Last updated: 2021-08-06
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Knit directory: emlr_obs_v_XXX/
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html | 71546e4 | jens-daniel-mueller | 2021-08-06 | test with stricter CANYON-B filtering |
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Rmd | 4d7bb5a | jens-daniel-mueller | 2021-08-03 | test rlm model fitting |
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Rmd | af271b5 | jens-daniel-mueller | 2021-06-29 | plot spatial residual ditribution |
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Rmd | 80ae560 | jens-daniel-mueller | 2021-06-29 | plot spatial residual ditribution |
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html | 2cbe18c | jens-daniel-mueller | 2021-06-10 | added zonal mean section control plots |
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html | 315710b | jens-daniel-mueller | 2021-06-03 | include anomalous changes |
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Rmd | a61014f | jens-daniel-mueller | 2021-05-28 | test run with cstar target variable |
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Rmd | ee13efb | jens-daniel-mueller | 2021-05-27 | optional source of local params fully implemented |
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Rmd | dc8e4e1 | jens-daniel-mueller | 2021-05-27 | optional source of local params implemented |
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Rmd | e2b3434 | jens-daniel-mueller | 2021-05-26 | generate seperate output |
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Rmd | 8adf952 | jens-daniel-mueller | 2021-05-20 | parallelisation tested, not succesful |
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html | 50290e8 | jens-daniel-mueller | 2021-04-16 | overlapping eras |
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Rmd | e4ef0f6 | jens-daniel-mueller | 2021-03-26 | included model data |
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Rmd | 4df8990 | jens-daniel-mueller | 2021-03-20 | added vif calculation and plots |
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Rmd | 9ebedac | jens-daniel-mueller | 2021-02-24 | latitudinal residual plots |
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Rmd | 06a2f3b | jens-daniel-mueller | 2021-02-24 | purrr residual plots by basin |
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Rmd | 9ae7d87 | jens-daniel-mueller | 2021-02-24 | loop residual plots by basin |
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Rmd | c45672c | jens-daniel-mueller | 2021-02-24 | added residual plots |
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Rmd | 5f655e0 | jens-daniel-mueller | 2021-02-24 | added plots back to after switching to map aproach |
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Rmd | c69736b | jens-daniel-mueller | 2021-02-24 | added plots back to after switching to map aproach |
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Rmd | 1b3c171 | jens-daniel-mueller | 2021-02-24 | introduced purrr::map to model fitting, rebuild all |
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Rmd | cbfc388 | jens-daniel-mueller | 2021-02-23 | introduced purrr::map to model fitting |
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html | 33ba23c | jens-daniel-mueller | 2021-01-07 | Build site. |
Rmd | 0ad30ba | jens-daniel-mueller | 2021-01-07 | removed GLODAP gamma filter, target variable mapped by eras+era |
html | 318609d | jens-daniel-mueller | 2020-12-23 | adapted more variable predictor selection |
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Rmd | 40369db | jens-daniel-mueller | 2020-12-17 | model selection criterion added |
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Rmd | 7c8ace9 | jens-daniel-mueller | 2020-12-17 | new MLR fitting routine, rmse corrected |
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Rmd | d7992c4 | jens-daniel-mueller | 2020-12-15 | eMLR target variable selection |
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Rmd | 91b2b29 | jens-daniel-mueller | 2020-12-11 | selectable basinmask, try 5 |
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Rmd | 992ba15 | jens-daniel-mueller | 2020-12-03 | rebuild with variable inventory depth |
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Rmd | 83203db | jens-daniel-mueller | 2020-12-03 | calculate cant with variable inventory depth |
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Rmd | 9183e8f | jens-daniel-mueller | 2020-12-02 | revised assignment of era to eras |
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Rmd | 17d09be | jens-daniel-mueller | 2020-12-01 | auto eras naming |
html | cf19652 | jens-daniel-mueller | 2020-11-30 | Build site. |
Rmd | 0895ad6 | jens-daniel-mueller | 2020-11-30 | rebuild with all plot output |
Rmd | 2842970 | jens-daniel-mueller | 2020-11-30 | cleaned for eMLR part only |
html | 196be51 | jens-daniel-mueller | 2020-11-30 | Build site. |
Rmd | 7a4b015 | jens-daniel-mueller | 2020-11-30 | first rebuild on ETH server |
Rmd | bc61ce3 | Jens Müller | 2020-11-30 | Initial commit |
The results displayed on this site correspond to the Version_ID: v_XXX
Required are:
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))
Find all possible combinations of following considered predictor variables:
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin
i_basin <- unique(GLODAP$basin)[1]
i_era <- unique(GLODAP$era)[1]
# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era,
data_source == "obs")
i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[3]
print(i_gamma_slab)
# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
params_local$MLR_target,
paste(params_local$MLR_predictors, collapse = " + "),
sep = " ~ "
),
data = GLODAP_basin_era_slab)
# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)
# convert to tibble
lm_all <- as_tibble(lm_all)
# format model formula
lm_all <- lm_all %>%
select(n, predictors) %>%
mutate(model = str_replace_all(predictors, " ", " + "),
model = paste(params_local$MLR_target, "~", model))
# remove helper objects
rm(i_gamma_slab,
i_era,
i_basin,
GLODAP_basin_era,
GLODAP_basin_era_slab,
lm_full)
Select combinations with a total number of predictors in the range:
lm_all <- lm_all %>%
filter(n >= params_local$MLR_predictors_min,
n <= params_local$MLR_predictors_max)
This results in a total number of MLR models of:
Individual linear regression models were fitted for the chosen target variable:
as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.
# prepare nested data frame
GLODAP %>%
filter_all(any_vars(is.na(.)))
GLODAP_nested <- GLODAP %>%
# filter(gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
nest(data = !c(gamma_slab, era, basin, data_source))
# expand with model definitions
GLODAP_nested_lm <- expand_grid(
GLODAP_nested,
lm_all#[1:3,]
)
# fit models and extract tidy model output
if (params_local$MLR_function == "lm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>%
mutate(
fit = map2(.x = data, .y = model,
~ lm(as.formula(.y), data = .x))
)
}
if (params_local$MLR_function == "rlm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>%
mutate(
fit = map2(.x = data, .y = model,
~ lm(as.formula(.y), data = .x))
)
}
GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>%
mutate(
tidied = map(fit, tidy),
glanced = map(fit, glance),
augmented = map(fit, augment),
vif = map(fit, ols_vif_tol)
)
# extract glanced model output (model diagnostics, such as AIC)
GLODAP_glanced <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, augmented, vif)) %>%
unnest(glanced) %>%
rename(n_predictors = n)
# extract tidy model output (model coefficients)
GLODAP_tidy <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, glanced, augmented, vif)) %>%
unnest(tidied)
# extract augmented model output (fitted values and residuals)
GLODAP_augmented <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, glanced, vif)) %>%
unnest(augmented)
# print(object.size(GLODAP_augmented), units = "MB")
# extract VIC from output
GLODAP_glanced_vif <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, augmented, glanced)) %>%
unnest(vif)
# calculte max vif per model
GLODAP_glanced_vif_max <- GLODAP_glanced_vif %>%
group_by(data_source, era, basin, gamma_slab, model, n) %>%
summarise(vif_max = max(VIF)) %>%
ungroup()
# calculate RMSE from augmented output
GLODAP_glanced_rmse <- GLODAP_augmented %>%
group_by(data_source, era, basin, gamma_slab, model) %>%
summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
ungroup()
# add RMSE and vif_max to glanced output
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_rmse)
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_vif_max)
rm(GLODAP_glanced_rmse)
rm(GLODAP_glanced_vif_max)
# extract input data
GLODAP_data <- GLODAP_nested_lm_fit %>%
select(-c(fit, tidied, glanced, augmented, vif)) %>%
unnest(data)
# append input data with augmented data
GLODAP_augmented <- bind_cols(
GLODAP_data,
GLODAP_augmented %>% select(.fitted, .resid)
)
rm(GLODAP, GLODAP_nested, GLODAP_nested_lm, GLODAP_nested_lm_fit, lm_all,
GLODAP_data)
Coefficients are prepared for the mapping of Cant and the chosen target variable.
To avoid multicollinearity among predictors, models were excluded with a VIF above:
After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:
GLODAP_glanced_clean <- GLODAP_glanced %>%
filter(vif_max <= params_local$vif_max)
GLODAP_glanced_clean %>%
group_by(data_source, era, basin, gamma_slab) %>%
count() %>%
filter(n < params_local$MLR_number)
# A tibble: 0 x 5
# Groups: data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
# gamma_slab <chr>, n <int>
Within each basin and slab, the following number of best linear regression models was selected:
The criterion used to select the best models was:
The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.
# calculate RMSE sum for adjacent eras
lm_all <- GLODAP_glanced_clean %>%
select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>%
arrange(era) %>%
group_by(data_source, basin, gamma_slab, model) %>%
mutate(rmse_sum = rmse + lag(rmse),
aic_sum = AIC + lag(AIC),
bic_sum = BIC + lag(BIC)
) %>%
ungroup() %>%
select(-c(era)) %>%
drop_na()
# subset models with lowest summed criterion
# chose which criterion is applied
if (params_local$MLR_criterion == "aic") {
lm_best <- lm_all %>%
group_by(data_source, basin, gamma_slab) %>%
slice_min(order_by = aic_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, model)
}
if (params_local$MLR_criterion == "bic") {
lm_best <- lm_all %>%
group_by(data_source, basin, gamma_slab) %>%
slice_min(order_by = bic_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, model)
}
if (params_local$MLR_criterion == "rmse") {
lm_best <- lm_all %>%
group_by(data_source, basin, gamma_slab) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, model)
}
# print table
lm_best %>%
kable() %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")
data_source | basin | gamma_slab | model | AIC | BIC | rmse | rmse_sum | aic_sum | bic_sum |
---|---|---|---|---|---|---|---|---|---|
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate | 655.01057 | 671.0475 | 4.8831170 | 12.5586381 | 1220.1265 | 1250.4557 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 145.98933 | 160.2907 | 0.7701751 | 4.6900812 | 861.8109 | 895.9662 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 643.85863 | 662.5684 | 4.5920479 | 12.2323405 | 1210.2385 | 1245.6225 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 654.41026 | 673.1201 | 4.8241415 | 12.4944834 | 1221.4182 | 1256.8022 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 148.13019 | 162.4315 | 0.7847752 | 4.9454723 | 878.9747 | 913.1301 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + oxygen + nitrate + phosphate | 146.06633 | 158.3246 | 0.7843358 | 4.9200763 | 873.3948 | 902.6708 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 85.90274 | 100.2041 | 0.4546567 | 4.2891474 | 796.1725 | 830.3278 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + oxygen + silicate + phosphate | 181.33249 | 193.5908 | 1.0686906 | 5.2843685 | 913.4852 | 942.7612 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate | 652.05125 | 668.0882 | 4.8160552 | 12.5456085 | 1218.2896 | 1248.6187 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 146.50758 | 160.8089 | 0.7736843 | 5.1530050 | 890.2573 | 924.4126 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 639.52939 | 658.2392 | 4.5000838 | 12.1863345 | 1206.8689 | 1242.2528 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 651.93682 | 670.6466 | 4.7687043 | 12.4944479 | 1220.0963 | 1255.4803 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 152.69377 | 166.9951 | 0.8168282 | 4.7807901 | 871.3318 | 905.4871 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + silicate | 99.64883 | 111.9071 | 0.5219992 | 5.1498773 | 855.3102 | 884.5862 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate | 651.41112 | 667.4481 | 4.8016705 | 12.5562844 | 1218.1674 | 1248.4965 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 146.82993 | 161.1313 | 0.7758751 | 4.7108618 | 863.6191 | 897.7745 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 638.09963 | 656.8094 | 4.4701184 | 12.1798844 | 1205.9279 | 1241.3118 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 651.37025 | 670.0800 | 4.7560957 | 12.5074084 | 1220.0584 | 1255.4424 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 153.19067 | 167.4920 | 0.8203963 | 5.0069984 | 885.5993 | 919.7547 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 643.98119 | 662.6910 | 4.5946786 | 12.5427120 | 1216.6793 | 1252.0633 |
obs | Atlantic | (26,26.5] | cstar_tref ~ aou + oxygen + nitrate + phosphate | 3296.69096 | 3322.3958 | 5.1817294 | 11.2445813 | 7399.5119 | 7451.9384 |
obs | Atlantic | (26,26.5] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 3263.65062 | 3293.6396 | 5.0150930 | 11.0768221 | 7368.2363 | 7429.4006 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + nitrate | 1596.40527 | 1618.6479 | 3.3634388 | 8.4651869 | 3858.2143 | 3903.9218 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 1592.09565 | 1618.0454 | 3.3283704 | 7.7876680 | 3756.5758 | 3809.9012 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 3173.52603 | 3203.5150 | 4.6107038 | 10.6678689 | 7277.1552 | 7338.3195 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 1596.49863 | 1622.4484 | 3.3528030 | 8.2044697 | 3823.2151 | 3876.5405 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1597.88527 | 1623.8350 | 3.3605348 | 8.3138083 | 3839.8978 | 3893.2232 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3299.33093 | 3329.3199 | 5.1848237 | 11.3525723 | 7425.9369 | 7487.1012 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1592.91560 | 1618.8654 | 3.3329069 | 7.7927190 | 3757.4809 | 3810.8063 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3203.26303 | 3233.2520 | 4.7403940 | 10.8764635 | 7323.3291 | 7384.4934 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1594.99183 | 1620.9416 | 3.3444216 | 8.2229086 | 3825.7768 | 3879.1021 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1600.50520 | 1626.4550 | 3.3751919 | 8.4238191 | 3856.5897 | 3909.9151 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3309.96977 | 3339.9587 | 5.2365356 | 11.4535947 | 7446.6889 | 7507.8532 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1593.48940 | 1619.4392 | 3.3360852 | 7.8570159 | 3768.0998 | 3821.4252 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 3220.53138 | 3250.5203 | 4.8173732 | 11.0663554 | 7363.7549 | 7424.9193 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 1595.11813 | 1621.0679 | 3.3451232 | 8.2512946 | 3830.0792 | 3883.4046 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1601.17223 | 1627.1220 | 3.3789337 | 8.4775617 | 3864.5298 | 3917.8552 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + phosphate | 3301.29788 | 3327.0027 | 5.2040458 | 11.3401152 | 7419.3640 | 7471.7905 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3270.39936 | 3300.3883 | 5.0467650 | 11.1729635 | 7388.4208 | 7449.5851 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 3280.11738 | 3310.1063 | 5.0927235 | 11.3225505 | 7419.4420 | 7480.6063 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 2269.40998 | 2297.8238 | 3.3732822 | 7.0018502 | 5456.9242 | 5515.9513 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2312.70514 | 2341.1190 | 3.5482860 | 6.9649479 | 5429.6953 | 5488.7224 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + aou + silicate + phosphate | 2318.46754 | 2342.8223 | 3.5806090 | 7.0174660 | 5440.3648 | 5490.9594 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4767.76998 | 4800.5623 | 4.7216943 | 9.9741556 | 10081.4580 | 10147.5569 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + phosphate | 4788.91265 | 4817.0203 | 4.7904860 | 10.0446192 | 10101.1487 | 10157.8049 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2298.51267 | 2326.9265 | 3.4899405 | 6.8626598 | 5400.3317 | 5459.3588 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4757.45592 | 4790.2482 | 4.6913548 | 9.9454534 | 10071.6806 | 10137.7796 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 2335.02228 | 2363.4361 | 3.6420114 | 7.0145208 | 5436.7684 | 5495.7955 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 4762.87644 | 4795.6687 | 4.7072753 | 9.9839116 | 10084.4720 | 10150.5709 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2305.92599 | 2334.3399 | 3.5202961 | 6.8727352 | 5400.6765 | 5459.7036 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 4749.98295 | 4782.7752 | 4.6694945 | 9.9403445 | 10069.6891 | 10135.7881 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + phosphate | 4781.10849 | 4809.2162 | 4.7671769 | 10.0429199 | 10100.4125 | 10157.0687 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2283.09190 | 2311.5058 | 3.4276324 | 6.8386904 | 5398.1582 | 5457.1853 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4757.79580 | 4790.5881 | 4.6923515 | 9.9678544 | 10079.0214 | 10145.1203 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate | 2303.64055 | 2327.9953 | 3.5191224 | 6.9992037 | 5440.1857 | 5490.7804 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate | 4758.70964 | 4786.8173 | 4.7009047 | 9.9934965 | 10083.5043 | 10140.1605 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 2292.85570 | 2321.2696 | 3.4669529 | 6.7836971 | 5375.0605 | 5434.0876 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 4751.57471 | 4784.3670 | 4.6741422 | 9.9683400 | 10078.8918 | 10144.9907 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + oxygen + silicate + phosphate | 2312.34020 | 2336.6949 | 3.5550701 | 6.9990403 | 5436.6606 | 5487.2552 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + oxygen + silicate + phosphate | 4751.71546 | 4779.8231 | 4.6804002 | 9.9903883 | 10082.1609 | 10138.8171 |
