eMLR - model fitting
Jens Daniel Müller
15 December, 2020
Last updated: 2020-12-15
Checks: 7 0
Knit directory: emlr_obs_v_XXX/
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| html | 4d612dd | jens-daniel-mueller | 2020-12-15 | Build site. |
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| Rmd | d7992c4 | jens-daniel-mueller | 2020-12-15 | eMLR target variable selection |
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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(params_local$MLR_target,
paste(params_local$MLR_predictors, collapse = " + "),
sep = " ~ "),
data = GLODAP_basin_era_slab)
# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)
# 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 | 6.955582 | 14.670194 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.955582 | 14.670194 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.955582 | 14.670194 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate | 7.014091 | 15.006359 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate_star | 7.014091 | 15.006359 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 7.074771 | 14.778714 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 7.059211 | 14.764447 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 7.106242 | 14.807881 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 7.106242 | 14.807881 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 7.106242 | 14.807881 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate | 3.570783 | 10.526365 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 3.570783 | 10.526365 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 3.570783 | 10.526365 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 3.268989 | 10.283080 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate_star | 3.268989 | 10.283080 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou phosphate phosphate_star | 3.268989 | 10.283080 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate | 3.558552 | 10.633323 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate_star | 3.565595 | 10.624806 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate | 3.550791 | 10.657033 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 3.550791 | 10.657033 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26,26.5] | sal aou oxygen phosphate | 7.276682 | 13.167899 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal aou oxygen phosphate phosphate_star | 7.276682 | 13.167899 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal aou oxygen phosphate_star | 7.276682 | 13.167899 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate | 7.268008 | 13.129641 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate_star | 7.268008 | 13.129641 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal aou silicate phosphate phosphate_star | 7.268008 | 13.129641 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate | 7.151465 | 12.980595 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate_star | 7.151465 | 12.980595 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou phosphate phosphate_star | 7.151465 | 12.980595 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate_star | 7.290537 | 13.165321 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou oxygen phosphate_star | 3.153461 | 10.430143 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate | 3.150215 | 10.418223 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate_star | 3.150215 | 10.418223 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou phosphate phosphate_star | 3.153461 | 10.430143 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal aou silicate phosphate phosphate_star | 3.150215 | 10.418223 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou oxygen | 3.156738 | 10.308846 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate | 3.116691 | 10.268155 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate_star | 3.116691 | 10.268155 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou oxygen silicate | 3.154317 | 10.287723 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou phosphate phosphate_star | 3.116691 | 10.268155 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 5.693044 | 10.393252 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 5.693044 | 10.393252 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 5.693044 | 10.393252 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp oxygen phosphate | 5.715161 | 10.520403 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp oxygen phosphate phosphate_star | 5.715161 | 10.520403 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp oxygen phosphate_star | 5.715161 | 10.520403 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate | 5.704424 | 10.491981 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 5.704424 | 10.491981 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp phosphate phosphate_star | 5.715161 | 10.520403 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 5.704424 | 10.491981 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou oxygen phosphate | 3.549470 | 9.242513 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 3.549470 | 9.242513 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou phosphate | 3.624088 | 9.357065 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 3.549470 | 9.242513 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou phosphate_star | 3.615473 | 9.353313 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate | 3.623973 | 9.347587 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate_star | 3.615031 | 9.344585 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate | 3.652814 | 9.357238 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 3.652814 | 9.357238 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 3.652814 | 9.357238 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26.75,27] | sal aou oxygen phosphate_star | 4.688803 | 10.198700 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate | 4.666795 | 10.176317 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate_star | 4.666795 | 10.176317 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal aou phosphate phosphate_star | 4.688803 | 10.198700 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal aou silicate phosphate phosphate_star | 4.666795 | 10.176317 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate | 4.655240 | 10.165124 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate_star | 4.655240 | 10.165124 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou phosphate phosphate_star | 4.655240 | 10.165124 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate | 4.629010 | 10.178961 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate_star | 4.636592 | 10.183146 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou oxygen phosphate | 3.362258 | 8.017497 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou oxygen phosphate_star | 3.362258 | 8.017497 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou phosphate | 3.366074 | 8.026805 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou phosphate phosphate_star | 3.362258 | 8.017497 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou phosphate_star | 3.366250 | 8.031971 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate | 3.365998 | 7.995008 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate_star | 3.366187 | 8.002779 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate | 3.381224 | 8.001336 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate_star | 3.381224 | 8.001336 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp silicate phosphate phosphate_star | 3.381224 | 8.001336 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp aou oxygen phosphate | 5.011668 | 10.737191 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp aou oxygen phosphate_star | 5.011668 | 10.737191 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp aou oxygen silicate | 5.012742 | 10.726365 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp aou phosphate phosphate_star | 5.011668 | 10.737191 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp oxygen phosphate | 5.011672 | 10.745122 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp oxygen silicate | 5.012875 | 10.727837 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate | 5.011627 | 10.711988 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate_star | 5.011627 | 10.711988 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp phosphate phosphate_star | 5.011672 | 10.745122 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp silicate phosphate phosphate_star | 5.011627 | 10.711988 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou oxygen phosphate | 4.420516 | 9.432184 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou oxygen phosphate_star | 4.420516 | 9.432184 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou oxygen silicate | 4.422021 | 9.434763 