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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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 |
|---|---|---|
| 7a9a4cb | jens-daniel-mueller | 2020-12-15 |
| 61b263c | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| ba112d3 | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 7c25f7a | jens-daniel-mueller | 2020-12-02 |
| b03ddb8 | jens-daniel-mueller | 2020-12-02 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
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 |
|---|---|---|
| 7a9a4cb | jens-daniel-mueller | 2020-12-15 |
| 61b263c | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| ba112d3 | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 7c25f7a | jens-daniel-mueller | 2020-12-02 |
| b03ddb8 | jens-daniel-mueller | 2020-12-02 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
2.3 Predictor selection
Within each basin and slab, the 10 linear regression models with lowest summed RMSE across two adjacent (ie compared) eras were selected.
# select relevant columns
lm_all_stats <- lm_all_stats %>%
select(basin, era, gamma_slab, predictors, rmse)
# calculate RMSE sum for adjacent eras
lm_all_stats_eras <- lm_all_stats %>%
arrange(era) %>%
group_by(basin, gamma_slab, predictors) %>%
mutate(rmse_sum = rmse + lag(rmse),
eras = paste(lag(era), era, sep = " --> ")) %>%
ungroup() %>%
arrange(basin, gamma_slab, predictors, era) %>%
drop_na()
# subset models with lowest RMSE sum
lm_best <- lm_all_stats_eras %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, predictors, era)
# plot table for website
kable(lm_best) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | era | gamma_slab | predictors | rmse | rmse_sum | eras |
|---|---|---|---|---|---|---|
| Atlantic | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate | 6.884738 | 12.943034 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.884738 | 12.943034 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.884738 | 12.943034 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate_star | 7.036374 | 13.075953 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou phosphate phosphate_star | 7.036374 | 13.075953 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 6.957753 | 12.984176 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 6.966549 | 12.986498 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 6.972745 | 12.982394 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 6.972745 | 12.982394 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 6.972745 | 12.982394 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate | 6.612476 | 13.497214 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.612476 | 13.497214 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.612476 | 13.497214 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 6.709995 | 13.746369 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou phosphate phosphate_star | 6.709995 | 13.746369 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate | 6.625716 | 13.583470 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate_star | 6.627926 | 13.594475 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate | 6.629391 | 13.602136 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 6.629391 | 13.602136 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 6.629391 | 13.602136 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate | 5.019444 | 9.824288 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate_star | 5.019444 | 9.824288 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | sal temp aou phosphate phosphate_star | 5.019444 | 9.824288 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen phosphate | 5.020099 | 9.835284 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen phosphate phosphate_star | 5.020099 | 9.835284 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen phosphate_star | 5.020099 | 9.835284 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen silicate phosphate | 5.015746 | 9.795000 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou oxygen silicate phosphate_star | 5.015746 | 9.795000 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou phosphate phosphate_star | 5.020099 | 9.835284 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26,26.5] | temp aou silicate phosphate phosphate_star | 5.015746 | 9.795000 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate | 6.520946 | 11.540390 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate_star | 6.520946 | 11.540390 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | sal temp aou phosphate phosphate_star | 6.520946 | 11.540390 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | temp aou oxygen phosphate | 6.607845 | 11.627944 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | temp aou oxygen phosphate phosphate_star | 6.607845 | 11.627944 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | temp aou oxygen phosphate_star | 6.607845 | 11.627944 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | temp aou oxygen silicate phosphate | 6.584734 | 11.600480 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | temp aou oxygen silicate phosphate_star | 6.584734 | 11.600480 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | temp aou phosphate phosphate_star | 6.607845 | 11.627944 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26,26.5] | temp aou silicate phosphate phosphate_star | 6.584734 | 11.600480 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 3.907829 | 7.665140 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 3.907829 | 7.665140 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 3.907829 | 7.665140 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen phosphate | 3.942370 | 7.750136 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen phosphate phosphate_star | 3.942370 | 7.750136 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen phosphate_star | 3.942370 | 7.750136 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen silicate phosphate | 3.932188 | 7.723536 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou oxygen silicate phosphate_star | 3.932188 | 7.723536 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou phosphate phosphate_star | 3.942370 | 7.750136 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.5,26.75] | temp aou silicate phosphate phosphate_star | 3.932188 | 7.723536 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou oxygen phosphate | 6.775515 | 10.683344 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 6.775515 | 10.683344 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 6.775515 | 10.683344 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate_star | 6.830415 | 10.735457 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate | 6.830613 | 10.734048 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 6.830613 | 10.734048 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 6.830613 | 10.734048 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate | 6.827504 | 10.759692 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate_star | 6.827504 | 10.759692 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.5,26.75] | temp aou silicate phosphate phosphate_star | 6.827504 | 10.759692 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate | 4.522476 | 8.884767 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate_star | 4.522476 | 8.884767 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou phosphate phosphate_star | 4.522476 | 8.884767 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou phosphate_star | 4.523611 | 8.886388 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate | 4.518341 | 8.866405 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate_star | 4.501985 | 8.840830 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp oxygen phosphate | 4.523790 | 8.886928 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate | 4.502013 | 8.841113 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate_star | 4.502013 | 8.841113 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (26.75,27] | sal temp silicate phosphate phosphate_star | 4.502013 | 8.841113 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou oxygen phosphate | 5.502812 | 10.025288 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou oxygen phosphate_star | 5.502812 | 10.025288 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou phosphate phosphate_star | 5.502812 | 10.025288 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate_star | 5.535083 | 10.037068 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate | 5.533761 | 10.035775 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate_star | 5.533761 | 10.035775 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | sal temp silicate phosphate phosphate_star | 5.533761 | 10.035775 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate | 5.477995 | 10.015601 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate_star | 5.477995 | 10.015601 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (26.75,27] | temp aou silicate phosphate phosphate_star | 5.477995 | 10.015601 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate_star | 4.863979 | 10.045291 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate | 4.870529 | 10.050966 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.870529 | 10.050966 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.870529 | 10.050966 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp aou oxygen silicate phosphate | 4.858262 | 10.088442 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp aou oxygen silicate phosphate_star | 4.858262 | 10.088442 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp aou silicate phosphate phosphate_star | 4.858262 | 10.088442 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp aou silicate phosphate_star | 4.895331 | 10.128420 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp oxygen silicate phosphate | 4.901891 | 10.134677 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27,27.25] | temp silicate phosphate phosphate_star | 4.901891 | 10.134677 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 6.733722 | 11.597701 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 6.733752 | 11.604281 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 6.733752 | 11.604281 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 6.733752 | 11.604281 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp aou oxygen silicate phosphate | 6.729637 | 11.587898 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp aou oxygen silicate phosphate_star | 6.729637 | 11.587898 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp aou silicate phosphate phosphate_star | 6.729637 | 11.587898 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp aou silicate phosphate_star | 6.743951 | 11.639282 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp oxygen silicate phosphate_star | 6.744117 | 11.646008 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27,27.25] | temp silicate phosphate phosphate_star | 6.744117 | 11.646008 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate | 4.207409 | 8.775565 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate_star | 4.207409 | 8.775565 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou phosphate phosphate_star | 4.207409 | 8.775565 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate_star | 4.202197 | 8.777175 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen phosphate | 4.210773 | 8.786126 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen phosphate_star | 4.210773 | 8.786126 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate | 4.206554 | 8.778743 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 4.206554 | 8.778743 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp phosphate phosphate_star | 4.210773 | 8.786126 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 4.206554 | 8.778743 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou oxygen phosphate | 6.859488 | 11.066897 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou oxygen phosphate_star | 6.859488 | 11.066897 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou phosphate phosphate_star | 6.859488 | 11.066897 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou phosphate_star | 6.860160 | 11.067747 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate | 6.810824 | 11.038396 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate_star | 6.817159 | 11.019355 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp oxygen phosphate_star | 6.859493 | 11.070266 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate | 6.814316 | 11.020870 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 6.814316 | 11.020870 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 6.814316 | 11.020870 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate | 4.423385 | 8.731403 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 4.423385 | 8.731403 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 4.423385 | 8.731403 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate | 4.406781 | 8.726861 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate_star | 4.423068 | 8.778165 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate | 4.408129 | 8.747759 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 4.408129 | 8.747759 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 4.408129 | 8.747759 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | temp aou oxygen silicate phosphate | 4.466790 | 8.779502 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.5,27.75] | temp aou silicate phosphate phosphate_star | 4.466790 | 8.779502 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 5.986362 | 10.409746 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 5.986362 | 10.409746 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 5.986362 | 10.409746 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 5.987609 | 10.394390 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 6.003661 | 10.426729 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 5.991564 | 10.399693 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 5.991564 | 10.399693 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 5.991564 | 10.399693 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | temp aou oxygen silicate phosphate | 5.991569 | 10.458359 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.5,27.75] | temp aou silicate phosphate phosphate_star | 5.991569 | 10.458359 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate | 4.781697 | 9.075106 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 4.781697 | 9.075106 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate | 4.781867 | 9.075283 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 4.781697 | 9.075106 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal oxygen silicate phosphate | 4.791799 | 9.110956 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate | 4.781755 | 9.074107 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate_star | 4.785467 | 9.102058 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate | 4.781769 | 9.085612 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 4.781769 | 9.085612 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 4.781769 | 9.085612 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate | 6.959063 | 11.740761 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 6.959063 | 11.740761 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 6.959063 | 11.740761 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate | 6.975944 | 11.757699 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 6.959831 | 11.745298 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 6.976799 | 11.758568 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 6.976799 | 11.758568 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 6.976799 | 11.758568 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | temp aou oxygen silicate phosphate | 6.980410 | 11.777468 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 6.980410 | 11.777468 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 4.979124 | 8.660492 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 4.979124 | 8.660492 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 4.979124 | 8.660492 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate_star | 5.009969 | 8.693008 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate | 4.980482 | 8.670932 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate_star | 4.978379 | 8.660337 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate phosphate | 4.979586 | 8.666743 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 4.979586 | 8.666743 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp silicate phosphate | 5.088588 | 8.902715 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 4.979586 | 8.666743 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate | 5.774488 | 10.753611 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 5.774488 | 10.753611 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 5.774488 | 10.753611 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal aou silicate phosphate_star | 5.967209 | 10.977178 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 5.789855 | 10.770337 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 5.780542 | 10.758922 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate | 5.790308 | 10.769894 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 5.790308 | 10.769894 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate | 5.792578 | 10.881167 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 5.790308 | 10.769894 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.806077 | 9.345546 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.806077 | 9.345546 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.806077 | 9.345546 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal aou silicate phosphate_star | 5.806319 | 9.350727 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal oxygen silicate phosphate_star | 5.852514 | 9.489403 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp aou silicate phosphate | 5.835656 | 9.404943 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp aou silicate phosphate_star | 5.806040 | 9.348122 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp oxygen silicate phosphate | 5.822146 | 9.379350 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp oxygen silicate phosphate_star | 5.822146 | 9.379350 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (27.95,28.05] | sal temp silicate phosphate phosphate_star | 5.822146 | 9.379350 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate | 5.926742 | 11.732819 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 5.926742 | 11.732819 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 5.926742 | 11.732819 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate_star | 5.982454 | 11.788773 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 5.982768 | 11.871617 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp aou silicate phosphate | 5.993380 | 11.829035 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp aou silicate phosphate_star | 5.949361 | 11.755400 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate | 5.973889 | 11.796035 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate_star | 5.973889 | 11.796035 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (27.95,28.05] | sal temp silicate phosphate phosphate_star | 5.973889 | 11.796035 