eMLR - model fitting

workflowr

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Last updated: 2021-09-23

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
Rmd	e56c3c5	jens-daniel-mueller	2021-09-22	rerun with classical rmse vif selection
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
Rmd	ef591b4	jens-daniel-mueller	2021-09-22	rerun with alternative rmse vif selection
html	ce9412c	jens-daniel-mueller	2021-09-22	Build site.
Rmd	73cc280	jens-daniel-mueller	2021-09-22	new vif plots added
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
Rmd	d69f5d5	jens-daniel-mueller	2021-09-22	rerun with 7 predictors
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
Rmd	ec2c293	jens-daniel-mueller	2021-08-30	rerun with surface dic regression approach
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
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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.
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Rmd	4d7bb5a	jens-daniel-mueller	2021-08-03	test rlm model fitting
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Rmd	89d9fcb	jens-daniel-mueller	2021-07-13	complete revision
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Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
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Rmd	af271b5	jens-daniel-mueller	2021-06-29	plot spatial residual ditribution
html	147cb07	jens-daniel-mueller	2021-06-29	Build site.
Rmd	80ae560	jens-daniel-mueller	2021-06-29	plot spatial residual ditribution
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html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
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html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
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
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
Rmd	8adf952	jens-daniel-mueller	2021-05-20	parallelisation tested, not succesful
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
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Rmd	e4ef0f6	jens-daniel-mueller	2021-03-26	included model data
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Rmd	6d2102a	jens-daniel-mueller	2021-03-26	included model data
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Rmd	a9e976a	jens-daniel-mueller	2021-03-26	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
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Rmd	6c5618b	jens-daniel-mueller	2021-03-20	rerun with vif threshold
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.
Rmd	4df8990	jens-daniel-mueller	2021-03-20	added vif calculation and plots
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html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
Rmd	c9cf1fd	jens-daniel-mueller	2021-03-04	rebuild with NA in Cant replaced by 0
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	7e1b1c0	jens-daniel-mueller	2020-12-18	rebuild without na predictors
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Rmd	737d904	jens-daniel-mueller	2020-12-17	rebuild without na predictors
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Rmd	40369db	jens-daniel-mueller	2020-12-17	model selection criterion added
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Rmd	e6ed2bc	jens-daniel-mueller	2020-12-17	plotted model results
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Rmd	7c8ace9	jens-daniel-mueller	2020-12-17	new MLR fitting routine, rmse corrected
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Rmd	3d5a3e2	jens-daniel-mueller	2020-12-16	new MLR fitting routine
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Rmd	d7992c4	jens-daniel-mueller	2020-12-15	eMLR target variable selection
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Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
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Rmd	71c63b0	jens-daniel-mueller	2020-12-09	rerun with variable predictor assignment
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Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
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Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
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Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	0895ad6	jens-daniel-mueller	2020-11-30	rebuild with all plot output
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

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: 3
  
• Maximum: 7

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:

• 99

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, 
               ~ MASS::rlm(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]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	2583.411	2611.138	6.6336715	12.8818124	4580.657	4634.426
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	2578.964	2610.652	6.5787855	12.8032193	4575.891	4637.341
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate	2582.496	2606.262	6.6429492	12.8783539	4576.497	4622.585
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2754.929	2783.007	6.9590472	10.3891141	4381.052	4435.150
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2580.545	2608.272	6.6092150	12.8444155	4576.526	4630.295
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2582.133	2609.860	6.6227561	12.8412726	4576.480	4630.249
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	2750.984	2783.074	6.9085355	10.1790935	4350.155	4411.981
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	2576.231	2607.919	6.5556554	12.7670324	4571.877	4633.327
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2751.775	2779.854	6.9322078	10.3359168	4373.208	4427.306
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + silicate	2753.258	2777.326	6.9618597	10.4238382	4383.012	4429.382
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + nitrate + silicate	2754.007	2778.075	6.9682495	10.4103898	4380.266	4426.636
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate	2581.965	2605.731	6.6384069	12.8744983	4576.033	4622.121
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2755.959	2784.038	6.9678444	10.3994607	4382.357	4436.455
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2580.305	2608.032	6.6071695	12.8432513	4576.372	4630.141
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2581.558	2609.285	6.6178471	12.8348153	4575.753	4629.522
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	2750.605	2782.695	6.9053283	10.1766887	4349.925	4411.751
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	2576.065	2607.753	6.5542501	12.7664434	4571.791	4633.241
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2750.623	2778.702	6.9224265	10.3215946	4371.245	4425.343
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + silicate	2754.127	2778.195	6.9692778	10.4301575	4383.688	4430.058
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2749.077	2777.156	6.9093238	10.1822482	4346.688	4400.786
obs	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate	6353.883	6378.274	6.3454400	12.7724147	11840.552	11888.581
obs	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate	6339.119	6368.389	6.2908999	12.6945958	11821.728	11879.363
obs	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	6337.984	6372.132	6.2807521	12.6681260	11818.331	11885.571
obs	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + silicate	6351.306	6380.576	6.3305028	12.7395494	11835.310	11892.944
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate	6350.270	6379.540	6.3271276	12.6174228	11803.041	11860.676
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	5601.974	5635.668	5.2141549	10.5832439	10717.911	10784.595
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	6309.548	6343.697	6.1894572	12.3495667	11729.394	11796.634
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	5603.340	5641.847	5.2123377	10.5756623	10719.508	10795.719
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	6307.873	6346.899	6.1777539	12.3265144	11726.638	11803.485
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	6346.898	6381.046	6.3096484	12.5839200	11797.409	11864.649
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	5605.455	5639.149	5.2241358	10.1925609	10593.735	10660.420
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	6358.284	6392.432	6.3467514	12.5575733	11791.821	11859.061
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5606.027	5644.534	5.2200379	10.1297279	10576.732	10652.944
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6359.989	6399.016	6.3457867	12.5550320	11795.102	11871.948
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	5625.448	5659.142	5.2818410	10.3759942	10654.863	10721.548
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5626.128	5664.636	5.2780122	10.2939841	10632.086	10708.297
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate	5645.940	5674.821	5.3475212	10.7916817	10782.732	10839.890
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5647.671	5681.365	5.3467297	10.7604974	10777.248	10843.933