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou phosphate phosphate_star | 4.420516 | 9.432184 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate | 4.363366 | 9.386270 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 4.364823 | 9.387672 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 4.362067 | 9.373694 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.362067 | 9.373694 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp phosphate phosphate_star | 4.427944 | 9.439616 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.362067 | 9.373694 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate | 4.120984 | 9.493413 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 4.120984 | 9.493413 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 4.120984 | 9.493413 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate | 4.196408 | 9.577500 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate_star | 4.196408 | 9.577500 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate | 4.200603 | 9.535272 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate_star | 4.176591 | 9.515354 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate | 4.246914 | 9.574166 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 4.246914 | 9.574166 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 4.246914 | 9.574166 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou oxygen phosphate | 3.962595 | 8.172331 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou oxygen phosphate phosphate_star | 3.962595 | 8.172331 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou oxygen phosphate_star | 3.962595 | 8.172331 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate | 3.951333 | 8.072318 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 3.951333 | 8.072318 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 3.951333 | 8.072318 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou oxygen phosphate | 3.949765 | 8.146173 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou oxygen phosphate_star | 3.949765 | 8.146173 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou phosphate phosphate_star | 3.949765 | 8.146173 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate_star | 3.983851 | 8.160442 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.285214 | 9.890661 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.285214 | 9.890661 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate | 4.604627 | 10.282967 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.285214 | 9.890661 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate_star | 4.439992 | 10.066268 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate | 4.395351 | 10.015721 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate_star | 4.352845 | 9.965192 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate | 4.449952 | 10.088512 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 4.449952 | 10.088512 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 4.449952 | 10.088512 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.119578 | 8.404792 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.119578 | 8.404792 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate | 4.122693 | 8.727320 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.119578 | 8.404792 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate_star | 4.125587 | 8.565579 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 4.122402 | 8.517753 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 4.112912 | 8.465757 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 4.139114 | 8.589066 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 4.139114 | 8.589066 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 4.139114 | 8.589066 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate | 3.965568 | 9.181826 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 3.965568 | 9.181826 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate | 3.966841 | 9.189856 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 3.965568 | 9.181826 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp aou oxygen silicate | 3.980371 | 9.178083 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate | 3.963827 | 9.175043 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate_star | 3.962791 | 9.172965 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate | 3.968531 | 9.187921 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 3.968531 | 9.187921 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 3.968531 | 9.187921 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate | 5.420503 | 9.386071 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 5.420503 | 9.386071 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 5.420503 | 9.386071 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal oxygen silicate phosphate | 5.452218 | 9.423590 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp aou oxygen silicate | 5.434370 | 9.414741 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate | 5.434916 | 9.398744 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 5.437406 | 9.400198 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 5.431846 | 9.400377 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 5.431846 | 9.400377 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 5.431846 | 9.400377 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.923809 | 8.367123 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.923809 | 8.367123 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp aou oxygen silicate | 3.825543 | 8.192573 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp aou silicate | 3.854016 | 8.260362 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate | 3.842645 | 8.248836 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate_star | 3.844447 | 8.250302 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate | 3.858466 | 8.276254 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate phosphate | 3.848987 | 8.266100 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 3.848987 | 8.266100 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 3.848987 | 8.266100 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.568572 | 8.492381 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.568572 | 8.492381 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp aou oxygen silicate | 4.553081 | 8.378623 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp aou silicate | 4.619969 | 8.473984 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 4.616346 | 8.458991 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 4.615263 | 8.459709 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate | 4.623185 | 8.481651 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate | 4.618423 | 8.467411 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 4.618423 | 8.467411 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 4.618423 | 8.467411 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate | 4.817216 | 8.876895 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 4.817216 | 8.876895 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 4.817216 | 8.876895 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal oxygen silicate phosphate | 4.817250 | 8.879058 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal oxygen silicate phosphate phosphate_star | 4.817250 | 8.879058 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal silicate phosphate phosphate_star | 4.817250 | 8.879058 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp aou oxygen silicate | 4.785457 | 8.832509 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp oxygen silicate phosphate | 4.816075 | 8.877207 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp oxygen silicate phosphate_star | 4.816075 | 8.877207 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp silicate phosphate phosphate_star | 4.816075 | 8.877207 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate | 4.511179 | 9.328395 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 4.511179 | 9.328395 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 4.511179 | 9.328395 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp aou oxygen silicate | 4.465419 | 9.250877 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate | 4.541270 | 9.357344 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp silicate phosphate phosphate_star | 4.541270 | 9.357344 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate | 4.506295 | 9.345239 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate | 4.384793 | 9.221045 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 4.384793 | 9.221045 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 4.384793 | 9.221045 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.05,28.1] | aou silicate phosphate phosphate_star | 4.846808 | 9.012064 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal aou oxygen silicate | 4.811469 | 8.940428 