eMLR - model fitting

workflowr

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Last updated: 2021-08-18

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
Rmd	e675869	jens-daniel-mueller	2021-08-09	without P, AIP basins
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
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Rmd	4d7bb5a	jens-daniel-mueller	2021-08-03	test rlm model fitting
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html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
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Rmd	a61014f	jens-daniel-mueller	2021-05-28	test run with cstar target variable
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
Rmd	e2b3434	jens-daniel-mueller	2021-05-26	generate seperate output
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Rmd	e4ef0f6	jens-daniel-mueller	2021-03-26	included model data
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html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
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html	108d6b2	jens-daniel-mueller	2021-03-20	Build site.
Rmd	2b99ba0	jens-daniel-mueller	2021-03-20	included vif removel option
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
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html	27ae473	jens-daniel-mueller	2021-02-24	Build site.
Rmd	7f77d91	jens-daniel-mueller	2021-02-24	removed log10 color scale
html	fec3558	jens-daniel-mueller	2021-02-24	Build site.
Rmd	9ebedac	jens-daniel-mueller	2021-02-24	latitudinal residual plots
html	4bc00ea	jens-daniel-mueller	2021-02-24	Build site.
Rmd	de11bfe	jens-daniel-mueller	2021-02-24	clean up purrr approach and residual plots
html	42eca5d	jens-daniel-mueller	2021-02-24	Build site.
Rmd	06a2f3b	jens-daniel-mueller	2021-02-24	purrr residual plots by basin
html	a1ba577	jens-daniel-mueller	2021-02-24	Build site.
Rmd	9ae7d87	jens-daniel-mueller	2021-02-24	loop residual plots by basin
html	071743d	jens-daniel-mueller	2021-02-24	Build site.
Rmd	c45672c	jens-daniel-mueller	2021-02-24	added residual plots
html	ac1a836	jens-daniel-mueller	2021-02-24	Build site.
Rmd	5f655e0	jens-daniel-mueller	2021-02-24	added plots back to after switching to map aproach
html	b03fbd3	jens-daniel-mueller	2021-02-24	Build site.
Rmd	c69736b	jens-daniel-mueller	2021-02-24	added plots back to after switching to map aproach
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
Rmd	1b3c171	jens-daniel-mueller	2021-02-24	introduced purrr::map to model fitting, rebuild all
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
Rmd	cbfc388	jens-daniel-mueller	2021-02-23	introduced purrr::map to model fitting
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
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
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
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Rmd	bef9220	jens-daniel-mueller	2020-12-23	rebuild before sensitivity test
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

• cleaned and prepared GLODAPv2_2020 file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

• sal, temp, aou, oxygen, phosphate, nitrate, silicate

# 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)

4 Apply predictor threshold

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

• Minimum: 2
  
• Maximum: 5

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:

• 112

5 Fit all models

Individual linear regression models were fitted for the chosen target variable:

• cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

# 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)
  )

6 Tidy models

# 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)

7 Prepare coeffcients

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

7.1 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

• 500

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 × 5
# Groups:   data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
#   gamma_slab <chr>, n <int>

7.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

• 10

The criterion used to select the best models was:

• rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

# 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,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate	5883.0894	5912.0291	5.9023052	12.4377096	10839.349	10896.009
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	5855.6967	5889.4597	5.8086682	12.3313913	10811.042	10877.146
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate	5734.9645	5763.9043	5.4452993	12.4945424	10804.753	10861.413
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	5735.4649	5769.2279	5.4408584	12.4685125	10802.652	10868.756
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate	5853.2707	5882.2104	5.8073219	12.5337007	10852.734	10909.394
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	5676.2899	5710.0529	5.2684778	11.7997838	10633.608	10699.712
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	3296.1348	3326.7956	3.9060694	10.7124734	7501.159	7562.917
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	5831.5751	5865.3381	5.7329341	12.4579620	10832.737	10898.841
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + nitrate	3414.2949	3440.5756	4.3247840	10.4813165	7491.279	7544.215
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3387.9665	3418.6274	4.2221950	10.3782094	7466.845	7528.603
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3331.3268	3361.9876	4.0243175	10.1230633	7398.466	7460.225
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	5737.5344	5771.2974	5.4469878	12.0648657	10714.604	10780.708
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3328.7507	3359.4116	4.0155416	10.2083578	7415.115	7476.874
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate	3417.4517	3443.7324	4.3363694	10.3948225	7474.265	7527.201
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3395.1809	3425.8418	4.2480881	10.3033220	7453.327	7515.086
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	3342.7562	3373.4171	4.0634863	10.0055347	7377.203	7438.961
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	5769.6168	5803.3798	5.5429000	12.2821719	10773.952	10840.056
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3337.3473	3368.0081	4.0449026	10.1253536	7400.713	7462.472
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	3414.6822	3445.3430	4.3188774	10.6661232	7531.983	7593.742
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5860.0547	5893.8177	5.8224570	12.4187227	10832.218	10898.322
mod	Atlantic	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	4410.3661	4443.2367	3.6627794	6.9482746	8196.193	8261.148
mod	Atlantic	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	4462.2398	4490.4146	3.7867900	7.0863005	8252.222	8307.898
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	4458.8177	4491.6883	3.7741214	6.9014199	8173.288	8238.242
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + silicate	4482.5542	4510.7290	3.8346338	7.0042399	8214.456	8270.131
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	7087.8317	7123.1582	5.2557211	10.7611705	12757.497	12826.479
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4460.9739	4493.8445	3.7791542	6.8247627	8137.170	8202.125
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7128.0031	7163.3297	5.3484043	10.8399911	12793.105	12862.087
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	7143.2965	7173.5764	5.3888051	10.8934086	12810.684	12869.811
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4509.8181	4542.6886	3.8949787	7.0854967	8253.228	8318.183
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	7083.8242	7119.1507	5.2465635	10.7505403	12753.005	12821.987
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4478.3566	4511.2272	3.8199738	6.8985449	8170.119	8235.073
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7121.6503	7156.9768	5.3336390	10.8369502	12790.612	12859.595
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	7133.3619	7163.6418	5.3655587	10.8857422	12805.865	12864.992
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4442.8930	4475.7636	3.7371579	6.8305488	8141.600	8206.554
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7123.6592	7158.9857	5.3383036	10.8478260	12794.663	12863.645
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	4501.1425	4529.3173	3.8789420	7.0286008	8223.915	8279.590
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	7128.8191	7159.0990	5.3549623	10.8790550	12802.603	12861.731
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4467.6654	4500.5360	3.7948158	6.8324420	8140.067	8205.021
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7118.8561	7154.1826	5.3271577	10.8509782	12794.551	12863.533
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	7129.7339	7160.0138	5.3570944	10.8933321	12807.493	12866.621
mod	Atlantic	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	6208.2340	6245.2085	2.0362872	4.4798664	11790.499	11863.127
mod	Atlantic	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + silicate	6925.4416	6957.1341	2.6076477	5.2256683	12671.749	12734.002
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6550.8641	6587.8386	2.2909154	4.5963892	11993.037	12065.666
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + phosphate + silicate	6783.1363	6814.8287	2.4831123	4.8462174	12282.764	12345.016
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8525.3083	8562.1858	4.7055477	10.6222149	16019.614	16091.945
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6740.5156	6777.4901	2.4453020	4.7086716	12138.306	12210.934
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8488.2655	8525.1431	4.6451622	10.5386669	15973.393	16045.724
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	8522.7327	8554.3421	4.7046035	10.6182811	16013.856	16075.854
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8521.5136	8558.3912	4.6993259	10.5580031	15992.772	16065.102
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6805.1948	6842.1693	2.5002993	4.8759455	12319.568	12392.196
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8475.7415	8512.6191	4.6249219	10.4504337	15933.715	16006.046
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	6313.0864	6350.0609	2.1110484	4.3755807	11712.113	11784.741
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8489.1864	8526.0640	4.6466540	10.5092475	15962.008	16034.339
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	7051.3270	7083.0194	2.7230099	5.2551975	12717.364	12779.617
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	8490.0776	8521.6869	4.6513405	10.5871644	15989.947	16051.945
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	8519.6326	8551.2420	4.6995209	10.5689116	15993.166	16055.164
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6411.0089	6447.9834	2.1833452	4.4707183	11834.202	11906.830
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8480.3165	8517.1941	4.6323054	10.4356400	15929.365	16001.696
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	7114.9763	7146.6687	2.7832673	5.3810877	12842.632	12904.885
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	8481.3967	8513.0061	4.6372832	10.5078851	15955.413	16017.411
obs	Atlantic	(27,27.25]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	13210.3467	13249.8678	5.6692907	11.8104567	23424.235	23501.299
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	13238.1617	13277.6828	5.7071054	11.8496695	23452.768	23529.832
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	8258.9825	8297.6808	2.2198833	4.6824927	15298.427	15374.383
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	8206.8813	8245.5796	2.1890089	4.5375465	15102.712	15178.668
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8597.3857	8636.0840	2.4312930	5.1389616	15924.086	16000.042
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13212.0881	13251.6093	5.6716509	11.6959190	23365.361	23442.425
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8461.4247	8500.1230	2.3440367	5.1370521	15882.095	15958.051
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13247.5875	13287.1086	5.7199770	11.8099372	23435.067	23512.131
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	8053.5557	8092.2540	2.1006196	4.3061926	14759.211	14835.167
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8569.9685	8608.6668	2.4134397	5.0527513	15819.243	15895.199
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13194.4032	13233.9243	5.6477285	11.6111166	23315.640	23392.704
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13214.6057	13254.1268	5.6750646	11.6906796	23363.345	23440.409
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + nitrate + silicate	8233.3741	8266.5441	2.2058397	4.6035081	15189.896	15255.001
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	13215.5716	13249.4469	5.6790889	11.7437179	23387.905	23453.960
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8203.7364	8242.4347	2.1871591	4.5813085	15157.811	15233.767
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	13163.3234	13202.8445	5.6059312	11.6531763	23328.603	23405.667
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + silicate	8095.2530	8128.4229	2.1254402	4.3732996	14856.413	14921.518
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	13195.8813	13229.7565	5.6524253	11.6587654	23337.754	23403.809
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8085.7108	8124.4091	2.1188557	4.3648101	14846.304	14922.260
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	13135.3713	13174.8924	5.5686044	11.5515712	23266.946	23344.010
mod	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	13636.3909	13677.3634	3.4117097	7.1764635	25803.573	25884.463
obs	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	16529.8007	16570.9611	5.4976560	10.7254282	29431.643	29512.341
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + nitrate + silicate	13455.5422	13490.6615	3.2952174	6.8243967	25334.599	25403.934
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	13310.0982	13351.0707	3.2021777	6.6628958	25104.414	25185.305
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	16523.5878	16564.7482	5.4912006	10.7024258	29412.134	29492.832
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	13387.2685	13428.2410	3.2505411	6.7471823	25227.311	25308.202
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	13163.4062	13204.3787	3.1122196	6.4703119	24824.426	24905.316
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16491.2425	16532.4029	5.4577148	10.5801149	29307.686	29388.384
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	13039.3091	13080.2817	3.0380939	6.2976051	24568.393	24649.283
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate	16571.6428	16606.9231	5.5434258	10.7174900	29428.175	29497.345
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16478.8758	16520.0361	5.4449661	10.5315343	29265.879	29346.577
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16573.6390	16614.7994	5.5434218	10.7173956	29432.098	29512.796
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate	13382.9876	13418.1069	3.2491012	6.7485664	25224.605	25293.940
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate	16521.0686	16556.3489	5.4906614	10.6738655	29385.003	29454.173
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	13318.0773	13359.0498	3.2071448	6.6755172	25122.176	25203.067
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16509.9239	16551.0842	5.4770298	10.6471749	29365.278	29445.976
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + silicate	13318.3920	13353.5113	3.2085872	6.6069612	25030.211	25099.546
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate	16514.9344	16550.2147	5.4842958	10.6386206	29355.435	29424.605
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	13164.4125	13205.3850	3.1128280	6.4587403	24809.342	24890.233
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	16501.1186	16542.2789	5.4679174	10.6041515	29328.873	29409.572
obs	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	15018.4477	15059.2468	4.8009074	10.2582478	29022.839	29103.653
obs	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	15058.0665	15093.0371	4.8408592	10.2994272	29061.468	29130.737
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	14873.4379	14915.8440	2.5420800	5.4036322	28701.371	28785.329
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate	15101.1969	15137.5449	2.6362261	5.3259216	28580.782	28652.746
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	13462.7774	13505.1835	2.0333938	4.5192526	26503.659	26587.617
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	15045.0861	15085.8852	4.8264407	10.2712990	29039.196	29120.011
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate	15290.0877	15320.3778	2.7170921	5.4249611	28805.330	28865.300
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	15125.9257	15166.7247	4.9047610	10.5288015	29265.416	29346.230
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	13712.5474	13748.8954	2.1160599	4.6089901	26767.313	26839.277
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	14901.3025	14943.7086	2.5533162	5.4194974	28738.274	28822.232
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate	15176.8885	15213.2366	2.6679989	5.3687619	28679.437	28751.401
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13538.5883	13580.9944	2.0579398	4.5492391	26591.695	26675.652
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15047.7629	15088.5619	4.8290139	10.2904096	29055.490	29136.304
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	15009.0023	15051.4084	2.5972144	5.5111837	28938.441	29022.399
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13797.5509	13839.9570	2.1440433	4.7013662	26996.925	27080.883
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15054.6749	15095.4740	4.8356649	10.3176794	29079.321	29160.135