mod | Atlantic | (26.75,27] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 4082.75193 | 4116.4460 | 2.2628825 | 4.6956809 | 8657.3219 | 8725.2858 |
obs | Atlantic | (26.75,27] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 5811.87732 | 5846.2526 | 4.3550205 | 10.1273270 | 11947.8571 | 12016.3373 |
mod | Atlantic | (26.75,27] | cstar_tref ~ aou + oxygen + silicate + phosphate | 4246.71250 | 4275.5932 | 2.4789289 | 4.9843572 | 8877.4114 | 8935.6662 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 4255.75331 | 4289.4474 | 2.4885374 | 4.8936904 | 8807.7402 | 8875.7041 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate | 4273.60677 | 4302.4874 | 2.5158322 | 4.9310176 | 8831.8188 | 8890.0736 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5856.29271 | 5890.6680 | 4.4525216 | 10.0945785 | 11948.2240 | 12016.7042 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4197.97094 | 4231.6651 | 2.4107710 | 4.6165676 | 8578.9848 | 8646.9487 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5819.35670 | 5853.7320 | 4.3712885 | 9.9986483 | 11906.2540 | 11974.7341 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5863.44458 | 5897.8198 | 4.4684243 | 10.0490886 | 11934.2601 | 12002.7402 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 4237.93099 | 4271.6251 | 2.4642874 | 4.7861775 | 8720.2995 | 8788.2634 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 5813.78491 | 5848.1602 | 4.3591639 | 9.9183140 | 11877.1456 | 11945.6258 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4122.56639 | 4156.2605 | 2.3129309 | 4.5316735 | 8515.1436 | 8583.1075 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 5792.36979 | 5826.7450 | 4.3128750 | 9.9397631 | 11879.1053 | 11947.5855 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + silicate + phosphate | 4315.54298 | 4344.4236 | 2.5744747 | 4.9137262 | 8810.6316 | 8868.8863 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + silicate + phosphate | 5818.05128 | 5847.5158 | 4.3728024 | 10.0405191 | 11916.7403 | 11975.4376 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 5869.93137 | 5899.3959 | 4.4873689 | 10.0888501 | 11945.9327 | 12004.6300 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 4166.48526 | 4200.1794 | 2.3694237 | 4.6322232 | 8597.9149 | 8665.8788 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 5787.55099 | 5821.9262 | 4.3025271 | 9.8728760 | 11854.7957 | 11923.2759 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + oxygen + silicate + phosphate | 4355.48524 | 4384.3659 | 2.6315995 | 5.0402770 | 8908.3656 | 8966.6204 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + oxygen + silicate + phosphate | 5814.58364 | 5844.0481 | 4.3652499 | 9.9728534 | 11892.6933 | 11951.3905 |
obs | Atlantic | (27,27.25] | cstar_tref ~ aou + oxygen + nitrate + phosphate | 8435.64318 | 8467.0655 | 5.0085625 | 11.1099466 | 17116.5851 | 17179.2235 |
mod | Atlantic | (27,27.25] | cstar_tref ~ aou + oxygen + nitrate + silicate | 4715.04064 | 4744.7283 | 2.3162898 | 4.4438401 | 9144.4253 | 9203.6547 |
mod | Atlantic | (27,27.25] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 4716.61879 | 4751.2544 | 2.3158205 | 4.3558044 | 9062.5998 | 9131.7008 |
obs | Atlantic | (27,27.25] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 8361.45175 | 8398.1112 | 4.8731569 | 10.9745407 | 17044.3936 | 17117.4716 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 4557.37954 | 4592.0151 | 2.1453019 | 4.2005403 | 8918.4989 | 8987.5999 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 8432.18760 | 8468.8470 | 4.9987431 | 11.0944600 | 17112.6335 | 17185.7115 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8421.28386 | 8457.9433 | 4.9791754 | 10.9516009 | 17046.8461 | 17119.9241 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 4537.99114 | 4572.6267 | 2.1254167 | 4.2016707 | 8919.7829 | 8988.8839 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4726.07850 | 4760.7141 | 2.3263665 | 4.5462218 | 9243.7637 | 9312.8647 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 8421.45470 | 8458.1141 | 4.9794814 | 10.8876882 | 17017.9792 | 17091.0573 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 4517.42689 | 4552.0624 | 2.1045269 | 4.1795594 | 8898.0229 | 8967.1238 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 8489.49869 | 8526.1581 | 5.1028643 | 11.0816444 | 17117.9173 | 17190.9953 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + phosphate | 8420.76637 | 8452.1887 | 4.9818314 | 10.9888674 | 17059.8491 | 17122.4875 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate | 4580.53033 | 4610.2180 | 2.1713745 | 4.2594037 | 8971.8138 | 9031.0432 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4582.52816 | 4617.1637 | 2.1713722 | 4.2031204 | 8920.2891 | 8989.3901 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 8333.16795 | 8369.8274 | 4.8238286 | 10.8300558 | 16973.8891 | 17046.9671 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 8419.91870 | 8451.3411 | 4.9803126 | 10.9268726 | 17031.8231 | 17094.4614 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + oxygen + nitrate + silicate | 4561.85733 | 4591.5450 | 2.1519870 | 4.2482284 | 8961.1170 | 9020.3464 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 4562.18005 | 4596.8156 | 2.1502540 | 4.2106313 | 8928.3738 | 8997.4748 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 8322.17399 | 8358.8334 | 4.8047896 | 10.7491514 | 16935.0852 | 17008.1633 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ aou + oxygen + nitrate + phosphate | 9940.67785 | 9973.1290 | 4.9025316 | 9.8792170 | 19495.4833 | 19560.1180 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ aou + oxygen + nitrate + silicate | 8106.23004 | 8137.9759 | 3.8183984 | 7.2513113 | 16038.1402 | 16101.7373 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 8035.02654 | 8072.0634 | 3.7243078 | 7.1311106 | 15946.1389 | 16020.3355 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 9937.08989 | 9974.9496 | 4.8942371 | 9.8296467 | 19467.6109 | 19543.0180 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate | 8020.89674 | 8052.6426 | 3.7089425 | 6.9746329 | 15803.6922 | 15867.2893 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 8018.99010 | 8056.0269 | 3.7040073 | 6.9293960 | 15766.7062 | 15840.9028 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 9901.89130 | 9939.7510 | 4.8423114 | 9.7485700 | 19413.7161 | 19489.1232 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 9890.33743 | 9928.1971 | 4.8253873 | 9.6129234 | 19324.8536 | 19400.2607 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 7872.35633 | 7909.3932 | 3.5234403 | 6.5332659 | 15413.5269 | 15487.7235 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 9891.57761 | 9929.4373 | 4.8272010 | 9.5735433 | 19298.8208 | 19374.2279 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 7790.26237 | 7827.2992 | 3.4262201 | 6.3133168 | 15207.1235 | 15281.3201 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 10089.00873 | 10126.8684 | 5.1248149 | 9.9234287 | 19530.8190 | 19606.2261 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + phosphate | 9941.61867 | 9974.0698 | 4.9039295 | 9.8163065 | 19455.3767 | 19520.0114 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate | 7931.12994 | 7962.8758 | 3.5971844 | 6.6956330 | 15556.9524 | 15620.5495 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 7836.74676 | 7873.7836 | 3.4809352 | 6.5659204 | 15451.5661 | 15525.7628 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 9937.13516 | 9974.9949 | 4.8943042 | 9.7591168 | 19422.1862 | 19497.5933 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 9950.80836 | 9983.2595 | 4.9176048 | 9.7971407 | 19443.3966 | 19508.0312 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ temp + oxygen + nitrate + silicate | 7869.12266 | 7900.8685 | 3.5219590 | 6.4962765 | 15372.8567 | 15436.4538 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 7717.13342 | 7754.1702 | 3.3418782 | 6.2946676 | 15201.1762 | 15275.3728 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 9945.26572 | 9983.1254 | 4.9063777 | 9.7286607 | 19402.6048 | 19478.0119 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 8010.99501 | 8047.5376 | 4.5090114 | 9.5961247 | 16266.5214 | 16339.5346 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ aou + oxygen + silicate + phosphate | 8040.75046 | 8072.0727 | 4.5616890 | 9.6688703 | 16304.9307 | 16367.5134 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 8031.07427 | 8067.6169 | 4.5422488 | 9.8232023 | 16387.7946 | 16460.8078 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 10083.98839 | 10123.3058 | 2.8832350 | 5.7690470 | 20806.1660 | 20885.2285 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + phosphate | 10278.08083 | 10311.7815 | 3.0257652 | 5.6951481 | 20661.4756 | 20729.2435 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 9468.75636 | 9508.0738 | 2.4781867 | 4.9327916 | 19491.7831 | 19570.8456 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 8017.08497 | 8053.6276 | 4.5190664 | 9.6203460 | 16280.1364 | 16353.1496 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + phosphate | 10302.03724 | 10330.1211 | 3.0451524 | 5.7515359 | 20742.9010 | 20799.3742 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate | 9496.14531 | 9529.8460 | 2.4961727 | 4.9852913 | 19577.4916 | 19645.2595 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 10070.29410 | 10109.6115 | 2.8735359 | 5.7349170 | 20755.7437 | 20834.8061 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + phosphate | 10291.70085 | 10325.4015 | 3.0359228 | 5.7040512 | 20673.0651 | 20740.8330 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9479.76178 | 9519.0792 | 2.4849068 | 4.9340525 | 19493.1699 | 19572.2324 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 8018.23319 | 8054.7758 | 4.5209647 | 9.6439353 | 16292.7663 | 16365.7795 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 10075.50208 | 10114.8195 | 2.8772206 | 5.7063755 | 20712.0216 | 20791.0841 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 9568.50930 | 9607.8267 | 2.5397677 | 4.9994622 | 19600.4843 | 19679.5467 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 8020.60042 | 8057.1430 | 4.5248809 | 9.6737954 | 16308.8028 | 16381.8160 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 8013.69953 | 8050.2421 | 4.5134740 | 9.6239614 | 16281.6309 | 16354.6441 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + aou + silicate + phosphate | 8042.79974 | 8074.1220 | 4.5651095 | 9.6946532 | 16318.8026 | 16381.3853 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 8019.58437 | 8056.1270 | 4.5231996 | 9.6654492 | 16304.2817 | 16377.2949 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + oxygen + silicate + phosphate | 8049.22965 | 8080.5519 | 4.5758585 | 9.7349976 | 16340.8002 | 16403.3829 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ aou + oxygen + nitrate + silicate | 4465.79439 | 4495.6300 | 1.9505773 | 3.9125914 | 8939.8787 | 8999.5444 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 6296.39052 | 6331.3030 | 4.3996226 | 8.7092323 | 12743.8322 | 12813.8734 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ aou + oxygen + silicate + phosphate | 4340.20109 | 4370.0367 | 1.8390919 | 3.7221765 | 8726.7447 | 8786.4103 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ aou + oxygen + silicate + phosphate | 6328.08585 | 6358.0108 | 4.4686004 | 8.7782203 | 12773.5328 | 12833.5682 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate | 3901.00409 | 3930.8397 | 1.4969993 | 2.9642421 | 7755.5578 | 7815.2235 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 6295.48557 | 6330.3980 | 4.3977849 | 8.7099709 | 12744.2623 | 12814.3036 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate | 3727.18371 | 3757.0194 | 1.3798983 | 2.8018815 | 7514.9366 | 7574.6023 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate | 6326.79423 | 6356.7192 | 4.4659365 | 8.7785036 | 12773.7684 | 12833.8038 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + oxygen + nitrate + silicate | 4316.19972 | 4346.0354 | 1.8185233 | 3.5526839 | 8527.0928 | 8586.7585 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 6292.23738 | 6327.1498 | 4.3911948 | 8.7368812 | 12758.3025 | 12828.3437 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + oxygen + silicate + phosphate | 4182.49880 | 4212.3344 | 1.7080836 | 3.4225082 | 8368.9890 | 8428.6546 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3784.01081 | 3818.8190 | 1.4158102 | 2.8658322 | 7615.3936 | 7685.0036 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3556.03350 | 3590.8417 | 1.2723569 | 2.6514300 | 7280.4600 | 7350.0699 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 6319.85715 | 6354.7696 | 4.4475477 | 8.7575150 | 12767.4842 | 12837.5254 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 3867.39346 | 3902.2017 | 1.4722257 | 2.9907939 | 7797.2515 | 7866.8615 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3642.89271 | 3677.7010 | 1.3252134 | 2.7669103 | 7461.9997 | 7531.6096 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 6320.15929 | 6355.0717 | 4.4481681 | 8.7663166 | 12772.0229 | 12842.0641 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 6296.46017 | 6331.3726 | 4.3997641 | 8.7133884 | 12745.9819 | 12816.0231 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + aou + silicate + phosphate | 6328.15380 | 6358.0787 | 4.4687406 | 8.7824100 | 12775.6989 | 12835.7343 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 6296.14438 | 6331.0568 | 4.3991227 | 8.7189569 | 12748.8799 | 12818.9212 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 9517.69566 | 9555.3618 | 4.6725937 | 9.1921765 | 19110.0118 | 19185.4780 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ aou + oxygen + silicate + phosphate | 4062.16058 | 4091.3559 | 1.9991453 | 5.3184709 | 8824.4827 | 8882.5389 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ aou + oxygen + silicate + phosphate | 9515.79734 | 9548.0826 | 4.6727417 | 9.2077408 | 19117.2552 | 19181.9405 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 9539.07291 | 9576.7391 | 4.7038151 | 9.0559399 | 19007.8530 | 19083.3192 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 4058.25116 | 4092.3124 | 1.9929954 | 5.2705236 | 8799.5861 | 8867.3184 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + phosphate | 4288.68896 | 4317.8843 | 2.2497662 | 5.4674465 | 8994.5940 | 9052.6502 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 3779.18067 | 3813.2419 | 1.7231223 | 4.8123698 | 8413.1957 | 8480.9280 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate | 4217.30288 | 4246.4982 | 2.1675712 | 5.3669572 | 8912.8648 | 8970.9210 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate | 9537.08875 | 9569.3740 | 4.7038383 | 9.0619859 | 19008.3937 | 19073.0791 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 9391.35905 | 9429.0252 | 4.4922654 | 8.6965165 | 18747.0326 | 18822.4988 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + oxygen + silicate + phosphate | 9392.08741 | 9424.3727 | 4.4960853 | 8.7066471 | 18750.6687 | 18815.3540 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 4134.01662 | 4168.0779 | 2.0732990 | 5.3802683 | 8891.5735 | 8959.3057 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3885.46735 | 3919.5286 | 1.8213051 | 4.9469853 | 8540.7505 | 8608.4827 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 8932.45122 | 8970.1174 | 3.8938375 | 7.8754940 | 18110.1338 | 18185.6000 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 8934.69903 | 8972.3652 | 3.8965651 | 7.9410310 | 18163.5935 | 18239.0597 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 4184.40607 | 4218.4673 | 2.1284902 | 5.4697417 | 8960.6712 | 9028.4034 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3948.19247 | 3982.2537 | 1.8818526 | 5.0415475 | 8623.1095 | 8690.8417 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 8933.28795 | 8970.9541 | 3.8948526 | 7.8759943 | 18110.5474 | 18186.0136 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate | 8933.63922 | 8965.9245 | 3.8977066 | 7.9423063 | 18160.6419 | 18225.3272 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate | 4186.10123 | 4215.2966 | 2.1325949 | 5.5572306 | 9005.0809 | 9063.1371 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ aou + oxygen + phosphate | 6262.65147 | 6287.6165 | 4.2711538 | 8.3177226 | 12221.7497 | 12271.5260 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ aou + oxygen + silicate + phosphate | 6216.44991 | 6246.4080 | 4.1776667 | 8.2242239 | 12177.5420 | 12237.2736 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 10192.70446 | 10230.8834 | 4.6089214 | 9.0946102 | 21342.9384 | 21419.9903 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + phosphate | 6182.88343 | 6212.8415 | 4.1137757 | 7.9881794 | 12052.1570 | 12111.8885 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 6097.44063 | 6132.3917 | 3.9518865 | 7.8252978 | 11968.1731 | 12037.8600 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 9961.45133 | 9999.6303 | 4.3104469 | 8.4832715 | 20835.9372 | 20912.9892 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate | 10219.80132 | 10252.5262 | 4.6479114 | 9.1408927 | 21374.2307 | 21440.2753 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 10052.03833 | 10090.2173 | 4.4249912 | 8.7499816 | 21063.1294 | 21140.1814 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + oxygen + silicate + phosphate | 10086.45539 | 10119.1802 | 4.4718926 | 8.8079353 | 21105.2804 | 21171.3250 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate | 6207.07334 | 6237.0314 | 4.1597200 | 8.0377802 | 12078.3392 | 12138.0708 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 6104.83388 | 6139.7850 | 3.9653241 | 7.8401084 | 11976.3150 | 12046.0018 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 10006.37070 | 10044.5497 | 4.3668705 | 8.5937567 | 20929.9521 | 21007.0041 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 10038.76098 | 10076.9400 | 4.4080139 | 8.6454164 | 20971.8196 | 21048.8716 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 10466.20206 | 10504.3811 | 4.9887068 | 9.6932178 | 21798.0959 | 21875.1479 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + phosphate | 6221.75673 | 6251.7148 | 4.1878582 | 8.0707141 | 12095.6327 | 12155.3643 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 6110.29968 | 6145.2508 | 3.9752877 | 7.8525798 | 11983.1472 | 12052.8340 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 9998.30252 | 10036.4815 | 4.3566818 | 8.5763777 | 20915.3904 | 20992.4424 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate | 10047.87148 | 10080.5963 | 4.4222160 | 8.6716489 | 20989.7431 | 21055.7877 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ temp + aou + silicate + phosphate | 6246.12127 | 6276.0794 | 4.2349694 | 8.3097408 | 12221.8880 | 12281.6195 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ temp + oxygen + silicate + phosphate | 6258.73635 | 6288.6944 | 4.2595697 | 8.3493552 | 12242.2707 | 12302.0023 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ aou + oxygen + phosphate | 2356.89023 | 2379.4712 | 1.3729024 | 2.5307479 | 4690.0914 | 4735.7192 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ aou + oxygen + silicate + phosphate | 2354.42437 | 2381.5215 | 1.3683750 | 2.5134979 | 4673.2290 | 4727.9822 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + phosphate | 8156.73550 | 8188.2860 | 4.2585387 | 9.0258019 | 17253.9424 | 17317.4674 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 8053.35464 | 8090.1635 | 4.1034174 | 8.7431050 | 17069.8834 | 17143.9960 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + phosphate | 2358.18674 | 2385.2839 | 1.3721882 | 2.5106932 | 4668.3901 | 4723.1433 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2356.37318 | 2387.9865 | 1.3683231 | 2.4957067 | 4654.0089 | 4717.8877 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate | 8135.18413 | 8166.7346 | 4.2263451 | 8.9427055 | 17199.6708 | 17263.1958 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 8020.89463 | 8057.7035 | 4.0567841 | 8.7096218 | 17046.0501 | 17120.1626 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + oxygen + silicate + phosphate | 8081.56911 | 8113.1196 | 4.1473063 | 8.8622716 | 17145.1540 | 17208.6791 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8155.28423 | 8192.0931 | 4.2533667 | 8.9709660 | 17222.5714 | 17296.6839 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate | 2403.76475 | 2430.8619 | 1.4192353 | 2.5828784 | 4746.3781 | 4801.1314 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2397.08967 | 2428.7030 | 1.4101580 | 2.5671935 | 4733.2523 | 4797.1311 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 8134.48283 | 8171.2917 | 4.2223270 | 8.9132604 | 17184.4925 | 17258.6051 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 8066.09377 | 8102.9027 | 4.1218651 | 8.7031080 | 17043.9840 | 17118.0966 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + phosphate | 2419.55361 | 2446.6508 | 1.4359065 | 2.6146616 | 4781.3153 | 4836.0685 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + phosphate | 8139.02982 | 8170.5803 | 4.2320719 | 8.8631414 | 17147.8918 | 17211.4168 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2411.72766 | 2443.3410 | 1.4255086 | 2.5997008 | 4769.7337 | 4833.6125 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 8058.96451 | 8095.7734 | 4.1115309 | 8.6755148 | 17025.3502 | 17099.4628 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ temp + aou + phosphate | 2401.80592 | 2424.3869 | 1.4192786 | 2.6085379 | 4774.7335 | 4820.3612 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate | 2396.05056 | 2423.1477 | 1.4111606 | 2.5931342 | 4761.8588 | 4816.6121 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ aou + oxygen + phosphate | 2806.71648 | 2831.0198 | 1.0479604 | 2.3791723 | 6656.4402 | 6705.8757 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ aou + oxygen + silicate + phosphate | 2804.73229 | 2833.8963 | 1.0457744 | 2.3323963 | 6579.7312 | 6639.0537 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + aou + oxygen + phosphate | 2808.37233 | 2837.5363 | 1.0477714 | 2.3788710 | 6659.9060 | 6719.2285 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2806.51965 | 2840.5443 | 1.0456578 | 2.3273572 | 6574.8860 | 6644.0956 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7501.05466 | 7537.5356 | 3.8336305 | 8.0027147 | 15235.1286 | 15308.0956 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + phosphate | 2855.99633 | 2885.1603 | 1.0742530 | 2.4117200 | 6718.2768 | 6777.5994 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + phosphate | 7507.01807 | 7538.2874 | 3.8449123 | 8.0263109 | 15247.0908 | 15309.6339 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2857.07089 | 2891.0955 | 1.0737321 | 2.3658628 | 6643.6912 | 6712.9008 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 7493.24158 | 7529.7225 | 3.8225938 | 7.9723619 | 15214.7211 | 15287.6880 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 7430.84249 | 7467.3234 | 3.7355823 | 7.7819327 | 15083.8790 | 15156.8459 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + phosphate | 7435.10277 | 7466.3721 | 3.7442217 | 7.7962242 | 15089.9249 | 15152.4680 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2874.99392 | 2909.0186 | 1.0838659 | 2.3795187 | 6667.7446 | 6736.9542 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 7416.98062 | 7453.4615 | 3.7165233 | 7.7320418 | 15049.2734 | 15122.2404 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ temp + aou + phosphate | 2854.53671 | 2878.8400 | 1.0745573 | 2.4121428 | 6715.0168 | 6764.4522 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ temp + aou + silicate + phosphate | 2855.72419 | 2884.8882 | 1.0740998 | 2.3743747 | 6654.4942 | 6713.8167 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 7542.19180 | 7573.4611 | 3.8951416 | 7.9531927 | 15201.0592 | 15263.6023 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 7492.03110 | 7528.5120 | 3.8208868 | 7.8356282 | 15123.7990 | 15196.7660 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + oxygen + phosphate | 7546.42420 | 7572.4820 | 3.9041099 | 7.9688391 | 15207.7510 | 15259.8702 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ temp + oxygen + silicate + phosphate | 2873.91581 | 2903.0798 | 1.0843897 | 2.3887236 | 6679.7049 | 6739.0275 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + oxygen + silicate + phosphate | 7495.47932 | 7526.7487 | 3.8285761 | 7.8535810 | 15132.1715 | 15194.7146 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ aou + oxygen + nitrate + phosphate | 3928.10234 | 3960.1745 | 0.8565315 | 1.7187802 | 8435.9343 | 8500.8755 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ aou + oxygen + nitrate + silicate | 3914.93110 | 3947.0033 | 0.8528977 | 1.7292025 | 8479.9737 | 8544.9149 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + oxygen + nitrate | 4040.17320 | 4072.2454 | 0.8880840 | 1.7707269 | 8630.7130 | 8695.6542 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 3908.73240 | 3946.1499 | 0.8506435 | 1.7199048 | 8447.2226 | 8522.9873 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3346.74576 | 3377.7538 | 3.5564386 | 8.2002883 | 7721.5615 | 7784.7972 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3986.50112 | 4023.9187 | 0.8722674 | 1.7570198 | 8587.4865 | 8663.2513 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + phosphate | 3349.58100 | 3376.1593 | 3.5703336 | 8.2572161 | 7736.0113 | 7790.2133 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3280.64766 | 3311.6557 | 3.3718270 | 8.0586955 | 7669.0736 | 7732.3092 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 3341.01185 | 3372.0199 | 3.5400312 | 8.0498109 | 7672.5876 | 7735.8233 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 4019.45107 | 4056.8686 | 0.8815942 | 1.7786506 | 8669.2995 | 8745.0643 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + oxygen + phosphate | 3342.11387 | 3368.6922 | 3.5488981 | 8.0891539 | 7681.6306 | 7735.8325 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3260.21642 | 3291.2245 | 3.3167253 | 7.8555528 | 7601.2687 | 7664.5044 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + phosphate | 4005.98861 | 4038.0608 | 0.8783384 | 1.7602769 | 8593.7038 | 8658.6450 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + silicate | 3986.91713 | 4018.9893 | 0.8729479 | 1.7689116 | 8630.4535 | 8695.3947 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3282.51794 | 3313.5260 | 3.3769166 | 8.2306606 | 7722.5828 | 7785.8184 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 4038.89448 | 4070.9667 | 0.8877175 | 1.7822754 | 8676.8749 | 8741.8161 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 3347.68067 | 3374.2590 | 3.5648662 | 8.2871334 | 7745.2125 | 7799.4145 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + oxygen + nitrate + silicate | 4019.75729 | 4051.8295 | 0.8822507 | 1.7913482 | 8714.7799 | 8779.7211 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 3269.38758 | 3300.3956 | 3.3413470 | 8.0625228 | 7668.5783 | 7731.8139 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + oxygen + silicate + phosphate | 3278.44029 | 3305.0186 | 3.3712632 | 8.1162558 | 7683.0582 | 7737.2602 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ aou + oxygen + nitrate + silicate | 3857.31948 | 3890.3886 | 0.6923038 | 1.5256190 | 7403.5084 | 7468.1659 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate | 3591.31415 | 3618.8718 | 0.6440993 | 1.2970508 | 6438.4112 | 6492.2924 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + silicate | 3573.47188 | 3606.5410 | 0.6406149 | 1.2916082 | 6413.9845 | 6478.6421 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + oxygen + nitrate | 3327.22555 | 3360.2947 | 0.5989100 | 1.2502153 | 6169.1081 | 6233.7656 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 3276.11522 | 3314.6959 | 0.5902773 | 1.2341892 | 6087.3692 | 6162.8029 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + oxygen + phosphate | 2746.89763 | 2772.4666 | 3.2893718 | 7.1612768 | 6230.2994 | 6282.5045 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 2717.33946 | 2747.1699 | 3.1917963 | 7.0290838 | 6191.4972 | 6252.4031 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + phosphate | 2763.07514 | 2784.3826 | 3.3469235 | 7.2335890 | 6249.2408 | 6292.7450 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate | 2732.99394 | 2758.5629 | 3.2460203 | 7.1029889 | 6211.5567 | 6263.7617 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate | 3340.56895 | 3373.6381 | 0.6010986 | 1.2527276 | 6183.8712 | 6248.5288 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3293.40937 | 3331.9900 | 0.5930746 | 1.2376047 | 6107.4057 | 6182.8395 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + phosphate | 2751.18633 | 2776.7553 | 3.3028604 | 7.1545211 | 6228.0249 | 6280.2300 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2714.32782 | 2744.1583 | 3.1826372 | 6.9903401 | 6178.7955 | 6239.7014 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + oxygen + nitrate | 3364.64653 | 3397.7157 | 0.6050682 | 1.2618309 | 6230.3766 | 6295.0341 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 3321.49276 | 3360.0734 | 0.5976453 | 1.2457477 | 6151.2859 | 6226.7196 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + oxygen + phosphate | 2777.68151 | 2803.2505 | 3.3874267 | 7.1774388 | 6234.3188 | 6286.5239 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2717.62347 | 2747.4539 | 3.1926614 | 6.9118981 | 6152.6596 | 6213.5655 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ temp + aou + nitrate + silicate | 3909.90666 | 3942.9758 | 0.7023282 | 1.5414461 | 7475.9281 | 7540.5856 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 2793.77578 | 2823.6062 | 3.4332910 | 7.2377004 | 6257.1601 | 6318.0660 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ temp + oxygen + silicate + phosphate | 2793.96284 | 2819.5318 | 3.4404634 | 7.2513727 | 6257.4844 | 6309.6895 |
obs | Indian | (-Inf,26] | cstar_tref ~ sal + temp + aou | 534.56881 | 547.6937 | 3.1660261 | 8.3844652 | 2178.4136 | 2209.4560 |
mod | Indian | (-Inf,26] | cstar_tref ~ sal + temp + aou + phosphate | 353.37553 | 368.3744 | 1.6121879 | 3.3781412 | 1351.2396 | 1387.3190 |
obs | Indian | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate | 528.83468 | 544.5845 | 3.0482413 | 8.2417768 | 2172.1346 | 2209.3854 |
mod | Indian | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 287.18069 | 304.6794 | 1.1037704 | 2.4637488 | 1157.4787 | 1199.5714 |
obs | Indian | (-Inf,26] | cstar_tref ~ sal + temp + nitrate | 530.59784 | 543.7227 | 3.1049936 | 8.3641897 | 2178.5815 | 2209.6239 |
obs | Indian | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate | 510.99792 | 526.7478 | 2.7930374 | 6.9392061 | 2034.4755 | 2071.7263 |
obs | Indian | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + silicate | 520.35527 | 536.1051 | 2.9241361 | 8.1256744 | 2164.4743 | 2201.7251 |
mod | Indian | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + phosphate | 350.17004 | 365.1689 | 1.5837317 | 3.3273392 | 1341.7179 | 1377.7973 |
obs | Indian | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate | 528.97515 | 544.7250 | 3.0503409 | 8.2488647 | 2172.7858 | 2210.0366 |
mod | Indian | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 285.75723 | 303.2559 | 1.0950761 | 2.4303216 | 1146.9519 | 1189.0445 |
obs | Indian | (-Inf,26] | cstar_tref ~ sal + temp + phosphate | 513.59073 | 526.7156 | 2.8566325 | 7.7921536 | 2127.7818 | 2158.8242 |
obs | Indian | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate | 511.29812 | 527.0480 | 2.7971506 | 7.7326384 | 2127.4856 | 2164.7364 |
mod | Indian | (-Inf,26] | cstar_tref ~ temp + aou + nitrate + phosphate | 403.19645 | 418.1953 | 2.1262823 | 4.3594450 | 1517.4857 | 1553.5651 |
obs | Indian | (-Inf,26] | cstar_tref ~ temp + aou + nitrate + silicate | 517.91564 | 533.6655 | 2.8893747 | 8.3910007 | 2191.8742 | 2229.1250 |
mod | Indian | (-Inf,26] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 318.93970 | 336.4384 | 1.3167557 | 2.8327135 | 1243.0927 | 1285.1854 |
mod | Indian | (-Inf,26] | cstar_tref ~ temp + aou + silicate + phosphate | 344.20065 | 359.1995 | 1.5320713 | 3.1114094 | 1286.6691 | 1322.7485 |
mod | Indian | (-Inf,26] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 397.40199 | 412.4008 | 2.0589242 | 4.1877591 | 1487.9606 | 1524.0400 |
obs | Indian | (-Inf,26] | cstar_tref ~ temp + oxygen + nitrate + silicate | 517.86858 | 533.6184 | 2.8887082 | 8.3581690 | 2188.7077 | 2225.9585 |
mod | Indian | (-Inf,26] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 316.67359 | 334.1723 | 1.3002824 | 2.7487383 | 1218.2342 | 1260.3268 |
mod | Indian | (-Inf,26] | cstar_tref ~ temp + oxygen + silicate + phosphate | 340.72219 | 355.7210 | 1.5027486 | 3.0083690 | 1259.4814 | 1295.5608 |
mod | Indian | (26,26.5] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 723.60714 | 745.3062 | 2.1053840 | 5.0053774 | 2391.7160 | 2440.0721 |
obs | Indian | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 966.44171 | 989.3167 | 2.8173822 | 6.9985443 | 3260.0639 | 3310.8792 |
mod | Indian | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 699.73801 | 721.4371 | 1.9576135 | 4.7496861 | 2342.5893 | 2390.9454 |
obs | Indian | (26,26.5] | cstar_tref ~ sal + temp + aou + phosphate | 966.23063 | 985.8378 | 2.8304020 | 7.0117154 | 3257.8818 | 3301.4377 |
mod | Indian | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 539.63259 | 561.3317 | 1.2015349 | 2.8339577 | 1825.0291 | 1873.3852 |
obs | Indian | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 931.60780 | 954.4828 | 2.5754648 | 6.6460569 | 3203.7894 | 3254.6047 |
mod | Indian | (26,26.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 676.49610 | 698.1952 | 1.8236986 | 4.5100628 | 2293.6428 | 2341.9989 |
obs | Indian | (26,26.5] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 959.99737 | 982.8724 | 2.7709744 | 6.9257459 | 3248.5541 | 3299.3694 |
mod | Indian | (26,26.5] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 700.10051 | 721.7996 | 1.9597782 | 4.7522378 | 2343.0441 | 2391.4002 |
obs | Indian | (26,26.5] | cstar_tref ~ sal + temp + oxygen + phosphate | 960.27144 | 979.8786 | 2.7872628 | 6.9420782 | 3246.8367 | 3290.3926 |
mod | Indian | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 540.30614 | 562.0052 | 1.2040048 | 2.8340159 | 1824.7180 | 1873.0741 |
obs | Indian | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 930.16160 | 953.0366 | 2.5658831 | 6.6241860 | 3199.9243 | 3250.7396 |
mod | Indian | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 535.72670 | 557.4258 | 1.1873117 | 2.8057333 | 1815.3864 | 1863.7424 |
obs | Indian | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 912.70336 | 935.5784 | 2.4529889 | 6.5333803 | 3186.8085 | 3237.6238 |
mod | Indian | (26,26.5] | cstar_tref ~ temp + aou + silicate + phosphate | 563.07563 | 581.6748 | 1.2984485 | 3.0099436 | 1877.9753 | 1919.4234 |
obs | Indian | (26,26.5] | cstar_tref ~ temp + aou + silicate + phosphate | 942.99407 | 962.6012 | 2.6658707 | 6.8013072 | 3225.8192 | 3269.3751 |
mod | Indian | (26,26.5] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 537.98241 | 559.6815 | 1.1955051 | 2.8088889 | 1815.5657 | 1863.9218 |
obs | Indian | (26,26.5] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 912.83607 | 935.7111 | 2.4538281 | 6.5208379 | 3184.3133 | 3235.1286 |
mod | Indian | (26,26.5] | cstar_tref ~ temp + oxygen + silicate + phosphate | 559.98386 | 578.5831 | 1.2862667 | 2.9805820 | 1868.1645 | 1909.6126 |
obs | Indian | (26,26.5] | cstar_tref ~ temp + oxygen + silicate + phosphate | 940.66149 | 960.2686 | 2.6498921 | 6.7643973 | 3219.4272 | 3262.9831 |
mod | Indian | (26.5,26.75] | cstar_tref ~ aou + nitrate + silicate + phosphate | 577.84822 | 596.2616 | 1.4339866 | 3.3429071 | 2076.9912 | 2118.7213 |
mod | Indian | (26.5,26.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 526.72406 | 548.2064 | 1.2133696 | 3.1202979 | 2027.1153 | 2075.8004 |
mod | Indian | (26.5,26.75] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 526.04240 | 547.5247 | 1.2107714 | 3.2385282 | 2070.6679 | 2119.3529 |
obs | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1182.47895 | 1206.3917 | 3.2468372 | 7.2269392 | 4702.3869 | 4757.3751 |
obs | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + aou + phosphate | 1181.55709 | 1202.0537 | 3.2546255 | 7.2347287 | 4699.4654 | 4746.5981 |
mod | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 435.13369 | 456.6160 | 0.9097197 | 2.3374568 | 1727.1548 | 1775.8398 |
obs | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1138.19338 | 1162.1061 | 2.9425277 | 6.9220119 | 4657.9070 | 4712.8952 |
mod | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 506.53882 | 528.0211 | 1.1387437 | 3.2489120 | 2079.8473 | 2128.5324 |
obs | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1180.37466 | 1204.2874 | 3.2316898 | 7.2117199 | 4700.2600 | 4755.2482 |
obs | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + phosphate | 1179.48041 | 1199.9770 | 3.2396405 | 7.2196745 | 4697.3670 | 4744.4997 |
mod | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 436.90124 | 458.3836 | 0.9147903 | 2.3351861 | 1725.2106 | 1773.8957 |
obs | Indian | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1136.90412 | 1160.8168 | 2.9341093 | 6.9137736 | 4656.6744 | 4711.6625 |