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal aou oxygen silicate phosphate | 4.809950 | 8.922127 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 4.809950 | 8.922127 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 4.809950 | 8.922127 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou oxygen silicate | 4.809152 | 8.935226 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate | 4.842949 | 8.998537 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate | 4.837825 | 8.970397 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 4.837825 | 8.970397 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 4.837825 | 8.970397 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate | 4.196570 | 9.006520 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 4.196570 | 9.006520 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp aou silicate phosphate | 4.081139 | 8.905504 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp aou silicate phosphate_star | 4.079188 | 8.904128 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp oxygen silicate phosphate | 4.097918 | 8.952928 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp oxygen silicate phosphate_star | 4.097918 | 8.952928 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp silicate phosphate phosphate_star | 4.097918 | 8.952928 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate | 4.137130 | 8.974956 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 4.137130 | 8.974956 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 4.137130 | 8.974956 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou oxygen phosphate | 5.520903 | 9.894548 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou oxygen phosphate_star | 5.520903 | 9.894548 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou oxygen silicate | 5.525613 | 9.903131 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou phosphate phosphate_star | 5.520903 | 9.894548 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | temp aou oxygen phosphate | 5.527822 | 9.908640 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | temp aou oxygen phosphate phosphate_star | 5.527822 | 9.908640 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | temp aou oxygen phosphate_star | 5.527822 | 9.908640 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | temp aou oxygen silicate phosphate | 5.514787 | 9.895599 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | temp aou oxygen silicate phosphate_star | 5.514787 | 9.895599 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | temp aou silicate phosphate phosphate_star | 5.514787 | 9.895599 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal aou oxygen silicate phosphate | 4.551601 | 10.065637 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal aou oxygen silicate phosphate_star | 4.551601 | 10.065637 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal aou silicate phosphate phosphate_star | 4.551601 | 10.065637 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou oxygen phosphate | 4.516065 | 10.036968 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou oxygen phosphate_star | 4.516065 | 10.036968 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou oxygen silicate | 4.525689 | 10.051302 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou phosphate phosphate_star | 4.516065 | 10.036968 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou silicate phosphate | 4.517857 | 10.044053 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou silicate phosphate_star | 4.524242 | 10.046497 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou oxygen silicate phosphate | 4.557169 | 10.071956 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou oxygen phosphate | 3.995731 | 8.519813 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou oxygen phosphate_star | 3.995731 | 8.519813 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou oxygen silicate | 4.000288 | 8.521465 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou phosphate phosphate_star | 3.995731 | 8.519813 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen phosphate | 3.997423 | 8.531942 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen phosphate phosphate_star | 3.997423 | 8.531942 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen phosphate_star | 3.997423 | 8.531942 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen silicate phosphate | 3.867390 | 8.391474 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen silicate phosphate_star | 3.867390 | 8.391474 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou silicate phosphate phosphate_star | 3.867390 | 8.391474 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou oxygen phosphate | 2.594435 | 6.590166 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou oxygen phosphate_star | 2.594435 | 6.590166 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou oxygen silicate | 2.567528 | 6.567817 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou phosphate phosphate_star | 2.594435 | 6.590166 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou silicate phosphate | 2.640441 | 6.724380 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou silicate phosphate_star | 2.642409 | 6.697667 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp oxygen silicate phosphate_star | 2.659958 | 6.793488 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | temp aou oxygen silicate phosphate | 2.855763 | 6.723153 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | temp aou oxygen silicate phosphate_star | 2.855763 | 6.723153 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | temp aou silicate phosphate phosphate_star | 2.855763 | 6.723153 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou oxygen phosphate | 3.082424 | 7.246676 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou oxygen phosphate_star | 3.082424 | 7.246676 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou oxygen silicate | 3.221258 | 7.479012 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou phosphate phosphate_star | 3.082424 | 7.246676 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou silicate phosphate_star | 3.088017 | 7.474320 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | temp aou oxygen phosphate_star | 3.284198 | 7.497082 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | temp aou oxygen silicate phosphate | 3.262297 | 7.474629 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | temp aou oxygen silicate phosphate_star | 3.262297 | 7.474629 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | temp aou phosphate phosphate_star | 3.284198 | 7.497082 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | temp aou silicate phosphate phosphate_star | 3.262297 | 7.474629 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou oxygen | 4.258778 | 7.516003 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou oxygen phosphate | 4.250735 | 7.333158 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou oxygen phosphate_star | 4.250735 | 7.333158 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou oxygen silicate | 4.257606 | 7.478864 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou phosphate | 4.313432 | 7.415845 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou phosphate phosphate_star | 4.250735 | 7.333158 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou phosphate_star | 4.318823 | 7.407868 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou silicate phosphate | 4.309424 | 7.411837 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou silicate phosphate_star | 4.317465 | 7.405482 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp oxygen silicate phosphate_star | 4.393116 | 7.540243 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate | 3.786856 | 10.122204 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 3.786856 | 10.122204 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate | 3.629681 | 9.964485 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate_star | 3.629681 | 9.964485 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou phosphate phosphate_star | 3.629681 | 9.964485 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 3.695776 | 10.041383 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 3.695781 | 10.035550 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 3.672261 | 10.024938 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 3.672261 | 10.024938 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 3.672261 | 10.024938 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou oxygen | 1.521068 | 5.166592 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 1.412801 | 5.042482 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate_star | 1.412801 | 5.042482 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou oxygen silicate | 1.439218 | 5.055722 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou phosphate phosphate_star | 1.412801 | 5.042482 