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate	5647.257	5676.138	5.3513909	10.8705976	10806.583	10863.742
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5649.254	5682.948	5.3513812	10.8216552	10795.922	10862.606
mod	Atlantic	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	5027.864	5061.822	3.4345972	6.2411759	9316.242	9383.596
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	6886.007	6915.982	5.6322035	11.0790647	12914.213	12973.427
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4974.184	5008.142	3.3384194	6.1156240	9244.213	9311.567
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	6887.424	6922.394	5.6306994	11.0009186	12890.252	12959.334
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	4857.030	4895.840	3.1344485	5.8686015	9101.812	9178.788
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6871.686	6911.653	5.5851541	10.9256039	12865.774	12944.726
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6872.140	6907.111	5.5914327	11.0158459	12894.367	12963.450
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	6859.877	6889.851	5.5652182	10.9710041	12873.458	12932.671
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4904.916	4938.875	3.2182828	6.1254468	9254.704	9322.058
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	6857.995	6892.965	5.5553354	10.8267474	12824.944	12894.027
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	4815.436	4854.246	3.0662210	5.8881950	9115.355	9192.331
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6843.848	6883.814	5.5144134	10.7592652	12803.038	12881.989
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4907.936	4941.894	3.2234281	6.2644680	9336.240	9403.594
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6849.291	6884.261	5.5332396	10.9218088	12858.709	12927.792
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	4985.705	5014.812	3.3623880	6.2102991	9297.579	9355.311
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4883.147	4917.106	3.1814270	5.9521885	9149.125	9216.479
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	4907.721	4936.828	3.2264747	6.2068040	9298.857	9356.589
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	6868.121	6898.095	5.5862644	11.0912992	12916.851	12976.064
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4827.342	4861.300	3.0888635	5.9413910	9144.041	9211.395
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6859.151	6894.121	5.5582761	11.0568387	12907.608	12976.691
mod	Atlantic	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	6526.455	6563.018	2.6016250	4.7538299	11864.166	11936.464
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6390.327	6426.890	2.4756197	4.7425398	11854.538	11926.835
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6060.879	6102.666	2.1937506	4.1204916	11131.016	11213.642
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8326.851	8368.206	5.9298770	10.8544604	15092.371	15173.894
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6269.573	6306.136	2.3689626	4.3236388	11372.774	11445.072
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	8310.927	8341.943	5.9027228	10.7476407	15035.913	15097.056
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8295.646	8331.831	5.8635889	10.6887035	15013.457	15084.790
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6180.500	6222.286	2.2915716	4.2572671	11299.395	11382.021
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8276.650	8318.004	5.8163925	10.6352314	14993.546	15075.069
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6422.969	6459.532	2.5052669	4.4977396	11572.825	11645.122
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8283.131	8319.317	5.8354124	10.6701132	15005.389	15076.722
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	6133.534	6170.097	2.2542988	4.1931047	11216.876	11289.174
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8326.902	8363.088	5.9345605	10.8838946	15101.652	15172.985
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	6504.432	6535.772	2.5826966	4.5833645	11662.287	11724.256
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate	8332.451	8358.298	5.9564130	10.8465718	15076.257	15127.209
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	8301.559	8332.575	5.8814768	10.7392830	15032.496	15093.639
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6186.685	6223.248	2.2984223	4.2661965	11306.155	11378.453
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8286.303	8322.489	5.8425415	10.6985888	15018.429	15089.762
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	6546.359	6577.699	2.6224908	4.6363899	11720.270	11782.240
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	8306.821	8337.837	5.8933998	10.7794641	15050.750	15111.893
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	7726.364	7769.642	2.4960430	4.3079593	13963.533	14049.554
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	8315.924	8353.793	2.9854499	4.8120103	14575.967	14651.235
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7658.428	7696.296	2.4467245	4.4539911	14209.979	14285.247
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	11300.141	11338.420	6.0617108	11.0606470	21264.687	21340.796
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	7519.237	7562.515	2.3443706	4.0410484	13553.354	13639.374
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	11301.194	11344.942	6.0600735	11.0539350	21264.403	21351.385
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8277.648	8315.516	2.9510635	4.7582568	14504.753	14580.020
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7756.706	7794.575	2.5205965	4.5372342	14322.650	14397.918
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate	11324.966	11357.777	6.1082941	11.1244724	21298.826	21364.063
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	11271.713	11309.993	6.0127317	10.9196607	21175.216	21251.325
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	11272.424	11316.172	6.0105191	10.9074393	21171.217	21258.199
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11323.360	11361.640	6.1020127	11.1007997	21287.808	21363.918
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + nitrate + silicate	7661.800	7694.259	2.4507063	4.4695066	14229.056	14293.571
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	11348.491	11381.302	6.1494428	11.1712234	21326.019	21391.256
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7601.069	7638.937	2.4046152	4.1840467	13780.337	13855.605
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	11348.646	11386.926	6.1462061	11.1672019	21327.661	21403.771
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + silicate	7762.356	7794.815	2.5264394	4.6059428	14421.155	14485.670
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	11334.243	11367.054	6.1244879	11.0586894	21253.958	21319.195
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7634.848	7672.716	2.4293251	4.3153420	13993.871	14069.139
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	11333.942	11372.221	6.1204674	11.0519666	21253.857	21329.966
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	12424.230	12464.556	3.4038635	5.8367656	23521.358	23602.170
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	12796.727	12837.054	3.6849875	5.6946408	22976.085	23056.897
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	12849.620	12884.185	3.7283332	5.8368625	23257.610	23326.877
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	12204.777	12245.103	3.2483890	5.3899604	22689.434	22770.246
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate	14224.393	14258.716	5.6619384	10.3267312	27563.648	27632.288
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	14206.245	14246.288	5.6366885	10.2693299	27516.349	27596.429
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14203.490	14249.254	5.6307468	10.2633875	27515.594	27607.114
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12766.034	12806.360	3.6609705	5.5502201	22648.712	22729.524
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14220.235	14260.278	5.6542089	10.3189523	27561.442	27641.522
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	12083.287	12123.613	3.1653933	4.9934981	21807.980	21888.791
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate	14201.126	14235.448	5.6327899	10.2849403	27528.157	27596.797
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	14181.510	14221.553	5.6058454	10.2264033	27479.851	27559.931
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	14176.012	14221.776	5.5965295	10.2167830	27476.056	27567.576
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12796.301	12836.628	3.6846530	5.5291897	22563.964	22644.775
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14193.823	14233.866	5.6211779	10.2726839	27522.230	27602.311
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate	12296.859	12331.424	3.3141537	5.5319239	22947.406	23016.673