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15023.1770	15063.9761	4.8054306	10.2800366	29041.751	29122.566
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	15062.8485	15097.8191	4.8454710	10.3212518	29080.386	29149.656
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15032.4897	15073.2887	4.8143499	10.3139580	29071.523	29152.337
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	15073.0254	15107.9960	4.8553001	10.3563756	29111.256	29180.526
obs	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	9020.2846	9057.6886	4.4541284	8.8665612	17593.404	17667.878
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + silicate	6332.8265	6364.8364	1.9015108	4.2553830	12792.177	12855.725
obs	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + silicate	9046.7429	9078.8035	4.4953128	8.9112066	17620.174	17684.009
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	6523.2954	6555.3052	2.0233846	4.3580417	12959.417	13022.964
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	6208.9135	6246.2584	1.8250022	4.0836852	12553.277	12627.416
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate	6863.3272	6895.3371	2.2607027	4.5693552	13267.705	13331.252
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	5818.8062	5856.1511	1.6069607	3.6623141	11895.827	11969.966
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	9009.1411	9046.5450	4.4381046	8.8578523	17587.143	17661.618
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	6304.6705	6336.6803	1.8841285	4.0723119	12557.167	12620.715
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	9033.1404	9065.2009	4.4755801	8.8997648	17612.101	17675.936
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	9006.1547	9043.5587	4.4338202	8.8845492	17604.750	17679.224
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6324.0599	6361.4048	1.8948451	4.1975533	12723.131	12797.270
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5982.3734	6019.7183	1.6950180	3.8097124	12140.057	12214.196
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9028.4701	9065.8741	4.4659355	8.8853611	17606.258	17680.732
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6426.6379	6463.9828	1.9593127	4.3172308	12892.856	12966.995
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6103.2806	6140.6255	1.7631962	3.9330132	12333.890	12408.029
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9030.3441	9067.7481	4.4686431	8.8964272	17613.702	17688.176
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9020.1339	9057.5378	4.4539112	8.8713327	17596.584	17671.058
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	9046.6777	9078.7382	4.4952179	8.9164138	17623.646	17687.481
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9020.1723	9057.5762	4.4539665	8.8779589	17601.004	17675.479
mod	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate	8075.4778	8102.8545	2.3802241	5.7389348	16413.627	16467.839
obs	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	13500.7869	13540.8239	4.8329813	9.6249940	26001.775	26081.330
mod	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + silicate	7944.8845	7977.7365	2.2924280	5.6509690	16284.874	16349.929
obs	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + silicate	13499.7186	13534.0360	4.8339811	9.6282149	26000.644	26068.834
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	8138.2201	8176.5475	2.4201873	5.8242308	16522.815	16598.712
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate	7987.3173	8020.1693	2.3201664	5.4981118	16152.316	16217.371
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	7700.0697	7738.3971	2.1375336	5.2990049	15850.614	15926.511
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	13337.4955	13377.5326	4.6609010	9.3455562	25743.727	25823.282
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	8315.8802	8348.7323	2.5466252	5.8562787	16609.446	16674.501
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	13338.6699	13372.9873	4.6641871	9.3497511	25743.712	25811.902
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	13130.7319	13170.7689	4.4517715	9.0033412	25416.437	25495.992
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	13140.4908	13174.8083	4.4634093	9.0176418	25426.642	25494.832
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	8160.2288	8193.0809	2.4367133	5.6453215	16355.629	16420.683
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7840.6810	7879.0083	2.2244472	5.4098146	16015.065	16090.962
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12678.8784	12718.9154	4.0268297	8.2808504	24681.849	24761.404
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate	8254.4749	8287.3269	2.5026843	5.7361092	16474.268	16539.322
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7919.7292	7958.0566	2.2748507	5.4787893	16112.518	16188.415
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12677.9747	12718.0118	4.0260219	8.2791497	24680.067	24759.622
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	12689.9239	12729.9609	4.0367172	8.3071587	24709.006	24788.561
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	12689.8601	12724.1776	4.0384529	8.3091560	24707.199	24775.388
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	9835.0418	9862.9581	2.9478383	6.5551218	19993.354	20048.960
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate + silicate	9773.0181	9806.5176	2.9002040	6.4305689	19852.374	19919.102
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	9724.3979	9757.8974	2.8645450	6.3452230	19750.516	19817.243
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	9663.6068	9702.6895	2.8191408	6.2778443	19667.937	19745.786
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	15353.0371	15394.2895	4.2371477	8.6314254	30216.953	30299.142
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	15753.5667	15794.8191	4.5660290	9.3481431	31050.699	31132.889
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + silicate	15770.7383	15806.0975	4.5823961	9.3701621	31071.921	31142.369
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	15516.2528	15557.5052	4.3682060	8.9824141	30630.312	30712.502
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + silicate	15545.2639	15580.6230	4.3935616	9.0178005	30668.446	30738.894
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	9703.2215	9736.7209	2.8491512	6.6077256	20017.848	20084.575
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9594.0506	9633.1333	2.7696844	6.4728265	19854.870	19932.719
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15403.2337	15444.4861	4.2770301	8.7272886	30331.989	30414.179
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate	9699.0667	9732.5662	2.8461407	6.7121868	20119.584	20186.312
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16093.8574	16135.1098	4.8654279	9.8621341	31615.826	31698.016
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9561.9332	9601.0159	2.7471417	6.5473700	19919.956	19997.804
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15392.6853	15433.9377	4.2686181	8.7149113	30316.875	30399.064
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	15488.9419	15530.1943	4.3459969	8.7940739	30415.186	30497.375
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + silicate	15498.0804	15533.4396	4.3550411	8.8128201	30433.484	30503.932
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	9730.0245	9763.5240	2.8686492	6.6256929	20043.121	20109.848
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	9719.1824	9752.6819	2.8607460	6.7149370	20128.165	20194.892
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate	3971.6824	3997.9850	0.9734383	2.2800450	9324.109	9377.250
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + silicate	3955.4049	3986.9680	0.9672067	2.2110052	9153.765	9217.534
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate	3972.7829	4004.3460	0.9731307	2.2794439	9326.498	9390.267
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate	11253.7420	11287.0900	4.5481030	9.3452332	22879.029	22945.812
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	11119.5008	11158.4068	4.3892425	9.0951198	22672.116	22750.029
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	11192.7768	11226.1248	4.4763175	9.2512763	22800.052	22866.835
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	11058.6337	11097.5396	4.3200750	9.0191277	22605.606	22683.520
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	11120.7249	11154.0728	4.3929370	9.1463576	22710.423	22777.206
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	4046.7361	4078.2993	0.9987489	2.3178183	9431.237	9495.006
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	11255.2794	11294.1854	4.5475540	9.3167505	22859.860	22937.773
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4039.1768	4076.0005	0.9953998	2.2493438	9265.273	9339.670
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	11181.9881	11220.8941	4.4614034	9.2251856	22782.152	22860.066
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	4078.6864	4110.2496	1.0100244	2.3325616	9471.505	9535.274
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	11220.6881	11254.0360	4.5090408	9.1835028	22745.261	22812.044
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	11176.7399	11215.6458	4.4552973	9.0861810	22666.896	22744.809
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4073.8273	4110.6510	1.0075931	2.2666084	9312.710	9387.107
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11113.8621	11152.7681	4.3827886	9.0171513	22606.938	22684.851
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate	4046.1952	4072.4978	0.9992610	2.3184695	9429.030	9482.171
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	4040.7501	4072.3132	0.9966504	2.2617016	9292.784	9356.554
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	4077.1078	4108.6709	1.0094643	2.2803214	9343.648	9407.417
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + nitrate + silicate	4441.6233	4474.9931	0.7655273	1.6783993	10202.906	10270.357
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + phosphate + nitrate	4490.3181	4523.6880	0.7752814	1.6856024	10239.484	10306.935
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + nitrate	4645.3708	4678.7407	0.8071757	1.7378124	10490.107	10557.558
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	4380.2502	4419.1817	0.7530165	1.6658754	10143.471	10222.163
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4480.2614	4519.1929	0.7728548	1.7024277	10322.045	10400.738
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10500.0379	10538.4833	4.4978141	8.7976675	21120.575	21197.654
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4520.3494	4559.2809	0.7809526	1.7196449	10404.405	10483.097
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate	10452.3986	10485.3518	4.4409644	8.6199111	20965.804	21031.873
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	10442.5032	10480.9486	4.4262655	8.5914414	20945.742	21022.822
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	10406.6084	10445.0538	4.3822053	8.5314952	20895.762	20972.842
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + nitrate + silicate	4520.9310	4554.3008	0.7814770	1.7114520	10362.588	10430.039
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + nitrate	4582.9202	4616.2900	0.7941748	1.7230622	10419.510	10486.961
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	10511.0791	10549.5246	4.5116765	8.7796229	21104.162	21181.241
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + silicate	10520.9469	10553.9002	4.5266242	8.8299303	21142.442	21208.510
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + nitrate + silicate	4560.2375	4593.6073	0.7895047	1.7286524	10444.393	10511.844
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate	10521.7460	10549.2070	4.5301568	8.7224353	21044.892	21099.949
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate	4625.5327	4658.9025	0.8030229	1.7414576	10506.400	10573.851
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate	10517.9910	10550.9442	4.5228964	8.7010105	21030.662	21096.730
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	10436.3012	10474.7466	4.4186211	8.5534183	20912.558	20989.638
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + silicate	10444.0683	10477.0215	4.4306657	8.5892469	20939.467	21005.535
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate	1517.8199	1543.6782	0.4317543	1.0641980	3562.740	3613.424
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate + silicate	1165.8977	1196.9276	0.3768856	1.0075856	3206.970	3267.791
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + phosphate + silicate	2098.4107	2129.4407	0.5391801	1.3648864	4710.091	4770.912
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate	1446.5900	1477.6200	0.4197816	1.0078610	3339.470	3400.290
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate	1495.8385	1526.8685	0.4277963	1.0183448	3397.592	3458.413
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate	4878.5776	4907.2229	3.9038488	8.5686801	10997.933	11056.214
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4880.5258	4913.9454	3.9037334	8.5278981	10983.809	11051.804
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4767.8925	4801.3120	3.6603964	8.3252173	10889.244	10957.238
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate	1511.9948	1543.0248	0.4304588	1.0222763	3418.295	3479.115
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate	4877.6650	4906.3103	3.9018136	8.4276088	10934.568	10992.848
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4879.5468	4912.9664	3.9015501	8.3989227	10925.446	10993.441
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4748.9520	4782.3716	3.6209932	8.1459386	10807.467	10875.461
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate	1592.4815	1618.3398	0.4443127	1.0854161	3666.206	3716.890