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate | 6.111703 | 9.623680 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 6.111703 | 9.623680 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 6.111703 | 9.623680 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | sal temp aou silicate phosphate_star | 6.267824 | 9.843651 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate | 6.192773 | 9.855252 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate phosphate_star | 6.192773 | 9.855252 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate_star | 6.192773 | 9.855252 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate | 6.115126 | 9.749357 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 6.115126 | 9.749357 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 6.115126 | 9.749357 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate | 5.992082 | 12.103785 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 5.992082 | 12.103785 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 5.992082 | 12.103785 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate | 6.213939 | 12.406712 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate phosphate_star | 6.213939 | 12.406712 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen phosphate_star | 6.213939 | 12.406712 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate | 6.083195 | 12.198321 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 6.083195 | 12.198321 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou phosphate phosphate_star | 6.213939 | 12.406712 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 6.083195 | 12.198321 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou oxygen phosphate | 6.731073 | 10.207567 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou oxygen phosphate_star | 6.731073 | 10.207567 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou phosphate phosphate_star | 6.731073 | 10.207567 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou phosphate_star | 6.742697 | 10.229557 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp aou silicate phosphate_star | 6.736571 | 10.197173 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp oxygen phosphate | 6.742192 | 10.230928 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp oxygen silicate phosphate | 6.737870 | 10.197553 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp oxygen silicate phosphate_star | 6.737870 | 10.197553 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp silicate phosphate phosphate_star | 6.737870 | 10.197553 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.1,28.15] | sal temp silicate phosphate_star | 6.739165 | 10.206685 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou oxygen phosphate | 7.645119 | 14.376192 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou oxygen phosphate_star | 7.645119 | 14.376192 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | sal temp aou phosphate phosphate_star | 7.645119 | 14.376192 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou oxygen phosphate | 7.648890 | 14.436926 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou oxygen phosphate phosphate_star | 7.648890 | 14.436926 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou oxygen phosphate_star | 7.648890 | 14.436926 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou oxygen silicate phosphate | 7.622661 | 14.396230 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou oxygen silicate phosphate_star | 7.622661 | 14.396230 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou phosphate phosphate_star | 7.648890 | 14.436926 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.1,28.15] | temp aou silicate phosphate phosphate_star | 7.622661 | 14.396230 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou oxygen phosphate | 3.525801 | 7.024672 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou oxygen phosphate_star | 3.525801 | 7.024672 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | sal temp aou phosphate phosphate_star | 3.525801 | 7.024672 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen phosphate | 3.526688 | 7.029383 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen phosphate phosphate_star | 3.526688 | 7.029383 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen phosphate_star | 3.526688 | 7.029383 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen silicate phosphate | 3.518686 | 7.021315 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou oxygen silicate phosphate_star | 3.518686 | 7.021315 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou phosphate phosphate_star | 3.526688 | 7.029383 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.15,28.2] | temp aou silicate phosphate phosphate_star | 3.518686 | 7.021315 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal aou oxygen silicate phosphate | 2.803526 | 6.330766 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal aou oxygen silicate phosphate_star | 2.803526 | 6.330766 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou oxygen phosphate | 2.737053 | 6.262854 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou oxygen phosphate_star | 2.737053 | 6.262854 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou phosphate | 2.737757 | 6.297422 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou phosphate phosphate_star | 2.737053 | 6.262854 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp aou silicate phosphate | 2.737411 | 6.275075 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp oxygen silicate phosphate | 2.738283 | 6.310441 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp oxygen silicate phosphate_star | 2.738283 | 6.310441 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.15,28.2] | sal temp silicate phosphate phosphate_star | 2.738283 | 6.310441 | 2000-2012 –> 2013-2019 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen phosphate | 2.960610 | 5.832671 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen phosphate phosphate_star | 2.960610 | 5.832671 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen phosphate_star | 2.960610 | 5.832671 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen silicate phosphate | 2.960475 | 5.826162 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 2.960475 | 5.826162 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou phosphate phosphate_star | 2.960610 | 5.832671 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 2.960475 | 5.826162 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou oxygen phosphate | 2.958674 | 5.830730 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou oxygen phosphate_star | 2.958674 | 5.830730 | 1982-1999 –> 2000-2012 |
| Atlantic | 2000-2012 | (28.2, Inf] | sal temp aou phosphate phosphate_star | 2.958674 | 5.830730 | 1982-1999 –> 2000-2012 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen phosphate | 3.043573 | 6.004183 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen phosphate phosphate_star | 3.043573 | 6.004183 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen silicate phosphate | 3.042183 | 6.002659 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou oxygen silicate phosphate_star | 3.042183 | 6.002659 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou phosphate phosphate_star | 3.043573 | 6.004183 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal aou silicate phosphate phosphate_star | 3.042183 | 6.002659 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou oxygen phosphate | 3.035108 | 5.993782 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou oxygen phosphate_star | 3.035108 | 5.993782 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou phosphate phosphate_star | 3.035108 | 5.993782 | 2000-2012 –> 2013-2019 |
| Atlantic | 2013-2019 | (28.2, Inf] | sal temp aou silicate phosphate | 3.043083 | 6.004121 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate | 3.810952 | 9.837746 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou oxygen phosphate_star | 3.810952 | 9.837746 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou phosphate phosphate_star | 3.810952 | 9.837746 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 3.899548 | 9.920405 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 3.880340 | 9.898481 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp oxygen phosphate | 3.974880 | 10.005352 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp oxygen phosphate phosphate_star | 3.974880 | 10.005352 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 3.875775 | 9.893728 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 3.875775 | 9.893728 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 3.875775 | 9.893728 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 1.636078 | 5.447030 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate_star | 1.636078 | 5.447030 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | sal temp aou phosphate phosphate_star | 1.636078 | 5.447030 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen phosphate | 1.656443 | 5.467756 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen phosphate phosphate_star | 1.656443 | 5.467756 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen phosphate_star | 1.656443 | 5.467756 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen silicate phosphate | 1.638686 | 5.435168 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou oxygen silicate phosphate_star | 1.638686 | 5.435168 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou phosphate phosphate_star | 1.656443 | 5.467756 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (-Inf,26] | temp aou silicate phosphate phosphate_star | 1.638686 | 5.435168 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate_star | 3.400886 | 7.705037 