mod | Indian | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 448.15149 | 469.6338 | 0.9477332 | 2.3568412 | 1730.7162 | 1779.4013 |
obs | Indian | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 1124.27819 | 1148.1909 | 2.8529295 | 6.8832767 | 4659.8926 | 4714.8808 |
mod | Indian | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate | 480.43952 | 498.8529 | 1.0556342 | 2.5243534 | 1790.8366 | 1832.5667 |
obs | Indian | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate | 1139.55426 | 1160.0509 | 2.9645866 | 6.9972764 | 4673.8962 | 4721.0289 |
mod | Indian | (26.5,26.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 449.29821 | 470.7805 | 0.9511569 | 2.3498161 | 1726.5041 | 1775.1891 |
obs | Indian | (26.5,26.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 1123.34292 | 1147.2556 | 2.8470061 | 6.8728494 | 4657.5574 | 4712.5456 |
mod | Indian | (26.5,26.75] | cstar_tref ~ temp + oxygen + silicate + phosphate | 477.72224 | 496.1357 | 1.0466523 | 2.5016916 | 1781.3817 | 1823.1117 |
obs | Indian | (26.5,26.75] | cstar_tref ~ temp + oxygen + silicate + phosphate | 1137.80205 | 1158.2987 | 2.9530656 | 6.9807084 | 4670.5761 | 4717.7088 |
obs | Indian | (26.75,27] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2310.66344 | 2338.9452 | 3.7254387 | 7.6755592 | 7714.5448 | 7776.9314 |
mod | Indian | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate | 768.31599 | 788.8392 | 1.2895933 | 2.7724593 | 2596.8571 | 2642.6799 |
obs | Indian | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate | 2308.67994 | 2332.9215 | 3.7255118 | 7.6815813 | 7713.4657 | 7766.9400 |
mod | Indian | (26.75,27] | cstar_tref ~ sal + nitrate + silicate + phosphate | 740.87115 | 761.3944 | 1.2136208 | 2.6971809 | 2569.8812 | 2615.7040 |
mod | Indian | (26.75,27] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 742.80673 | 766.7505 | 1.2134478 | 2.6966591 | 2573.5811 | 2627.0411 |
obs | Indian | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2311.79464 | 2340.0764 | 3.7304590 | 7.6424171 | 7696.9394 | 7759.3261 |
mod | Indian | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 778.27223 | 802.2160 | 1.3124941 | 2.8665905 | 2655.8247 | 2709.2847 |
obs | Indian | (26.75,27] | cstar_tref ~ sal + temp + aou + phosphate | 2310.01390 | 2334.2554 | 3.7314328 | 7.6440220 | 7693.4700 | 7746.9443 |
mod | Indian | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 729.17646 | 753.1202 | 1.1774019 | 2.4229053 | 2384.9317 | 2438.3917 |
obs | Indian | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2309.97056 | 2338.2523 | 3.7223670 | 7.6250193 | 7690.5188 | 7752.9055 |
mod | Indian | (26.75,27] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 742.09676 | 766.0405 | 1.2115433 | 2.6200711 | 2521.1033 | 2574.5633 |
obs | Indian | (26.75,27] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 2311.66705 | 2339.9488 | 3.7298924 | 7.6390898 | 7695.4493 | 7757.8360 |
mod | Indian | (26.75,27] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 777.79467 | 801.7384 | 1.3111081 | 2.8672012 | 2656.6337 | 2710.0937 |
obs | Indian | (26.75,27] | cstar_tref ~ sal + temp + oxygen + phosphate | 2309.91210 | 2334.1536 | 3.7309807 | 7.6406098 | 7691.9075 | 7745.3818 |
mod | Indian | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 730.19513 | 754.1389 | 1.1800585 | 2.4224777 | 2383.4661 | 2436.9261 |
obs | Indian | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2309.62397 | 2337.9058 | 3.7208314 | 7.6213566 | 7689.1200 | 7751.5066 |
mod | Indian | (26.75,27] | cstar_tref ~ temp + aou + silicate + phosphate | 769.54149 | 790.0647 | 1.2930945 | 2.7382890 | 2572.2983 | 2618.1212 |
obs | Indian | (26.75,27] | cstar_tref ~ temp + aou + silicate + phosphate | 2312.08728 | 2336.3288 | 3.7406545 | 7.6674174 | 7702.5223 | 7755.9966 |
mod | Indian | (26.75,27] | cstar_tref ~ temp + oxygen + silicate + phosphate | 768.17217 | 788.6954 | 1.2891831 | 2.7248467 | 2564.2990 | 2610.1219 |
obs | Indian | (26.75,27] | cstar_tref ~ temp + oxygen + silicate + phosphate | 2310.99129 | 2335.2328 | 3.7357771 | 7.6621933 | 7701.2560 | 7754.7303 |
obs | Indian | (27,27.25] | cstar_tref ~ aou + nitrate + silicate + phosphate | 1576.19141 | 1598.5525 | 3.0913395 | 7.7746759 | 5653.3579 | 5702.9042 |
obs | Indian | (27,27.25] | cstar_tref ~ oxygen + nitrate + silicate + phosphate | 1569.71363 | 1592.0747 | 3.0588969 | 7.7423704 | 5646.9202 | 5696.4666 |
obs | Indian | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 1577.22260 | 1603.3105 | 3.0864656 | 7.7601706 | 5653.5646 | 5711.3686 |
mod | Indian | (27,27.25] | cstar_tref ~ sal + nitrate + silicate + phosphate | 1335.13955 | 1357.5202 | 2.0730383 | 4.1782103 | 4605.1232 | 4655.2482 |
obs | Indian | (27,27.25] | cstar_tref ~ sal + oxygen + nitrate + phosphate | 1568.06876 | 1590.4298 | 3.0507132 | 7.7484891 | 5649.4588 | 5699.0051 |
mod | Indian | (27,27.25] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 1337.13668 | 1363.2474 | 2.0730286 | 4.1718411 | 4604.5639 | 4663.0430 |
obs | Indian | (27,27.25] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 1569.70848 | 1595.7964 | 3.0489237 | 7.7098784 | 5642.3024 | 5700.1065 |
obs | Indian | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1564.66546 | 1590.7534 | 3.0239842 | 7.7075318 | 5643.8938 | 5701.6978 |
mod | Indian | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1367.31591 | 1393.4266 | 2.1771199 | 4.0381659 | 4453.6722 | 4512.1514 |
mod | Indian | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1338.68532 | 1364.7960 | 2.0782468 | 4.1455409 | 4583.3250 | 4641.8042 |
obs | Indian | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1562.75070 | 1588.8386 | 3.0145686 | 7.7603761 | 5660.0973 | 5717.9013 |
mod | Indian | (27,27.25] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 1329.96629 | 1356.0770 | 2.0490379 | 3.9736949 | 4466.9378 | 4525.4170 |
obs | Indian | (27,27.25] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1567.18793 | 1593.2759 | 3.0364331 | 7.7336047 | 5650.4015 | 5708.2055 |
mod | Indian | (27,27.25] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 1367.53779 | 1393.6485 | 2.1779043 | 4.0375170 | 4452.7338 | 4511.2130 |
mod | Indian | (27,27.25] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1338.64143 | 1364.7521 | 2.0780987 | 4.1454964 | 4583.3566 | 4641.8357 |
mod | Indian | (27,27.25] | cstar_tref ~ sal + temp + silicate + phosphate | 1337.18849 | 1359.5691 | 2.0799451 | 4.1475854 | 4580.0804 | 4630.2054 |
mod | Indian | (27,27.25] | cstar_tref ~ temp + aou + nitrate + phosphate | 1342.89575 | 1365.2764 | 2.0993054 | 4.2197119 | 4623.7386 | 4673.8636 |
obs | Indian | (27,27.25] | cstar_tref ~ temp + aou + nitrate + phosphate | 1569.42967 | 1591.7908 | 3.0574825 | 7.7676908 | 5654.4458 | 5703.9922 |
obs | Indian | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 1557.83485 | 1583.9228 | 2.9905295 | 7.6645778 | 5634.2776 | 5692.0817 |
mod | Indian | (27,27.25] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 1341.20125 | 1363.5819 | 2.0935385 | 4.2104288 | 4619.5446 | 4669.6696 |
obs | Indian | (27.25,27.5] | cstar_tref ~ aou + nitrate + silicate + phosphate | 2223.94870 | 2248.0456 | 3.5914639 | 7.7064237 | 7183.3577 | 7236.0863 |
obs | Indian | (27.25,27.5] | cstar_tref ~ oxygen + nitrate + silicate + phosphate | 2217.72366 | 2241.8206 | 3.5643024 | 7.7411155 | 7203.1821 | 7255.9106 |
obs | Indian | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2218.05383 | 2246.1669 | 3.5570516 | 7.6587293 | 7173.8181 | 7235.3348 |
obs | Indian | (27.25,27.5] | cstar_tref ~ sal + nitrate + silicate + phosphate | 2226.06622 | 2250.1632 | 3.6007502 | 7.7738560 | 7209.9742 | 7262.7028 |
obs | Indian | (27.25,27.5] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 2214.01368 | 2242.1268 | 3.5395690 | 7.6817659 | 7186.9414 | 7248.4581 |
mod | Indian | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate | 1350.13797 | 1372.9868 | 1.8044894 | 3.5445399 | 4538.4308 | 4589.4248 |
mod | Indian | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1349.81692 | 1376.4739 | 1.7982115 | 3.5269198 | 4529.5808 | 4589.0737 |
obs | Indian | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2204.60315 | 2232.7162 | 3.4991802 | 7.6571588 | 7184.1705 | 7245.6872 |
mod | Indian | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 1360.07474 | 1386.7317 | 1.8261222 | 3.5564808 | 4541.3750 | 4600.8678 |
obs | Indian | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 2197.61052 | 2225.7236 | 3.4694675 | 7.6425375 | 7183.5036 | 7245.0202 |
mod | Indian | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + nitrate | 1349.26393 | 1372.1128 | 1.8021227 | 3.5426697 | 4538.0160 | 4589.0099 |
mod | Indian | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 1348.46526 | 1375.1223 | 1.7945657 | 3.5223339 | 4527.3534 | 4586.8463 |
obs | Indian | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2204.60007 | 2232.7132 | 3.4991671 | 7.6915273 | 7198.5455 | 7260.0621 |
mod | Indian | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate | 1348.99342 | 1368.0341 | 1.8068086 | 3.5616883 | 4548.9489 | 4591.4439 |
mod | Indian | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + phosphate | 1350.76606 | 1373.6149 | 1.8061919 | 3.5388928 | 4532.2441 | 4583.2380 |
mod | Indian | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate | 1347.84499 | 1370.6938 | 1.7982873 | 3.5528678 | 4549.5260 | 4600.5199 |
obs | Indian | (27.25,27.5] | cstar_tref ~ temp + aou + silicate + phosphate | 2204.79755 | 2228.8945 | 3.5085569 | 7.6883478 | 7191.5003 | 7244.2289 |
mod | Indian | (27.25,27.5] | cstar_tref ~ temp + oxygen + nitrate | 1348.32708 | 1367.3678 | 1.8050018 | 3.5606343 | 4548.9731 | 4591.4680 |
mod | Indian | (27.25,27.5] | cstar_tref ~ temp + oxygen + nitrate + silicate | 1346.51529 | 1369.3641 | 1.7947005 | 3.5497461 | 4548.6230 | 4599.6169 |
obs | Indian | (27.25,27.5] | cstar_tref ~ temp + oxygen + silicate + phosphate | 2205.12440 | 2229.2213 | 3.5099557 | 7.7352974 | 7210.7519 | 7263.4805 |
mod | Indian | (27.5,27.75] | cstar_tref ~ aou + nitrate + silicate + phosphate | 1749.31460 | 1773.9165 | 1.6967651 | 3.0992101 | 4952.3092 | 5005.7786 |
mod | Indian | (27.5,27.75] | cstar_tref ~ oxygen + nitrate + phosphate | 1766.65083 | 1787.1524 | 1.7339481 | 3.1412620 | 4973.9393 | 5018.4971 |
mod | Indian | (27.5,27.75] | cstar_tref ~ oxygen + nitrate + silicate + phosphate | 1730.39630 | 1754.9982 | 1.6611576 | 3.0322408 | 4892.3203 | 4945.7897 |
obs | Indian | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2251.61748 | 2280.1449 | 3.1677944 | 6.6041036 | 6261.5423 | 6322.4381 |
obs | Indian | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate | 2289.11608 | 2313.5682 | 3.3149292 | 6.9599780 | 6385.8523 | 6438.0488 |
obs | Indian | (27.5,27.75] | cstar_tref ~ sal + nitrate + silicate + phosphate | 2251.52744 | 2275.9795 | 3.1747565 | 6.6316848 | 6268.4618 | 6320.6583 |
obs | Indian | (27.5,27.75] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 2252.92903 | 2281.4565 | 3.1725736 | 6.6254011 | 6270.0758 | 6330.9717 |
obs | Indian | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2288.75169 | 2317.2791 | 3.3059325 | 6.7420395 | 6298.5879 | 6359.4837 |
mod | Indian | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + phosphate | 1642.78437 | 1667.3863 | 1.5057559 | 2.7320788 | 4602.0773 | 4655.5467 |
mod | Indian | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 1642.13843 | 1670.8407 | 1.5012960 | 2.7266598 | 4602.0105 | 4664.3915 |
obs | Indian | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 2252.72742 | 2281.2548 | 3.1718385 | 6.6210518 | 6268.2970 | 6329.1929 |
obs | Indian | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2289.16507 | 2317.6925 | 3.3075037 | 6.7561477 | 6304.4861 | 6365.3820 |
obs | Indian | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate | 2288.57520 | 2313.0273 | 3.3128690 | 6.9739178 | 6391.9076 | 6444.1041 |
obs | Indian | (27.5,27.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2318.58191 | 2347.1093 | 3.4212507 | 6.8677090 | 6332.9481 | 6393.8440 |
mod | Indian | (27.5,27.75] | cstar_tref ~ temp + aou + phosphate | 1695.42231 | 1715.9239 | 1.6008718 | 2.9334338 | 4803.5944 | 4848.1522 |
mod | Indian | (27.5,27.75] | cstar_tref ~ temp + aou + silicate + phosphate | 1665.97685 | 1690.5788 | 1.5454198 | 2.8371626 | 4719.6512 | 4773.1206 |
mod | Indian | (27.5,27.75] | cstar_tref ~ temp + nitrate + phosphate | 1719.36389 | 1739.8655 | 1.6444216 | 2.9794864 | 4830.9437 | 4875.5015 |
mod | Indian | (27.5,27.75] | cstar_tref ~ temp + nitrate + silicate + phosphate | 1689.59659 | 1714.1985 | 1.5868884 | 2.8911971 | 4760.8515 | 4814.3208 |
obs | Indian | (27.5,27.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 2319.19159 | 2347.7190 | 3.4236491 | 6.8904202 | 6342.4078 | 6403.3037 |
mod | Indian | (27.5,27.75] | cstar_tref ~ temp + oxygen + phosphate | 1687.83693 | 1708.3385 | 1.5873161 | 2.8737206 | 4731.9910 | 4776.5488 |
mod | Indian | (27.75,27.85] | cstar_tref ~ aou + nitrate + silicate | 972.61674 | 990.2240 | 1.6591326 | 3.2850535 | 3028.6006 | 3067.6379 |
obs | Indian | (27.75,27.85] | cstar_tref ~ aou + nitrate + silicate + phosphate | 1508.93101 | 1531.0529 | 3.0594424 | 6.6531248 | 4445.6887 | 4493.5822 |
mod | Indian | (27.75,27.85] | cstar_tref ~ aou + silicate + phosphate | 818.39837 | 836.0057 | 1.2187896 | 2.4156030 | 2545.2959 | 2584.3332 |
mod | Indian | (27.75,27.85] | cstar_tref ~ oxygen + nitrate + silicate | 981.50940 | 999.1167 | 1.6889048 | 3.3278153 | 3046.0394 | 3085.0767 |
mod | Indian | (27.75,27.85] | cstar_tref ~ oxygen + silicate + phosphate | 840.89828 | 858.5056 | 1.2748876 | 2.5144701 | 2605.5062 | 2644.5435 |
obs | Indian | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 1457.90152 | 1483.7103 | 2.7964540 | 6.3681207 | 4389.9980 | 4445.8736 |
mod | Indian | (27.75,27.85] | cstar_tref ~ sal + nitrate + silicate | 989.62589 | 1007.2332 | 1.7165445 | 3.4233647 | 3097.7608 | 3136.7981 |
obs | Indian | (27.75,27.85] | cstar_tref ~ sal + nitrate + silicate + phosphate | 1478.13628 | 1500.2581 | 2.9038522 | 6.5281222 | 4424.0814 | 4471.9748 |
obs | Indian | (27.75,27.85] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 1446.99574 | 1472.8046 | 2.7452381 | 6.3448673 | 4387.5457 | 4443.4214 |
mod | Indian | (27.75,27.85] | cstar_tref ~ sal + silicate + phosphate | 889.82146 | 907.4288 | 1.4059376 | 2.8212665 | 2796.8282 | 2835.8655 |
obs | Indian | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1522.86058 | 1548.6694 | 3.1219327 | 6.6660655 | 4446.5681 | 4502.4438 |
mod | Indian | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + silicate | 989.58711 | 1010.7159 | 1.7095594 | 3.4088251 | 3094.9578 | 3141.8026 |
obs | Indian | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 1442.22201 | 1468.0308 | 2.7231158 | 6.3322319 | 4385.6252 | 4441.5008 |
obs | Indian | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1524.61351 | 1550.4223 | 3.1312220 | 6.6661149 | 4445.4912 | 4501.3669 |
obs | Indian | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1488.43751 | 1514.2463 | 2.9449979 | 6.6636671 | 4464.2555 | 4520.1312 |
mod | Indian | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate | 891.79220 | 912.9210 | 1.4058553 | 2.7688475 | 2760.3311 | 2807.1759 |
obs | Indian | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 1501.41805 | 1527.2269 | 3.0105085 | 6.5773659 | 4432.0539 | 4487.9296 |
mod | Indian | (27.75,27.85] | cstar_tref ~ temp + aou + phosphate | 1029.93074 | 1047.5380 | 1.8606445 | 3.4302806 | 3048.0770 | 3087.1143 |
obs | Indian | (27.75,27.85] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 1502.78064 | 1528.5895 | 3.0174692 | 6.5721562 | 4429.7114 | 4485.5871 |
mod | Indian | (27.75,27.85] | cstar_tref ~ temp + silicate + phosphate | 905.70233 | 923.3096 | 1.4513093 | 2.8170675 | 2774.4186 | 2813.4559 |
mod | Indian | (27.85,27.95] | cstar_tref ~ aou + silicate + phosphate | 1288.09801 | 1306.8290 | 1.8640501 | 3.8410030 | 3663.2557 | 3703.6531 |
mod | Indian | (27.85,27.95] | cstar_tref ~ oxygen + silicate + phosphate | 1278.37332 | 1297.1043 | 1.8353165 | 3.8173691 | 3656.4318 | 3696.8293 |
mod | Indian | (27.85,27.95] | cstar_tref ~ sal + oxygen + nitrate | 1405.63851 | 1424.3695 | 2.2490681 | 4.1999448 | 3765.8453 | 3806.2427 |
mod | Indian | (27.85,27.95] | cstar_tref ~ sal + oxygen + phosphate | 1372.86446 | 1391.5955 | 2.1343481 | 3.9135393 | 3629.3442 | 3669.7416 |
obs | Indian | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2459.48275 | 2489.0547 | 2.7246269 | 6.0068971 | 6285.6095 | 6347.3423 |
obs | Indian | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate | 2466.73941 | 2492.0868 | 2.7497130 | 6.0787955 | 6311.5702 | 6364.4840 |
obs | Indian | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2437.43650 | 2467.0084 | 2.6657983 | 5.9623860 | 6269.9268 | 6331.6596 |
obs | Indian | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 2473.68321 | 2503.2551 | 2.7632054 | 6.0647515 | 6308.3708 | 6370.1036 |
obs | Indian | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + phosphate | 2483.83462 | 2509.1820 | 2.7966506 | 6.1404273 | 6335.1043 | 6388.0181 |
obs | Indian | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2442.54369 | 2472.1156 | 2.6793123 | 5.9819167 | 6277.6998 | 6339.4326 |
mod | Indian | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate | 1301.56481 | 1324.0420 | 1.8985096 | 3.8421018 | 3659.5593 | 3708.0362 |
obs | Indian | (27.85,27.95] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2431.11879 | 2460.6907 | 2.6491753 | 5.9441998 | 6262.9156 | 6324.6484 |
mod | Indian | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate | 1278.93733 | 1301.4145 | 1.8311112 | 3.8080481 | 3656.0859 | 3704.5628 |
obs | Indian | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate | 2435.76003 | 2461.1074 | 2.6666523 | 5.9761498 | 6271.9645 | 6324.8783 |
mod | Indian | (27.85,27.95] | cstar_tref ~ temp + oxygen + nitrate + silicate | 1356.88097 | 1379.3582 | 2.0739057 | 4.2009412 | 3816.4309 | 3864.9078 |
obs | Indian | (27.85,27.95] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 2437.30659 | 2466.8785 | 2.6654554 | 5.9759097 | 6275.9336 | 6337.6664 |
mod | Indian | (27.85,27.95] | cstar_tref ~ temp + oxygen + phosphate | 1381.44127 | 1400.1723 | 2.1637920 | 4.2009387 | 3790.3715 | 3830.7690 |
mod | Indian | (27.85,27.95] | cstar_tref ~ temp + oxygen + silicate + phosphate | 1278.95332 | 1301.4305 | 1.8311580 | 3.8063587 | 3655.1125 | 3703.5894 |
obs | Indian | (27.85,27.95] | cstar_tref ~ temp + oxygen + silicate + phosphate | 2441.25345 | 2466.6008 | 2.6811958 | 6.0011052 | 6282.0502 | 6334.9640 |