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	1197.0612	1228.0912	0.3814231	1.0186419	3259.913	3320.733
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4774.3584	4807.7780	3.6739460	8.5423796	10983.889	11051.884
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + phosphate + silicate	4779.9531	4808.5984	3.6899248	8.5844239	10998.505	11056.786
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate	1610.4922	1636.3505	0.4473964	1.0916054	3694.451	3745.135
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate + silicate	1206.0836	1237.1136	0.3827470	1.0222867	3276.636	3337.456
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4761.9834	4795.4029	3.6480575	8.3851556	10915.069	10983.064
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + silicate	4766.2095	4794.8549	3.6610596	8.4188497	10926.291	10984.572
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate	1755.9954	1788.4028	0.4120612	0.9438405	4004.245	4068.203
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	1745.3830	1783.1917	0.4104778	0.9336727	3949.413	4024.030
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate	5852.1924	5882.2108	3.4407669	7.2759052	12987.578	13048.566
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	1733.5788	1771.3875	0.4090015	0.9340534	3947.671	4022.289
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	5850.5234	5885.5448	3.4350334	7.2680959	12986.513	13057.666
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	5830.9917	5866.0131	3.4046720	7.2224784	12956.700	13027.853
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	1815.4450	1847.8523	0.4196071	0.9827221	4226.300	4290.257
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	5855.7121	5890.7336	3.4431445	7.2814702	12995.239	13066.392
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	5858.2943	5888.3127	3.4503233	7.2888996	12995.990	13056.978
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate	1750.9180	1783.3253	0.4114230	0.9433008	3999.693	4063.651
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1740.3207	1778.1293	0.4098440	0.9328004	3943.056	4017.673
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate	5863.7622	5893.7806	3.4589095	7.2626968	12977.987	13038.975
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	1728.8837	1766.6923	0.4084157	0.9332795	3941.958	4016.576
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	5863.5912	5898.6126	3.4554979	7.2565218	12977.942	13049.095
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5833.0921	5868.1136	3.4079241	7.1885313	12933.558	13004.711
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate	1768.7018	1801.1092	0.4136625	0.9452782	4016.077	4080.035
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1756.5576	1794.3662	0.4118804	0.9353741	3962.209	4036.827
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	1743.8599	1781.6685	0.4102870	0.9355982	3959.354	4033.971
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	5925.3052	5960.3267	3.5538033	7.2907686	12995.839	13066.992
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5861.4843	5896.5058	3.4521903	7.1496227	12904.600	12975.753
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate	2869.8605	2895.8495	3.0760368	6.2974680	6982.463	7036.500
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate	2709.3013	2734.4799	3.7727497	8.4714635	6879.952	6932.446
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2786.0999	2816.4204	2.8500669	6.0375390	6883.916	6946.958
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2707.9290	2737.3041	3.7598158	8.4479745	6877.427	6938.669
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2238.6398	2268.9603	1.7511599	4.0191867	5797.392	5860.435
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2685.8227	2715.1978	3.6761224	8.0941144	6772.105	6833.348
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	2835.6192	2861.6082	2.9837419	6.1364861	6914.083	6968.119
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	2698.4885	2723.6672	3.7314360	8.3622288	6848.725	6901.219
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2748.3658	2778.6863	2.7559750	5.8821718	6815.435	6878.477
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2696.3811	2725.7562	3.7158612	8.3396114	6846.484	6907.727
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2198.6227	2228.9432	1.6899111	3.8827197	5703.951	5766.994
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2676.5727	2705.9478	3.6416576	7.9955407	6742.362	6803.605
mod	Indian	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2445.2987	2475.6193	2.1046278	4.3916159	6017.239	6080.281
obs	Indian	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2726.9572	2756.3323	3.8333804	8.2868364	6824.449	6885.692
mod	Indian	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	2450.2231	2476.2121	2.1176333	4.5086913	6090.651	6144.688
obs	Indian	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	2899.8236	2925.0022	4.5805480	9.0472980	6999.494	7051.988
mod	Indian	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2380.9527	2411.2732	1.9875272	4.1785721	5885.007	5948.049
obs	Indian	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2710.9449	2740.3200	3.7713808	8.1405391	6781.644	6842.887
mod	Indian	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	2389.2873	2415.2763	2.0058858	4.2861758	5954.581	6008.618
obs	Indian	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	2884.1200	2909.2987	4.5078812	8.8853481	6955.483	7007.977
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	1304.3976	1331.6392	1.4381803	2.9786753	3932.069	3991.228
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + silicate	1302.7275	1326.0774	1.4388358	3.0350096	3978.533	4029.241
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	2152.0796	2175.7206	4.0428734	8.0812827	6555.151	6606.748
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	1358.3936	1385.6351	1.5495409	3.1635536	4051.892	4111.051
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2141.6200	2169.2012	3.9771341	8.0087367	6544.060	6604.256
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1095.7721	1123.0136	1.0781233	2.3400751	3441.829	3500.987
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2140.9239	2168.5051	3.9734928	8.0008626	6541.725	6601.921
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	2152.1821	2175.8231	4.0434185	8.0778267	6553.707	6605.304
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	1354.1873	1381.4288	1.5405645	3.1513546	4044.864	4104.023
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2140.9547	2168.5359	3.9736540	8.0018415	6542.073	6602.269
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1098.1284	1125.3699	1.0816377	2.3393798	3439.467	3498.626
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2141.8545	2169.4357	3.9783615	8.0028078	6541.523	6601.719
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	2178.6227	2202.2638	4.1865662	8.2406164	6587.724	6639.321
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	997.3718	1024.6133	0.9411148	2.3160693	3464.523	3523.682
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2103.8929	2131.4741	3.7845258	7.8132524	6505.220	6565.416
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	1094.1710	1117.5209	1.0787175	2.5066216	3612.678	3663.385
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	2174.8486	2198.4897	4.1658274	8.2124839	6581.103	6632.699
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	998.5571	1025.7986	0.9426568	2.3062111	3453.952	3513.111
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2104.1924	2131.7736	3.7860171	7.8104646	6503.861	6564.057
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	1096.1297	1119.4796	1.0816398	2.4984524	3603.625	3654.333
mod	Indian	(26.75,27]	cstar_tref ~ aou + phosphate + nitrate + silicate	1548.8206	1573.7114	1.2497753	3.5202456	5559.542	5613.200
mod	Indian	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	1549.8271	1578.8663	1.2484495	3.5092781	5554.948	5617.549
obs	Indian	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	3905.5446	3937.0114	4.5735721	8.6507823	10641.501	10708.540
obs	Indian	(26.75,27]	cstar_tref ~ sal + aou + phosphate + silicate	3908.8779	3935.8495	4.5920325	8.6701090	10643.340	10700.802
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate	3913.9933	3940.9649	4.6098087	8.6667747	10636.103	10693.565
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	1591.3150	1620.3542	1.3050313	3.4531885	5505.133	5567.735
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3912.5958	3944.0626	4.5979944	8.6546865	10636.545	10703.584
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1561.2933	1590.3326	1.2638374	3.3203538	5397.248	5459.849
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3910.7479	3942.2148	4.5915817	8.6378177	10628.555	10695.594
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	3915.0486	3942.0201	4.6134841	8.6646314	10633.743	10691.204
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	1591.1727	1620.2120	1.3048329	3.4511637	5503.472	5566.073
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	3913.3232	3944.7900	4.6005212	8.6512731	10633.785	10700.824
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1562.0965	1591.1358	1.2649224	3.3214103	5398.026	5460.627
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3911.4127	3942.8796	4.5938878	8.6351305	10626.281	10693.320
mod	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	1596.3480	1621.2388	1.3148741	3.4745416	5517.710	5571.369
mod	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	1487.6586	1516.6978	1.1682221	3.0788132	5192.162	5254.763
obs	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3910.1927	3941.6595	4.5896565	8.6617781	10643.177	10710.216
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	1594.6087	1619.4995	1.3124331	3.4693389	5513.686	5567.344
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	1489.0140	1518.0532	1.1699150	3.0774851	5190.691	5253.292
obs	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3911.3570	3942.8238	4.5936942	8.6636008	10643.046	10710.085
mod	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate	2228.9622	2254.7116	1.8847671	4.1936826	6599.006	6653.995
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	2839.8275	2869.6979	3.5328758	8.0431878	8253.940	8317.604
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	2850.3192	2875.9224	3.5749955	8.1595662	8292.577	8347.146
mod	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate	2224.5861	2250.3355	1.8771456	4.1855849	6594.232	6649.220
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate	2873.2345	2898.8377	3.6535714	8.2473009	8319.177	8373.746
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	2845.2131	2875.0835	3.5509738	8.0683994	8262.235	8325.899
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + silicate	2848.5309	2874.1341	3.5689351	8.2053181	8311.535	8366.104
mod	Indian	(27,27.25]	cstar_tref ~ sal + phosphate + nitrate	2238.1418	2259.5997	1.9043786	4.2132993	6606.190	6652.014
mod	Indian	(27,27.25]	cstar_tref ~ sal + phosphate + nitrate + silicate	2240.0533	2265.8027	1.9042225	4.1696732	6573.381	6628.370
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate	2229.8619	2255.6113	1.8863378	4.1888309	6594.525	6649.513
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2220.4311	2250.4721	1.8664780	4.1406404	6563.174	6627.328
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate	2855.0706	2880.6738	3.5911478	8.2135599	8312.503	8367.072
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2856.2430	2886.1134	3.5883293	8.1400918	8287.243	8350.907
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2841.7347	2871.6051	3.5392744	8.1230048	8285.655	8349.318
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate	2229.2677	2255.0172	1.8853004	4.1877491	6593.893	6648.882
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2219.3278	2249.3687	1.8645721	4.1407021	6563.742	6627.895
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2864.1903	2894.0608	3.6154882	8.2001356	8308.479	8372.143
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2850.2569	2880.1273	3.5680072	8.1874492	8308.503	8372.167
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + phosphate + nitrate	2217.7480	2243.4974	1.8652977	4.1675239	6582.187	6637.175
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2214.0644	2244.1054	1.8555073	4.1089253	6539.103	6603.257
obs	Indian	(27.25,27.5]	cstar_tref ~ aou + phosphate + nitrate + silicate	3914.3181	3941.6502	3.8827226	8.0293495	10802.104	10860.026
obs	Indian	(27.25,27.5]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	3918.7121	3946.0443	3.8948760	8.1009314	10840.934	10898.857
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	3898.7214	3930.6089	3.8344315	7.9799466	10787.858	10855.434
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	3898.2657	3925.5978	3.8386455	8.0922121	10847.671	10905.593
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	3902.4163	3934.3038	3.8445216	8.0421430	10821.781	10889.357
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate	2632.2212	2659.6128	1.5315613	3.3674570	7868.463	7926.825
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2573.4743	2605.4311	1.4674235	3.1715904	7619.769	7687.857
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3920.0373	3951.9248	3.8930070	8.1008585	10845.293	10912.869
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3900.2521	3932.1396	3.8386085	8.0521741	10828.792	10896.368
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + nitrate + silicate	2571.5787	2598.9703	1.4675315	3.1868056	7638.626	7696.987
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2573.5231	2605.4799	1.4674739	3.1759406	7626.314	7694.402
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3904.9440	3936.8315	3.8514394	8.1108058	10859.647	10927.223