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate | 3.324754 | 7.548012 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou oxygen phosphate_star | 3.324754 | 7.548012 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou phosphate phosphate_star | 3.324754 | 7.548012 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate | 3.355568 | 7.627907 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate_star | 3.343558 | 7.607260 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate | 3.342374 | 7.605727 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate_star | 3.342374 | 7.605727 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp silicate phosphate phosphate_star | 3.342374 | 7.605727 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26,26.5] | sal temp silicate phosphate_star | 3.407767 | 7.681195 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate | 2.223977 | 5.548731 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou oxygen phosphate_star | 2.223977 | 5.548731 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou phosphate phosphate_star | 2.223977 | 5.548731 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate_star | 2.217951 | 5.561509 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate | 2.217772 | 5.560146 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate_star | 2.217772 | 5.560146 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | sal temp silicate phosphate phosphate_star | 2.217772 | 5.560146 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | temp aou oxygen silicate phosphate | 2.224269 | 5.526493 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | temp aou oxygen silicate phosphate_star | 2.224269 | 5.526493 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26,26.5] | temp aou silicate phosphate phosphate_star | 2.224269 | 5.526493 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 3.182118 | 6.815069 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 3.182118 | 6.815069 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 3.182118 | 6.815069 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou phosphate_star | 3.182707 | 6.874096 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp aou silicate phosphate_star | 3.179873 | 6.871244 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen phosphate | 3.183072 | 6.875417 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen phosphate phosphate_star | 3.183072 | 6.875417 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate | 3.180116 | 6.872411 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 3.180116 | 6.872411 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 3.180116 | 6.872411 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate | 2.008159 | 5.196393 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate_star | 2.007284 | 5.187158 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate | 2.007469 | 5.187585 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp oxygen silicate phosphate_star | 2.007469 | 5.187585 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | sal temp silicate phosphate phosphate_star | 2.007469 | 5.187585 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate | 2.018624 | 5.203656 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate_star | 2.018624 | 5.203656 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp aou silicate phosphate phosphate_star | 2.018624 | 5.203656 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp aou silicate phosphate_star | 2.019581 | 5.205563 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.5,26.75] | temp silicate phosphate phosphate_star | 2.020099 | 5.206386 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate | 3.529456 | 7.552903 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate_star | 3.529456 | 7.552903 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou phosphate phosphate_star | 3.529456 | 7.552903 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou phosphate_star | 3.549514 | 7.595142 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate | 3.545764 | 7.584939 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp aou silicate phosphate_star | 3.531657 | 7.563650 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp oxygen phosphate | 3.550306 | 7.597344 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate | 3.532961 | 7.566515 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp oxygen silicate phosphate_star | 3.532961 | 7.566515 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (26.75,27] | sal temp silicate phosphate phosphate_star | 3.532961 | 7.566515 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate | 2.288789 | 5.834553 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp aou silicate phosphate_star | 2.279482 | 5.811139 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate | 2.282287 | 5.815248 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp oxygen silicate phosphate_star | 2.282287 | 5.815248 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | sal temp silicate phosphate phosphate_star | 2.282287 | 5.815248 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate | 2.275084 | 5.828613 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate_star | 2.275084 | 5.828613 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp aou silicate phosphate phosphate_star | 2.275084 | 5.828613 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp aou silicate phosphate_star | 2.280238 | 5.841077 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (26.75,27] | temp oxygen silicate phosphate_star | 2.283626 | 5.845614 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen phosphate | 4.340426 | 8.558676 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen phosphate phosphate_star | 4.340426 | 8.558676 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen phosphate_star | 4.340426 | 8.558676 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate | 4.337570 | 8.552060 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.337570 | 8.552060 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.337570 | 8.552060 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou oxygen phosphate | 4.339761 | 8.525256 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou oxygen phosphate_star | 4.339761 | 8.525256 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou phosphate phosphate_star | 4.339761 | 8.525256 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate | 4.336683 | 8.555761 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate | 2.098438 | 6.436008 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate_star | 2.098438 | 6.436008 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal aou silicate phosphate | 2.099839 | 6.439531 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal aou silicate phosphate phosphate_star | 2.098438 | 6.436008 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal oxygen silicate phosphate | 2.125156 | 6.490139 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate | 2.098393 | 6.435075 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 2.102455 | 6.445828 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 2.099536 | 6.442643 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 2.099536 | 6.442643 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 2.099536 | 6.442643 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate | 3.845716 | 7.899318 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp aou oxygen phosphate_star | 3.845716 | 7.899318 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | sal temp aou phosphate phosphate_star | 3.845716 | 7.899318 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen phosphate | 3.857614 | 7.919316 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen phosphate phosphate_star | 3.857614 | 7.919316 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen phosphate_star | 3.857614 | 7.919316 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen silicate phosphate | 3.796841 | 7.841758 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou oxygen silicate phosphate_star | 3.796841 | 7.841758 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou phosphate phosphate_star | 3.857614 | 7.919316 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.25,27.5] | temp aou silicate phosphate phosphate_star | 3.796841 | 7.841758 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate | 1.959292 | 6.053922 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 1.959292 | 6.053922 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 1.959292 | 6.053922 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate | 1.964144 | 6.121203 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate | 1.957986 | 6.163594 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 1.957986 | 6.163594 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 1.957986 | 6.163594 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou oxygen silicate phosphate | 2.068078 | 5.864919 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou oxygen silicate phosphate_star | 2.068078 | 5.864919 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.25,27.5] | temp aou silicate phosphate phosphate_star | 2.068078 | 5.864919 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp aou oxygen phosphate | 3.458635 | 7.237392 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp aou oxygen phosphate_star | 3.458635 | 7.237392 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | sal temp aou phosphate phosphate_star | 3.458635 | 7.237392 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen phosphate | 3.499801 | 7.285687 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen phosphate phosphate_star | 3.499801 | 7.285687 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen phosphate_star | 3.499801 | 7.285687 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen silicate phosphate | 3.496370 | 7.268967 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou oxygen silicate phosphate_star | 3.496370 | 7.268967 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou phosphate phosphate_star | 3.499801 | 7.285687 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.5,27.75] | temp aou silicate phosphate phosphate_star | 3.496370 | 7.268967 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 1.950626 | 5.406398 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 1.950626 | 5.406398 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 1.950626 | 5.406398 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 1.934826 | 5.404526 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 1.922802 | 5.417004 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 1.924091 | 5.417328 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 1.924091 | 5.417328 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 1.924091 | 5.417328 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate_star | 1.947156 | 5.441491 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.5,27.75] | temp aou oxygen silicate phosphate_star | 2.097806 | 5.594176 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate | 3.230766 | 6.986103 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 3.230766 | 6.986103 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 3.230766 | 6.986103 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou oxygen phosphate | 3.203355 | 6.982697 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou oxygen phosphate_star | 3.203355 | 6.982697 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou phosphate phosphate_star | 3.203355 | 6.982697 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate | 3.196728 | 6.989638 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate | 3.222368 | 6.978714 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 3.222368 | 6.978714 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 3.222368 | 6.978714 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate | 1.880468 | 5.111234 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou oxygen silicate phosphate_star | 1.880468 | 5.111234 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal aou silicate phosphate phosphate_star | 1.880468 | 5.111234 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate | 1.863358 | 5.060086 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 1.858061 | 5.047711 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 1.858768 | 5.048075 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 1.858768 | 5.048075 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 1.858768 | 5.048075 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate_star | 1.906632 | 5.100066 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 1.892754 | 5.115122 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate | 2.787068 | 6.158415 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 2.787068 | 6.158415 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate_star | 2.787068 | 6.158415 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 2.785688 | 6.156684 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 2.785688 | 6.156684 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 2.785688 | 6.156684 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | sal temp aou silicate phosphate | 2.757813 | 6.157195 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate | 2.761134 | 6.131880 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 2.761134 | 6.131880 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 2.761134 | 6.131880 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou oxygen phosphate | 1.780179 | 4.539125 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou oxygen phosphate_star | 1.780179 | 4.539125 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 1.756707 | 4.514520 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 1.759359 | 4.529521 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate | 1.759335 | 4.532967 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 1.759335 | 4.532967 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 1.759335 | 4.532967 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate | 1.774654 | 4.535788 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 1.774654 | 4.535788 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 1.774654 | 4.535788 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate | 2.699472 | 6.396618 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate_star | 2.699472 | 6.396618 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 2.699472 | 6.396618 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen phosphate | 2.699513 | 6.397574 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen phosphate phosphate_star | 2.699513 | 6.397574 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen phosphate_star | 2.699513 | 6.397574 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate | 2.686548 | 6.376646 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 2.686548 | 6.376646 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou phosphate phosphate_star | 2.699513 | 6.397574 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 2.686548 | 6.376646 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (27.95,28.05] | aou oxygen silicate phosphate | 1.985723 | 4.677664 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | aou oxygen silicate phosphate phosphate_star | 1.985723 | 4.677664 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | aou oxygen silicate phosphate_star | 1.985723 | 4.677664 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | aou silicate phosphate phosphate_star | 1.985723 | 4.677664 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate | 1.980378 | 4.658997 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 1.980378 | 4.658997 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 1.980378 | 4.658997 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate | 1.985536 | 4.672084 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 1.985536 | 4.672084 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 1.985536 | 4.672084 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate | 2.831208 | 6.282333 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 2.831208 | 6.282333 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 2.831208 | 6.282333 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate | 2.847579 | 6.300289 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate phosphate_star | 2.847579 | 6.300289 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen phosphate_star | 2.847579 | 6.300289 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate | 2.847547 | 6.276677 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou oxygen silicate phosphate_star | 2.847547 | 6.276677 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou phosphate phosphate_star | 2.847579 | 6.300289 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.05,28.1] | temp aou silicate phosphate phosphate_star | 2.847547 | 6.276677 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou oxygen phosphate | 1.977469 | 4.824469 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou oxygen phosphate phosphate_star | 1.977469 | 4.824469 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou oxygen phosphate_star | 1.977469 | 4.824469 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate | 1.949882 | 4.796697 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 1.949882 | 4.796697 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou phosphate phosphate_star | 1.977469 | 4.824469 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 1.949882 | 4.796697 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate | 1.961372 | 4.792580 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 1.961372 | 4.792580 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 1.961372 | 4.792580 | 2000-2012 –> 2013-2019 |
| Indian | 2000-2012 | (28.1, Inf] | aou oxygen silicate phosphate | 3.435467 | 6.952896 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 3.435467 | 6.952896 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | aou oxygen silicate phosphate_star | 3.435467 | 6.952896 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | aou silicate phosphate phosphate_star | 3.435467 | 6.952896 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal aou oxygen silicate phosphate | 3.321144 | 6.790361 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 3.321144 | 6.790361 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 3.321144 | 6.790361 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate | 3.358852 | 6.757388 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 3.358852 | 6.757388 | 1982-1999 –> 2000-2012 |
| Indian | 2000-2012 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 3.358852 | 6.757388 | 1982-1999 –> 2000-2012 |
| Indian | 2013-2019 | (28.1, Inf] | aou oxygen silicate phosphate | 2.210080 | 5.645547 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | aou oxygen silicate phosphate phosphate_star | 2.210080 | 5.645547 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | aou oxygen silicate phosphate_star | 2.210080 | 5.645547 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | aou silicate phosphate phosphate_star | 2.210080 | 5.645547 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal aou oxygen silicate phosphate | 2.198434 | 5.519578 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 2.198434 | 5.519578 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 2.198434 | 5.519578 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate phosphate | 2.048114 | 5.406966 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 2.048114 | 5.406966 | 2000-2012 –> 2013-2019 |