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12298.653	12338.979	3.3140081	5.4818927	22841.952	22922.764
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14276.693	14316.736	5.7254675	10.3872896	27615.079	27695.159
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + silicate	12172.931	12207.496	3.2278004	5.1779646	22205.995	22275.262
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14257.248	14297.291	5.7008238	10.3483347	27581.785	27661.866
obs	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	15341.947	15382.617	5.4204486	9.8004409	29442.021	29523.266
mod	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	16043.909	16079.969	3.4669829	5.5571638	29096.540	29168.687
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	16055.534	16097.604	3.4725289	5.6434386	29339.359	29423.530
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate	15171.237	15207.297	2.9992757	4.7993390	27320.123	27392.270
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	15341.673	15388.152	5.4179483	9.7617966	29403.442	29496.293
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	14906.756	14948.826	2.8694476	4.5531170	26653.356	26737.527
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	15341.183	15381.853	5.4196084	9.7894597	29429.982	29511.227
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate	15856.602	15886.652	3.3619231	5.6800332	29533.212	29593.334
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	15574.310	15610.370	3.2068985	5.4295571	28998.612	29070.759
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate	15410.906	15446.966	3.1210507	4.9956854	27805.293	27877.439
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	15337.458	15383.937	5.4133179	9.7383557	29378.118	29470.969
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15139.432	15181.502	2.9824862	4.7415509	27150.975	27235.146
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15337.096	15377.765	5.4151170	9.7669066	29405.749	29486.994
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate	15758.127	15794.187	3.3062959	5.3260838	28603.566	28675.712
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15344.552	15391.031	5.4211132	9.7548857	29395.025	29487.877
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15464.564	15506.634	3.1479391	5.0436982	27928.722	28012.893
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15344.276	15384.946	5.4230097	9.7835811	29422.735	29503.980
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15342.559	15383.228	5.4211208	9.7964033	29437.399	29518.644
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	15341.911	15376.770	5.4226078	9.8242041	29463.917	29533.555
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15354.911	15395.580	5.4347202	9.8249046	29466.289	29547.534
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate	8456.678	8483.995	2.7294229	4.7171105	16599.704	16654.850
obs	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	9917.224	9955.143	4.7435687	9.1666086	20252.504	20328.797
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + silicate	8291.220	8324.000	2.6014080	4.4673215	16192.086	16258.261
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	8681.609	8719.853	2.9080037	4.8636291	16765.832	16843.036
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate	8457.170	8489.950	2.7282423	4.6824030	16536.499	16602.674
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	9906.308	9949.644	4.7251952	9.1285131	20227.715	20314.907
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	8242.953	8281.197	2.5641659	4.2608597	15778.662	15855.866
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	9905.457	9943.376	4.7268267	9.1643250	20252.329	20328.623
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	9906.000	9943.919	4.7275985	9.1314916	20225.871	20302.164
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	8810.544	8843.325	3.0193064	4.9402365	16823.635	16889.810
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	9905.373	9937.875	4.7295489	9.1686220	20251.506	20316.900
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	9906.895	9950.231	4.7260282	9.1291366	20228.132	20315.325
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8471.280	8509.523	2.7377363	4.5277820	16213.836	16291.040
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9906.168	9944.087	4.7278364	9.1653110	20253.021	20329.315
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	9910.220	9953.556	4.7307523	9.1340047	20231.573	20318.766
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8578.021	8616.265	2.8228626	4.6851617	16473.399	16550.603
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9912.831	9950.750	4.7373113	9.1524477	20241.758	20318.052
mod	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	8566.466	8599.246	2.8151353	4.8695097	16838.936	16905.111
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9911.908	9949.826	4.7359974	9.1451918	20236.051	20312.345
mod	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	8670.450	8703.230	2.9003730	5.0439682	17107.105	17173.280
mod	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + silicate	9328.554	9361.303	3.5519463	5.5764023	18929.371	18996.451
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	9381.124	9419.332	3.6041203	5.5202058	18735.596	18813.856
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate	9228.991	9261.740	3.4514234	5.5146921	18915.532	18982.611
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	13458.003	13503.987	4.4008416	8.6638062	28564.435	28657.417
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	9210.277	9248.484	3.4308694	5.2221246	18260.651	18338.911
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	13457.903	13498.140	4.4026468	8.7308570	28642.231	28723.590
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	9290.005	9322.754	3.5126832	5.4075312	18592.166	18659.246
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	13592.039	13632.275	4.5319478	8.9342122	28865.602	28946.961
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	13600.919	13635.407	4.5426007	8.9680776	28900.144	28969.881
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	9397.905	9436.112	3.6216020	5.5632532	18812.208	18890.468
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	9256.881	9289.630	3.4792921	5.5868140	19039.215	19106.294
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	13434.296	13480.280	4.3783846	8.6584987	28561.845	28654.827
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9232.347	9270.554	3.4527730	5.2733728	18356.071	18434.331
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13436.299	13476.535	4.3821689	8.7153816	28626.702	28708.062
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	9414.573	9452.781	3.6390505	5.6065611	18888.598	18966.857
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	13436.087	13482.071	4.3800777	8.6582302	28561.226	28654.208
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9248.923	9287.130	3.4693159	5.3139468	18431.840	18510.100
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13437.617	13477.853	4.3834153	8.7146835	28625.659	28707.019
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	13487.957	13528.193	4.4312929	8.7206815	28624.892	28706.252
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	13485.963	13520.451	4.4312988	8.8034401	28721.410	28791.147
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	11125.783	11153.919	3.6264941	6.5585774	23479.320	23536.523
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate + silicate	11058.626	11092.389	3.5659250	6.4815108	23386.244	23454.888
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	11071.542	11105.305	3.5771597	6.4082218	23253.596	23322.240
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	16615.361	16662.968	4.5066029	8.6035744	34777.763	34873.955
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	11035.082	11074.471	3.5438094	6.3661931	23203.945	23284.029
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	16614.626	16656.282	4.5076078	8.6046031	34775.066	34859.234
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	16786.357	16828.013	4.6460719	8.8003905	35035.916	35120.084
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + silicate	16789.543	16825.248	4.6503193	8.8062618	35039.610	35111.753
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	11299.858	11333.621	3.7817034	6.6092523	23475.768	23544.412
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	16665.735	16713.341	4.5467764	8.6687080	34867.095	34963.286
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	11228.943	11268.332	3.7151396	6.5282027	23381.438	23461.523
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	16667.347	16709.003	4.5496707	8.6718982	34867.167	34951.335
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate	11383.002	11416.764	3.8590608	6.6857160	23557.347	23625.991
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	16658.263	16705.870	4.5407951	8.6541757	34846.303	34942.495
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11303.551	11342.940	3.7832625	6.5917381	23447.971	23528.055