mod | Indian | (27.85,27.95] | cstar_tref ~ temp + silicate + phosphate | 1301.05732 | 1319.7883 | 1.9030414 | 3.9588211 | 3720.2399 | 3760.6373 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate | 1385.62377 | 1408.4906 | 1.8915271 | 3.5034986 | 3593.6509 | 3642.6856 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + oxygen + nitrate + silicate | 1375.38931 | 1398.2562 | 1.8627678 | 3.5806666 | 3657.1162 | 3706.1509 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + oxygen + phosphate | 1429.23143 | 1448.2871 | 2.0251817 | 3.7093698 | 3686.0087 | 3726.8709 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + oxygen + silicate + phosphate | 1308.49663 | 1331.3635 | 1.6852681 | 3.0923706 | 3359.1222 | 3408.1568 |
obs | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3532.99644 | 3565.3089 | 2.5509881 | 5.6306748 | 9092.4072 | 9159.6772 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1380.89521 | 1407.5732 | 1.8725699 | 3.6047652 | 3674.2191 | 3731.4262 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate | 1434.50165 | 1457.3685 | 2.0351204 | 3.7312561 | 3701.4647 | 3750.4994 |
obs | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate | 3532.44175 | 3560.1381 | 2.5534571 | 5.6623499 | 9110.4290 | 9168.0890 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1294.28219 | 1320.9602 | 1.6448539 | 3.0636590 | 3356.4988 | 3413.7060 |
obs | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3508.48515 | 3540.7976 | 2.5094768 | 5.6016522 | 9076.7184 | 9143.9884 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 1375.69258 | 1402.3706 | 1.8580423 | 3.5699236 | 3655.3560 | 3712.5631 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + phosphate | 1431.20226 | 1454.0691 | 2.0250933 | 3.7068195 | 3688.2856 | 3737.3202 |
mod | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1291.83733 | 1318.5153 | 1.6388448 | 3.0456047 | 3344.1809 | 3401.3880 |
obs | Indian | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 3534.96368 | 3567.2761 | 2.5543493 | 5.6644656 | 9115.8087 | 9183.0787 |
obs | Indian | (27.95,28.05] | cstar_tref ~ temp + aou + nitrate + phosphate | 3532.69820 | 3560.3946 | 2.5538955 | 5.6814071 | 9123.7024 | 9181.3623 |
obs | Indian | (27.95,28.05] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3509.56703 | 3541.8795 | 2.5112947 | 5.5860897 | 9065.5124 | 9132.7824 |
obs | Indian | (27.95,28.05] | cstar_tref ~ temp + aou + phosphate | 3541.83790 | 3564.9182 | 2.5730092 | 5.7089099 | 9136.6817 | 9184.7317 |
obs | Indian | (27.95,28.05] | cstar_tref ~ temp + aou + silicate + phosphate | 3507.57856 | 3535.2750 | 2.5113141 | 5.6048294 | 9074.7562 | 9132.4162 |
obs | Indian | (27.95,28.05] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 3536.67629 | 3568.9887 | 2.5572791 | 5.6508895 | 9105.9209 | 9173.1909 |
obs | Indian | (27.95,28.05] | cstar_tref ~ temp + oxygen + silicate + phosphate | 3535.26262 | 3562.9590 | 2.5582830 | 5.6693552 | 9114.7777 | 9172.4377 |
obs | Indian | (28.05,28.1] | cstar_tref ~ aou + oxygen + phosphate | 2436.23833 | 2457.6403 | 2.3462545 | 5.0562149 | 6258.4853 | 6303.2411 |
obs | Indian | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2482.26458 | 2512.2273 | 2.4404211 | 5.2008464 | 6337.6267 | 6400.2849 |
obs | Indian | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate | 2483.60633 | 2509.2887 | 2.4480691 | 5.2090926 | 6337.3104 | 6391.0174 |
obs | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2491.06351 | 2521.0263 | 2.4606101 | 5.2883255 | 6384.4308 | 6447.0889 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 964.54242 | 989.6793 | 1.4254129 | 2.9822889 | 2586.9819 | 2640.5978 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate | 967.84978 | 989.3957 | 1.4395971 | 3.0139530 | 2597.9358 | 2643.8923 |
obs | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate | 2489.19195 | 2514.8743 | 2.4609060 | 5.2920190 | 6382.4541 | 6436.1611 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate | 970.33599 | 991.8819 | 1.4462901 | 3.0033927 | 2590.9012 | 2636.8577 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 969.69440 | 994.8313 | 1.4391798 | 2.9179856 | 2547.6842 | 2601.3001 |
obs | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2469.03727 | 2499.0000 | 2.4103826 | 5.1512535 | 6313.1814 | 6375.8395 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate | 967.25337 | 988.7993 | 1.4379962 | 3.0276742 | 2605.7075 | 2651.6640 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + nitrate | 977.76880 | 999.3147 | 1.4664858 | 3.0256095 | 2599.4548 | 2645.4112 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 964.13412 | 989.2710 | 1.4243275 | 2.9785275 | 2585.0873 | 2638.7032 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + phosphate | 967.01250 | 988.5584 | 1.4373501 | 3.0091915 | 2595.7175 | 2641.6739 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate | 969.57431 | 991.1202 | 1.4442363 | 2.9988805 | 2588.7743 | 2634.7308 |
mod | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 968.83126 | 993.9682 | 1.4368641 | 2.9117457 | 2544.5253 | 2598.1412 |
obs | Indian | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2489.83581 | 2519.7986 | 2.4577832 | 5.2404810 | 6357.8790 | 6420.5371 |
obs | Indian | (28.05,28.1] | cstar_tref ~ temp + aou + nitrate + phosphate | 2495.74717 | 2521.4295 | 2.4760571 | 5.3065009 | 6388.6363 | 6442.3432 |
obs | Indian | (28.05,28.1] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2487.79326 | 2517.7560 | 2.4530871 | 5.2219941 | 6347.9965 | 6410.6546 |
obs | Indian | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate | 2486.26326 | 2511.9456 | 2.4541669 | 5.2234609 | 6344.6871 | 6398.3941 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2929.78972 | 2961.2566 | 2.1887258 | 4.7634185 | 8368.3397 | 8435.1209 |
mod | Indian | (28.1,28.2] | cstar_tref ~ sal + aou + oxygen + nitrate | 1501.23577 | 1527.5165 | 0.8548115 | 2.1923470 | 4296.7369 | 4351.2294 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 2927.84974 | 2959.3166 | 2.1855212 | 4.7841255 | 8387.6062 | 8454.3874 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + aou + oxygen + phosphate | 2925.86840 | 2952.8400 | 2.1855520 | 4.7842000 | 8383.6635 | 8440.9046 |
mod | Indian | (28.1,28.2] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1518.88539 | 1549.5462 | 0.8662238 | 2.2289654 | 4346.7809 | 4410.3555 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + aou + silicate + phosphate | 2927.80845 | 2954.7800 | 2.1887568 | 4.7649192 | 8365.6676 | 8422.9086 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 2946.37649 | 2977.8433 | 2.2163182 | 4.7998329 | 8392.7734 | 8459.5546 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + oxygen + silicate + phosphate | 2946.08222 | 2973.0538 | 2.2191753 | 4.8036346 | 8391.3176 | 8448.5586 |
mod | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate | 1507.09059 | 1533.3713 | 0.8590634 | 2.2006276 | 4307.4880 | 4361.9805 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2946.58548 | 2978.0523 | 2.2166680 | 4.8402621 | 8428.2970 | 8495.0782 |
mod | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1497.54875 | 1528.2096 | 0.8507016 | 2.1861704 | 4292.5323 | 4356.1069 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 2926.69125 | 2958.1581 | 2.1836097 | 4.7749376 | 8380.0153 | 8446.7965 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2928.53363 | 2960.0005 | 2.1866504 | 4.7626640 | 8368.2603 | 8435.0415 |
mod | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate | 1506.40108 | 1528.3017 | 0.8600179 | 2.2076694 | 4312.1686 | 4357.5791 |
mod | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate + silicate | 1495.75898 | 1522.0397 | 0.8508532 | 2.1864230 | 4288.8657 | 4343.3582 |
mod | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + oxygen + nitrate | 1506.87846 | 1533.1592 | 0.8589089 | 2.2001756 | 4306.9147 | 4361.4072 |
mod | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 1497.63810 | 1528.2990 | 0.8507660 | 2.1861752 | 4292.5490 | 4356.1236 |
obs | Indian | (28.1,28.2] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 2937.06376 | 2968.5306 | 2.2007838 | 4.7785167 | 8378.3210 | 8445.1022 |
mod | Indian | (28.1,28.2] | cstar_tref ~ temp + aou + nitrate + silicate | 1540.18746 | 1566.4682 | 0.8834996 | 2.2194108 | 4333.7104 | 4388.2029 |
mod | Indian | (28.1,28.2] | cstar_tref ~ temp + oxygen + nitrate + silicate | 1539.05486 | 1565.3356 | 0.8826520 | 2.2185865 | 4332.6061 | 4387.0986 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + silicate | 1375.36157 | 1404.0615 | 0.5236493 | 1.0773763 | 3551.3747 | 3611.1276 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 1101.90811 | 1126.4738 | 2.1886931 | 4.6918099 | 3358.9243 | 3412.7065 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + oxygen + nitrate | 1483.59427 | 1512.2942 | 0.5567460 | 1.0851088 | 3537.0408 | 3596.7937 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 1102.48988 | 1127.0556 | 2.1912722 | 4.6970274 | 3360.5175 | 3414.2997 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 1329.66170 | 1363.1450 | 0.5096948 | 1.0310998 | 3350.4568 | 3420.1685 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + oxygen + phosphate | 1100.61507 | 1121.6714 | 2.1918276 | 4.6991408 | 3357.2393 | 3403.3384 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1419.53014 | 1453.0134 | 0.5363035 | 1.0650639 | 3476.9431 | 3546.6548 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 1100.32092 | 1124.8866 | 2.1816723 | 4.6839080 | 3356.9992 | 3410.7814 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + silicate + phosphate | 1423.02443 | 1451.7244 | 0.5379746 | 1.0720319 | 3504.4925 | 3564.2454 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + aou + silicate + phosphate | 1100.43039 | 1121.4867 | 2.1910083 | 4.6957216 | 3356.0587 | 3402.1577 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 1107.71773 | 1132.2835 | 2.2145849 | 4.7386900 | 3372.7498 | 3426.5321 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + aou + nitrate | 1483.90766 | 1512.6076 | 0.5568448 | 1.0853747 | 3538.1807 | 3597.9336 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1106.50369 | 1131.0694 | 2.2091490 | 4.7290753 | 3369.9452 | 3423.7274 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1330.78614 | 1364.2694 | 0.5100194 | 1.0316616 | 3352.7698 | 3422.4815 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + aou + oxygen + phosphate | 1101.83571 | 1126.4014 | 2.1883723 | 4.6956780 | 3360.4571 | 3414.2393 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1419.92927 | 1453.4125 | 0.5364247 | 1.0653416 | 3478.1154 | 3547.8272 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1095.91410 | 1120.4798 | 2.1622968 | 4.6612387 | 3351.3278 | 3405.1100 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 1331.93388 | 1365.4172 | 0.5103510 | 1.0321628 | 3354.7676 | 3424.4793 |
mod | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1420.76114 | 1454.2444 | 0.5366774 | 1.0658082 | 3480.0038 | 3549.7155 |
obs | Indian | (28.2,28.3] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 1094.27169 | 1118.8374 | 2.1551197 | 4.6555640 | 3350.2624 | 3404.0446 |
mod | Indian | (28.3,28.4] | cstar_tref ~ aou + nitrate + silicate + phosphate | 628.58077 | 656.4513 | 0.3613021 | 0.7809044 | 1977.1716 | 2035.6522 |
obs | Indian | (28.3,28.4] | cstar_tref ~ aou + nitrate + silicate + phosphate | 706.55571 | 724.8548 | 2.2416261 | 4.7570659 | 1879.8833 | 1919.2630 |
mod | Indian | (28.3,28.4] | cstar_tref ~ oxygen + nitrate + silicate + phosphate | 744.82391 | 772.6945 | 0.3896681 | 0.7595478 | 1787.1727 | 1845.6533 |
obs | Indian | (28.3,28.4] | cstar_tref ~ oxygen + nitrate + silicate + phosphate | 709.08614 | 727.3853 | 2.2598804 | 4.7706889 | 1881.4996 | 1920.8793 |
obs | Indian | (28.3,28.4] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 706.02614 | 727.3751 | 2.2235254 | 4.7119752 | 1876.0030 | 1921.9460 |
obs | Indian | (28.3,28.4] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 706.48478 | 727.8338 | 2.2267964 | 4.7530909 | 1883.9481 | 1929.8911 |
mod | Indian | (28.3,28.4] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 777.97701 | 810.4927 | 0.3976415 | 0.7776623 | 1887.9985 | 1956.2258 |
mod | Indian | (28.3,28.4] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 761.31419 | 793.8298 | 0.3933567 | 0.7969978 | 2017.7449 | 2085.9723 |
obs | Indian | (28.3,28.4] | cstar_tref ~ sal + aou + silicate + phosphate | 704.02893 | 722.3281 | 2.2235453 | 4.7663818 | 1882.7294 | 1922.1091 |
mod | Indian | (28.3,28.4] | cstar_tref ~ sal + oxygen + nitrate + silicate | 776.05624 | 803.9268 | 0.3976620 | 0.7803446 | 1901.0252 | 1959.5058 |
mod | Indian | (28.3,28.4] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 671.46233 | 703.9780 | 0.3710347 | 0.7409089 | 1715.7749 | 1784.0022 |
obs | Indian | (28.3,28.4] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 709.00360 | 730.3526 | 2.2448464 | 4.7331829 | 1878.9579 | 1924.9009 |
mod | Indian | (28.3,28.4] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 776.74835 | 809.2640 | 0.3973240 | 0.7758380 | 1877.1240 | 1945.3514 |
mod | Indian | (28.3,28.4] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 760.67514 | 793.1908 | 0.3931933 | 0.7955461 | 2009.3441 | 2077.5714 |
obs | Indian | (28.3,28.4] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 706.01089 | 727.3599 | 2.2234168 | 4.7652024 | 1886.5063 | 1932.4493 |
mod | Indian | (28.3,28.4] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 777.88608 | 810.4017 | 0.3976180 | 0.7773347 | 1885.9642 | 1954.1915 |
mod | Indian | (28.3,28.4] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 761.19881 | 793.7145 | 0.3933272 | 0.7964572 | 2014.5531 | 2082.7804 |
obs | Indian | (28.3,28.4] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 708.40950 | 729.7585 | 2.2405759 | 4.7473201 | 1882.0194 | 1927.9624 |
obs | Indian | (28.3,28.4] | cstar_tref ~ temp + aou + oxygen + nitrate + phosphate | 710.04999 | 731.3990 | 2.2523878 | 4.7837194 | 1888.5012 | 1934.4442 |
obs | Indian | (28.3,28.4] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 710.98254 | 732.3315 | 2.2591302 | 4.7659362 | 1884.6047 | 1930.5477 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate | 8716.40145 | 8747.5995 | 6.2426082 | 13.0572487 | 20598.3716 | 20662.4691 |
mod | Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 5897.48210 | 5931.4404 | 5.4412834 | 11.3508996 | 13983.3641 | 14053.3111 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 8570.44968 | 8606.8474 | 5.9070761 | 12.3792565 | 20271.0716 | 20345.8520 |
mod | Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 6045.14116 | 6079.0995 | 5.8834390 | 11.7243662 | 14101.4909 | 14171.4379 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 8686.77610 | 8723.1738 | 6.1693209 | 12.9801870 | 20568.7761 | 20643.5566 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + aou + oxygen + silicate + phosphate | 8776.10850 | 8812.5063 | 6.3785873 | 13.1587457 | 20642.0396 | 20716.8201 |
mod | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate | 5879.98112 | 5909.0882 | 5.3968388 | 11.0586935 | 13855.6762 | 13915.6308 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate | 8712.68862 | 8743.8867 | 6.2339594 | 12.7606692 | 20441.1450 | 20505.2425 |
mod | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5837.37279 | 5871.3311 | 5.2709525 | 10.8971405 | 13799.1051 | 13869.0521 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8646.80744 | 8683.2052 | 6.0779286 | 12.4767079 | 20306.8702 | 20381.6506 |
mod | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5824.78168 | 5858.7400 | 5.2359544 | 10.3331602 | 13537.0977 | 13607.0447 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 8682.00484 | 8718.4026 | 6.1583391 | 12.6815396 | 20410.5487 | 20485.3291 |
mod | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate | 5862.46952 | 5891.5766 | 5.3470659 | 11.0315717 | 13848.2501 | 13908.2047 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate | 8733.04454 | 8764.2426 | 6.2815252 | 12.7773153 | 20444.6146 | 20508.7121 |
mod | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5850.83798 | 5884.7963 | 5.3086392 | 10.9926430 | 13838.3955 | 13908.3425 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 8690.70705 | 8727.1048 | 6.1783833 | 12.6047442 | 20366.0648 | 20440.8453 |
mod | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 5803.97642 | 5837.9347 | 5.1786327 | 10.2834846 | 13520.0788 | 13590.0258 |
obs | Pacific | (-Inf,26] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 8702.27210 | 8738.6699 | 6.2051226 | 12.6971869 | 20413.8020 | 20488.5825 |
mod | Pacific | (-Inf,26] | cstar_tref ~ temp + oxygen + nitrate + silicate | 6093.22122 | 6122.3283 | 6.0414185 | 11.8090285 | 14115.6631 | 14175.6177 |
mod | Pacific | (-Inf,26] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 6088.06103 | 6122.0193 | 6.0185741 | 11.7287370 | 14087.2171 | 14157.1641 |
mod | Pacific | (26,26.5] | cstar_tref ~ aou + oxygen + nitrate + silicate | 7598.17032 | 7629.5101 | 3.8486303 | 7.6247520 | 17040.0571 | 17104.0834 |
mod | Pacific | (26,26.5] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 6969.69978 | 7006.2629 | 3.0580774 | 6.2174495 | 15801.5780 | 15876.2754 |
mod | Pacific | (26,26.5] | cstar_tref ~ aou + oxygen + silicate + phosphate | 7108.33342 | 7139.6732 | 3.2190140 | 6.4475647 | 16012.5488 | 16076.5751 |
obs | Pacific | (26,26.5] | cstar_tref ~ aou + oxygen + silicate + phosphate | 9607.07914 | 9639.2092 | 5.1993936 | 9.9375777 | 20196.7300 | 20261.7595 |
mod | Pacific | (26,26.5] | cstar_tref ~ sal + aou + oxygen + nitrate + silicate | 7600.00650 | 7636.5696 | 3.8484003 | 7.6239992 | 17043.4181 | 17118.1154 |
obs | Pacific | (26,26.5] | cstar_tref ~ sal + aou + oxygen + phosphate | 9606.60815 | 9638.7382 | 5.1986108 | 10.0267819 | 20263.1608 | 20328.1903 |
obs | Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 9448.39373 | 9485.8787 | 4.9390450 | 9.3538611 | 19788.6789 | 19864.5466 |
obs | Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + phosphate | 9623.17704 | 9655.3070 | 5.2262207 | 10.0196980 | 20254.0851 | 20319.1146 |
mod | Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 7060.54182 | 7097.1049 | 3.1610879 | 6.0936638 | 15636.7630 | 15711.4604 |
obs | Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9451.04642 | 9488.5314 | 4.9432353 | 9.3878609 | 19815.2615 | 19891.1293 |
obs | Pacific | (26,26.5] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 9470.27952 | 9507.7645 | 4.9737234 | 9.4057064 | 19824.3653 | 19900.2330 |
mod | Pacific | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 7143.79950 | 7180.3626 | 3.2585428 | 6.2221460 | 15756.1413 | 15830.8386 |