| Indian | 2013-2019 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 2.048114 | 5.406966 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate | 6.416260 | 19.373980 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 6.416260 | 19.373980 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 6.416260 | 19.373980 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou phosphate phosphate_star | 6.819336 | 20.175387 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate | 6.532297 | 19.546222 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp aou silicate phosphate_star | 6.570649 | 19.607268 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate | 6.591708 | 19.641183 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 6.591708 | 19.641183 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 6.591708 | 19.641183 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (-Inf,26] | sal temp silicate phosphate_star | 6.881990 | 20.161062 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate | 5.423941 | 11.840202 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou oxygen silicate phosphate_star | 5.423941 | 11.840202 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal aou silicate phosphate phosphate_star | 5.423941 | 11.840202 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou oxygen phosphate | 5.802046 | 12.621382 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou phosphate phosphate_star | 5.802046 | 12.621382 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate | 5.650599 | 12.182896 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp aou silicate phosphate_star | 5.715487 | 12.286136 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate | 5.758507 | 12.350214 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp oxygen silicate phosphate_star | 5.758507 | 12.350214 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (-Inf,26] | sal temp silicate phosphate phosphate_star | 5.758507 | 12.350214 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate | 4.444900 | 13.074004 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal aou oxygen silicate phosphate_star | 4.444900 | 13.074004 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal aou silicate phosphate phosphate_star | 4.444900 | 13.074004 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate | 4.454531 | 13.070945 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp aou silicate phosphate_star | 4.482248 | 13.108156 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate | 4.486050 | 13.114408 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp oxygen silicate phosphate_star | 4.486050 | 13.114408 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | sal temp silicate phosphate phosphate_star | 4.486050 | 13.114408 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | temp aou oxygen silicate phosphate | 4.780117 | 13.484749 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26,26.5] | temp aou silicate phosphate phosphate_star | 4.780117 | 13.484749 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate | 3.773363 | 8.218263 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal aou oxygen silicate phosphate_star | 3.773363 | 8.218263 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal aou silicate phosphate phosphate_star | 3.773363 | 8.218263 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate | 3.856663 | 8.311194 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp aou silicate phosphate_star | 3.902251 | 8.384499 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate | 3.903600 | 8.389651 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp oxygen silicate phosphate_star | 3.903600 | 8.389651 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp silicate phosphate phosphate_star | 3.903600 | 8.389651 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | sal temp silicate phosphate_star | 3.909780 | 8.559844 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26,26.5] | temp aou oxygen silicate phosphate | 4.049640 | 8.829757 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen phosphate | 5.130925 | 11.678934 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen phosphate phosphate_star | 5.130925 | 11.678934 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen silicate phosphate | 5.053681 | 11.563476 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 5.053681 | 11.563476 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou phosphate phosphate_star | 5.130925 | 11.678934 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 5.053681 | 11.563476 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate | 5.125964 | 11.673969 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou oxygen phosphate_star | 5.125964 | 11.673969 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou phosphate phosphate_star | 5.125964 | 11.673969 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.5,26.75] | sal temp aou silicate phosphate | 5.123230 | 11.671371 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26.5,26.75] | aou oxygen silicate phosphate | 4.282048 | 9.421806 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | aou oxygen silicate phosphate phosphate_star | 4.282048 | 9.421806 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | aou oxygen silicate phosphate_star | 4.282048 | 9.421806 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate | 4.241423 | 9.295105 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou oxygen silicate phosphate_star | 4.241423 | 9.295105 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal aou silicate phosphate phosphate_star | 4.241423 | 9.295105 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | sal temp aou silicate phosphate | 4.288522 | 9.411751 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate | 4.274480 | 9.359414 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | temp aou oxygen silicate phosphate_star | 4.274480 | 9.359414 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.5,26.75] | temp aou silicate phosphate phosphate_star | 4.274480 | 9.359414 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (26.75,27] | aou silicate phosphate phosphate_star | 4.865599 | 13.192890 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate | 4.862821 | 13.184110 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou oxygen silicate phosphate_star | 4.862821 | 13.184110 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal aou silicate phosphate phosphate_star | 4.862821 | 13.184110 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate | 4.874992 | 13.187644 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp aou oxygen phosphate_star | 4.874992 | 13.187644 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | sal temp aou phosphate phosphate_star | 4.874992 | 13.187644 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | temp aou oxygen silicate phosphate | 4.854620 | 13.175598 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | temp aou oxygen silicate phosphate_star | 4.854620 | 13.175598 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (26.75,27] | temp aou silicate phosphate phosphate_star | 4.854620 | 13.175598 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (26.75,27] | sal temp aou oxygen phosphate | 4.236879 | 9.111871 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp aou oxygen phosphate_star | 4.236879 | 9.111871 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | sal temp aou phosphate phosphate_star | 4.236879 | 9.111871 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen phosphate | 4.239621 | 9.116100 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen phosphate phosphate_star | 4.239621 | 9.116100 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen phosphate_star | 4.239621 | 9.116100 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate | 4.233941 | 9.088561 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou oxygen silicate phosphate_star | 4.233941 | 9.088561 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou phosphate phosphate_star | 4.239621 | 9.116100 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (26.75,27] | temp aou silicate phosphate phosphate_star | 4.233941 | 9.088561 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate | 4.403324 | 10.570859 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.403324 | 10.570859 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou silicate phosphate | 4.415955 | 10.586792 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.403324 | 10.570859 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal oxygen silicate phosphate_star | 4.501537 | 10.744605 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate | 4.408454 | 10.577820 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp aou silicate phosphate_star | 4.427169 | 10.610280 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate | 4.424786 | 10.606629 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.424786 | 10.606629 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.424786 | 10.606629 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate | 4.047031 | 8.450354 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou oxygen silicate phosphate_star | 4.047031 | 8.450354 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou silicate phosphate | 4.074286 | 8.490241 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal aou silicate phosphate phosphate_star | 4.047031 | 8.450354 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate | 4.061934 | 8.470388 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp aou silicate phosphate_star | 4.095241 | 8.522410 