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate | 1.687130 | 5.382905 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp oxygen silicate | 1.678101 | 5.350403 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate | 1.648092 | 5.320353 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 1.648092 | 5.320353 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 1.648092 | 5.320353 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate | 4.012777 | 8.869764 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.012777 | 8.869764 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate | 3.953074 | 8.768693 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate_star | 3.953074 | 8.768693 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou phosphate phosphate_star | 3.953074 | 8.768693 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate | 3.976139 | 8.799241 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate_star | 3.978858 | 8.806270 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate | 3.967239 | 8.780123 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate_star | 3.967239 | 8.780123 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp silicate phosphate phosphate_star | 3.967239 | 8.780123 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate | 1.960213 | 5.972989 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate_star | 1.960213 | 5.972989 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal aou silicate phosphate phosphate_star | 1.960213 | 5.972989 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou oxygen silicate | 1.947884 | 5.961799 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate | 1.947168 | 5.923307 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate_star | 1.947420 | 5.926278 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp oxygen silicate | 1.948448 | 5.990628 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate | 1.945665 | 5.912904 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate_star | 1.945665 | 5.912904 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp silicate phosphate phosphate_star | 1.945665 | 5.912904 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26.5,26.75] | sal aou oxygen silicate phosphate | 3.994125 | 8.172561 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 3.994125 | 8.172561 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 3.994125 | 8.172561 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 3.970954 | 8.192718 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 3.970954 | 8.192718 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou silicate phosphate | 3.974195 | 8.108619 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou silicate phosphate_star | 3.976067 | 8.115177 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate | 3.969824 | 8.093158 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 3.969824 | 8.093158 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 3.969824 | 8.093158 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate | 1.971543 | 5.965668 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 1.971543 | 5.965668 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 1.971543 | 5.965668 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp aou oxygen silicate | 2.011910 | 6.043632 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate | 1.962468 | 5.936663 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate_star | 1.963297 | 5.939364 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate | 2.012565 | 6.044559 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate | 1.961260 | 5.931084 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 1.961260 | 5.931084 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 1.961260 | 5.931084 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate | 3.839774 | 7.921646 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate_star | 3.839774 | 7.921646 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal aou silicate phosphate | 3.855533 | 7.951298 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal aou silicate phosphate phosphate_star | 3.839774 | 7.921646 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal aou silicate phosphate_star | 3.864047 | 7.946487 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate | 3.844762 | 7.914952 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate_star | 3.846607 | 7.928421 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate | 3.836537 | 7.896947 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate_star | 3.836537 | 7.896947 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp silicate phosphate phosphate_star | 3.836537 | 7.896947 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26.75,27] | sal aou oxygen silicate phosphate | 2.273567 | 6.113341 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal aou oxygen silicate phosphate_star | 2.273567 | 6.113341 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal aou silicate phosphate phosphate_star | 2.273567 | 6.113341 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp aou oxygen silicate | 2.290650 | 6.178791 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate | 2.263888 | 6.108650 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate_star | 2.264432 | 6.111039 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp oxygen silicate | 2.291466 | 6.180603 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate | 2.263158 | 6.099695 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate_star | 2.263158 | 6.099695 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp silicate phosphate phosphate_star | 2.263158 | 6.099695 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate | 4.266785 | 8.477717 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.266785 | 8.477717 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou silicate phosphate | 4.270034 | 8.494183 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.266785 | 8.477717 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou silicate phosphate_star | 4.305815 | 8.522490 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate | 4.266160 | 8.479273 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate_star | 4.266241 | 8.476158 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate | 4.268719 | 8.488166 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.268719 | 8.488166 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.268719 | 8.488166 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate | 1.977866 | 6.244651 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate_star | 1.977866 | 6.244651 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal aou silicate phosphate phosphate_star | 1.977866 | 6.244651 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal oxygen silicate phosphate | 1.979652 | 6.254941 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal oxygen silicate phosphate_star | 1.979652 | 6.254941 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate | 1.975527 | 6.241687 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 1.975426 | 6.241667 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 1.976770 | 6.245488 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 1.976770 | 6.245488 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 1.976770 | 6.245488 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate | 3.711012 | 7.678007 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 3.711012 | 7.678007 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 3.711012 | 7.678007 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate | 3.745155 | 7.741835 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate_star | 3.696858 | 7.685180 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate | 3.772791 | 7.801969 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 3.772791 | 7.801969 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen silicate phosphate | 3.508087 | 7.793071 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen silicate phosphate_star | 3.508087 | 7.793071 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou silicate phosphate phosphate_star | 3.508087 | 7.793071 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate | 1.784708 | 5.495721 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 1.784708 | 5.495721 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 1.784708 | 5.495721 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate | 1.767500 | 5.512655 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate_star | 1.760683 | 5.457542 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate | 1.775319 | 5.548110 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 1.775319 | 5.548110 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou oxygen silicate phosphate | 1.818367 | 5.326454 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou oxygen silicate phosphate_star | 1.818367 | 5.326454 