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16659.817	16701.472	4.5436389	8.6573237	34846.331	34930.499
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	16695.556	16737.212	4.5723384	8.7677564	35008.258	35092.426
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + silicate	16694.854	16730.559	4.5733846	8.7717305	35010.032	35082.175
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	11242.112	11275.874	3.7288900	6.6562965	23589.750	23658.394
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	11316.923	11350.685	3.7974531	6.7334158	23679.002	23747.646
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate	5706.203	5733.303	1.3331350	2.3812485	11172.396	11227.140
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + silicate	5500.904	5533.424	1.2528620	2.2381638	10739.081	10804.774
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate	5703.870	5736.390	1.3314057	2.3422148	11037.175	11102.868
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	5501.450	5539.390	1.2523165	2.1780047	10509.335	10585.977
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	13437.692	13477.691	4.8424521	9.0422918	28817.546	28898.832
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	13482.630	13516.915	4.8934546	9.1262573	28902.577	28972.250
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	13432.564	13472.563	4.8369125	9.0194119	28790.143	28871.429
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	13467.046	13501.331	4.8764619	9.0828028	28853.228	28922.902
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	5724.226	5756.746	1.3395498	2.3562190	11079.047	11144.740
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	13433.072	13478.786	4.8353020	9.0344568	28814.048	28906.947
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5544.498	5582.437	1.2685711	2.2039404	10591.106	10667.748
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13480.764	13520.764	4.8892337	9.1220292	28902.702	28983.987
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	5731.307	5763.827	1.3423942	2.3629184	11100.214	11165.907
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	13428.632	13462.917	4.8348269	9.0683637	28849.512	28919.186
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13408.212	13448.212	4.8106923	9.0216720	28802.329	28883.615
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	13353.001	13398.715	4.7496489	8.8863650	28653.320	28746.218
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5559.338	5597.278	1.2742237	2.2174692	10637.156	10713.798
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13397.065	13437.065	4.7987372	8.9721724	28742.964	28824.250
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	5548.239	5580.759	1.2707550	2.2831724	10887.461	10953.154
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	5563.983	5596.503	1.2767629	2.3020119	10950.082	11015.776
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + nitrate + silicate	6346.298	6380.472	1.0215583	1.8405754	12154.793	12223.609
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + nitrate	6422.158	6456.333	1.0393319	1.8627625	12256.204	12325.020
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	6348.266	6388.136	1.0215510	1.8360252	12132.320	12212.605
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	6253.635	6293.506	0.9998053	1.8369466	12168.187	12248.472
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6426.591	6466.461	1.0399069	1.8661139	12278.639	12358.924
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	12925.225	12970.689	4.7311447	8.7420779	27767.267	27859.759
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6345.750	6385.620	1.0209668	1.8756263	12358.758	12439.044
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12935.778	12975.559	4.7448427	8.7627732	27785.023	27865.954
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6469.604	6509.475	1.0501274	1.8862047	12378.110	12458.395
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate	12860.269	12894.366	4.6651893	8.6010155	27598.502	27667.871
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	12860.996	12900.776	4.6638216	8.5960044	27596.339	27677.269
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	12838.070	12883.534	4.6371256	8.5584937	27560.872	27653.364
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12842.933	12882.713	4.6444604	8.5720592	27572.117	27653.048
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + nitrate + silicate	6426.148	6460.322	1.0402752	1.8742123	12320.468	12389.284
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + nitrate	6327.789	6361.963	1.0172681	1.8327886	12115.945	12184.761
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate	12865.851	12894.266	4.6733430	8.6664344	27678.353	27736.161
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate	6366.714	6400.888	1.0263116	1.8513824	12210.220	12279.036
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate	12866.972	12901.070	4.6723975	8.6639059	27679.381	27748.750
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12839.602	12879.383	4.6408993	8.6058255	27618.730	27699.661
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + silicate	12844.385	12878.482	4.6481543	8.6183010	27628.460	27697.829
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate	3676.464	3703.823	0.6865031	1.2338361	7132.632	7188.266
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate + silicate	3673.694	3706.526	0.6855725	1.2206895	7036.563	7103.324
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + phosphate + nitrate	3674.010	3706.842	0.6856341	1.2260311	7078.334	7145.095
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate	3565.242	3598.074	0.6647486	1.1590819	6593.411	6660.172
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	3468.607	3506.911	0.6463595	1.1373214	6469.883	6547.771
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate	3582.749	3615.580	0.6680667	1.1668878	6649.074	6715.835
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3501.760	3540.063	0.6524828	1.1488902	6549.605	6627.493
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate	7062.129	7092.533	4.8853042	8.5902438	13000.660	13061.006
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	7056.680	7092.151	4.8698161	8.5746424	12997.144	13067.547
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	7049.318	7089.856	4.8504211	8.4962040	12956.889	13037.349
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7059.692	7095.164	4.8760742	8.5241445	12966.626	13037.029
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate	3594.355	3627.187	0.6702756	1.1736102	6698.709	6765.470
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3521.309	3559.612	0.6561208	1.1579214	6614.777	6692.665
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate	7030.303	7060.706	4.8194764	8.4901312	12948.641	13008.986
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	7027.901	7063.372	4.8104425	8.4810481	12948.210	13018.613
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	7017.067	7057.606	4.7841986	8.3814569	12895.535	12975.996
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7024.759	7060.230	4.8040041	8.4027175	12902.105	12972.508
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	3712.091	3744.922	0.6931003	1.2360324	7136.174	7202.935
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7087.096	7122.567	4.9333651	8.7309796	13081.289	13151.692
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + silicate	7087.404	7117.808	4.9382208	8.7425646	13083.442	13143.787
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + nitrate + silicate	2916.097	2948.763	0.5656457	0.9159983	4435.979	4502.360
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate	2831.983	2864.649	0.5519035	0.8839423	4133.139	4199.520
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	2803.434	2841.544	0.5469956	0.8761375	4070.891	4148.336
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	2813.443	2851.553	0.5485987	0.8750635	4047.627	4125.071
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	8609.396	8646.400	4.5937207	7.7457907	15852.062	15925.815
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	8609.406	8651.695	4.5905906	7.6818582	15799.222	15883.510
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	8618.248	8655.251	4.6076669	7.7048415	15811.439	15885.192
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	8609.612	8646.616	4.5940609	7.7112639	15820.956	15894.708
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	8618.414	8650.131	4.6110862	7.7330562	15832.060	15895.277
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate	2832.366	2865.032	0.5519654	0.8842649	4136.721	4203.102
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2802.708	2840.818	0.5468795	0.8763328	4074.018	4151.463
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2812.986	2851.096	0.5485255	0.8753416	4051.553	4128.998
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8611.256	8648.259	4.5966471	7.7753319	15877.599	15951.352