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate | 4.090451 | 8.515237 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp oxygen silicate phosphate_star | 4.090451 | 8.515237 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | sal temp silicate phosphate phosphate_star | 4.090451 | 8.515237 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27,27.25] | temp aou oxygen silicate phosphate_star | 3.970203 | 8.554913 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate | 3.722337 | 8.555609 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 3.722337 | 8.555609 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou silicate phosphate | 3.798138 | 8.804421 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 3.722337 | 8.555609 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate | 3.725736 | 8.560914 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp aou silicate phosphate_star | 3.730930 | 8.570411 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate | 3.730198 | 8.569714 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 3.730198 | 8.569714 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 3.730198 | 8.569714 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.25,27.5] | sal temp silicate phosphate_star | 3.834457 | 8.674275 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate | 3.205108 | 6.927445 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou oxygen silicate phosphate_star | 3.205108 | 6.927445 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate | 3.252471 | 7.050609 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal aou silicate phosphate phosphate_star | 3.205108 | 6.927445 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate | 3.209249 | 6.934985 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp aou silicate phosphate_star | 3.216315 | 6.947246 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate | 3.215207 | 6.945406 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp oxygen silicate phosphate_star | 3.215207 | 6.945406 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate phosphate_star | 3.215207 | 6.945406 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.25,27.5] | sal temp silicate phosphate_star | 3.339372 | 7.173829 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate | 3.498710 | 8.179978 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 3.498710 | 8.179978 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 3.498710 | 8.179978 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou oxygen phosphate | 3.672919 | 8.390424 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate | 3.473187 | 8.148269 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp aou silicate phosphate_star | 3.446923 | 8.122856 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate | 3.449204 | 8.125352 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 3.449204 | 8.125352 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 3.449204 | 8.125352 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.5,27.75] | sal temp silicate phosphate_star | 3.488434 | 8.202629 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate | 2.973308 | 6.472018 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou oxygen silicate phosphate_star | 2.973308 | 6.472018 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate | 3.085366 | 6.692118 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal aou silicate phosphate phosphate_star | 2.973308 | 6.472018 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate | 2.973940 | 6.447126 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp aou silicate phosphate_star | 2.975340 | 6.422262 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate | 2.975114 | 6.424318 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp oxygen silicate phosphate_star | 2.975114 | 6.424318 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate phosphate_star | 2.975114 | 6.424318 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.5,27.75] | sal temp silicate phosphate_star | 3.046409 | 6.534843 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou oxygen phosphate | 3.164424 | 7.394151 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou oxygen phosphate_star | 3.164424 | 7.394151 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou phosphate phosphate_star | 3.164424 | 7.394151 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp aou silicate phosphate_star | 3.149441 | 7.388321 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate | 3.147832 | 7.387851 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 3.147832 | 7.387851 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 3.147832 | 7.387851 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate | 3.124675 | 7.347538 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 3.124675 | 7.347538 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 3.124675 | 7.347538 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate | 2.890802 | 6.061412 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp aou silicate phosphate_star | 2.883018 | 6.032459 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate | 2.883150 | 6.030982 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp oxygen silicate phosphate_star | 2.883150 | 6.030982 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate phosphate_star | 2.883150 | 6.030982 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | sal temp silicate phosphate_star | 2.884178 | 6.065789 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | temp aou oxygen silicate phosphate | 2.925280 | 6.049955 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | temp aou oxygen silicate phosphate_star | 2.925280 | 6.049955 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | temp aou silicate phosphate phosphate_star | 2.925280 | 6.049955 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.75,27.85] | temp oxygen silicate phosphate | 2.937253 | 6.093353 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate | 3.011761 | 7.683557 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate phosphate_star | 3.011761 | 7.683557 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | aou oxygen silicate phosphate_star | 3.011761 | 7.683557 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | aou silicate phosphate phosphate_star | 3.011761 | 7.683557 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate | 3.007005 | 7.678779 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 3.007005 | 7.678779 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | sal aou silicate phosphate phosphate_star | 3.007005 | 7.678779 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate | 3.011582 | 7.674799 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 3.011582 | 7.674799 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 3.011582 | 7.674799 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.85,27.95] | sal aou oxygen silicate phosphate_star | 2.903652 | 5.910656 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate | 2.898282 | 5.904559 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp aou silicate phosphate_star | 2.890813 | 5.900037 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate | 2.891108 | 5.900472 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp oxygen silicate phosphate_star | 2.891108 | 5.900472 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate phosphate_star | 2.891108 | 5.900472 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | sal temp silicate phosphate_star | 2.896950 | 5.909126 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate | 2.897537 | 5.909118 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | temp aou oxygen silicate phosphate_star | 2.897537 | 5.909118 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.85,27.95] | temp aou silicate phosphate phosphate_star | 2.897537 | 5.909118 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate | 2.857840 | 7.230382 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 2.857840 | 7.230382 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 2.857840 | 7.230382 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate | 2.887863 | 7.254589 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou oxygen phosphate_star | 2.887863 | 7.254589 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou phosphate phosphate_star | 2.887863 | 7.254589 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | sal temp aou silicate phosphate | 2.878595 | 7.277561 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate | 2.871787 | 7.261633 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou oxygen silicate phosphate_star | 2.871787 | 7.261633 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 2.871787 | 7.261633 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate | 3.097207 | 5.955047 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal aou oxygen silicate phosphate_star | 3.097207 | 5.955047 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal aou silicate phosphate phosphate_star | 3.097207 | 5.955047 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp aou silicate phosphate | 3.095659 | 5.974254 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp aou silicate phosphate_star | 3.097263 | 6.013410 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate | 3.096711 | 6.011518 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp oxygen silicate phosphate_star | 3.096711 | 6.011518 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | sal temp silicate phosphate phosphate_star | 3.096711 | 6.011518 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou oxygen silicate phosphate | 3.146542 | 6.018328 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (27.95,28.05] | temp aou silicate phosphate phosphate_star | 3.146542 | 6.018328 