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate	2576.0321	2603.4236	1.4721411	3.2349857	7707.598	7765.959
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2542.7088	2574.6657	1.4359725	3.1223426	7561.939	7630.028
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate	2521.4634	2544.2897	1.4186386	3.3132823	7836.908	7885.543
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3916.2551	3948.1426	3.8825489	8.0204109	10800.920	10868.496
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate	2530.9772	2553.8035	1.4281752	3.2911784	7803.006	7851.641
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3919.5210	3951.4085	3.8915779	8.0729707	10829.512	10897.088
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + phosphate + nitrate	2608.4168	2631.2431	1.5082234	3.3651719	7872.053	7920.688
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + phosphate + nitrate + silicate	2609.9357	2637.3273	1.5077125	3.3646391	7875.542	7933.903
mod	Indian	(27.5,27.75]	cstar_tref ~ aou + phosphate + nitrate	3417.6628	3441.5454	1.6885272	3.1873215	8500.917	8550.988
obs	Indian	(27.5,27.75]	cstar_tref ~ aou + phosphate + nitrate + silicate	4305.9048	4334.0424	3.4952338	7.3658744	11387.419	11446.461
mod	Indian	(27.5,27.75]	cstar_tref ~ aou + phosphate + silicate	3454.8033	3478.6859	1.7246626	3.6389749	9218.806	9268.877
mod	Indian	(27.5,27.75]	cstar_tref ~ oxygen + phosphate + nitrate	3419.9461	3443.8287	1.6907268	3.1938900	8511.298	8561.369
obs	Indian	(27.5,27.75]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	4316.7677	4344.9053	3.5189260	7.4556673	11441.462	11500.504
mod	Indian	(27.5,27.75]	cstar_tref ~ phosphate + nitrate	3419.0898	3438.1958	1.6918295	3.2521276	8612.224	8652.281
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	4301.7708	4334.5980	3.4819261	7.2480897	11315.509	11384.391
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	4308.7242	4341.5514	3.4970154	7.2786648	11332.926	11401.808
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + phosphate + nitrate	3417.4080	3441.2906	1.6882820	3.1994030	8523.449	8573.520
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + phosphate + nitrate + silicate	4341.0636	4369.2012	3.5724984	7.3600310	11367.230	11426.271
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4348.1668	4380.9940	3.5838544	7.4144748	11405.178	11474.061
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4356.3079	4389.1351	3.6020449	7.4466484	11422.611	11491.493
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	4321.9824	4354.8096	3.5259680	7.3105429	11348.156	11417.038
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + silicate	3448.0342	3476.6932	1.7160616	3.6169465	9194.454	9254.540
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4304.9445	4337.7717	3.4888051	7.3151288	11359.094	11427.976
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	3097.8030	3126.4621	1.4054482	2.8846626	8146.474	8206.560
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate	3451.6585	3475.5410	1.7215732	3.5541081	9094.204	9144.275
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4311.2565	4344.0837	3.5025268	7.3498332	11379.352	11448.234
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	3092.2571	3120.9161	1.4010113	2.8671855	8116.294	8176.380
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + phosphate + nitrate	3420.2597	3444.1423	1.6910290	3.2063905	8534.096	8584.168
mod	Indian	(27.75,27.85]	cstar_tref ~ aou + phosphate + silicate	1591.2324	1611.1897	1.7464793	4.1773651	5117.396	5160.533
mod	Indian	(27.75,27.85]	cstar_tref ~ oxygen + phosphate + silicate	1579.8025	1599.7598	1.7217042	4.1390194	5097.435	5140.572
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate	1686.5230	1706.4803	1.9674045	4.1769870	5067.218	5110.355
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	2051.9424	2079.8123	3.1715521	7.0258051	6063.102	6123.046
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	1639.9699	1663.9187	1.8515514	3.9411991	4937.613	4989.378
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate	1681.5229	1701.4802	1.9551464	4.1849051	5076.071	5119.208
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	2049.9585	2077.8284	3.1636173	7.0461369	6071.669	6131.613
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + silicate	1340.6047	1364.5535	1.2735616	2.5929805	3937.507	3989.271
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + phosphate + nitrate + silicate	2049.9513	2073.8397	3.1715875	7.0709895	6075.927	6127.308
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate	1685.1090	1709.0578	1.9590265	4.1587900	5061.016	5112.781
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2047.7162	2075.5861	3.1546732	7.0717954	6082.239	6142.183
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2047.3636	2075.2335	3.1532692	7.0445592	6072.332	6132.277
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2035.3128	2063.1827	3.1056532	6.9795550	6053.815	6113.759
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + silicate	1596.9808	1620.9296	1.7546818	4.1163775	5081.138	5132.903
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2039.8158	2067.6857	3.1233612	6.9386827	6036.315	6096.259
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	1580.1676	1604.1164	1.7181893	4.1385359	5101.710	5153.474
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	2047.7532	2071.6417	3.1627977	7.0847899	6082.071	6133.451
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2043.5750	2071.4449	3.1382214	6.9420757	6035.728	6095.672
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	1580.0429	1603.9917	1.7179214	4.1350673	5099.569	5151.333
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	2049.0112	2072.8997	3.1678253	7.0649387	6074.139	6125.520
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	1999.8273	2025.3039	1.6607191	3.6695157	5762.220	5816.417
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + oxygen + nitrate + silicate	2025.7213	2051.1979	1.7029155	3.6179677	5703.428	5757.625
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate	1994.9643	2016.1949	1.6561183	3.6512356	5743.249	5788.413
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	1924.5565	1950.0331	1.5439034	3.2670782	5415.182	5469.379
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2029.7353	2059.4581	1.7062421	3.5931242	5683.183	5746.413
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	2000.3782	2025.8549	1.6616059	3.6491416	5743.916	5798.113
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	2881.1666	2907.3757	2.8341817	6.1770546	7882.128	7937.476
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2880.5277	2911.1050	2.8277746	6.1245398	7857.100	7921.673
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1919.5935	1949.3162	1.5335216	3.1784766	5329.900	5393.130
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2825.8324	2856.4098	2.6981911	6.0258051	7820.101	7884.674
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2024.9508	2054.6735	1.6983500	3.5723278	5666.238	5729.468
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate	1996.4233	2021.8999	1.6552503	3.6323645	5730.645	5784.842
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate	2910.3183	2936.5274	2.9059335	6.2672483	7921.733	7977.081
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2908.5328	2939.1101	2.8965146	6.2179553	7899.273	7963.846
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1916.7684	1946.4911	1.5293293	3.1660102	5318.139	5381.369
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2835.0802	2865.6575	2.7196760	6.0570675	7834.923	7899.496
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2818.9765	2849.5538	2.6823726	6.0194229	7818.626	7883.198
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	2823.8390	2850.0481	2.6982062	6.0463826	7827.812	7883.160
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2829.8960	2860.4733	2.7076108	6.0642823	7840.684	7905.256
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	2833.4410	2859.6501	2.7205176	6.0834847	7845.789	7901.137
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate	2117.5330	2145.5423	0.9219697	2.3860862	6518.397	6577.041
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2098.6058	2131.2834	0.9097928	2.3711354	6496.847	6565.265
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	4207.7134	4236.4540	2.5621719	5.8107722	11117.778	11177.667
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4199.1074	4232.6381	2.5469337	5.7745995	11094.001	11163.871
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4162.3318	4195.8625	2.4947948	5.7403207	11071.881	11141.752
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + nitrate + silicate	2096.8972	2124.9066	0.9099612	2.3749836	6499.270	6557.914
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate	2117.2598	2145.2692	0.9218098	2.3854096	6517.264	6575.908
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2098.7218	2131.3994	0.9098599	2.3708373	6496.354	6564.772
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4194.9544	4228.4850	2.5409915	5.8183651	11130.440	11200.310
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate	1886.9226	1914.9320	0.7963192	2.1223579	6046.289	6104.933
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate	2119.1449	2147.1543	0.9229144	2.3859610	6518.227	6576.871
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate	4216.7406	4240.6911	2.5781119	5.8458633	11140.417	11190.324
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate	4197.1654	4225.9060	2.5470167	5.8089537	11118.111	11178.000
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4163.4985	4197.0292	2.4964324	5.7350233	11067.367	11137.237
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	4163.1039	4191.8445	2.4986875	5.7487061	11074.328	11134.217
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + nitrate + silicate	2125.6995	2149.0407	0.9279441	2.3929761	6526.088	6574.958
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate	2118.4174	2146.4267	0.9224879	2.3853452	6517.184	6575.828
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4197.9751	4231.5058	2.5453122	5.8164105	11128.370	11198.241
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	4196.3463	4225.0869	2.5458437	5.8270822	11132.962	11192.851
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + phosphate + nitrate	1896.1608	1919.5020	0.8020252	2.1321541	6061.036	6109.906
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate	2988.7162	3011.0547	2.4442280	5.2693696	7486.106	7532.528
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	3007.1498	3038.4237	2.4717726	5.4058385	7577.618	7642.609
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	3016.3627	3043.1689	2.4933849	5.4276177	7584.935	7640.641
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate	838.8139	864.5966	0.5180934	1.1681155	2516.902	2571.106
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	724.8856	754.9653	0.4656375	1.1009791	2366.459	2429.697
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	3040.5488	3067.3550	2.5406482	5.5011056	7625.368	7681.075
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3036.7578	3068.0317	2.5292507	5.4855493	7621.010	7686.001
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	843.2013	873.2810	0.5192336	1.1841264	2561.425	2624.664
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3004.0367	3035.3106	2.4658055	5.3388202	7536.109	7601.100
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate	839.2548	865.0375	0.5183038	1.1685779	2517.996	2572.201
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	726.1476	756.2273	0.4661789	1.1019334	2368.816	2432.055
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	844.1023	874.1820	0.5196645	1.1849507	2563.324	2626.562
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3029.1448	3060.4187	2.5143452	5.4341622	7590.724	7655.715
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate	883.7224	905.2079	0.5409622	1.1910175	2559.896	2605.067
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	882.2823	908.0650	0.5392513	1.1843205	2547.474	2601.679
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate	3066.3830	3093.1892	2.5921220	5.5492720	7649.161	7704.868
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3044.3311	3075.6050	2.5441663	5.4343514	7587.284	7652.275
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	3043.4643	3070.2705	2.5464056	5.4371559	7584.774	7640.481
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate	884.3931	905.8786	0.5412964	1.1915878	2561.179	2606.350
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	883.0709	908.8536	0.5396430	1.1852000	2549.537	2603.742
obs	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate	6716.5064	6742.8510	2.5038343	5.6754878	17302.324	17356.809
mod	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	3632.9147	3670.3232	0.7793595	1.6563157	8885.035	8961.768
obs	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + silicate	6662.5735	6694.1871	2.4555100	5.4158446	16967.003	17032.385
mod	Indian	(28.1, Inf]	cstar_tref ~ aou + phosphate + nitrate + silicate	3634.7833	3666.8478	0.7803346	1.6870804	9020.796	9086.567
mod	Indian	(28.1, Inf]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	3771.0036	3803.0680	0.8154581	1.6931577	9024.571	9090.342
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	3798.3357	3835.7442	0.8221621	1.6993027	9051.312	9128.045
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate	6670.5612	6702.1748	2.4623536	5.5240356	17113.342	17178.724
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	3636.7606	3674.1691	0.7803289	1.6292968	8756.933	8833.666
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6792.7059	6829.5883	2.5676213	5.6816764	17307.198	17383.477