obs | Pacific | (26,26.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 9489.43873 | 9526.9237 | 5.0042813 | 9.4875062 | 19884.4026 | 19960.2703 |
mod | Pacific | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 7006.31487 | 7042.8779 | 3.0991870 | 6.0457931 | 15598.9165 | 15673.6138 |
obs | Pacific | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 9522.40093 | 9559.8859 | 5.0572941 | 9.5742025 | 19943.9819 | 20019.8497 |
mod | Pacific | (26,26.5] | cstar_tref ~ temp + aou + silicate + phosphate | 7143.60320 | 7174.9430 | 3.2606870 | 6.3117138 | 15853.7214 | 15917.7476 |
obs | Pacific | (26,26.5] | cstar_tref ~ temp + aou + silicate + phosphate | 9640.71082 | 9672.8408 | 5.2555982 | 9.9880328 | 20226.0441 | 20291.0736 |
mod | Pacific | (26,26.5] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 7077.05221 | 7113.6153 | 3.1801792 | 6.1117362 | 15652.0809 | 15726.7782 |
obs | Pacific | (26,26.5] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 9558.31975 | 9595.8048 | 5.1157017 | 9.6574333 | 19999.3896 | 20075.2574 |
mod | Pacific | (26,26.5] | cstar_tref ~ temp + oxygen + silicate + phosphate | 7198.39244 | 7229.7322 | 3.3264957 | 6.3693504 | 15899.3058 | 15963.3321 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ aou + oxygen + nitrate + phosphate | 9260.32247 | 9292.2178 | 5.2364132 | 10.2958064 | 19475.1837 | 19539.6311 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ aou + oxygen + silicate + phosphate | 7233.71114 | 7265.5221 | 2.7618294 | 5.2480581 | 14803.2759 | 14867.4353 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 8313.03835 | 8350.1511 | 3.9714009 | 7.4043359 | 16931.2751 | 17006.1278 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ sal + aou + silicate + phosphate | 8318.71606 | 8350.5270 | 3.9816945 | 7.4574401 | 16975.1572 | 17039.3166 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8134.27603 | 8171.3888 | 3.7391129 | 7.1914137 | 16770.7613 | 16845.6140 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 9231.30967 | 9268.5209 | 5.1827026 | 10.1637626 | 19395.8044 | 19470.9931 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 7245.30976 | 7282.4225 | 2.7707817 | 5.2888689 | 14858.1789 | 14933.0316 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9365.27500 | 9402.4862 | 5.4187383 | 10.7652790 | 19767.3981 | 19842.5868 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 9248.79769 | 9286.0089 | 5.2129217 | 10.2543147 | 19453.6976 | 19528.8863 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 7352.78627 | 7389.8990 | 2.8730255 | 5.4734119 | 15069.9840 | 15144.8367 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 9388.17941 | 9425.3906 | 5.4601567 | 10.8499725 | 19817.3568 | 19892.5454 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + phosphate | 9276.32973 | 9308.2250 | 5.2643533 | 10.3900704 | 19534.8990 | 19599.3465 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 7261.97364 | 7299.0864 | 2.7863926 | 5.3366837 | 14916.0674 | 14990.9201 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 9219.98600 | 9257.1972 | 5.1632289 | 10.2496226 | 19454.7096 | 19529.8982 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate | 7350.74747 | 7382.5584 | 2.8729880 | 5.4563358 | 15044.6197 | 15108.7791 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate | 9381.21705 | 9413.1123 | 5.4511564 | 10.8701563 | 19826.5170 | 19890.9645 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 9296.66161 | 9328.5569 | 5.3000571 | 10.4898238 | 19596.9068 | 19661.3542 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 7364.02399 | 7401.1368 | 2.8839317 | 5.5172676 | 15122.0684 | 15196.9211 |
obs | Pacific | (26.5,26.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 9254.74282 | 9291.9540 | 5.2232349 | 10.3906238 | 19542.4859 | 19617.6746 |
mod | Pacific | (26.5,26.75] | cstar_tref ~ temp + oxygen + silicate + phosphate | 7441.16469 | 7472.9756 | 2.9619184 | 5.6218073 | 15229.7558 | 15293.9152 |
obs | Pacific | (26.75,27] | cstar_tref ~ aou + oxygen + nitrate + phosphate | 11865.35809 | 11898.8116 | 5.0550313 | 9.8337137 | 24692.7702 | 24760.2575 |
obs | Pacific | (26.75,27] | cstar_tref ~ aou + oxygen + phosphate | 11979.46394 | 12007.3419 | 5.2077859 | 10.1099464 | 24914.4722 | 24970.7116 |
mod | Pacific | (26.75,27] | cstar_tref ~ aou + oxygen + silicate + phosphate | 8557.59250 | 8590.1375 | 3.0970888 | 5.9015691 | 18389.8209 | 18455.9833 |
mod | Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8290.88387 | 8328.8530 | 2.8585054 | 5.5256766 | 17923.9114 | 18001.1009 |
obs | Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 11917.01116 | 11956.0403 | 5.1198012 | 9.9236912 | 24769.0252 | 24847.7604 |
mod | Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 8588.22854 | 8626.1977 | 3.1236605 | 5.8740820 | 18344.4449 | 18421.6344 |
obs | Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 12024.53282 | 12063.5619 | 5.2629161 | 10.1944351 | 24989.1925 | 25067.9277 |
mod | Pacific | (26.75,27] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 8426.62969 | 8464.5988 | 2.9766421 | 5.8046847 | 18294.3912 | 18371.5807 |
obs | Pacific | (26.75,27] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 11962.32317 | 12001.3523 | 5.1796323 | 10.0360940 | 24861.0954 | 24939.8305 |
mod | Pacific | (26.75,27] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 8680.07435 | 8718.0435 | 3.2104331 | 6.0187836 | 18519.8300 | 18597.0194 |
mod | Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + phosphate | 8777.78329 | 8810.3283 | 3.3073655 | 6.2567369 | 18811.9099 | 18878.0723 |
obs | Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + phosphate | 11915.64324 | 11949.0967 | 5.1206310 | 9.9370405 | 24776.8386 | 24844.3259 |
mod | Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 8069.46854 | 8107.4377 | 2.6757888 | 5.1722420 | 17437.3773 | 17514.5667 |
obs | Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 11892.62197 | 11931.6511 | 5.0878837 | 9.8724266 | 24727.2994 | 24806.0345 |
mod | Pacific | (26.75,27] | cstar_tref ~ temp + aou + silicate + phosphate | 8616.40370 | 8648.9487 | 3.1519070 | 5.9248074 | 18403.2439 | 18469.4063 |
obs | Pacific | (26.75,27] | cstar_tref ~ temp + aou + silicate + phosphate | 12028.75601 | 12062.2095 | 5.2713208 | 10.2028622 | 24991.4352 | 25058.9225 |
obs | Pacific | (26.75,27] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 11960.41199 | 11993.8655 | 5.1797503 | 10.0460728 | 24865.8983 | 24933.3855 |
mod | Pacific | (26.75,27] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 8143.14590 | 8181.1151 | 2.7352541 | 5.2891116 | 17602.1723 | 17679.3617 |
obs | Pacific | (26.75,27] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 11949.47411 | 11988.5032 | 5.1625954 | 10.0127158 | 24842.6332 | 24921.3683 |
mod | Pacific | (26.75,27] | cstar_tref ~ temp + oxygen + silicate + phosphate | 8701.72659 | 8734.2716 | 3.2331665 | 6.0618982 | 18568.4646 | 18634.6270 |
mod | Pacific | (27,27.25] | cstar_tref ~ aou + oxygen + phosphate | 9995.73133 | 10023.3918 | 3.5090080 | 6.3308844 | 21113.3034 | 21169.5817 |
mod | Pacific | (27,27.25] | cstar_tref ~ aou + oxygen + silicate + phosphate | 9867.04441 | 9900.2369 | 3.3883199 | 6.0988565 | 20804.5814 | 20872.1154 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 13390.25740 | 13430.4116 | 4.4890526 | 8.9054135 | 30446.4232 | 30528.4662 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate | 13389.68802 | 13424.1059 | 4.4904551 | 8.9070209 | 30444.1261 | 30514.4486 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 13450.07911 | 13490.2333 | 4.5480710 | 9.0501149 | 30619.0012 | 30701.0442 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + oxygen + silicate + phosphate | 13479.99228 | 13514.4101 | 4.5798724 | 9.0939549 | 30662.5847 | 30732.9073 |
mod | Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8678.96780 | 8717.6924 | 2.4635924 | 4.5776710 | 18494.6634 | 18573.4529 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 13464.11892 | 13504.2731 | 4.5620344 | 8.9710404 | 30510.5042 | 30592.5472 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + phosphate | 13501.61743 | 13536.0353 | 4.6015481 | 9.0627385 | 30615.0477 | 30685.3703 |
mod | Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9948.10867 | 9986.8333 | 3.4608297 | 6.3120661 | 21116.4866 | 21195.2761 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 13386.11206 | 13426.2662 | 4.4849914 | 8.8850823 | 30420.6200 | 30502.6630 |
mod | Pacific | (27,27.25] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 8824.92407 | 8863.6487 | 2.5617972 | 4.7614003 | 18819.9523 | 18898.7419 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 13496.80545 | 13536.9596 | 4.5947091 | 9.0345073 | 30584.0300 | 30666.0730 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + temp + oxygen + phosphate | 13528.65152 | 13563.0694 | 4.6287897 | 9.1168862 | 30677.3663 | 30747.6888 |
obs | Pacific | (27,27.25] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 13411.19430 | 13451.3485 | 4.5096208 | 8.9317281 | 30474.9904 | 30557.0334 |
mod | Pacific | (27,27.25] | cstar_tref ~ temp + aou + nitrate + phosphate | 8713.78663 | 8746.9792 | 2.4880046 | 4.6663983 | 18663.0005 | 18730.5344 |
mod | Pacific | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 8700.72930 | 8739.4539 | 2.4779919 | 4.6428718 | 18623.8033 | 18702.5928 |
mod | Pacific | (27,27.25] | cstar_tref ~ temp + aou + silicate + phosphate | 10080.48961 | 10113.6821 | 3.5876480 | 6.4463721 | 21258.7274 | 21326.2613 |
mod | Pacific | (27,27.25] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 8844.85455 | 8878.0471 | 2.5768874 | 4.8322813 | 18951.1487 | 19018.6826 |
mod | Pacific | (27,27.25] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 8815.14076 | 8853.8654 | 2.5550939 | 4.7804455 | 18862.7961 | 18941.5856 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 10286.93670 | 10326.5377 | 2.7414966 | 4.8759503 | 22597.4757 | 22678.6980 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 11941.49547 | 11981.5418 | 3.4066825 | 7.1824105 | 28374.7451 | 28456.8079 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + silicate + phosphate | 10798.44534 | 10832.3890 | 3.0951719 | 5.4806351 | 23734.9436 | 23804.5628 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + silicate + phosphate | 11969.04588 | 12003.3713 | 3.4290771 | 7.2301128 | 28440.2175 | 28510.5571 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 10316.34173 | 10355.9427 | 2.7606116 | 4.9387696 | 22741.3593 | 22822.5817 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 11980.66372 | 12020.7101 | 3.4363976 | 7.2882383 | 28533.1821 | 28615.2449 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + oxygen + silicate + phosphate | 10723.21422 | 10757.1579 | 3.0406360 | 5.3954881 | 23586.7664 | 23656.3855 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + oxygen + silicate + phosphate | 12057.09368 | 12091.4191 | 3.4966800 | 7.4135264 | 28707.6245 | 28777.9641 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 12492.08146 | 12532.1278 | 3.8490259 | 7.7292402 | 29088.4591 | 29170.5220 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate | 12574.98481 | 12609.3102 | 3.9221724 | 7.8834159 | 29292.8721 | 29363.2116 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 10499.67792 | 10539.2789 | 2.8828334 | 5.1868022 | 23241.8509 | 23323.0733 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 11955.73351 | 11995.7798 | 3.4174544 | 7.1330076 | 28292.9750 | 28375.0379 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 10399.65111 | 10439.2521 | 2.8154942 | 5.1386954 | 23188.7752 | 23269.9975 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 12298.59440 | 12338.6407 | 3.6873879 | 7.8655384 | 29337.0664 | 29419.1292 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 12507.19933 | 12547.2457 | 3.8619498 | 7.7509949 | 29117.1620 | 29199.2248 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 10657.65779 | 10697.2588 | 2.9924830 | 5.5527524 | 23995.5780 | 24076.8004 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 10493.93275 | 10533.5337 | 2.8789225 | 5.1912730 | 23256.6158 | 23337.8382 |
obs | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 11965.11551 | 12005.1619 | 3.4245710 | 7.1454105 | 28310.8533 | 28392.9161 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + silicate + phosphate | 10501.94387 | 10535.8876 | 2.8857409 | 5.2227301 | 23322.4896 | 23392.1087 |
mod | Pacific | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 10802.47760 | 10842.0786 | 3.0966586 | 5.5045295 | 23793.7824 | 23875.0047 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 10875.78337 | 10915.7892 | 2.7275503 | 4.6789822 | 23022.3446 | 23104.1722 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 11829.67834 | 11869.7772 | 3.2587471 | 6.3111253 | 26094.6588 | 26176.3468 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate | 10994.06844 | 11028.3592 | 2.8017081 | 4.8275293 | 23356.0667 | 23426.2047 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate | 11943.57824 | 11977.9487 | 3.3429342 | 6.5148273 | 26422.4860 | 26492.5043 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 10790.28996 | 10830.2958 | 2.6760386 | 4.5678301 | 22756.4517 | 22838.2793 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 11830.42769 | 11870.5266 | 3.2592845 | 6.4207942 | 26292.9014 | 26374.5894 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + oxygen + silicate + phosphate | 10892.90032 | 10927.1911 | 2.7392037 | 4.6905294 | 23037.1454 | 23107.2834 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ sal + oxygen + silicate + phosphate | 11978.61787 | 12012.9884 | 3.3688119 | 6.7154907 | 26759.0891 | 26829.1074 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 10352.26201 | 10392.2679 | 2.4269873 | 4.0823799 | 21542.6030 | 21624.4306 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate | 10355.41451 | 10389.7052 | 2.4297777 | 4.0900747 | 21560.9492 | 21631.0871 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 11942.54849 | 11982.6474 | 3.3407060 | 6.2389531 | 25916.2253 | 25997.9133 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 10553.08397 | 10593.0898 | 2.5381539 | 4.2852199 | 22056.6892 | 22138.5168 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 12150.02275 | 12190.1217 | 3.4967750 | 6.9652986 | 27133.5397 | 27215.2277 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 12742.29189 | 12782.3908 | 3.9835845 | 7.0802563 | 27088.2679 | 27169.9559 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 10345.71392 | 10385.7198 | 2.4234457 | 4.0763121 | 21527.1787 | 21609.0063 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate | 10349.04182 | 10383.3326 | 2.4263269 | 4.0842318 | 21546.1966 | 21616.3345 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 11894.99285 | 11935.0918 | 3.3059259 | 6.2009237 | 25862.3634 | 25944.0514 |
mod | Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate | 10579.98887 | 10614.2796 | 2.5545683 | 4.3127246 | 22118.3718 | 22188.5098 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 12612.84643 | 12652.9453 | 3.8717048 | 7.0850477 | 27166.7458 | 27248.4338 |
obs | Pacific | (27.5,27.75] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 12589.02314 | 12629.1221 | 3.8514593 | 7.0897027 | 27186.3200 | 27268.0080 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate | 5192.04915 | 5222.8871 | 1.8870342 | 3.2911468 | 10493.1479 | 10555.8812 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 9964.32901 | 10003.2532 | 3.2250359 | 6.0351676 | 19953.7561 | 20032.0046 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + oxygen + nitrate + silicate | 5193.36906 | 5224.2070 | 1.8880221 | 3.2880488 | 10485.7019 | 10548.4352 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 5195.23584 | 5231.2135 | 1.8879224 | 3.2819037 | 10476.5520 | 10549.7408 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 10212.65543 | 10251.5796 | 3.4403691 | 6.0760265 | 19941.3290 | 20019.5775 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5194.04234 | 5230.0200 | 1.8870291 | 3.2765586 | 10465.7367 | 10538.9255 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate | 5225.44214 | 5256.2801 | 1.9121860 | 3.3134770 | 10520.4902 | 10583.2235 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 10081.58583 | 10120.5100 | 3.3249805 | 5.9022967 | 19719.2011 | 19797.4497 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + silicate | 5226.78141 | 5257.6194 | 1.9132017 | 3.3030887 | 10497.2496 | 10559.9829 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 5207.45926 | 5243.4369 | 1.8970948 | 3.2864702 | 10478.8202 | 10552.0090 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 10181.27665 | 10220.2009 | 3.4123850 | 6.0476830 | 19909.3955 | 19987.6440 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 5193.47895 | 5229.4566 | 1.8866076 | 3.2760746 | 10465.0379 | 10538.2267 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + silicate | 5225.29545 | 5256.1334 | 1.9120748 | 3.3135420 | 10520.7217 | 10583.4550 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 10022.67912 | 10061.6033 | 3.2743897 | 5.8487331 | 19655.5996 | 19733.8481 |
mod | Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate | 5226.71945 | 5257.5574 | 1.9131547 | 3.3166378 | 10526.4694 | 10589.2027 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 10009.58636 | 10048.5106 | 3.2632503 | 5.8713387 | 19695.4845 | 19773.7330 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + silicate + phosphate | 10176.52150 | 10209.8851 | 3.4099388 | 6.0189290 | 19861.8260 | 19928.8962 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 10180.54009 | 10213.9037 | 3.4135073 | 6.0499230 | 19908.3839 | 19975.4540 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 9979.71196 | 10018.6362 | 3.2379745 | 5.8444605 | 19663.1100 | 19741.3585 |