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.766356 | 7.054807 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.766356 | 7.054807 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal aou silicate phosphate | 2.771976 | 7.062402 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.766356 | 7.054807 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 2.782700 | 7.105018 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou silicate phosphate | 2.770844 | 7.057892 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp aou silicate phosphate_star | 2.795606 | 7.090352 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp oxygen silicate phosphate | 2.790902 | 7.083827 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp oxygen silicate phosphate_star | 2.790902 | 7.083827 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.05,28.1] | sal temp silicate phosphate phosphate_star | 2.790902 | 7.083827 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou oxygen phosphate | 2.830667 | 5.626372 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou oxygen phosphate_star | 2.830667 | 5.626372 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate | 2.830521 | 5.596877 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou oxygen silicate phosphate_star | 2.830521 | 5.596877 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou silicate phosphate | 2.853645 | 5.625621 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal aou silicate phosphate phosphate_star | 2.830521 | 5.596877 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate | 2.825894 | 5.608594 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou oxygen phosphate_star | 2.825894 | 5.608594 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou phosphate phosphate_star | 2.825894 | 5.608594 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.05,28.1] | sal temp aou silicate phosphate | 2.851702 | 5.622546 | 2000-2012 –> 2013-2019 |
| Pacific | 2000-2012 | (28.1, Inf] | sal aou oxygen silicate phosphate | 2.534312 | 6.572353 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 2.534312 | 6.572353 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 2.534312 | 6.572353 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou oxygen phosphate | 2.520679 | 6.488081 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou oxygen phosphate_star | 2.520679 | 6.488081 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou phosphate phosphate_star | 2.520679 | 6.488081 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | sal temp aou silicate phosphate | 2.581507 | 6.567493 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate | 2.572987 | 6.550266 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou oxygen silicate phosphate_star | 2.572987 | 6.550266 | 1982-1999 –> 2000-2012 |
| Pacific | 2000-2012 | (28.1, Inf] | temp aou silicate phosphate phosphate_star | 2.572987 | 6.550266 | 1982-1999 –> 2000-2012 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen phosphate | 2.651900 | 5.186714 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen phosphate phosphate_star | 2.651900 | 5.186714 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen phosphate_star | 2.651900 | 5.186714 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen silicate phosphate | 2.651313 | 5.185625 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou oxygen silicate phosphate_star | 2.651313 | 5.185625 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou phosphate phosphate_star | 2.651900 | 5.186714 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal aou silicate phosphate phosphate_star | 2.651313 | 5.185625 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou oxygen phosphate | 2.650379 | 5.171058 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou oxygen phosphate_star | 2.650379 | 5.171058 | 2000-2012 –> 2013-2019 |
| Pacific | 2013-2019 | (28.1, Inf] | sal temp aou phosphate phosphate_star | 2.650379 | 5.171058 | 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$rmse))
lm_all_stats_eras %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0,max_rmse),
ylim = c(0,max_rmse)) +
facet_grid(eras ~ basin)
| Version | Author | Date |
|---|---|---|
| 7a9a4cb | jens-daniel-mueller | 2020-12-15 |
| 61b263c | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| ba112d3 | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 7c25f7a | jens-daniel-mueller | 2020-12-02 |
| b03ddb8 | jens-daniel-mueller | 2020-12-02 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
rm(max_rmse)2.4.2 Best models
max_rmse <-
max(c(lm_best$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 |
|---|---|---|
| 7a9a4cb | jens-daniel-mueller | 2020-12-15 |
| 61b263c | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| ba112d3 | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 7c25f7a | jens-daniel-mueller | 2020-12-02 |
| b03ddb8 | jens-daniel-mueller | 2020-12-02 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
rm(max_rmse)# 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 | 10 | 12 | 14 | 20 | 16 | 14 |
| (26,26.5] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (26.5,26.75] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (26.75,27] | 12 | 10 | 12 | 12 | 20 | 10 | 20 |
| (27,27.25] | 10 | 10 | 12 | 14 | 8 | 20 | 20 |
| (27.25,27.5] | 8 | 12 | 12 | 14 | 20 | 8 | 20 |
| (27.5,27.75] | 14 | 10 | 14 | 12 | 16 | 20 | 14 |
| (27.75,27.85] | 12 | 10 | 14 | 10 | 20 | 20 | 10 |
| (27.85,27.95] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.95,28.05] | 12 | 10 | 10 | 14 | 20 | 20 | 10 |
| (28.05,28.1] | 20 | 14 | 12 | 14 | 8 | 8 | 20 |
| (28.1,28.15] | 10 | 10 | 10 | 14 | 20 | 10 | 20 |
| (28.15,28.2] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (28.2, Inf] | 20 | 14 | 14 | 14 | 20 | 6 | 6 |
| total | 204.00 | 160.00 | 176.00 | 186.00 | 210.00 | 176.00 | 226.00 |
| Atlantic - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 14 | 10 | 14 | 12 | 20 | 16 | 14 |
| (26,26.5] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (26.5,26.75] | 14 | 12 | 12 | 14 | 14 | 14 | 20 |
| (26.75,27] | 14 | 12 | 12 | 14 | 14 | 14 | 20 |
| (27,27.25] | 10 | 10 | 10 | 16 | 8 | 20 | 20 |
| (27.25,27.5] | 12 | 10 | 10 | 14 | 20 | 10 | 20 |
| (27.5,27.75] | 14 | 10 | 14 | 12 | 16 | 20 | 14 |
| (27.75,27.85] | 14 | 10 | 14 | 12 | 16 | 20 | 14 |
| (27.85,27.95] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.95,28.05] | 14 | 8 | 12 | 14 | 20 | 18 | 12 |
| (28.05,28.1] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (28.1,28.15] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (28.15,28.2] | 14 | 12 | 14 | 10 | 20 | 12 | 16 |
| (28.2, Inf] | 20 | 12 | 16 | 12 | 20 | 8 | 8 |
| total | 212.00 | 156.00 | 182.00 | 184.00 | 206.00 | 190.00 | 230.00 |
| Indian - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 10 | 12 | 14 | 12 | 20 | 10 | 20 |
| (26,26.5] | 12 | 10 | 10 | 14 | 20 | 14 | 18 |
| (26.5,26.75] | 10 | 12 | 12 | 14 | 20 | 8 | 20 |
| (26.75,27] | 12 | 10 | 12 | 12 | 20 | 10 | 20 |
| (27,27.25] | 20 | 14 | 14 | 12 | 20 | 8 | 8 |
| (27.25,27.5] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (27.5,27.75] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (27.75,27.85] | 20 | 12 | 14 | 12 | 14 | 14 | 14 |
| (27.85,27.95] | 20 | 14 | 14 | 12 | 8 | 20 | 8 |
| (27.95,28.05] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (28.05,28.1] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (28.1, Inf] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| total | 204.00 | 154.00 | 160.00 | 158.00 | 152.00 | 128.00 | 194.00 |
| Indian - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (26,26.5] | 14 | 12 | 12 | 14 | 14 | 14 | 20 |
| (26.5,26.75] | 12 | 8 | 12 | 14 | 10 | 20 | 20 |
| (26.75,27] | 12 | 10 | 10 | 14 | 10 | 20 | 20 |
| (27,27.25] | 12 | 10 | 14 | 10 | 20 | 20 | 10 |
| (27.25,27.5] | 14 | 12 | 14 | 12 | 14 | 20 | 14 |
| (27.5,27.75] | 12 | 10 | 10 | 14 | 18 | 20 | 14 |
| (27.75,27.85] | 12 | 10 | 10 | 14 | 18 | 20 | 14 |
| (27.85,27.95] | 14 | 12 | 12 | 12 | 14 | 16 | 20 |
| (27.95,28.05] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| (28.05,28.1] | 20 | 14 | 14 | 14 | 20 | 6 | 6 |
| (28.1, Inf] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| total | 182.00 | 140.00 | 150.00 | 160.00 | 156.00 | 202.00 | 170.00 |
| Pacific - 1982-1999 --> 2000-2012 | |||||||
| (-Inf,26] | 12 | 8 | 12 | 14 | 20 | 18 | 14 |
| (26,26.5] | 14 | 10 | 14 | 12 | 16 | 20 | 14 |
| (26.5,26.75] | 20 | 12 | 16 | 12 | 20 | 8 | 8 |
| (26.75,27] | 20 | 12 | 14 | 14 | 12 | 14 | 12 |
| (27,27.25] | 12 | 10 | 12 | 12 | 20 | 20 | 10 |
| (27.25,27.5] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.5,27.75] | 12 | 10 | 12 | 12 | 20 | 18 | 14 |
| (27.75,27.85] | 14 | 12 | 12 | 14 | 14 | 14 | 20 |
| (27.85,27.95] | 20 | 14 | 14 | 14 | 6 | 20 | 6 |
| (27.95,28.05] | 20 | 12 | 14 | 12 | 14 | 14 | 14 |
| (28.05,28.1] | 14 | 10 | 12 | 12 | 20 | 18 | 12 |
| (28.1, Inf] | 20 | 12 | 14 | 12 | 14 | 14 | 14 |
| total | 190.00 | 130.00 | 158.00 | 152.00 | 196.00 | 198.00 | 150.00 |
| Pacific - 2000-2012 --> 2013-2019 | |||||||
| (-Inf,26] | 14 | 10 | 14 | 12 | 20 | 16 | 14 |
| (26,26.5] | 12 | 10 | 12 | 12 | 18 | 20 | 14 |
| (26.5,26.75] | 20 | 14 | 14 | 12 | 8 | 20 | 8 |
| (26.75,27] | 20 | 14 | 14 | 14 | 6 | 6 | 20 |
| (27,27.25] | 14 | 10 | 12 | 12 | 18 | 20 | 12 |
| (27.25,27.5] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.5,27.75] | 12 | 8 | 12 | 12 | 20 | 20 | 12 |
| (27.75,27.85] | 10 | 10 | 12 | 12 | 12 | 20 | 20 |
| (27.85,27.95] | 12 | 10 | 10 | 14 | 14 | 20 | 18 |
| (27.95,28.05] | 14 | 10 | 14 | 12 | 16 | 20 | 14 |
| (28.05,28.1] | 20 | 12 | 14 | 10 | 20 | 10 | 8 |
| (28.1, Inf] | 20 | 14 | 14 | 14 | 20 | 6 | 6 |
| total | 180.00 | 130.00 | 154.00 | 148.00 | 192.00 | 198.00 | 158.00 |
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