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	6798.2443	6829.8578	2.5743743	5.7016996	17328.214	17393.595
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	3773.0035	3810.4120	0.8154581	1.6662053	8901.693	8978.426
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3794.5512	3831.9597	0.8211570	1.6975384	9044.005	9120.738
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	6666.9158	6703.7982	2.4575148	5.5189698	17111.392	17187.671
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate	6854.4829	6886.0965	2.6253176	5.7130962	17332.148	17397.529
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	6821.8074	6858.6899	2.5937892	5.6758089	17293.800	17370.078
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6776.5617	6813.4442	2.5532186	5.6365375	17250.286	17326.565
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3801.1953	3838.6038	0.8229223	1.6996050	9052.047	9128.780
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + oxygen + phosphate	6716.7408	6748.3543	2.5022944	5.6396079	17259.816	17325.198
mod	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3633.6726	3671.0811	0.7795504	1.6561624	8884.196	8960.929
mod	Indian	(28.1, Inf]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3639.2230	3676.6315	0.7809501	1.6578350	8891.013	8967.746
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate	19305.9934	19341.8261	6.7447170	13.4408675	43331.642	43404.634
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	18723.8927	18766.0645	5.1718840	10.4670398	42473.335	42559.290
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	18973.2503	19015.0551	6.3663435	12.8312276	42746.711	42831.867
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	17953.9261	17996.0979	4.5595302	9.2962878	40846.176	40932.131
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	18858.2121	18900.0169	6.2412737	12.5342793	42436.797	42521.954
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate	19169.8239	19205.6566	6.5881589	13.1715083	43072.607	43145.598
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	18969.3354	19011.5072	5.3838713	10.7077684	42760.416	42846.371
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	18927.2169	18969.0217	6.3159979	12.7383643	42652.957	42738.114
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	18260.9214	18303.0931	4.7944755	9.5667040	41210.557	41296.512
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	18951.0860	18992.8908	6.3420531	12.7114374	42616.918	42702.075
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	19178.6883	19214.5210	6.5982390	13.1998408	43101.494	43174.486
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19226.6690	19268.8407	5.6154654	11.1791808	43356.663	43442.618
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	18964.8535	19006.6584	6.3571304	12.8201144	42736.188	42821.345
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	18504.5974	18546.7692	4.9895505	9.9494208	41750.884	41836.840
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19007.2566	19049.0615	6.4037931	12.8300839	42737.415	42822.572
mod	Pacific	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	19048.1739	19090.3456	5.4537905	10.6735773	42687.345	42773.300
mod	Pacific	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	19048.7147	19084.8619	5.4560589	10.7026328	42725.259	42798.935
mod	Pacific	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	19015.5323	19057.7040	5.4247323	10.6292748	42632.206	42718.161
obs	Pacific	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	19815.7603	19857.5651	7.3620303	14.6142268	44420.317	44505.474
mod	Pacific	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	19019.9426	19056.0898	5.4304266	10.6725883	42690.015	42763.691
obs	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate	12440.1777	12473.8339	5.2694111	10.5957985	25016.488	25083.845
mod	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	10921.7552	10956.0433	2.7598823	5.7899688	22423.905	22492.566
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	11530.8676	11570.8704	3.1602265	6.5560248	23553.024	23633.129
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	12382.4043	12421.6699	5.1919077	10.4361588	24897.557	24976.140
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10862.2125	10902.2152	2.7222451	5.7349809	22340.257	22420.361
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12501.2436	12540.5092	5.3471335	10.8845131	25237.433	25316.016
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	11694.0476	11734.0504	3.2774037	6.8608549	23960.722	24040.827
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	12404.6711	12443.9366	5.2206451	10.5242143	24965.534	25044.117
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11020.4187	11060.4214	2.8200513	5.8976612	22595.314	22675.419
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12529.7061	12568.9716	5.3849944	10.9699710	25300.678	25379.261
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	12205.6368	12239.9248	3.6753224	7.3276456	24556.854	24625.515
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	12463.1550	12496.8112	5.2995108	10.6919751	25089.571	25156.928
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	10756.7493	10796.7520	2.6589373	5.5742059	22085.291	22165.396
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12388.6914	12427.9569	5.2000057	10.5156484	24958.795	25037.378
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	11077.8473	11112.1353	2.8576924	5.8991384	22597.008	22665.669
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	12536.1744	12569.8306	5.3963107	11.0145860	25329.305	25396.662
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	12491.2565	12524.9127	5.3365570	10.7914619	25164.460	25231.817
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	10895.6004	10935.6031	2.7425997	5.7379785	22347.378	22427.483
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12432.4586	12471.7242	5.2567308	10.6578499	25067.392	25145.975
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	11213.7701	11248.0582	2.9456834	6.0517824	22828.554	22897.215
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate	17022.9536	17052.6225	5.1037618	10.5037606	33683.772	33742.911
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate	16883.6039	16919.2066	4.9760997	10.2366047	33406.090	33477.056
mod	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + silicate	14769.6026	14805.4332	3.0870986	6.3167055	29992.528	30064.265
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13433.7493	13475.5517	2.4507844	5.1821499	27675.104	27758.798
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16940.8842	16982.4208	5.0256422	10.3303339	33510.221	33593.015
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14940.1661	14981.9686	3.1781982	6.4663084	30270.473	30354.166
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17072.5585	17114.0950	5.1456454	10.5834344	33774.771	33857.565
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13582.2406	13624.0431	2.5143838	5.2980290	27934.889	28018.582
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	17002.5867	17044.1233	5.0815232	10.4474895	33633.505	33716.299
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15067.8567	15109.6591	3.2489934	6.6015309	30512.068	30595.761
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	13723.4559	13759.2866	2.5772865	5.4218586	28201.197	28272.935
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	16944.0226	16979.6254	5.0302723	10.3429927	33519.469	33590.435
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	13496.8598	13538.6622	2.4776159	5.2834801	27896.176	27979.870
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16898.6676	16940.2041	4.9877632	10.2597939	33434.888	33517.683
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	14942.8079	14978.6386	3.1807445	6.4689294	30271.248	30342.985
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	17074.4286	17110.0313	5.1492154	10.5884031	33776.020	33846.986
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	13862.9042	13898.7348	2.6400464	5.5412678	28456.397	28528.135
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	17003.5285	17039.1313	5.0842029	10.4569207	33639.189	33710.156
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	13556.7669	13598.5694	2.5033572	5.3347184	28009.183	28092.877
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	16977.1261	17018.6626	5.0583898	10.4074287	33591.103	33673.897
mod	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate	15968.4765	16004.9338	2.8895067	5.8158996	33544.105	33617.565
mod	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	15507.1797	15549.7132	2.6887549	5.4513349	32678.919	32764.622
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	19704.5520	19747.4520	4.4161694	9.1166306	42080.776	42167.318
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	19707.3778	19744.1493	4.4193138	9.1204936	42082.755	42156.933
mod	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	15910.9893	15953.5228	2.8629142	5.8358933	33599.902	33685.605
obs	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	19812.8727	19855.7728	4.4872910	9.2822719	42339.172	42425.714
obs	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + silicate	19864.8326	19901.6041	4.5231464	9.3271995	42403.380	42477.559
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate	19854.7399	19891.5114	4.5164183	9.2481133	42278.887	42353.066
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	14561.5759	14604.1094	2.3212559	4.6682434	30584.589	30670.292
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19802.2238	19845.1239	4.4802486	9.1576259	42141.338	42227.880
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	16172.3304	16214.8638	2.9815962	5.8649260	33645.503	33731.206
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19689.9499	19732.8500	4.4066686	9.0884920	42036.226	42122.768
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate	19899.8942	19936.6658	4.5465977	9.3084916	42371.998	42446.177
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	14739.8688	14782.4022	2.3864799	4.7829660	30909.939	30995.642
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19855.6480	19898.5481	4.5156910	9.2267650	42248.873	42335.415
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19730.8466	19773.7467	4.4333297	9.1403100	42117.518	42204.060
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	14606.1446	14642.6018	2.3381179	4.7160034	30719.313	30792.772
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14590.0942	14632.6276	2.3315676	4.6959000	30664.988	30750.691
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	14807.1880	14843.6452	2.4123306	4.8488031	31091.853	31165.313
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14799.4479	14841.9814	2.4086815	4.8367854	31061.871	31147.574
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	17093.2850	17136.8297	2.4073272	4.5518813	36093.919	36182.111
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	19306.1833	19349.5448	3.4729062	7.4494285	42924.270	43012.058
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	19335.5298	19372.6968	3.4879710	7.4920399	43009.826	43085.073
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	16957.9341	17001.4788	2.3638935	4.4655651	35782.800	35870.992
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	19423.0785	19466.4400	3.5294183	7.5742013	43184.680	43272.468
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + silicate	17370.8107	17408.1347	2.4995683	4.7330475	36722.997	36798.590
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + silicate	19523.1674	19560.3345	3.5795241	7.6906277	43419.904	43495.151
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	16243.8554	16287.4002	2.1473924	4.0473237	34190.556	34278.748
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate	20079.9909	20117.1580	3.8656040	8.0249515	44075.101	44150.348
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19948.9115	19992.2731	3.7952181	7.8742998	43781.713	43869.501
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19290.2876	19333.6492	3.4652918	7.3845771	42786.125	42873.913
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + silicate	16302.1366	16339.4607	2.1648761	4.0754094	34295.261	34370.854
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	16218.2582	16261.8029	2.1400111	4.0325571	34131.067	34219.259
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate	20107.8185	20144.9855	3.8804862	8.0478202	44119.104	44194.351
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19979.9495	20023.3110	3.8115186	7.8995562	43831.244	43919.032
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16279.8026	16323.3473	2.1578013	4.0611994	34242.367	34330.559
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19310.1955	19353.5571	3.4748308	7.3994005	42817.394	42905.182
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + silicate	16277.8417	16315.1657	2.1578127	4.0612500	34238.586	34314.179
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	16551.8487	16595.3934	2.2382284	4.2171499	34853.019	34941.211
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + silicate	16639.9702	16677.2942	2.2655273	4.2775701	35083.581	35159.174
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	14722.9931	14765.9630	2.0729793	4.0602589	31376.275	31463.217
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	18979.4413	19022.8702	3.2375065	6.4219967	41018.455	41106.405
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	19076.5672	19113.7919	3.2816949	6.5935688	41448.772	41524.157
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	14643.5328	14686.5027	2.0490647	4.0061898	31175.993	31262.935
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	19063.3492	19106.7781	3.2748721	6.5674323	41387.571	41475.520