obs | Pacific | (27.75,27.85] | cstar_tref ~ temp + oxygen + silicate + phosphate | 10123.45629 | 10156.8199 | 3.3631649 | 5.9707559 | 19806.5785 | 19873.6486 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate | 5699.52398 | 5731.0787 | 1.7901536 | 3.0952999 | 11262.7494 | 11326.7444 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate | 5781.88125 | 5813.4359 | 1.8427888 | 3.1919185 | 11454.2852 | 11518.2802 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + nitrate + silicate + phosphate | 5784.27815 | 5815.8328 | 1.8443436 | 3.2169750 | 11513.5690 | 11577.5639 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + oxygen + nitrate + silicate | 5749.84319 | 5781.3979 | 1.8221315 | 3.1466132 | 11361.5105 | 11425.5055 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + oxygen + silicate + phosphate | 5811.54343 | 5843.0981 | 1.8621228 | 3.2288506 | 11526.6364 | 11590.6313 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate | 5611.45024 | 5643.0049 | 1.7355275 | 3.1408383 | 11418.2453 | 11482.2402 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 11901.75641 | 11942.1716 | 2.9495166 | 5.5797101 | 24489.9552 | 24571.5068 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5571.30225 | 5608.1161 | 1.7099788 | 2.9793661 | 11045.0178 | 11119.6786 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate | 11948.88410 | 11983.5257 | 2.9801548 | 5.6134951 | 24541.3840 | 24611.2854 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 11782.89041 | 11823.3056 | 2.8766830 | 5.4396742 | 24234.6887 | 24316.2403 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + silicate | 5827.51664 | 5859.0713 | 1.8726182 | 3.2570307 | 11584.9588 | 11648.9538 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 5784.27652 | 5821.0903 | 1.8430451 | 3.2132138 | 11509.6523 | 11584.3131 |
mod | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + nitrate | 5598.06037 | 5629.6151 | 1.7273699 | 3.1254171 | 11387.7856 | 11451.7805 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 11925.40301 | 11965.8182 | 2.9642241 | 5.6126847 | 24550.0761 | 24631.6277 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 11743.38042 | 11783.7956 | 2.8528743 | 5.4213177 | 24206.3777 | 24287.9293 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + nitrate + phosphate | 11910.93769 | 11945.5793 | 2.9564619 | 5.5867272 | 24497.2802 | 24567.1816 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 11738.51240 | 11778.9276 | 2.8499545 | 5.4286522 | 24222.5078 | 24304.0594 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate | 11819.43533 | 11854.0769 | 2.9001017 | 5.4856084 | 24315.3277 | 24385.2291 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 11718.04195 | 11758.4571 | 2.8377092 | 5.4234626 | 24216.4372 | 24297.9889 |
obs | Pacific | (27.85,27.95] | cstar_tref ~ temp + oxygen + silicate + phosphate | 11792.99054 | 11827.6321 | 2.8840143 | 5.4768781 | 24303.8577 | 24373.7591 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ aou + oxygen + phosphate | 14634.47333 | 14664.6123 | 2.6294720 | 5.0938491 | 30584.2609 | 30645.1073 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + silicate | 6088.03380 | 6120.1060 | 1.7200231 | 3.0358464 | 11474.8889 | 11539.1787 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 14658.38003 | 14700.5747 | 2.6380249 | 5.1213128 | 30664.6690 | 30749.8540 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + oxygen + phosphate | 14631.87516 | 14668.0420 | 2.6275003 | 5.0826390 | 30557.8676 | 30630.8833 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + oxygen + nitrate + silicate | 6173.99325 | 6206.0654 | 1.7684164 | 3.1295239 | 11668.2442 | 11732.5340 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + oxygen + silicate + phosphate | 6188.87400 | 6220.9462 | 1.7769312 | 3.1489761 | 11708.5284 | 11772.8182 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou | 5974.15132 | 6000.8781 | 1.6590137 | 3.1391067 | 11732.4031 | 11785.9779 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 14655.87702 | 14698.0716 | 2.6369479 | 5.1218117 | 30666.5231 | 30751.7081 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate | 5967.63791 | 5999.7101 | 1.6544610 | 3.0526118 | 11547.1167 | 11611.4065 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 14470.40937 | 14512.6040 | 2.5583600 | 5.0059252 | 30377.1831 | 30462.3681 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + silicate | 6081.85117 | 6113.9234 | 1.7165939 | 3.1139321 | 11659.4847 | 11723.7745 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen | 5971.32384 | 5998.0507 | 1.6575003 | 3.1358917 | 11725.9248 | 11779.4996 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate | 5965.41625 | 5997.4884 | 1.6532749 | 3.0509946 | 11543.9159 | 11608.2057 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 14456.75041 | 14498.9450 | 2.5526658 | 5.0225848 | 30425.9653 | 30511.1503 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + silicate | 6080.04168 | 6106.7685 | 1.7166994 | 3.1267052 | 11684.3193 | 11737.8941 |
mod | Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate | 6077.51071 | 6109.5829 | 1.7141905 | 3.1184613 | 11670.8523 | 11735.1421 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 14532.08206 | 14574.2767 | 2.5842290 | 5.0444079 | 30474.1594 | 30559.3444 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + silicate + phosphate | 14577.22409 | 14613.3909 | 2.6041794 | 5.0810288 | 30563.6833 | 30636.6990 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 14544.41767 | 14586.6123 | 2.5894346 | 5.0673816 | 30535.9194 | 30621.1044 |
obs | Pacific | (27.95,28.05] | cstar_tref ~ temp + oxygen + silicate + phosphate | 14595.32070 | 14631.4875 | 2.6118786 | 5.1104869 | 30641.8509 | 30714.8666 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + phosphate | 12769.31710 | 12804.6875 | 2.6054642 | 5.0105603 | 24355.8202 | 24426.1827 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 12707.02501 | 12748.2905 | 2.5744449 | 4.9378873 | 24207.4759 | 24289.5655 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + silicate + phosphate | 12758.87573 | 12794.2461 | 2.6004012 | 4.9881975 | 24308.9953 | 24379.3577 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate | 4117.68543 | 4147.7851 | 1.5252770 | 2.5596038 | 7476.6816 | 7537.0768 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 12679.38615 | 12720.6516 | 2.5612236 | 4.9393600 | 24211.0749 | 24293.1644 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3986.88468 | 4022.0009 | 1.4370956 | 2.4326546 | 7259.8642 | 7330.3253 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate | 4186.31921 | 4216.4189 | 1.5729510 | 2.7005805 | 7744.3045 | 7804.6997 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate | 12754.70159 | 12790.0720 | 2.5983799 | 5.0152986 | 24365.9188 | 24436.2813 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4012.52057 | 4047.6368 | 1.4537116 | 2.4457789 | 7277.4052 | 7347.8662 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 12691.96617 | 12733.2316 | 2.5672329 | 4.9364028 | 24204.6161 | 24286.7056 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + nitrate | 4117.82625 | 4147.9259 | 1.5253733 | 2.5632305 | 7484.6732 | 7545.0684 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 3986.78043 | 4021.8967 | 1.4370284 | 2.4348181 | 7264.9167 | 7335.3778 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + phosphate | 4186.60644 | 4216.7061 | 1.5731536 | 2.7053623 | 7753.9291 | 7814.3243 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 4013.35485 | 4048.4711 | 1.4542556 | 2.4497771 | 7286.2476 | 7356.7087 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 12733.75576 | 12775.0212 | 2.5872967 | 4.9630827 | 24260.4608 | 24342.5504 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + nitrate + phosphate | 12721.38362 | 12756.7540 | 2.5823023 | 4.9833202 | 24299.3334 | 24369.6959 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + nitrate + silicate | 4183.97122 | 4214.0709 | 1.5712957 | 2.6503536 | 7640.5131 | 7700.9083 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 12704.05242 | 12745.3179 | 2.5730197 | 4.9585116 | 24251.3058 | 24333.3953 |
mod | Pacific | (28.05,28.1] | cstar_tref ~ temp + oxygen + nitrate + silicate | 4191.10218 | 4221.2018 | 1.5763284 | 2.6637928 | 7665.5243 | 7725.9194 |
obs | Pacific | (28.05,28.1] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 12755.04536 | 12796.3108 | 2.5975783 | 4.9919382 | 24320.9998 | 24403.0893 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + nitrate + phosphate | 10500.95719 | 10535.3619 | 2.4018472 | 4.6970604 | 19620.0030 | 19688.0847 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 10460.15706 | 10500.2959 | 2.3794578 | 4.6057504 | 19457.7873 | 19537.2160 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + silicate + phosphate | 6903.55952 | 6937.3539 | 1.2847041 | 2.4104454 | 13550.8929 | 13618.7489 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + silicate + phosphate | 10483.88968 | 10518.2944 | 2.3928938 | 4.6192271 | 19479.5939 | 19547.6756 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 10500.39332 | 10540.5322 | 2.4005001 | 4.6457999 | 19532.4371 | 19611.8657 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + oxygen + silicate + phosphate | 7018.36786 | 7052.1623 | 1.3209359 | 2.4838216 | 13805.8106 | 13873.6666 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + oxygen + silicate + phosphate | 10538.59949 | 10573.0042 | 2.4217125 | 4.6682752 | 19570.9194 | 19639.0011 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate | 7250.71532 | 7284.5097 | 1.3974180 | 2.5144503 | 13864.5295 | 13932.3855 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 10483.07387 | 10523.2127 | 2.3914198 | 4.6665693 | 19568.5783 | 19648.0069 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 6455.60323 | 6495.0300 | 1.1520320 | 2.1835610 | 12727.7200 | 12806.8853 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + phosphate | 10528.55465 | 10562.9594 | 2.4163954 | 4.6934623 | 19615.4691 | 19683.5508 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 6371.33052 | 6410.7573 | 1.1287518 | 2.0924138 | 12349.7139 | 12428.8793 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 10468.36613 | 10508.5050 | 2.3837358 | 4.6076494 | 19461.6682 | 19541.0969 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate + silicate | 6992.66228 | 7026.4567 | 1.3127358 | 2.4831247 | 13807.8635 | 13875.7195 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 6461.36669 | 6500.7935 | 1.1536416 | 2.1870465 | 12741.3253 | 12820.4907 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 6380.78878 | 6420.2156 | 1.1313411 | 2.0984080 | 12374.3953 | 12453.5606 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 10494.58347 | 10534.7223 | 2.3974502 | 4.6333086 | 19509.5695 | 19588.9982 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate | 6972.65501 | 7006.4494 | 1.3063888 | 2.4706665 | 13765.2614 | 13833.1174 |
obs | Pacific | (28.1,28.2] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 10610.69244 | 10650.8313 | 2.4591421 | 4.6994530 | 19633.7318 | 19713.1604 |
mod | Pacific | (28.1,28.2] | cstar_tref ~ temp + aou + silicate + phosphate | 7343.29820 | 7377.0926 | 1.4291134 | 2.5173301 | 13844.3130 | 13912.1690 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate | 2821.34873 | 2852.8892 | 1.9723573 | 4.2048959 | 4564.1253 | 4623.4108 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2802.18395 | 2833.7244 | 1.9443077 | 4.2013041 | 4553.4373 | 4612.7228 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + oxygen + nitrate + phosphate | 2805.85455 | 2837.3950 | 1.9496489 | 4.1821523 | 4548.6188 | 4607.9044 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + silicate + phosphate | 8934.72428 | 8972.5750 | 0.7264837 | 1.3115586 | 16594.6049 | 16670.6969 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 2809.75847 | 2841.2990 | 1.9553458 | 4.2387354 | 4570.0569 | 4629.3425 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + oxygen + silicate + phosphate | 9084.07109 | 9121.9218 | 0.7399758 | 1.3696440 | 17380.2026 | 17456.2946 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2806.75335 | 2838.2938 | 1.9509590 | 4.1812521 | 4548.7470 | 4608.0325 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 8959.85721 | 9004.0163 | 0.7285573 | 1.3854979 | 17625.2626 | 17714.0366 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate | 9137.81421 | 9175.6649 | 0.7448921 | 1.4359579 | 18239.8752 | 18315.9672 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 8567.30840 | 8611.4675 | 0.6941576 | 1.2507915 | 15797.5432 | 15886.3172 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2842.05589 | 2873.5964 | 2.0031193 | 4.2552369 | 4591.6257 | 4650.9112 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + nitrate + silicate | 9061.71324 | 9099.5639 | 0.7379402 | 1.4314765 | 18194.6854 | 18270.7774 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 2803.18159 | 2834.7221 | 1.9457579 | 4.1946603 | 4551.6399 | 4610.9254 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 8962.26514 | 9006.4243 | 0.7287735 | 1.3863217 | 17635.6781 | 17724.4521 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + oxygen + silicate | 9137.21401 | 9175.0647 | 0.7448370 | 1.4359372 | 18239.7066 | 18315.7986 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + oxygen + silicate + phosphate | 8573.14783 | 8617.3069 | 0.6946572 | 1.2527090 | 15825.4178 | 15914.1918 |
mod | Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + silicate + phosphate | 8967.61833 | 9005.4690 | 0.7294341 | 1.4216435 | 18084.0029 | 18160.0949 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2822.99556 | 2854.5361 | 1.9747864 | 4.1956361 | 4561.6881 | 4620.9736 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + oxygen + nitrate + phosphate | 2849.91458 | 2881.4551 | 2.0149192 | 4.2370853 | 4589.0681 | 4648.3536 |
obs | Pacific | (28.2,28.3] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 2826.93318 | 2858.4737 | 1.9806066 | 4.2071224 | 4567.6081 | 4626.8936 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ aou + nitrate + silicate + phosphate | 5580.40771 | 5613.7931 | 1.0254695 | 1.7902606 | 9210.4787 | 9276.0247 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ aou + nitrate + silicate + phosphate | 375.34632 | 390.4770 | 1.7432823 | 3.1713883 | 518.7176 | 543.5138 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ oxygen + nitrate + silicate + phosphate | 5598.15918 | 5631.5446 | 1.0302013 | 1.7784279 | 9159.3866 | 9224.9326 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 377.34614 | 394.9987 | 1.7432806 | 3.1534756 | 521.7835 | 550.7124 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ sal + nitrate + silicate + phosphate | 5610.89052 | 5644.2760 | 1.0336083 | 1.7955704 | 9229.3102 | 9294.8562 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ sal + nitrate + silicate + phosphate | 375.40207 | 390.5328 | 1.7438106 | 3.2029808 | 520.3657 | 545.1620 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 5598.61823 | 5637.5679 | 1.0297897 | 1.7775745 | 9159.9886 | 9236.4590 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate | 377.26908 | 394.9216 | 1.7425507 | 3.1755434 | 522.8931 | 551.8221 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5706.84950 | 5745.7992 | 1.0591036 | 1.7854458 | 9176.7485 | 9253.2189 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 376.46078 | 394.1133 | 1.7349125 | 3.1452555 | 520.9059 | 549.8348 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5634.44712 | 5673.3968 | 1.0394028 | 1.8276010 | 9361.3001 | 9437.7705 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + nitrate + phosphate | 377.02847 | 392.1592 | 1.7592927 | 3.2038844 | 521.2491 | 546.0453 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 374.71869 | 392.3712 | 1.7185641 | 3.1625860 | 520.9101 | 549.8391 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5708.21153 | 5747.1612 | 1.0594777 | 1.7865440 | 9181.2433 | 9257.7137 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 376.68081 | 394.3333 | 1.7369885 | 3.1602848 | 521.8025 | 550.7314 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + oxygen + nitrate + silicate | 5634.35450 | 5673.3042 | 1.0393778 | 1.8281345 | 9363.4343 | 9439.9047 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ temp + aou + nitrate + phosphate | 5789.84010 | 5823.2255 | 1.0827066 | 1.8136217 | 9277.4712 | 9343.0172 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 373.93565 | 391.5882 | 1.7112660 | 3.1386226 | 519.2681 | 548.1970 |
mod | Pacific | (28.3,28.4] | cstar_tref ~ temp + oxygen + nitrate + phosphate | 5790.23742 | 5823.6228 | 1.0828181 | 1.8143811 | 9280.6538 | 9346.1998 |
obs | Pacific | (28.3,28.4] | cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate | 373.77942 | 391.4319 | 1.7098137 | 3.1906636 | 521.8345 | 550.7634 |
A data frame to map the target variable is prepared.
# extend best model selection with coefficients
lm_best <- left_join(
lm_best,
GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate)
)
A data frame of coefficient offsets is prepared to facilitate the direct mapping of dcant.
# subtract coefficients of adjacent era
lm_best_dcant <- lm_best %>%
select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>%
arrange(era) %>%
group_by(data_source, basin, gamma_slab, model, term) %>%
mutate(delta_coeff = estimate - lag(estimate)) %>%
ungroup() %>%
arrange(basin, gamma_slab, model, term) %>%
drop_na() %>%
select(-c(era,estimate))
# pivot to wide format
lm_best_dcant <- lm_best_dcant %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)
# create table of target variable coefficients in wide format
lm_best_target <- lm_best %>%
select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>%
pivot_wider(names_from = "term",
names_prefix = "coeff_",
values_from = "estimate",
values_fill = 0
)
GLODAP_augmented_best <- left_join(
lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
GLODAP_augmented
)
lm_best_target %>%
write_csv(paste(path_version_data,
"lm_best_target.csv",
sep = ""))
lm_best_dcant %>%
write_csv(paste(path_version_data,
"lm_best_dcant.csv",
sep = ""))
GLODAP_augmented_best %>%
write_csv(paste(path_version_data,
"lm_residuals_best_models.csv",
sep = ""))
The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).
GLODAP_glanced %>%
group_split(era) %>%
# head(1) %>%
map(
~ ggplot(data = .x,
aes(
as.factor(n_predictors),
!!sym(params_local$MLR_criterion),
col = data_source
)) +
geom_hline(yintercept = c(0, 10)) +
geom_boxplot() +
facet_grid(gamma_slab ~ basin) +
scale_color_brewer(palette = "Set1") +
ylim(c(0, NA)) +
labs(x = "Number of predictors",
title = paste("Era:", unique(.x$era)))
)
[[1]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
f3a708f | jens-daniel-mueller | 2020-12-17 |
[[2]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
left_join(lm_best_target %>% select(basin, gamma_slab, era, model),
GLODAP_glanced) %>%
group_split(era) %>%
# head(1) %>%
imap(
~ ggplot(data = .x,
aes("",
!!sym(params_local$MLR_criterion),
col = data_source)) +
geom_hline(yintercept = c(0, 10)) +
geom_boxplot() +
facet_grid(gamma_slab ~ basin) +
scale_color_brewer(palette = "Set1") +
ylim(c(0, NA)) +
labs(x = "Number of predictors pooled",
title = paste("Era:", unique(.x$era)))
)
[[1]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
f3a708f | jens-daniel-mueller | 2020-12-17 |
[[2]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
RMSE was plotted to compare the agreement for one model applied to two adjecent eras (ie check whether the same predictor combination performs equal in both eras).
