 12 |
| (27.25,27.5] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.5,27.75] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.75,27.85] | 10 | 10 | 12 | 12 | 12 | 20 | 20 |
| (27.85,27.95] | 12 | 10 | 10 | 14 | 14 | 20 | 18 |
| (27.95,28.05] | 14 | 12 | 12 | 12 | 16 | 20 | 14 |
| (28.05,28.1] | 20 | 10 | 16 | 10 | 20 | 10 | 8 |
| (28.1, Inf] | 20 | 14 | 14 | 14 | 20 | 6 | 6 |
| total | 180.00 | 128.00 | 154.00 | 150.00 | 192.00 | 198.00 | 158.00 |
3.2 Prepare coeffcients
Coefficients are prepared for the mapping of cstar and cant.
# select relevant columns
lm_all <- lm_all %>%
select(basin, gamma_slab, era, eras, model, term, estimate)
# set coefficient to zero if not fitted (=NA)
lm_all <- lm_all %>%
mutate(estimate = if_else(is.na(estimate), 0, estimate))
# Prepare model coefficients for mapping of cstar
lm_all_cstar <- lm_all %>%
pivot_wider(values_from = estimate,
names_from = term,
names_prefix = "coeff_",
values_fill = 0)
# Prepare model coefficients differences for mapping of cant
# this requires to subtract coefficients of adjacent era
lm_all_long <- lm_all %>%
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))
lm_all_cant <- lm_all_long %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)3.3 Write files
lm_all_cstar %>% write_csv(paste(path_version_data,
"lm_all_cstar.csv",
sep = ""))
lm_all_cant %>% write_csv(paste(path_version_data,
"lm_all_cant.csv",
sep = ""))
sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.1
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] gt_0.2.2 corrr_0.4.3 broom_0.7.2 kableExtra_1.3.1
[5] knitr_1.30 olsrr_0.5.3.9000 GGally_2.0.0 lubridate_1.7.9
[9] metR_0.9.0 scico_1.2.0 patchwork_1.1.0 collapse_1.4.2
[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_3.3.2
[21] tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 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_0.4.9 readxl_1.3.1 rstudioapi_0.13
[37] farver_2.0.3 generics_0.0.2 jsonlite_1.7.1
[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_0.10.1.2.0
[67] data.table_1.13.2 modelr_0.1.8 vctrs_0.3.5
[70] httpuv_1.5.4 cellranger_1.1.0 gtable_0.3.0
[73] reshape_0.8.8 assertthat_0.2.1 xfun_0.18
[76] openxlsx_4.2.3 RcppEigen_0.3.3.7.0 later_1.1.0.1
[79] viridisLite_0.3.0 ellipsis_0.3.1 here_0.1