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + silicate	14672.0927	14708.9241	2.0582293	4.0508768	31344.691	31419.213
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + silicate	19226.5478	19263.7726	3.3497028	6.8360977	42037.624	42113.010
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	14390.0504	14433.0203	1.9746040	3.8203429	30459.478	30546.420
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	20308.7718	20352.2007	3.8829868	7.0930294	42416.085	42504.035
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19046.8673	19090.2961	3.2674985	6.2803803	40612.474	40700.423
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate	14390.8792	14427.7106	1.9754199	3.8238895	30469.989	30544.511
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + nitrate + silicate	14619.3822	14656.2136	2.0424475	3.9733023	31043.057	31117.578
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	14386.9503	14429.9203	1.9737103	3.8192802	30455.654	30542.596
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate	20232.8407	20270.0654	3.8439240	7.0673560	42373.726	42449.111
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20221.1354	20264.5643	3.8367259	7.0449659	42323.649	42411.598
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	18996.0708	19039.4997	3.2448779	6.2535085	40549.611	40637.560
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate	14388.0517	14424.8831	1.9746044	3.8228667	30466.275	30540.797
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	14483.6263	14526.5962	2.0017716	3.8907181	30735.903	30822.845
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + silicate	14488.6272	14525.4586	2.0038191	3.9149550	30831.187	30905.709
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	19882.1355	19925.5644	3.6629075	7.0885085	42544.877	42632.826
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	9060.7059	9095.4476	1.5729445	2.9884804	16710.822	16779.636
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	9125.0753	9159.8170	1.5940298	3.0450124	16882.136	16950.950
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + nitrate + silicate	9181.0263	9209.9777	1.6132544	3.0957536	17029.002	17086.347
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	9131.5712	9166.3129	1.5961733	3.0410172	16870.299	16939.113
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + silicate	9174.4746	9209.2163	1.6104030	3.0824387	16993.823	17062.638
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12953.4810	12994.2016	3.2761726	6.0164770	24981.168	25062.587
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + silicate	9081.0149	9115.7566	1.5795668	3.0501240	16896.019	16964.833
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + nitrate + silicate	9158.3917	9193.1334	1.6050540	3.0862943	17004.694	17073.509
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate	13217.2760	13252.1794	3.4563005	6.2382424	25317.610	25387.398
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13213.6318	13254.3523	3.4523744	6.2302271	25308.685	25390.103
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12896.3041	12937.0246	3.2386681	5.9732978	24913.730	24995.149
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + silicate	9077.5914	9112.3331	1.5784485	3.0483929	16890.793	16959.607
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + silicate	9159.3158	9194.0575	1.6053609	3.0905406	17017.103	17085.917
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + silicate	9159.7644	9188.7158	1.6061742	3.0913738	17015.609	17072.954
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12965.0772	13005.7978	3.2838318	6.0533586	25045.271	25126.690
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	13068.2543	13103.1576	3.3541232	6.1237610	25146.647	25216.434
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate	13216.2751	13245.3612	3.4569959	6.2425167	25320.973	25379.129
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate	13211.8426	13246.7460	3.4525210	6.2342756	25311.844	25381.631
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12932.3098	12973.0303	3.2622352	6.0271635	25004.278	25085.697
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	13017.9200	13052.8233	3.3202982	6.0854222	25088.239	25158.026
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate	10681.4240	10717.3450	1.4834283	2.6199442	18557.893	18628.859
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	10221.9572	10263.8651	1.3715321	2.4598426	17880.082	17962.875
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	10809.0391	10844.9601	1.5159530	2.7441461	19079.908	19150.874
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	15736.4460	15772.6519	3.0944001	5.8281588	31445.410	31518.110
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15702.8169	15745.0570	3.0765827	5.8020207	31394.046	31478.863
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10380.2880	10422.1959	1.4089393	2.5348538	18211.112	18293.905
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15455.7801	15498.0203	2.9558348	5.6449901	31060.245	31145.062
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + silicate	10988.9797	11024.9008	1.5630291	2.9632508	19926.293	19997.259
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + nitrate + silicate	11169.3873	11205.3084	1.6116949	3.0344634	20187.913	20258.878
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen	11056.5281	11086.4623	1.5816136	3.0462573	20220.527	20279.665
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15415.4629	15457.7030	2.9365831	5.6258342	31020.158	31104.975
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + silicate	10986.1011	11022.0221	1.5622646	2.9621065	19922.035	19993.001
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	11171.6648	11207.5859	1.6123189	3.0370651	20197.253	20268.218
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + silicate	11169.7527	11199.6869	1.6123430	3.0387630	20199.309	20258.447
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate	15738.8884	15769.0599	3.0966288	5.8314074	31448.267	31508.851
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate	15712.0573	15748.2631	3.0821927	5.8086161	31403.627	31476.327
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15450.7597	15492.9999	2.9534306	5.6486193	31069.733	31154.550
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	15517.0864	15553.2922	2.9863187	5.6932169	31162.126	31234.826
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15432.3697	15474.6098	2.9446409	5.6411237	31054.451	31139.268
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	15493.5022	15529.7081	2.9749256	5.6832793	31142.022	31214.722
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	21494.6759	21539.0423	3.1598366	5.8148640	42051.571	42140.482
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + silicate	10997.8043	11034.2335	1.3451711	2.5434160	20733.367	20805.912
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + silicate	21512.6538	21550.6822	3.1673967	5.8378879	42117.354	42193.563
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate	10924.2648	10960.6940	1.3298124	2.4902451	20464.937	20537.482
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	9973.7834	10016.2841	1.1460321	2.2179666	19034.300	19118.936
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	11004.6175	11041.0466	1.3466030	2.5397441	20714.236	20786.781
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	21595.6848	21640.0512	3.1982465	5.8442390	42123.346	42212.257
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9906.3183	9948.8190	1.1340222	2.1418412	18591.966	18676.602
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	21402.1167	21446.4831	3.1250448	5.7302480	41796.545	41885.457
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate	10929.8670	10966.2961	1.3309762	2.4944514	20486.454	20558.999
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	9981.7725	10024.2732	1.1474626	2.2213282	19053.228	19137.864
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9920.5612	9963.0619	1.1365471	2.1479602	18627.845	18712.481
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	21401.1734	21445.5398	3.1246922	5.7497053	41860.567	41949.478
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate	11036.4973	11072.9265	1.3533232	2.5269433	20645.851	20718.396
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate	21604.7899	21642.8183	3.2024978	5.8488990	42131.776	42207.986
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	21427.7709	21472.1374	3.1346493	5.7522588	41862.942	41951.854
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	21515.5534	21553.5818	3.1684954	5.7985474	41989.393	42065.603
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate	11072.5828	11109.0120	1.3609705	2.5442999	20732.013	20804.558
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	21447.3825	21491.7490	3.1420115	5.7725168	41924.700	42013.612
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	21542.9665	21580.9949	3.1789022	5.8279484	42078.520	42154.729
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + nitrate + silicate	5756.2502	5791.3485	0.7414099	1.6320407	11494.130	11563.397
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate	15866.4942	15903.0770	2.7026330	5.2324389	29482.176	29554.590
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	15810.8140	15853.4938	2.6790096	5.1654644	29328.314	29412.797
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	5444.4788	5479.5771	0.6976932	1.5138943	10798.897	10868.165
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	15894.1251	15930.7079	2.7140232	5.2247469	29465.923	29538.336
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + nitrate + silicate	5832.2666	5867.3649	0.7524779	1.6401893	11555.719	11624.987
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	15931.3175	15973.9974	2.7286000	5.2440963	29516.122	29600.604
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	5589.4754	5624.5737	0.7176945	1.5570953	11067.047	11136.314
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + phosphate + silicate	5773.5310	5802.7796	0.7442017	1.6021493	11345.132	11402.855
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5424.1970	5465.1450	0.6946694	1.5418906	10944.517	11025.329
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15803.9627	15846.6426	2.6762173	5.1740394	29347.900	29432.382
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5136.2954	5177.2434	0.6567575	1.3953030	10053.411	10134.222
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15850.3252	15893.0050	2.6951693	5.1807261	29365.732	29450.214
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + nitrate + silicate	5862.1662	5897.2645	0.7568764	1.6209782	11467.174	11536.441
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15900.5407	15943.2206	2.7158479	5.2097030	29435.266	29519.748
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + phosphate + silicate	5768.6602	5803.7585	0.7432056	1.5895809	11282.590	11351.858
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate	15862.8084	15899.3912	2.7011173	5.2284710	29472.870	29545.283
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15846.0860	15888.7658	2.6934309	5.2055894	29423.195	29507.677
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	6147.3395	6182.4378	0.8001421	1.5584485	11178.477	11247.745
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15904.4166	15947.0965	2.7174505	5.2413684	29508.593	29593.075
obs	Pacific	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate	16458.5847	16489.3716	2.5555505	4.9395032	30107.843	30168.630
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + nitrate + silicate	15294.0115	15333.0191	1.1431594	2.0722820	27979.905	28057.657
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	16274.3810	16311.3252	2.4882589	4.9933412	30221.126	30294.070
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	16274.6507	16317.7523	2.4876420	4.8702608	29924.572	30009.674
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	14829.0384	14868.0460	1.0904081	1.9251404	26505.771	26583.523
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	16444.0798	16481.0241	2.5495130	4.9321453	30092.035	30164.979
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + silicate	15535.5450	15568.0514	1.1717990	2.1212203	28423.024	28487.817
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + nitrate + silicate	15273.2877	15312.2953	1.1407548	2.0737587	27998.450	28076.202
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	16406.9250	16450.0266	2.5352473	4.9651694	30174.053	30259.155
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + silicate	14673.4063	14712.4139	1.0733011	1.9001244	26260.461	26338.213
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	15265.6498	15311.1587	1.1396383	2.0685876	27951.787	28042.498
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate	16379.2057	16416.1499	2.5259202	4.9322108	30086.068	30159.013
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16229.4843	16272.5859	2.4715923	4.8777841	29938.102	30023.204
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14657.1965	14702.7053	1.0713171	1.8952633	26213.414	26304.125
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	16360.5411	16403.6427	2.5184510	4.8751321	29945.203	30030.304
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + silicate	15535.2497	15574.2573	1.1715257	2.1209167	28424.427	28502.179
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	15272.1760	15317.6849	1.1403942	2.0699606	27964.568	28055.279
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14667.0078	14712.5167	1.0723856	1.8974242	26235.707	26326.417
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16517.1604	16560.2620	2.5756161	4.9546866	30158.196	30243.298
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16504.7862	16547.8878	2.5710527	4.9827494	30227.028	30312.130