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou silicate phosphate phosphate_star | 1.818367 | 5.326454 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate | 2.926686 | 6.907601 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 2.926686 | 6.907601 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 2.926686 | 6.907601 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate_star | 2.934701 | 7.158108 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate | 2.934277 | 6.946033 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate_star | 2.923117 | 6.927868 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate | 2.951833 | 6.992878 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 2.951833 | 6.992878 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 2.951833 | 6.992878 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen silicate phosphate_star | 3.120782 | 7.348009 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 1.729031 | 4.655716 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 1.729031 | 4.655716 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate | 1.730588 | 4.683974 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 1.729031 | 4.655716 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate_star | 1.733918 | 4.668619 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 1.728443 | 4.662720 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 1.730345 | 4.653462 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 1.724685 | 4.676518 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 1.724685 | 4.676518 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 1.724685 | 4.676518 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate | 2.790972 | 6.603101 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 2.790972 | 6.603101 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 2.790972 | 6.603101 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate | 2.804035 | 6.748025 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate_star | 2.792593 | 6.721722 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate | 2.818012 | 6.838338 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 2.818012 | 6.838338 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate | 2.872024 | 6.640574 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 2.872024 | 6.640574 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 2.872024 | 6.640574 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate | 1.642139 | 4.433110 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 1.642139 | 4.433110 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate | 1.642175 | 4.482814 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 1.642139 | 4.433110 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate_star | 1.643550 | 4.436331 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate | 1.642175 | 4.446210 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 1.642683 | 4.435276 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 1.640161 | 4.458173 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 1.640161 | 4.458173 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 1.640161 | 4.458173 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate | 3.117427 | 6.926363 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 2.903857 | 6.676122 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 2.903857 | 6.676122 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 2.903857 | 6.676122 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal temp aou oxygen silicate | 2.876540 | 6.149372 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate_star | 2.994040 | 7.020513 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate | 2.893969 | 6.324418 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate | 2.829001 | 6.244862 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 2.829001 | 6.244862 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 2.829001 | 6.244862 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate | 1.942994 | 4.846852 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 1.942994 | 4.846852 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 1.942994 | 4.846852 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou oxygen silicate | 1.894864 | 4.771404 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 1.917719 | 4.951689 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 1.913898 | 4.907937 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate | 2.079214 | 4.973183 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate | 1.897543 | 4.726544 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 1.897543 | 4.726544 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 1.897543 | 4.726544 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.751993 | 8.447050 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou oxygen | 3.513862 | 8.214087 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate | 3.226197 | 7.782094 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate_star | 3.226197 | 7.782094 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou oxygen silicate | 3.192385 | 7.493012 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 3.226197 | 7.782094 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate | 3.232444 | 7.637996 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate | 3.226717 | 7.631725 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 3.226717 | 7.631725 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 3.226717 | 7.631725 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.323425 | 6.075418 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.323425 | 6.075418 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal temp aou oxygen phosphate | 2.713924 | 5.940121 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal temp aou oxygen phosphate_star | 2.713924 | 5.940121 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal temp aou oxygen silicate | 2.242274 | 5.434659 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 2.713924 | 5.940121 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate | 2.435189 | 5.667633 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate | 2.200032 | 5.426749 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 2.200032 | 5.426749 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 2.200032 | 5.426749 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou oxygen | 3.826905 | 7.768021 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate | 3.751339 | 7.659542 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 3.751339 | 7.659542 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou oxygen silicate | 3.769587 | 7.710691 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 3.751339 | 7.659542 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate | 3.949392 | 8.014934 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate | 3.845849 | 7.910058 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate | 3.845422 | 7.907204 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 3.845422 | 7.907204 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 3.845422 | 7.907204 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate | 2.542096 | 6.293434 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 2.542096 | 6.293434 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou oxygen silicate | 2.209514 | 5.979102 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 2.542096 | 6.293434 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate | 2.584851 | 6.534243 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate phosphate_star | 2.584851 | 6.534243 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate | 2.619964 | 6.465813 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate | 2.308397 | 6.153819 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 2.308397 | 6.153819 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 2.308397 | 6.153819 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (28.1, Inf] | sal temp aou oxygen phosphate | 7.210595 | 11.885677 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal temp aou oxygen phosphate_star | 7.210595 | 11.885677 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal temp aou oxygen silicate | 6.030915 | 10.721929 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal temp aou phosphate phosphate_star | 7.210595 | 11.885677 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou oxygen phosphate_star | 7.246975 | 12.077838 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate | 6.253852 | 11.083295 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate | 6.045854 | 10.801055 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 6.045854 | 10.801055 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou phosphate phosphate_star | 7.246975 | 12.077838 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 6.045854 | 10.801055 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (28.1, Inf] | sal