# find max rmse to scale axis
max_rmse <-
max(c(lm_all$rmse,
lm_all$rmse_sum - lm_all$rmse))
lm_all %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0, max_rmse),
ylim = c(0, max_rmse)) +
geom_abline(slope = 1,
col = 'red') +
facet_grid(data_source ~ basin)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
e4ca289 | jens-daniel-mueller | 2020-12-16 |
158fe26 | jens-daniel-mueller | 2020-12-15 |
7a9a4cb | jens-daniel-mueller | 2020-12-15 |
61b263c | jens-daniel-mueller | 2020-12-15 |
984697e | jens-daniel-mueller | 2020-12-12 |
3ebff89 | jens-daniel-mueller | 2020-12-12 |
ba112d3 | jens-daniel-mueller | 2020-12-11 |
24a632f | jens-daniel-mueller | 2020-12-07 |
6a8004b | jens-daniel-mueller | 2020-12-07 |
70bf1a5 | jens-daniel-mueller | 2020-12-07 |
7555355 | jens-daniel-mueller | 2020-12-07 |
143d6fa | jens-daniel-mueller | 2020-12-07 |
090e4d5 | jens-daniel-mueller | 2020-12-02 |
7c25f7a | jens-daniel-mueller | 2020-12-02 |
b03ddb8 | jens-daniel-mueller | 2020-12-02 |
91435ae | jens-daniel-mueller | 2020-12-01 |
196be51 | jens-daniel-mueller | 2020-11-30 |
rm(max_rmse)
# find max rmse to scale axis
max_rmse <-
max(c(lm_best$rmse,
lm_best$rmse_sum - lm_best$rmse))
lm_best %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0, max_rmse),
ylim = c(0, max_rmse)) +
geom_abline(slope = 1,
col = 'red') +
facet_grid(data_source ~ basin)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
a84ff3c | jens-daniel-mueller | 2020-12-17 |
rm(max_rmse)
The number of models where a particular predictor was included were counted for each basin, density slab and compared eras
# calculate cases of predictor used
lm_all_stats <- lm_best_dcant %>%
pivot_longer(starts_with("delta_coeff_"),
names_to = "term",
names_prefix = "delta_coeff_",
values_to = "delta_coeff") %>%
filter(term != "(Intercept)",
delta_coeff != 0) %>%
group_by(data_source, basin, gamma_slab) %>%
count(term) %>%
ungroup() %>%
pivot_wider(values_from = n, names_from = term)
# print table
lm_all_stats %>%
gt(rowname_col = "gamma_slab",
groupname_col = c("basin", "data_source")) %>%
summary_rows(
groups = TRUE,
fns = list(total = "sum")
)
aou | nitrate | oxygen | phosphate | sal | silicate | temp | |
---|---|---|---|---|---|---|---|
Atlantic - mod | |||||||
(-Inf,26] | 4 | 6 | 7 | 9 | 10 | 6 | 5 |
(26,26.5] | 7 | 7 | 7 | 6 | 10 | 6 | 6 |
(26.5,26.75] | 6 | 5 | 5 | 10 | 5 | 9 | 7 |
(26.75,27] | 7 | 4 | 5 | 10 | 4 | 10 | 6 |
(27,27.25] | 7 | 9 | 5 | 5 | 4 | 10 | 7 |
(27.25,27.5] | 7 | 10 | 5 | 4 | 4 | 10 | 6 |
(27.5,27.75] | 8 | 3 | 5 | 7 | 10 | 7 | 5 |
(27.75,27.85] | 6 | 5 | 6 | 5 | 8 | 10 | 4 |
(27.85,27.95] | 8 | 3 | 6 | 7 | 8 | 9 | 5 |
(27.95,28.05] | 7 | NA | 7 | 10 | 6 | 6 | 6 |
(28.05,28.1] | 8 | NA | 6 | 10 | 6 | 5 | 6 |
(28.1,28.15] | 8 | NA | 6 | 10 | 5 | 6 | 6 |
(28.15,28.2] | 7 | 10 | 7 | 3 | 4 | 6 | 6 |
(28.2, Inf] | 8 | 10 | 5 | NA | 8 | 6 | 5 |
total | 98.00 | — | 82.00 | — | 92.00 | 106.00 | 80.00 |
Indian - mod | |||||||
(-Inf,26] | 5 | 4 | 5 | 10 | 4 | 6 | 10 |
(26,26.5] | 4 | 6 | 5 | 8 | 6 | 10 | 9 |
(26.5,26.75] | 5 | 6 | 4 | 10 | 5 | 10 | 7 |
(26.75,27] | 4 | 5 | 4 | 8 | 8 | 10 | 7 |
(27,27.25] | 3 | 7 | 4 | 8 | 8 | 8 | 8 |
(27.25,27.5] | 5 | 10 | 4 | 2 | 5 | 5 | 10 |
(27.5,27.75] | 3 | 7 | 3 | 10 | 2 | 5 | 7 |
(27.75,27.85] | 3 | 4 | 2 | 6 | 4 | 9 | 4 |
(27.85,27.95] | 2 | 2 | 6 | 8 | 3 | 7 | 6 |
(27.95,28.05] | 4 | 3 | 6 | 7 | 10 | 7 | 6 |
(28.05,28.1] | 4 | 4 | 5 | 4 | 10 | 7 | 10 |
(28.1,28.2] | 5 | 9 | 5 | 1 | 8 | 6 | 8 |
(28.2,28.3] | 8 | 6 | 5 | 4 | 10 | 8 | 5 |
(28.3,28.4] | 5 | 7 | 7 | 6 | 8 | 10 | 4 |
total | 60.00 | 80.00 | 65.00 | 92.00 | 91.00 | 108.00 | 101.00 |
Pacific - mod | |||||||
(-Inf,26] | 5 | 10 | 7 | 4 | 8 | 5 | 8 |
(26,26.5] | 7 | 5 | 7 | 8 | 3 | 10 | 6 |
(26.5,26.75] | 7 | 4 | 4 | 10 | 5 | 9 | 7 |
(26.75,27] | 6 | 5 | 5 | 10 | 4 | 7 | 9 |
(27,27.25] | 7 | 6 | 5 | 10 | 3 | 5 | 8 |
(27.25,27.5] | 4 | 5 | 4 | 9 | 9 | 10 | 6 |
(27.5,27.75] | 4 | 5 | 4 | 6 | 10 | 10 | 6 |
(27.75,27.85] | 3 | 7 | 4 | 3 | 10 | 10 | 7 |
(27.85,27.95] | 4 | 8 | 3 | 4 | 10 | 8 | 5 |
(27.95,28.05] | 3 | 3 | 4 | 2 | 10 | 8 | 7 |
(28.05,28.1] | 5 | 6 | 5 | 4 | 8 | 6 | 10 |
(28.1,28.2] | 5 | 4 | 3 | 6 | 9 | 9 | 8 |
(28.2,28.3] | 4 | 3 | 4 | 5 | 10 | 10 | 8 |
(28.3,28.4] | 4 | 10 | 5 | 8 | 6 | 6 | 6 |
total | 68.00 | 81.00 | 64.00 | 89.00 | 105.00 | 113.00 | 101.00 |
Atlantic - obs | |||||||
(-Inf,26] | 6 | 10 | 7 | 4 | 9 | 4 | 7 |
(26,26.5] | 8 | 8 | 6 | 10 | 5 | 5 | 6 |
(26.5,26.75] | 6 | 5 | 4 | 10 | 5 | 6 | 10 |
(26.75,27] | 5 | 6 | 6 | 10 | 4 | 7 | 9 |
(27,27.25] | 6 | 9 | 7 | 10 | 4 | 4 | 7 |
(27.25,27.5] | 6 | 9 | 7 | 10 | 4 | 4 | 7 |
(27.5,27.75] | 7 | 4 | 6 | 10 | 4 | 10 | 6 |
(27.75,27.85] | 7 | 5 | 5 | 10 | 5 | 10 | 5 |
(27.85,27.95] | 5 | 4 | 5 | 10 | 8 | 10 | 4 |
(27.95,28.05] | 4 | 4 | 5 | 10 | 10 | 9 | 5 |
(28.05,28.1] | 5 | 5 | 5 | 10 | 10 | 6 | 5 |
(28.1,28.15] | 3 | 4 | 7 | 10 | 6 | 4 | 10 |
(28.15,28.2] | 4 | 5 | 6 | 10 | 6 | 5 | 10 |
(28.2, Inf] | 6 | 1 | 6 | 10 | 8 | 6 | 6 |
total | 78.00 | 79.00 | 82.00 | 134.00 | 88.00 | 90.00 | 97.00 |
Indian - obs | |||||||
(-Inf,26] | 3 | 5 | 2 | 3 | 8 | 6 | 10 |
(26,26.5] | 5 | 4 | 5 | 10 | 6 | 6 | 10 |
(26.5,26.75] | 5 | 4 | 5 | 10 | 6 | 6 | 10 |
(26.75,27] | 6 | 3 | 4 | 10 | 8 | 6 | 8 |
(27,27.25] | 6 | 9 | 4 | 10 | 6 | 6 | 5 |
(27.25,27.5] | 4 | 6 | 4 | 10 | 6 | 10 | 5 |
(27.5,27.75] | 4 | 6 | 3 | 10 | 8 | 10 | 6 |
(27.75,27.85] | 4 | 9 | 4 | 10 | 7 | 8 | 6 |
(27.85,27.95] | 5 | 4 | 5 | 10 | 6 | 6 | 10 |
(27.95,28.05] | 7 | 4 | 3 | 10 | 4 | 6 | 10 |
(28.05,28.1] | 9 | 4 | 2 | 10 | 6 | 6 | 7 |
(28.1,28.2] | 7 | 4 | 6 | 10 | 10 | 6 | 4 |
(28.2,28.3] | 8 | 4 | 6 | 10 | 10 | 6 | 4 |
(28.3,28.4] | 7 | 8 | 5 | 10 | 5 | 8 | 4 |
total | 80.00 | 74.00 | 58.00 | 133.00 | 96.00 | 96.00 | 99.00 |
Pacific - obs | |||||||
(-Inf,26] | 7 | 9 | 7 | 4 | 10 | 4 | 6 |
(26,26.5] | 7 | 4 | 5 | 10 | 6 | 6 | 8 |
(26.5,26.75] | 6 | 7 | 5 | 10 | 4 | 5 | 9 |
(26.75,27] | 7 | 7 | 5 | 10 | 3 | 4 | 8 |
(27,27.25] | 5 | 4 | 5 | 10 | 10 | 6 | 6 |
(27.25,27.5] | 5 | 5 | 4 | 10 | 10 | 7 | 6 |
(27.5,27.75] | 4 | 6 | 5 | 10 | 8 | 9 | 6 |
(27.75,27.85] | 5 | 6 | 5 | 10 | 5 | 7 | 9 |
(27.85,27.95] | 6 | 5 | 4 | 10 | 5 | 6 | 10 |
(27.95,28.05] | 7 | 4 | 5 | 10 | 5 | 7 | 7 |
(28.05,28.1] | 8 | 6 | 2 | 10 | 7 | 6 | 7 |
(28.1,28.2] | 7 | 5 | 3 | 10 | 9 | 7 | 5 |
(28.2,28.3] | 7 | 9 | 6 | 10 | 6 | 6 | 6 |
(28.3,28.4] | 4 | 10 | 3 | 10 | 7 | 7 | 6 |
total | 85.00 | 87.00 | 64.00 | 134.00 | 95.00 | 87.00 | 99.00 |
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all %>%
ggplot(aes(rmse, AIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
lm_best %>%
ggplot(aes(rmse, AIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
BIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all %>%
ggplot(aes(AIC, BIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
GLODAP_glanced %>%
ggplot(aes(rmse, log10(vif_max),col=data_source)) +
geom_hline(yintercept = 1) +
geom_point() +
scale_color_brewer(palette = "Set1") +
facet_grid(gamma_slab~basin)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
Plotted are fitted vs actual target variable values, here: r
params_local$MLR_target`
i_binwidth <- 2
p_prop_prop(df = GLODAP_augmented,
var1 = params_local$MLR_target,
var2 = ".fitted") +
facet_grid(basin_AIP ~ data_source) +
labs(title = "All models")
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
GLODAP_augmented %>%
ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
geom_histogram(binwidth = i_binwidth) +
labs(title = "All models") +
scale_x_continuous(limits = c(-50,50)) +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
p_prop_prop(df = GLODAP_augmented_best,
var1 = params_local$MLR_target,
var2 = ".fitted") +
labs(title = "Selected models") +
facet_grid(basin_AIP ~ data_source)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
GLODAP_augmented_best %>%
ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
geom_histogram(binwidth = i_binwidth) +
labs(title = "Selected models") +
scale_x_continuous(limits = c(-50,50)) +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
In the following, we present residual patterns vs latitude across all domains.
i_ylim <- c(-30,30)
GLODAP_augmented_best %>%
ggplot(aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "black") +
scale_fill_viridis_c(trans = "log10") +
labs(
title = paste(
"Target variable:",
params_local$MLR_target,
"| Selected models",
"| All domains"
)
) +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
Due to the few large residuals, we limit the y axis range for the plots below.
GLODAP_augmented_best %>%
ggplot(aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "black") +
scale_fill_viridis_c(trans = "log10") +
coord_cartesian(ylim = i_ylim) +
labs(
title = paste(
"Target variable:",
params_local$MLR_target,
"| Selected models",
"| All domains"
)
) +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
In the following, we present residual patterns vs latitude for separate model domains, ie basins, density slabs and eras.
GLODAP_augmented_best %>%
group_split(basin, data_source) %>%
# head(1) %>%
map(~ ggplot(data = .x, aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "black") +
scale_fill_viridis_c(trans = "log10") +
facet_grid(gamma_slab ~ era) +
coord_cartesian(ylim = i_ylim) +
labs(
title = paste(
"Target:",
params_local$MLR_target,
"| best models | basin:",
unique(.x$basin),
"| data_source:",
unique(.x$data_source)
)
))
[[1]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
a1ba577 | jens-daniel-mueller | 2021-02-24 |
071743d | jens-daniel-mueller | 2021-02-24 |
[[2]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
a1ba577 | jens-daniel-mueller | 2021-02-24 |
[[3]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
[[4]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
[[5]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
[[6]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
GLODAP_augmented_best <- GLODAP_augmented_best %>%
mutate(lat_grid = as.numeric(as.character(cut(
lat,
seq(-90, 90, 10),
seq(-85, 85, 10)
))))
lat_residual <- GLODAP_augmented_best %>%
group_by(data_source, basin, gamma_slab, era, lat_grid) %>%
summarise(.resid_mean = mean(.resid)) %>%
ungroup()
lat_residual %>%
group_split(basin) %>%
map(
~ggplot(data = .x,
aes(lat_grid, .resid_mean, col=era)) +
geom_line() +
geom_point() +
geom_hline(yintercept = 0, col = "black") +
facet_grid(gamma_slab ~ data_source) +
labs(title = paste("Basin:", unique(.x$basin)))
)
[[1]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
fec3558 | jens-daniel-mueller | 2021-02-24 |
[[2]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
[[3]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
# calculate residual offset for adjacent eras
lat_residual_offset <- lat_residual %>%
select(data_source, basin, gamma_slab, era, lat_grid, .resid_mean) %>%
arrange(era) %>%
group_by(data_source, basin, gamma_slab, lat_grid) %>%
mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>%
ungroup() %>%
drop_na()
lat_residual_offset %>%
ggplot(aes(lat_grid, .resid_mean_offset, col=data_source)) +
geom_line() +
geom_point() +
geom_hline(yintercept = 0, col = "black") +
facet_grid(gamma_slab ~ basin)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
3b6387f | jens-daniel-mueller | 2021-06-18 |
c6b3da6 | jens-daniel-mueller | 2021-06-14 |
439ee80 | jens-daniel-mueller | 2021-06-11 |
33ffcab | jens-daniel-mueller | 2021-06-10 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
69c79d0 | jens-daniel-mueller | 2021-06-08 |
1772903 | jens-daniel-mueller | 2021-06-07 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
fec3558 | jens-daniel-mueller | 2021-02-24 |
GLODAP_augmented_best <- GLODAP_augmented_best %>%
mutate(lon_grid = as.numeric(as.character(cut(
lon,
seq(-360, 500, 10),
seq(-355, 500, 10)
))))
spatial_residual <- GLODAP_augmented_best %>%
group_by(data_source, gamma_slab, era, lat_grid, lon_grid) %>%
summarise(.resid_mean = mean(.resid)) %>%
ungroup()
spatial_obs <- GLODAP_augmented_best %>%
distinct(gamma_slab, era, lat, lon)
spatial_residual %>%
rename(lat = lat_grid,
lon = lon_grid) %>%
group_split(data_source, gamma_slab) %>%
# head(1) %>%
map(~ p_map_dcant_slab(
df = .x,
var = ".resid_mean",
col = "divergent",
title_text = "Residual distribution",
subtitle_text = paste(
"Data source:",
unique(.x$data_source),
"| density slab:",
unique(.x$gamma_slab)
),
legend_title = paste(params_local$MLR_target, "\nbias")
) +
geom_raster(data = spatial_obs,
aes(lon, lat)) +
facet_grid(era ~ .)
)
[[1]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[2]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[3]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[4]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[5]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[6]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[7]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[8]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[9]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[10]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[11]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[12]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[13]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[14]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[15]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[16]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[17]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[18]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[19]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[20]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[21]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[22]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[23]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[24]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[25]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[26]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[27]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[28]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[29]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[30]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[31]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[32]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[33]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[34]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
# calculate residual offset for adjacent eras
spatial_residual_offset <- spatial_residual %>%
select(data_source, gamma_slab, era, lat_grid, lon_grid, .resid_mean) %>%
arrange(era) %>%
group_by(data_source, gamma_slab, lat_grid, lon_grid) %>%
mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>%
ungroup() %>%
drop_na()
spatial_obs <- spatial_obs %>%
count(lon, lat, gamma_slab) %>%
filter(n == 2) %>%
select(-n)
spatial_residual_offset %>%
rename(lat = lat_grid,
lon = lon_grid) %>%
group_split(data_source, gamma_slab) %>%
# head(1) %>%
map(~ p_map_dcant_slab(
df = .x,
var = ".resid_mean_offset",
col = "divergent",
title_text = "Residual offset distribution (era 2 - era 1)",
subtitle_text = paste(
"Data source:",
unique(.x$data_source),
"| density slab:",
unique(.x$gamma_slab)
),
legend_title = paste(params_local$MLR_target, "\nbias offset")
) +
geom_raster(data = spatial_obs,
aes(lon, lat))
)
[[1]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[2]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[3]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[4]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[5]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[6]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[7]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[8]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[9]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[10]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[11]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[12]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[13]]
Version | Author | Date |
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71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[14]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[15]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[16]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[17]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[18]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[19]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[20]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[21]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[22]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[23]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[24]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[25]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[26]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[27]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[28]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[29]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[30]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[31]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[32]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
c18a8b1 | jens-daniel-mueller | 2021-07-09 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[33]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
[[34]]
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
971ce87 | jens-daniel-mueller | 2021-07-13 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
147cb07 | jens-daniel-mueller | 2021-06-29 |
GLODAP_glanced %>%
ggplot(aes(as.factor(n),
log10(vif_max),
col=data_source)) +
geom_hline(yintercept = log10(params_local$vif_max)) +
scale_color_brewer(palette = "Set1") +
geom_violin() +
facet_grid(gamma_slab~basin)
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
330dcd0 | jens-daniel-mueller | 2021-03-20 |
GLODAP_glanced_vif %>%
ggplot(aes(Variables,
log10(VIF),
col = data_source)) +
geom_hline(yintercept = log10(params_local$vif_max)) +
geom_violin() +
scale_color_brewer(palette = "Set1") +
facet_grid(gamma_slab~basin) +
coord_flip()
Version | Author | Date |
---|---|---|
71546e4 | jens-daniel-mueller | 2021-08-06 |
29444a1 | jens-daniel-mueller | 2021-08-05 |
42e80c0 | jens-daniel-mueller | 2021-08-04 |
48f6eed | jens-daniel-mueller | 2021-08-04 |
81a46a4 | jens-daniel-mueller | 2021-08-03 |
b88c61b | jens-daniel-mueller | 2021-08-03 |
a53656d | jens-daniel-mueller | 2021-08-03 |
88f7356 | jens-daniel-mueller | 2021-08-02 |
d759279 | jens-daniel-mueller | 2021-08-02 |
127b801 | jens-daniel-mueller | 2021-07-24 |
912d90e | jens-daniel-mueller | 2021-07-23 |
2477316 | jens-daniel-mueller | 2021-07-23 |
c9ccc00 | jens-daniel-mueller | 2021-07-22 |
910d64a | jens-daniel-mueller | 2021-07-02 |
1cbf907 | jens-daniel-mueller | 2021-07-02 |
955f5dc | jens-daniel-mueller | 2021-06-29 |
9480f94 | jens-daniel-mueller | 2021-06-29 |
d054c39 | jens-daniel-mueller | 2021-06-24 |
4fcd066 | jens-daniel-mueller | 2021-06-24 |
7e1f407 | jens-daniel-mueller | 2021-06-10 |
2cbe18c | jens-daniel-mueller | 2021-06-10 |
594ed9a | jens-daniel-mueller | 2021-06-04 |
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
330dcd0 | jens-daniel-mueller | 2021-03-20 |
sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] tictoc_1.0.1 gt_0.2.2 corrr_0.4.3 broom_0.7.5
[5] kableExtra_1.3.1 knitr_1.30 olsrr_0.5.3 GGally_2.0.0
[9] lubridate_1.7.9 ggforce_0.3.3 metR_0.9.0 scico_1.2.0
[13] patchwork_1.1.1 collapse_1.5.0 forcats_0.5.0 stringr_1.4.0
[17] dplyr_1.0.5 purrr_0.3.4 readr_1.4.0 tidyr_1.1.2
[21] tibble_3.0.4 ggplot2_3.3.3 tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 utf8_1.1.4 R6_2.5.0
[10] nortest_1.0-4 DBI_1.1.0 colorspace_1.4-1
[13] withr_2.3.0 gridExtra_2.3 tidyselect_1.1.0
[16] curl_4.3 compiler_4.0.3 git2r_0.27.1
[19] cli_2.1.0 rvest_0.3.6 xml2_1.3.2
[22] sass_0.2.0 labeling_0.4.2 scales_1.1.1
[25] checkmate_2.0.0 goftest_1.2-2 digest_0.6.27
[28] foreign_0.8-80 rmarkdown_2.5 rio_0.5.16
[31] pkgconfig_2.0.3 htmltools_0.5.0 highr_0.8
[34] dbplyr_1.4.4 rlang_0.4.10 readxl_1.3.1
[37] rstudioapi_0.11 farver_2.0.3 generics_0.0.2
[40] jsonlite_1.7.1 zip_2.1.1 car_3.0-10
[43] magrittr_1.5 Matrix_1.2-18 Rcpp_1.0.5
[46] munsell_0.5.0 fansi_0.4.1 abind_1.4-5
[49] lifecycle_1.0.0 stringi_1.5.3 whisker_0.4
[52] yaml_2.2.1 carData_3.0-4 MASS_7.3-53
[55] plyr_1.8.6 grid_4.0.3 blob_1.2.1
[58] parallel_4.0.3 promises_1.1.1 crayon_1.3.4
[61] lattice_0.20-41 haven_2.3.1 hms_0.5.3
[64] pillar_1.4.7 reprex_0.3.0 glue_1.4.2
[67] evaluate_0.14 RcppArmadillo_0.10.1.2.0 data.table_1.13.2
[70] modelr_0.1.8 vctrs_0.3.5 tweenr_1.0.2
[73] httpuv_1.5.4 cellranger_1.1.0 gtable_0.3.0
[76] polyclip_1.10-0 reshape_0.8.8 assertthat_0.2.1
[79] openxlsx_4.2.3 xfun_0.18 RcppEigen_0.3.3.7.0
[82] later_1.1.0.1 viridisLite_0.3.0 ellipsis_0.3.1
[85] here_0.1