7.3 Target variable coefficients

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)
)

7.4 dcant coeffcients

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
)

7.5 Write files

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 = ""))

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

8 Model diagnotics

8.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

8.1.1 All models

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]]

Past versions of eMLR_predictor_model_quality_all-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of eMLR_predictor_model_quality_all-2.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.1.2 Best models

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]]

Past versions of eMLR_predictor_model_quality_best-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of eMLR_predictor_model_quality_best-2.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.2 RMSE correlation between eras

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).

8.2.1 All models

# 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)

Past versions of rmse_correlation_across_eras_all_models-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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)

8.2.2 Best models

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

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0, max_rmse),
              ylim = c(0, max_rmse)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(data_source ~ basin)

Past versions of rmse_correlation_across_eras_best_models-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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)

8.3 Predictor counts

The number of models where a particular predictor was included were counted for each basin, density slab and compared eras

# calculate cases of predictor used
lm_best_predictor_counts <- 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_best_predictor_counts %>%
  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,26.5]	5	7	5	6	10	6	9
(26.5,26.75]	7	5	5	10	5	9	6
(26.75,27]	7	4	5	10	4	10	6
(27,27.25]	6	9	4	6	6	8	9
(27.25,27.5]	7	10	5	4	5	10	6
(27.5,27.75]	8	3	5	7	10	7	5
(27.75,27.85]	8	4	6	6	9	9	4
(27.85,27.95]	8	1	7	9	8	6	4
(27.95,28.05]	7	NA	7	10	6	6	6
(28.05,28.1]	7	NA	6	10	5	5	7
(28.1,28.15]	7	10	7	3	4	6	6
(28.15,28.2]	7	9	7	1	3	4	6
(28.2, Inf]	7	10	6	4	10	3	6
total	91.00	—	75.00	86.00	85.00	89.00	80.00
Indian - mod
(-Inf,26.5]	5	4	5	10	6	6	10
(26.5,26.75]	6	5	4	10	6	8	8
(26.75,27]	6	8	4	10	5	6	8
(27,27.25]	3	10	3	6	10	4	6
(27.25,27.5]	3	8	2	6	6	5	10
(27.5,27.75]	3	5	3	10	2	4	5
(27.75,27.85]	4	1	5	9	6	7	4
(27.85,27.95]	4	3	6	7	10	7	6
(27.95,28.05]	3	10	3	2	6	6	10
(28.05,28.1]	5	8	5	2	6	6	10
(28.1, Inf]	6	10	6	7	5	10	4
total	48.00	72.00	46.00	79.00	68.00	69.00	81.00
Pacific - mod
(-Inf,26.5]	6	5	6	10	6	7	8
(26.5,26.75]	6	5	5	10	4	7	9
(26.75,27]	6	6	5	10	4	6	9
(27,27.25]	6	9	4	10	6	5	7
(27.25,27.5]	3	5	5	6	10	10	7
(27.5,27.75]	3	6	4	5	10	10	7
(27.75,27.85]	3	4	3	3	10	10	5
(27.85,27.95]	5	3	2	3	10	7	10
(27.95,28.05]	6	6	4	4	8	7	9
(28.05,28.1]	5	4	2	6	9	10	5
(28.1, Inf]	6	4	4	4	10	10	5
total	55.00	57.00	44.00	71.00	87.00	89.00	81.00
Atlantic - obs
(-Inf,26.5]	9	8	8	8	7	4	3
(26.5,26.75]	4	6	6	10	5	5	10
(26.75,27]	4	5	6	10	5	6	10
(27,27.25]	6	8	6	10	5	5	8
(27.25,27.5]	5	8	7	10	5	4	8
(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	4	6	10
(28.15,28.2]	5	4	5	10	6	6	10
(28.2, Inf]	8	4	5	10	10	5	5
total	72.00	69.00	76.00	128.00	84.00	86.00	89.00
Indian - obs
(-Inf,26.5]	5	4	5	10	6	6	10
(26.5,26.75]	5	6	5	10	6	4	10
(26.75,27]	6	5	4	10	8	6	8
(27,27.25]	5	5	5	10	10	6	5
(27.25,27.5]	6	7	4	10	6	9	5
(27.5,27.75]	4	8	4	10	6	10	5
(27.75,27.85]	4	6	4	10	6	10	7
(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, Inf]	10	2	5	10	7	4	5
total	66.00	55.00	46.00	110.00	71.00	73.00	82.00
Pacific - obs
(-Inf,26.5]	6	4	7	10	9	4	7
(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	4	5	10	10	6	6
(27.5,27.75]	5	5	5	10	9	7	6
(27.75,27.85]	3	4	7	10	4	6	10
(27.85,27.95]	7	4	3	10	4	6	10
(27.95,28.05]	7	5	3	10	5	8	8
(28.05,28.1]	7	7	3	10	7	7	6
(28.1, Inf]	8	5	3	10	8	6	5
total	66.00	56.00	51.00	110.00	73.00	65.00	81.00

8.4 RMSE alternatives

8.4.1 AIC

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)

Past versions of aic_vs_rmse_all_models-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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)

Past versions of aic_vs_rmse_selected_models-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.4.2 AIC vs BIC

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)

Past versions of BIC_vs_AIC_all_models-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.5 RMSE vs VIF

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)

Past versions of rmse_vs_VIF_all_models-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: rparams_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")

Past versions of fitted_vs_actual_all_property_property-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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)

Past versions of fitted_vs_actual_all_histogram-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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)

Past versions of fitted_vs_actual_best_property_property-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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)

Past versions of fitted_vs_actual_best_histogram-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.6.2 Pooled

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)

Past versions of residual_patterns_full_range-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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)

Past versions of residual_patterns_y_range_limit-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.6.3 By model domain

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]]

Past versions of residual_patterns_by_model_domain-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of residual_patterns_by_model_domain-2.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of residual_patterns_by_model_domain-3.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of residual_patterns_by_model_domain-4.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of residual_patterns_by_model_domain-5.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of residual_patterns_by_model_domain-6.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.6.4 Latitudinal mean

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]]

Past versions of latitudinal_residual-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of latitudinal_residual-2.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of latitudinal_residual-3.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.6.5 Latitudinal offset

# 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)

Past versions of latitudinal_residual_offset-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.6.6 Spatial mean

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]]

Past versions of spatial_residual-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-2.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-3.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-4.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-5.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-6.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-7.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-8.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-9.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-10.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-11.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-12.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-13.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-14.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-15.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-16.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-17.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-18.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-19.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-20.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-21.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-22.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-23.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-24.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-25.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-26.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-27.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of spatial_residual-28.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

8.6.7 Spatial offset

# 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]]

Past versions of Spatial_residual_offset-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-2.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-3.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-4.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-5.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-6.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-7.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-8.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-9.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-10.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-11.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-12.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-13.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-14.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-15.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-16.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-17.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-18.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-19.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-20.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-21.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-22.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-23.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-24.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-25.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-26.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-27.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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]]

Past versions of Spatial_residual_offset-28.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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 VIF

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)

Past versions of vif_distribution_n_predictors-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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()

Past versions of vif_distribution_type_predictor-1.png

Version	Author	Date
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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

9.1 Write files

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

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

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

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

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

Session information

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_1.33       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_1.1.3     
[21] tibble_3.1.3     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_2.0-2        
[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_3.0.1                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_2.10           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_0.13          farver_2.0.3             generics_0.1.0          
[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_1.6.2             reprex_0.3.0             glue_1.4.2              
[67] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.14.0       
[70] modelr_0.1.8             vctrs_0.3.8              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_0.25                RcppEigen_0.3.3.7.0     
[82] later_1.2.0              viridisLite_0.3.0        ellipsis_0.3.2          
[85] here_0.1