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8611.515	8653.805	4.5939083	7.6996177	15814.456	15898.745
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8620.271	8657.275	4.6108612	7.7222603	15826.366	15900.119
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate	2830.878	2863.543	0.5517251	0.8830985	4123.861	4190.242
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2805.307	2843.417	0.5472953	0.8758431	4065.404	4142.849
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2814.851	2852.961	0.5488247	0.8746373	4040.889	4118.333
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8593.761	8636.051	4.5660610	7.7314045	15850.261	15934.550
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8603.686	8640.689	4.5847463	7.7572964	15864.590	15938.342
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3260.010	3290.539	3.9915467	7.7208203	10270.529	10337.135
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate	2926.880	2953.047	2.9988494	6.6055811	9849.932	9907.023
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate	3145.665	3170.953	5.5551554	10.7465883	9767.849	9823.034
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2872.416	2902.945	2.8561345	6.4393432	9780.731	9847.337
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3127.147	3156.649	5.4423348	10.6200226	9745.615	9809.998
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	2728.214	2763.104	2.5173704	5.5515315	9213.072	9289.193
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	3068.820	3102.537	5.1237250	10.2768242	9679.026	9752.605
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2757.114	2787.643	2.5854490	5.7086509	9313.960	9380.565
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3084.740	3114.242	5.2163680	10.3820020	9698.183	9762.566
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3259.040	3289.569	3.9882061	7.7138961	10267.100	10333.706
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate	2908.594	2934.762	2.9518676	6.5466393	9823.150	9880.241
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate	3141.777	3167.065	5.5336002	10.7135024	9759.168	9814.352
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2853.157	2883.686	2.8090254	6.3772060	9750.720	9817.326
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	3123.817	3153.319	5.4242413	10.5877167	9736.359	9800.741
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	2707.771	2742.662	2.4733213	5.5018921	9187.913	9264.034
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	3067.087	3100.804	5.1148520	10.2580458	9673.144	9746.724
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2737.934	2768.463	2.5429783	5.6652480	9294.016	9360.622
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3082.783	3112.285	5.2061694	10.3645416	9693.193	9757.576
obs	Indian	(-Inf,26]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3083.487	3112.989	5.2098339	11.0370948	9956.769	10021.152
obs	Indian	(-Inf,26]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3077.563	3107.065	5.1790624	10.9751858	9939.294	10003.676
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate	3778.122	3804.919	4.5249964	8.3171793	8908.620	8964.428
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3300.252	3331.824	2.7904128	5.4509035	8866.744	8933.697
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3756.701	3787.964	4.4433328	8.1525353	8848.047	8913.156
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	2713.086	2749.168	1.8000635	3.6818260	7479.543	7556.061
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	3738.493	3774.223	4.3740565	7.9688046	8773.541	8847.951
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2718.912	2750.484	1.8105753	4.0178786	7852.916	7919.869
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3768.727	3799.990	4.4850767	8.1929909	8859.426	8924.535
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	3772.812	3799.609	4.5063514	8.2883555	8898.310	8954.118
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	3292.166	3323.738	2.7736754	5.3962218	8825.390	8892.343
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	3751.270	3782.533	4.4246073	8.1234219	8837.399	8902.508
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	2711.248	2747.330	1.7976027	3.6696604	7465.730	7542.247
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	3735.520	3771.249	4.3639556	7.9597954	8771.132	8845.543
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2717.000	2748.572	1.8080021	3.9973041	7832.040	7898.993
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3764.813	3796.076	4.4714489	8.1757290	8853.688	8918.798
mod	Indian	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2751.423	2782.995	1.8549066	3.8750850	7680.263	7747.216
obs	Indian	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3745.435	3776.698	4.4045767	8.2450565	8901.472	8966.581
mod	Indian	(26,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	2804.393	2831.454	1.9323458	4.2472429	8046.624	8104.013
mod	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2742.227	2773.799	1.8422590	3.8326688	7636.686	7703.639
obs	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3741.223	3772.486	4.3901737	8.2177097	8890.980	8956.090
mod	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	2790.726	2817.788	1.9127957	4.1981286	8003.189	8060.577
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	2864.366	2896.613	1.6602773	3.3599802	6718.668	6785.164
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + silicate	2901.029	2928.669	1.7042209	3.4368212	6791.096	6848.092
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	4873.791	4902.409	3.9431746	7.6185919	10604.503	10662.866
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4875.771	4909.159	3.9431306	7.5641706	10577.152	10645.242
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	2479.902	2516.755	1.2787203	2.6053401	5848.000	5923.994
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	4876.402	4914.559	3.9400326	7.5607683	10579.607	10657.424
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2481.121	2513.367	1.2815045	2.8308218	6152.924	6219.419
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4874.420	4907.808	3.9400732	7.6148393	10606.760	10674.850
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	4867.081	4895.699	3.9280149	7.5806382	10584.716	10643.079
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4869.076	4902.464	3.9280054	7.5235580	10555.610	10623.700
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	2473.398	2510.251	1.2731133	2.5947472	5834.078	5910.072
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	4869.201	4907.359	3.9237796	7.5190960	10557.597	10635.414
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2475.118	2507.364	1.2763175	2.8191088	6138.606	6205.101
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4867.207	4900.595	3.9237930	7.5756759	10586.417	10654.507
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2547.183	2579.429	1.3400025	2.6690681	5916.910	5983.405
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	2591.139	2618.779	1.3822643	2.9354606	6265.868	6322.864
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	4891.400	4920.018	3.9832367	7.8559265	10732.010	10790.373
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2534.848	2567.095	1.3288812	2.6514914	5894.984	5961.479
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4887.959	4921.347	3.9708154	7.8165583	10715.892	10783.982
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	2579.145	2606.784	1.3711072	2.9164504	6243.888	6300.884
obs	Indian	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6921.420	6957.364	3.7924858	7.9232296	17042.225	17116.563
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate	6929.540	6960.349	3.8078069	8.0163430	17114.802	17178.521
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4025.426	4059.384	2.0208314	3.7596873	8894.898	8964.666
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	6922.445	6958.389	3.7940348	7.9587284	17072.406	17146.744
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	3613.420	3652.230	1.6232957	3.1947271	8235.639	8315.373
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6895.664	6936.743	3.7507780	7.8539960	16994.653	17079.611
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4008.144	4042.103	2.0024380	3.8307315	9001.100	9070.868
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6906.991	6942.935	3.7707467	7.9299762	17052.275	17126.614
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	6937.318	6968.127	3.8196252	8.0018188	17100.215	17163.933
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4021.721	4055.680	2.0168744	3.7449506	8875.884	8945.651
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	6929.154	6965.098	3.8041890	7.9471444	17060.473	17134.812
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	3612.717	3651.526	1.6226916	3.1874984	8224.534	8304.269
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6899.553	6940.632	3.7565947	7.8446388	16985.346	17070.304