temp aou oxygen | 4.350882 | 11.755925 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal temp aou oxygen phosphate | 4.319869 | 11.530464 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal temp aou oxygen phosphate_star | 4.319869 | 11.530464 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal temp aou oxygen silicate | 3.684119 | 9.715034 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal temp aou phosphate phosphate_star | 4.319869 | 11.530464 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou oxygen phosphate | 4.728342 | 11.975317 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate | 3.761534 | 10.015386 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate phosphate | 3.630283 | 9.676137 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 3.630283 | 9.676137 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 3.630283 | 9.676137 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate | 7.818467 | 21.900915 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 7.818467 | 21.900915 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 7.818467 | 21.900915 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate_star | 8.188527 | 22.516922 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou phosphate phosphate_star | 8.188527 | 22.516922 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 7.915998 | 22.095507 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 7.864450 | 21.998156 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 7.956142 | 22.172214 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 7.956142 | 22.172214 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 7.956142 | 22.172214 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate | 6.378376 | 14.196843 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.378376 | 14.196843 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.378376 | 14.196843 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 6.551902 | 14.740429 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate_star | 6.551902 | 14.740429 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate | 6.574542 | 14.490541 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate_star | 6.503974 | 14.368424 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate | 6.655911 | 14.612053 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 6.655911 | 14.612053 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 6.655911 | 14.612053 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.979324 | 14.393929 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate | 4.972297 | 14.378156 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate_star | 4.972297 | 14.378156 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou phosphate | 4.976861 | 14.392288 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou phosphate phosphate_star | 4.972297 | 14.378156 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate | 4.934295 | 14.349590 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate_star | 4.937449 | 14.346706 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate | 4.937411 | 14.368928 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate_star | 4.937411 | 14.368928 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp silicate phosphate phosphate_star | 4.937411 | 14.368928 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate | 3.861702 | 8.841026 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate_star | 3.861702 | 8.841026 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal aou silicate phosphate phosphate_star | 3.861702 | 8.841026 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate | 3.853804 | 8.826102 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate_star | 3.853804 | 8.826102 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou phosphate phosphate_star | 3.853804 | 8.826102 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate | 3.912926 | 8.847221 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate_star | 3.888615 | 8.826065 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate | 3.932488 | 8.869899 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate_star | 3.932488 | 8.869899 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen silicate phosphate | 4.733899 | 11.668078 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 4.733899 | 11.668078 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 4.733899 | 11.668078 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 4.904708 | 11.897519 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 4.904708 | 11.897519 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou silicate phosphate | 4.768248 | 11.738205 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou silicate phosphate_star | 4.753476 | 11.715125 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate | 4.794314 | 11.789829 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 4.794314 | 11.789829 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 4.794314 | 11.789829 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate | 4.239743 | 8.973642 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 4.239743 | 8.973642 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 4.239743 | 8.973642 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp aou oxygen phosphate | 4.357144 | 9.261852 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 4.357144 | 9.261852 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate | 4.300521 | 9.068769 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate_star | 4.278949 | 9.032426 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate | 4.336789 | 9.131103 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 4.336789 | 9.131103 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 4.336789 | 9.131103 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate | 4.518535 | 12.363354 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate_star | 4.518535 | 12.363354 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou silicate phosphate | 4.838842 | 13.003446 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou silicate phosphate phosphate_star | 4.518535 | 12.363354 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou silicate phosphate_star | 4.657046 | 12.668582 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate | 4.549632 | 12.437403 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate_star | 4.535549 | 12.410762 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate | 4.588874 | 12.517034 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate_star | 4.588874 | 12.517034 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp silicate phosphate phosphate_star | 4.588874 | 12.517034 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26.75,27] | sal aou oxygen silicate phosphate | 3.997110 | 8.515644 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal aou oxygen silicate phosphate_star | 3.997110 | 8.515644 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal aou silicate phosphate | 4.350675 | 9.189517 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal aou silicate phosphate phosphate_star | 3.997110 | 8.515644 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal aou silicate phosphate_star | 4.139061 | 8.796107 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate | 4.096968 | 8.646600 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate_star | 4.061910 | 8.597459 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate | 4.155016 | 8.743890 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate_star | 4.155016 | 8.743890 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp silicate phosphate phosphate_star | 4.155016 | 8.743890 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate | 4.036772 | 10.324723 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.036772 | 10.324723 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou silicate phosphate | 4.043911 | 10.393762 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.036772 | 10.324723 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou silicate phosphate_star | 4.042895 | 10.341953 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate | 4.037143 | 10.334683 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate_star | 4.036688 | 10.328591 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate | 4.039449 | 10.351209 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.039449 | 10.351209 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.039449 | 10.351209 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate | 3.875852 | 7.912624 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate_star | 3.875852 | 7.912624 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou silicate phosphate | 3.967782 | 8.011693 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou silicate phosphate phosphate_star | 3.875852 | 7.912624 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou silicate phosphate_star | 3.890068 | 7.932963 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate | 3.890948 | 7.928091 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 3.882007 | 7.918695 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 3.907381 | 7.946830 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 3.907381 | 7.946830 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 3.907381 | 7.946830 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate | 3.851793 | 9.068493 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 3.851793 | 9.068493 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 3.851793 | 9.068493 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou silicate phosphate_star | 3.916495 | 9.248236 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate | 3.855870 | 9.071340 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate_star | 3.854245 | 9.069645 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate | 3.859666 | 9.076581 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 3.859666 | 9.076581 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 3.859666 | 9.076581 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | temp aou silicate phosphate phosphate_star | 4.069003 | 9.492003 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate | 3.857002 | 8.150372 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate | 3.747953 | 7.599747 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 3.747953 | 7.599747 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 3.747953 | 7.599747 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp aou oxygen silicate | 3.856182 | 8.149283 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate | 3.761199 | 7.617069 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate_star | 3.760158 | 7.614402 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate | 3.771362 | 7.631028 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 3.771362 | 7.631028 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 3.771362 | 7.631028 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.162557 | 9.868604 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.162557 | 9.868604 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.162557 | 9.868604 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou oxygen silicate | 4.101255 | 9.861166 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate | 4.128003 | 9.843355 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate_star | 4.128937 | 9.843118 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate | 4.117211 | 9.922405 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate | 4.108803 | 9.834511 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 4.108803 | 9.834511 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 4.108803 | 9.834511 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.671578 | 8.834135 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.671578 | 8.834135 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp aou oxygen silicate | 4.227205 | 8.328460 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp aou silicate | 4.655607 | 8.797756 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 4.572572 | 8.700575 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 4.559644 | 8.688581 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate | 4.549278 | 8.666489 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 4.446477 | 8.555280 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 4.446477 | 8.555280 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 4.446477 | 8.555280 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate | 3.165303 | 7.915666 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 3.165303 | 7.915666 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate | 3.201932 | 8.065089 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 3.165303 | 7.915666 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate_star | 3.168299 | 7.977041 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate | 3.172603 | 7.948971 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate_star | 3.167133 | 7.936016 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate | 3.182900 | 7.978332 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 3.182900 | 7.978332 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 3.182900 | 7.978332 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate | 2.992514 | 6.157816 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 2.992514 | 6.157816 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate | 3.022268 | 6.224200 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 2.992514 | 6.157816 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate_star | 3.077560 | 6.245860 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate | 2.994283 | 6.166885 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 2.995839 | 6.162972 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 2.992631 | 6.175531 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 2.992631 | 6.175531 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 2.992631 | 6.175531 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.959828 | 10.435626 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.959828 | 10.435626 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate | 3.952052 | 10.405849 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate_star | 3.937519 | 10.380480 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate phosphate | 3.963119 | 10.430166 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 3.963119 | 10.430166 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 3.963119 | 10.430166 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate | 3.950390 | 10.246161 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 3.950390 | 10.246161 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 3.950390 | 10.246161 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.277931 | 7.237759 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.277931 | 7.237759 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.277931 | 7.237759 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 3.269116 | 7.221168 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 3.268888 | 7.206407 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate | 3.269462 | 7.232581 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 3.269462 | 7.232581 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 3.269462 | 7.232581 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate | 3.377256 | 7.327647 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 3.377256 | 7.327647 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate | 4.619071 | 11.032077 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate_star | 4.619071 | 11.032077 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou oxygen silicate | 4.657133 | 10.939915 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 4.619071 | 11.032077 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen phosphate_star | 4.814249 | 11.238330 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate | 4.659997 | 10.999470 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate | 4.551109 | 10.795167 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 4.551109 | 10.795167 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou phosphate phosphate_star | 4.814249 | 11.238330 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 4.551109 | 10.795167 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp aou oxygen phosphate | 4.870796 | 9.489867 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp aou oxygen phosphate_star | 4.870796 | 9.489867 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp aou oxygen silicate | 4.736019 | 9.393152 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 4.870796 | 9.489867 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou oxygen phosphate_star | 5.040281 | 9.854530 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate | 4.826333 | 9.486330 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate | 4.497324 | 9.048433 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 4.497324 | 9.048433 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou phosphate phosphate_star | 5.040281 | 9.854530 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 4.497324 | 9.048433 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou oxygen | 3.563937 | 8.647777 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate | 3.556705 | 8.640494 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 3.556705 | 8.640494 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou oxygen silicate | 3.503124 | 8.360364 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 3.556705 | 8.640494 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate | 3.582942 | 8.675047 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate | 3.596487 | 8.570742 