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4008.503	4042.461	2.0028174	3.8253763	8993.724	9063.491
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6912.100	6948.044	3.7784293	7.9170940	17039.728	17114.067
mod	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	4024.213	4053.321	2.0216737	3.7605312	8891.688	8951.489
mod	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3693.381	3727.339	1.6952393	3.2814949	8336.716	8406.483
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	4020.952	4050.059	2.0181882	3.7465591	8873.534	8933.335
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3687.816	3721.775	1.6902553	3.2658244	8314.509	8384.276
obs	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6897.921	6933.866	3.7571460	8.0044378	17117.835	17192.174
mod	Indian	(27,27.25]	cstar_tref ~ aou + phosphate + nitrate	4413.719	4438.298	2.1499529	4.0468329	10300.530	10351.426
mod	Indian	(27,27.25]	cstar_tref ~ aou + phosphate + nitrate + silicate	4414.167	4443.661	2.1482978	4.0384998	10292.912	10353.987
obs	Indian	(27,27.25]	cstar_tref ~ aou + phosphate + nitrate + silicate	5312.182	5341.507	3.6155207	7.7470836	13229.720	13290.480
mod	Indian	(27,27.25]	cstar_tref ~ oxygen + phosphate + nitrate	4425.888	4450.466	2.1629692	4.0645933	10319.828	10370.723
mod	Indian	(27,27.25]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	4427.887	4457.382	2.1629691	4.0631505	10321.662	10382.736
obs	Indian	(27,27.25]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	5323.359	5352.684	3.6361971	7.8113133	13270.112	13330.872
mod	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate	4360.332	4389.826	2.0916898	3.9878186	10248.013	10309.087
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	5302.625	5336.838	3.5942645	7.7153835	13215.111	13285.998
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	5353.524	5382.850	3.6925932	7.8176044	13266.641	13327.401
mod	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate	4360.994	4390.489	2.0923770	3.9933979	10256.029	10317.103
mod	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	4314.760	4349.170	2.0429090	3.9430072	10210.409	10281.662
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	5313.559	5347.772	3.6143725	7.7614684	13243.552	13314.439
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4307.220	4341.630	2.0352828	4.0793387	10411.298	10482.551
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5294.173	5333.273	3.5751491	7.6962668	13208.658	13289.673
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5354.308	5388.521	3.6903029	7.8144155	13268.818	13339.705
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5314.841	5353.942	3.6130488	7.7460894	13237.375	13318.390
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + phosphate + nitrate	4361.142	4390.636	2.0925300	4.0581589	10351.560	10412.635
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	4301.387	4335.797	2.0294031	3.9950127	10293.778	10365.031
obs	Indian	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5309.842	5344.055	3.6075248	7.7339537	13225.916	13296.803
obs	Indian	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5325.094	5359.307	3.6357056	7.7714806	13247.470	13318.358
obs	Indian	(27.25,27.5]	cstar_tref ~ aou + phosphate + nitrate + silicate	7020.686	7051.614	3.7390422	7.8493109	17019.823	17083.600
obs	Indian	(27.25,27.5]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	7057.560	7088.488	3.7932887	7.9124647	17064.330	17128.107
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6994.387	7030.469	3.6979372	7.7780021	16969.518	17043.924
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate	5319.618	5350.971	1.6694747	3.0819170	11827.619	11892.080
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	5320.916	5357.495	1.6690485	3.0745993	11812.908	11888.113
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	7014.636	7050.718	3.7273028	7.8261798	17005.987	17080.393
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate	5296.177	5327.529	1.6552941	3.0120893	11656.180	11720.641
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5262.134	5298.712	1.6337250	2.9893247	11620.892	11696.097
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6985.932	7027.169	3.6828664	7.7619616	16962.226	17047.261
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7034.928	7071.011	3.7569656	7.8610729	17030.776	17105.182
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate	5297.653	5329.006	1.6561840	3.0155287	11664.569	11729.031
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5261.888	5298.466	1.6335788	2.9918813	11627.980	11703.184
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	7006.133	7047.370	3.7120424	7.8061553	16995.384	17080.419
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate	5209.882	5241.235	1.6041213	2.9581401	11562.344	11626.805
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	5205.450	5242.028	1.6003707	2.9530600	11556.294	11631.499
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	7029.957	7066.040	3.7496774	7.9142396	17077.366	17151.771
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7021.099	7057.181	3.7367246	7.8378621	17014.394	17088.800
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7054.133	7090.216	3.7852562	7.9025061	17061.255	17135.660
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + phosphate + nitrate	5243.973	5270.100	1.6253277	3.0067735	11668.271	11721.989
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + phosphate + nitrate + silicate	5244.547	5275.900	1.6244847	2.9999778	11654.946	11719.407
mod	Indian	(27.5,27.75]	cstar_tref ~ aou + phosphate + nitrate + silicate	6173.141	6205.530	1.5960150	3.0478729	14187.242	14253.897
mod	Indian	(27.5,27.75]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	6176.724	6209.113	1.5977673	3.0378383	14154.420	14221.076
mod	Indian	(27.5,27.75]	cstar_tref ~ phosphate + nitrate + silicate	6179.665	6206.655	1.6001859	3.1729445	14548.988	14604.534
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate	6118.542	6150.931	1.5695556	3.2316862	14736.697	14803.353
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	7866.186	7903.054	3.7537168	7.4561090	19331.984	19408.397
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate	6157.405	6189.794	1.5883439	3.2113828	14669.269	14735.925
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	5731.491	5769.278	1.3932943	2.8029551	13615.867	13693.632
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	7885.476	7922.344	3.7790845	7.4912432	19362.334	19438.746
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + phosphate + nitrate + silicate	6176.709	6209.098	1.5977599	3.0167944	14088.685	14155.341
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + phosphate + nitrate + silicate	7885.855	7917.456	3.7822257	7.4973488	19364.064	19429.560
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	7793.158	7835.292	3.6566573	7.2877133	19179.281	19266.610
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7874.156	7911.024	3.7641770	7.5135110	19392.845	19469.257
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	7811.293	7853.428	3.6798861	7.3179721	19205.537	19292.865
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7895.796	7932.664	3.7927270	7.5491994	19422.471	19498.883
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	7875.282	7912.149	3.7656572	7.4753224	19349.319	19425.731
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7884.804	7921.672	3.7781986	7.6732359	19563.543	19639.955
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	6262.521	6294.910	1.6402961	3.0335054	14092.470	14159.126
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	7924.529	7956.130	3.8336449	7.7477902	19621.811	19687.307
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	6234.972	6267.361	1.6265185	3.0153606	14050.900	14117.556
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + phosphate + nitrate + silicate	6181.227	6213.616	1.5999716	3.0121132	14071.456	14138.112
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate	4014.442	4038.661	2.0454660	3.7798661	8440.286	8489.614
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	4883.725	4917.176	3.8616650	7.8206920	10973.918	11042.307
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	3548.917	3577.979	1.5942631	2.8585585	7267.960	7327.154
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate	3989.581	4013.800	2.0185381	3.7509380	8412.838	8462.166
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + silicate	3193.333	3222.396	1.3189926	2.3977598	6556.580	6615.774
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3871.331	3905.237	1.8911935	3.8445461	8567.716	8636.776
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate	3992.443	4021.506	2.0194654	3.7472042	8411.659	8470.854
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4884.636	4918.088	3.8636673	7.8403810	10984.520	11052.909
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	4808.969	4847.199	3.6966891	7.5566613	10846.076	10924.236
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3213.414	3247.321	1.3317664	2.4205649	6599.412	6668.472
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4862.256	4895.708	3.8147929	7.8654149	11002.173	11070.563
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3831.281	3865.187	1.8512471	3.7990071	8521.238	8590.298
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate	3972.443	4001.505	1.9980502	3.7042692	8363.558	8422.753
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4887.665	4921.116	3.8703286	7.8464361	10987.216	11055.606
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	4808.884	4847.114	3.6965091	7.5540113	10844.599	10922.759
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3195.223	3229.129	1.3189146	2.3973793	6559.840	6628.900
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4857.148	4890.599	3.8037235	7.8405924	10989.670	11058.060
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	4887.131	4920.582	3.8691532	7.7766775	10948.856	11017.246
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4826.836	4860.288	3.7387020	7.7409771	10940.649	11009.038
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4828.052	4861.504	3.7412894	7.7480793	10944.316	11012.706
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	4417.690	4447.497	1.9257267	3.5111587	9632.964	9694.168
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4477.373	4512.148	1.9787414	3.5836126	9728.379	9799.783
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	6506.589	6542.161	3.7026171	7.1526049	14487.202	14559.962
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6450.991	6491.645	3.6140867	7.0587839	14429.003	14512.157
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4304.141	4338.916	1.8237628	3.1864147	9102.273	9173.677
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6476.292	6511.864	3.6557826	7.1773045	14518.432	14591.192
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + silicate	4582.186	4611.993	2.0807945	3.6861754	9832.071	9893.275
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4469.737	4504.513	1.9716411	3.5787352	9724.575	9795.979
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	6520.537	6556.109	3.7243812	7.1724817	14499.510	14572.270
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6456.493	6497.146	3.6224507	7.0686522	14435.814	14518.968
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4298.483	4333.258	1.8189111	3.1789281	9091.257	9162.662
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6476.734	6512.306	3.6564622	7.1713390	14513.211	14585.971
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + silicate	4577.779	4607.586	2.0764815	3.6846491	9832.465	9893.669
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate	4269.372	4299.179	1.7958417	3.2826835	9306.933	9368.137
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	4622.215	4652.023	2.1203815	3.5484554	9548.149	9609.353
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	6460.515	6496.087	3.6316287	7.1308521	14483.611	14556.371
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	6475.261	6505.752	3.6572719	7.1862572	14521.748	14584.114
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6466.810	6502.382	3.6412472	7.1545063	14501.907	14574.667
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	6476.623	6507.114	3.6593654	7.1912532	14525.575	14587.940
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + phosphate + nitrate	4316.176	4341.016	1.8375833	3.4321919	9545.425	9596.428
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate	4800.457	4831.806	1.3838301	2.4131909	10404.157	10468.900
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4802.365	4838.939	1.3837838	2.3879215	10312.253	10387.787
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	8140.912	8172.981	3.3423667	6.5662923	20505.010	20571.740
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8134.868	8172.282	3.3336940	6.5545904	20496.482	20574.334
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8121.957	8164.715	3.3176764	6.4723934	20386.541	20475.515
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4833.405	4869.979	1.3995145	2.4561219	10540.000	10615.534
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8123.782	8161.195	3.3217781	6.4881130	20403.901	20481.752
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate	4799.713	4831.062	1.3834552	2.4174163	10420.633	10485.377
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4801.658	4838.231	1.3834272	2.3908998	10324.350	10399.884
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8163.862	8206.620	3.3628873	6.5342183	20453.501	20542.475
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4831.853	4868.426	1.3987233	2.4557440	10539.958	10615.491
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8164.690	8202.103	3.3659601	6.5448052	20463.617	20541.469
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + silicate	4830.092	4861.441	1.3988454	2.4563318	10537.898	10602.642
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate	4601.856	4633.205	1.2872797	2.3604118	10366.383	10431.126
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate	4500.477	4531.825	1.2406213	2.1489974	9621.291	9686.035
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8121.276	8158.689	3.3190896	6.4828607	20397.530	20475.382
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	8121.885	8153.954	3.3218887	6.4897995	20402.377	20469.107
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate	4503.010	4534.358	1.2417662	2.1543932	9641.855	9706.598
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8162.674	8200.087	3.3637688	6.5457805	20466.350	20544.202
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	8162.717	8194.785	3.3659892	6.5490435	20465.956	20532.686
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	5307.730	5342.552	2.8779587	5.8896501	14217.372	14290.521
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + silicate	5309.339	5339.185	2.8828198	5.9031374	14227.071	14289.770
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate	2566.790	2596.109	0.8921303	1.3922094	4605.641	4666.408
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2491.087	2525.293	0.8574199	1.3482483	4479.807	4550.703
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5355.976	5395.772	2.9408877	5.9257741	14236.077	14319.675
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5354.330	5389.152	2.9413753	5.9262658	14232.436	14305.584
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate	2567.000	2596.319	0.8922261	1.3941397	4616.074	4676.842
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2491.558	2525.764	0.8576262	1.3502717	4490.595	4561.491
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5396.574	5436.370	2.9972660	6.0192479	14320.250	14403.849
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5395.930	5430.751	2.9991669	6.0221377	14318.760	14391.909
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate	2575.185	2599.617	0.8968792	1.3969587	4612.038	4662.677
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	2570.656	2599.975	0.8938936	1.3900570	4587.559	4648.327
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate	2508.716	2538.035	0.8660586	1.3399306	4397.276	4458.043
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5372.528	5407.349	2.9665175	5.9529078	14252.406	14325.554
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	5371.114	5400.961	2.9673310	5.9540221	14249.347	14312.046
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate	2575.621	2600.054	0.8970794	1.3990243	4622.871	4673.510
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	2571.323	2600.643	0.8941985	1.3927880	4601.846	4662.613
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + nitrate	2509.884	2539.204	0.8665756	1.3421631	4408.534	4469.301
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5417.729	5452.550	3.0299026	6.0536743	14341.493	14414.642
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	5415.893	5445.740	3.0301354	6.0571969	14341.494	14404.193
mod	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	5693.121	5733.247	0.8402437	1.4359833	11756.347	11839.305
obs	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	11668.750	11708.879	3.1102017	6.4415609	28156.157	28238.653
obs	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + silicate	11675.763	11710.159	3.1163498	6.4742304	28210.984	28281.694
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + nitrate + silicate	5681.073	5715.467	0.8383951	1.4361230	11764.670	11835.777
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	5638.236	5678.363	0.8301954	1.4260856	11703.159	11786.117
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	5510.280	5556.139	0.8068796	1.4025304	11574.505	11669.314
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	5511.482	5551.608	0.8074461	1.4040169	11584.069	11667.027
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5635.999	5676.126	0.8297885	1.4254564	11698.418	11781.376