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate | 3.571425 | 8.544578 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 3.571425 | 8.544578 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 3.571425 | 8.544578 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou oxygen | 3.720531 | 7.284467 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate | 3.714258 | 7.270963 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 3.714258 | 7.270963 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou oxygen silicate | 3.713397 | 7.216521 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 3.714258 | 7.270963 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate | 3.800269 | 7.383211 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate phosphate_star | 3.800269 | 7.383211 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate | 3.789787 | 7.361211 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 3.789787 | 7.361211 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 3.789787 | 7.361211 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou oxygen | 2.987970 | 7.468373 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou oxygen phosphate | 2.963317 | 7.410375 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou oxygen phosphate_star | 2.963317 | 7.410375 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou oxygen silicate | 2.986503 | 7.458635 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou phosphate phosphate_star | 2.963317 | 7.410375 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou oxygen phosphate_star | 3.239194 | 7.923920 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate | 3.153854 | 7.802318 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 3.153854 | 7.802318 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou phosphate phosphate_star | 3.239194 | 7.923920 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 3.153854 | 7.802318 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou oxygen | 3.064736 | 6.052706 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou oxygen phosphate | 3.013786 | 5.977103 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou oxygen phosphate_star | 3.013786 | 5.977103 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou oxygen silicate | 3.055587 | 6.042090 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou phosphate phosphate_star | 3.013786 | 5.977103 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou silicate phosphate | 3.187631 | 6.392006 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou silicate phosphate_star | 3.151511 | 6.318899 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate phosphate | 3.177686 | 6.331540 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 3.177686 | 6.331540 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 3.177686 | 6.331540 | 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(params_local$MLR_target, "~", lm_coeff))
# create table with two era belonging to one eras
eras_forward <- lm_all_stats %>%
arrange(era) %>%
group_by(basin, gamma_slab, predictors) %>%
mutate(eras = paste(era, lead(era), sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_backward <- lm_all_stats %>%
arrange(era) %>%
group_by(basin, gamma_slab, predictors) %>%
mutate(eras = paste(lag(era), era, sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_era <- full_join(eras_backward, eras_forward) %>%
filter(str_detect(eras, "NA") == FALSE)
# extend best model selection from eras to era
lm_best <- lm_best %>%
select(-era)
lm_best <- full_join(lm_best, eras_era)
rm(eras_era, eras_forward, eras_backward, lm_all_stats, lm_all_stats_eras)# select required columns
lm_best <- lm_best %>%
select(basin, gamma_slab, era, eras, predictors, lm_coeff, rmse_sum)
# run similar loop as for rmse calculation
# to get model coefficients for 10 best models
for (i_basin in unique(GLODAP$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(params_local$MLR_target, ".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 | 12 | 14 | 20 | 8 | 8 |
| (26.5,26.75] | 6 | 14 | 14 | 14 | 20 | 6 | 20 |
| (26.75,27] | 20 | 10 | 12 | 14 | 20 | 10 | 10 |
| (27,27.25] | 8 | 14 | 12 | 10 | 20 | 10 | 20 |
| (27.25,27.5] | 14 | 12 | 12 | 12 | 20 | 16 | 14 |
| (27.5,27.75] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.75,27.85] | 14 | 10 | 12 | 10 | 20 | 20 | 12 |
| (27.85,27.95] | 12 | 12 | 8 | 8 | 20 | 20 | 16 |
| (27.95,28.05] | 8 | 14 | 14 | 12 | 20 | 20 | 8 |
| (28.05,28.1] | 20 | 14 | 10 | 10 | 10 | 20 | 10 |
| (28.1,28.15] | 20 | 16 | 12 | 12 | 8 | 8 | 20 |
| (28.15,28.2] | 20 | 16 | 12 | 12 | 8 | 8 | 20 |
| (28.2, Inf] | 20 | 12 | 10 | 14 | 10 | 10 | 20 |
| total | 210.00 | 178.00 | 164.00 | 166.00 | 236.00 | 192.00 | 202.00 |
| Atlantic - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 16 | 12 | 12 | 12 | 20 | 14 | 14 |
| (26,26.5] | 20 | 14 | 10 | 12 | 20 | 8 | 10 |
| (26.5,26.75] | 14 | 8 | 12 | 12 | 20 | 10 | 20 |
| (26.75,27] | 14 | 8 | 12 | 12 | 20 | 10 | 20 |
| (27,27.25] | 12 | 10 | 12 | 12 | 20 | 12 | 20 |
| (27.25,27.5] | 20 | 14 | 12 | 14 | 20 | 8 | 8 |
| (27.5,27.75] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.75,27.85] | 12 | 12 | 12 | 10 | 20 | 20 | 12 |
| (27.85,27.95] | 12 | 10 | 10 | 8 | 20 | 20 | 16 |
| (27.95,28.05] | 16 | 14 | 12 | 10 | 12 | 20 | 14 |
| (28.05,28.1] | 14 | 10 | 14 | 12 | 14 | 20 | 16 |
| (28.1,28.15] | 20 | 12 | 12 | 10 | 18 | 14 | 14 |
| (28.15,28.2] | 18 | 12 | 10 | 12 | 14 | 14 | 20 |
| (28.2, Inf] | 18 | 10 | 8 | 10 | 20 | 8 | 20 |
| total | 220.00 | 154.00 | 160.00 | 158.00 | 258.00 | 198.00 | 214.00 |
| Indian - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 14 | 12 | 12 | 12 | 20 | 14 | 16 |
| (26,26.5] | 14 | 12 | 12 | 12 | 20 | 14 | 16 |
| (26.5,26.75] | 14 | 12 | 12 | 12 | 20 | 16 | 14 |
| (26.75,27] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27,27.25] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.25,27.5] | 16 | 12 | 12 | 12 | 14 | 20 | 14 |
| (27.5,27.75] | 14 | 10 | 10 | 14 | 18 | 20 | 12 |
| (27.75,27.85] | 16 | 12 | 12 | 12 | 14 | 20 | 14 |
| (27.85,27.95] | 20 | 14 | 8 | 10 | 12 | 20 | 12 |
| (27.95,28.05] | 20 | 14 | 10 | 10 | 12 | 12 | 18 |
| (28.05,28.1] | 20 | 16 | 10 | 8 | 10 | 10 | 20 |
| (28.1, Inf] | 20 | 14 | 10 | 12 | 8 | 10 | 20 |
| total | 196.00 | 144.00 | 132.00 | 138.00 | 188.00 | 196.00 | 176.00 |
| Indian - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 12 | 14 | 10 | 8 | 20 | 12 | 20 |
| (26,26.5] | 12 | 12 | 10 | 10 | 20 | 20 | 14 |
| (26.5,26.75] | 12 | 12 | 10 | 10 | 20 | 20 | 14 |
| (26.75,27] | 12 | 12 | 10 | 10 | 20 | 20 | 14 |
| (27,27.25] | 10 | 12 | 12 | 12 | 20 | 20 | 10 |
| (27.25,27.5] | 16 | 10 | 14 | 12 | 14 | 20 | 14 |
| (27.5,27.75] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.75,27.85] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.85,27.95] | 20 | 12 | 10 | 10 | 12 | 20 | 14 |
| (27.95,28.05] | 20 | 14 | 12 | 10 | 12 | 14 | 16 |
| (28.05,28.1] | 20 | 16 | 12 | 10 | 8 | 10 | 20 |
| (28.1, Inf] | 20 | 16 | 10 | 8 | 10 | 10 | 20 |
| total | 182.00 | 146.00 | 134.00 | 124.00 | 196.00 | 206.00 | 176.00 |
| Pacific - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 14 | 10 | 12 | 14 | 20 | 16 | 14 |
| (26,26.5] | 14 | 8 | 14 | 12 | 20 | 12 | 18 |
| (26.5,26.75] | 14 | 10 | 14 | 12 | 20 | 16 | 14 |
| (26.75,27] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27,27.25] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.25,27.5] | 14 | 8 | 12 | 14 | 18 | 20 | 12 |
| (27.5,27.75] | 12 | 12 | 10 | 10 | 20 | 20 | 14 |
| (27.75,27.85] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.85,27.95] | 14 | 10 | 14 | 12 | 14 | 20 | 16 |
| (27.95,28.05] | 20 | 14 | 10 | 12 | 8 | 10 | 20 |
| (28.05,28.1] | 20 | 16 | 10 | 8 | 10 | 10 | 20 |
| (28.1, Inf] | 20 | 14 | 10 | 12 | 10 | 8 | 20 |
| total | 184.00 | 126.00 | 142.00 | 142.00 | 200.00 | 192.00 | 178.00 |
| Pacific - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 14 | 12 | 12 | 12 | 20 | 16 | 14 |
| (26,26.5] | 16 | 12 | 12 | 12 | 20 | 14 | 14 |
| (26.5,26.75] | 14 | 10 | 14 | 12 | 20 | 16 | 14 |
| (26.75,27] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27,27.25] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.25,27.5] | 14 | 12 | 10 | 10 | 20 | 20 | 12 |
| (27.5,27.75] | 12 | 12 | 8 | 8 | 20 | 20 | 16 |
| (27.75,27.85] | 14 | 8 | 12 | 12 | 20 | 20 | 10 |
| (27.85,27.95] | 14 | 10 | 14 | 12 | 16 | 20 | 14 |
| (27.95,28.05] | 20 | 14 | 10 | 12 | 8 | 10 | 20 |
| (28.05,28.1] | 20 | 16 | 12 | 10 | 10 | 8 | 20 |
| (28.1, Inf] | 20 | 12 | 10 | 10 | 14 | 12 | 20 |
| total | 186.00 | 134.00 | 138.00 | 134.00 | 208.00 | 196.00 | 174.00 |
3.2 Prepare coeffcients
Coefficients are prepared for the mapping of Cant and the target variable.
# 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 target variable
lm_all_target <- 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_target %>% write_csv(paste(path_version_data,
"lm_all_target.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