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate	11858.658	11893.055	3.2437688	6.5024377	28205.474	28276.185
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	11842.018	11882.148	3.2305481	6.4824175	28177.713	28260.209
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5510.874	5556.733	0.8069847	1.4024582	11573.100	11667.910
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	11843.991	11889.853	3.2305287	6.4610279	28140.266	28234.547
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	11859.156	11899.286	3.2427018	6.4883887	28182.897	28265.392
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5637.931	5678.058	0.8301400	1.4270824	11714.699	11797.658
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5512.434	5558.293	0.8072606	1.4039533	11588.392	11683.202
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate	11897.951	11926.615	3.2732500	6.5353711	28249.419	28308.344
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate	11875.023	11909.420	3.2554211	6.5085520	28211.155	28281.866
mod	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5692.431	5732.557	0.8401166	1.4356530	11753.366	11836.324
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	11872.235	11912.364	3.2520072	6.4825174	28166.532	28249.027
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + silicate	11899.383	11933.780	3.2728427	6.5199384	28223.849	28294.560
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	23102.161	23151.056	7.7159769	17.1652305	44784.897	44881.725
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	23250.531	23293.314	7.8919568	17.5124943	45037.473	45122.198
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	22455.895	22498.769	6.7114678	12.9004993	42211.953	42296.975
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + silicate	22917.795	22960.668	7.1865174	13.8214523	43097.535	43182.557
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	22975.734	23018.607	7.2484320	13.7202821	43003.913	43088.935
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	22906.912	22949.696	7.4955661	16.8528416	44529.820	44614.545
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	22274.291	22323.289	6.5314767	12.4290263	41738.556	41835.724
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	22785.815	22834.710	7.3584604	16.5243794	44288.569	44385.397
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	22549.103	22591.976	6.8047306	13.0094718	42320.599	42405.621
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	22986.957	23029.741	7.5860877	16.9375739	44606.206	44690.931
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	22399.518	22442.392	6.6556789	12.7423323	42053.993	42139.015
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	23236.730	23279.514	7.8756400	17.6215040	45100.191	45184.915
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	23086.234	23129.107	7.3679964	13.8734491	43145.951	43230.973
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	22835.031	22877.814	7.4151975	16.6858005	44402.923	44487.648
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	22313.387	22362.385	6.5693944	12.4532739	41763.520	41860.688
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	22741.477	22790.373	7.3096940	16.4292894	44214.277	44311.105
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	22580.840	22623.713	6.8367809	13.0130082	42324.285	42409.307
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	22959.103	23001.887	7.5544647	16.8668486	44553.580	44638.305
mod	Pacific	(-Inf,26]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate	22900.562	22949.560	7.1660819	13.9292498	43198.880	43296.048
obs	Pacific	(-Inf,26]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	23341.038	23383.822	7.9998082	17.5510373	45085.235	45169.960
mod	Pacific	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	15256.473	15298.480	3.1114694	5.9315663	28187.506	28270.636
mod	Pacific	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + silicate	15279.544	15315.550	3.1245678	5.9760974	28266.880	28338.135
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15366.819	15407.805	4.7472605	10.8642391	29909.390	29990.404
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14871.977	14919.986	2.9163529	5.6094716	27562.676	27657.682
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	15190.053	15236.894	4.5855484	10.6512630	29696.769	29789.356
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14943.548	14985.556	2.9525269	5.6915745	27721.195	27804.325
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15486.226	15527.212	4.8584404	11.0824234	30106.800	30187.813
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	15389.898	15430.885	4.7685495	10.9044769	29946.381	30027.395
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15008.890	15056.898	2.9840304	5.7832800	27902.895	27997.901
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15259.704	15306.545	4.6478887	10.7475780	29791.543	29884.130
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15062.546	15104.553	3.0119890	5.8402512	28008.787	28091.917
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15530.395	15571.381	4.9002235	11.1364759	30159.828	30240.841
obs	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate	15734.163	15769.294	5.0996591	11.3411828	30365.395	30434.836
mod	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14989.484	15031.492	2.9753404	5.7086390	27756.079	27839.210
obs	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15509.794	15550.780	4.8806909	11.0575487	30096.182	30177.196
mod	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	15032.767	15068.773	2.9980019	5.7666571	27864.966	27936.221
obs	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate	15746.088	15781.218	5.1114625	11.3646610	30385.726	30455.166
mod	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15088.729	15130.736	3.0252325	5.8460718	28021.147	28104.278
obs	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15570.308	15611.294	4.9382886	11.1440369	30177.685	30258.698
mod	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	15123.435	15159.441	3.0438962	5.8883883	28097.774	28169.029
obs	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate	13780.465	13814.880	4.8968390	11.2046925	25870.224	25937.783
mod	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	12534.218	12569.102	3.0367944	5.3774645	21837.043	21905.671
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13029.532	13070.230	3.3550339	5.9995318	22834.005	22914.071
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13699.803	13739.954	4.8092130	11.0306825	25740.486	25819.305
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	12167.951	12214.463	2.8179256	4.9276592	21049.509	21141.014
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	13686.214	13732.101	4.7928648	10.9999071	25720.298	25810.377
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12308.932	12349.630	2.9005086	5.1575156	21464.744	21544.811
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13975.831	14015.982	5.1081019	11.4274952	26074.359	26153.179
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13733.342	13773.493	4.8445758	11.0856619	25785.686	25864.505
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	12216.396	12262.908	2.8456400	5.0320624	21244.130	21335.635
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	13727.367	13773.254	4.8361436	11.0670773	25775.680	25865.760
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12345.930	12386.628	2.9222692	5.2550369	21636.909	21716.976
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	13811.087	13845.502	4.9297029	11.2599222	25913.955	25981.515
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12273.086	12313.784	2.8795799	5.1305103	21417.861	21497.928
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	13787.218	13827.369	4.9019253	11.1916671	25868.326	25947.145
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	12356.574	12391.458	2.9297435	5.2722260	21662.568	21731.196
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	13874.346	13908.761	4.9982952	11.4003385	26019.005	26086.564
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12355.424	12396.122	2.9278792	5.2852566	21689.366	21769.433
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	13859.897	13900.048	4.9803679	11.3447914	25984.726	26063.545
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	12419.166	12454.049	2.9670244	5.4035709	21886.341	21954.970
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate	16652.475	16682.149	4.7606310	10.7157762	30372.145	30430.163
mod	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate	14500.455	14536.447	2.7578737	5.3866310	25084.768	25154.981
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate	16526.371	16561.981	4.6526983	10.5676697	30219.071	30288.692
mod	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + silicate	15120.165	15156.157	3.0603919	6.0682041	26301.476	26371.689
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	14173.962	14215.953	2.6098381	5.1005774	24521.250	24603.165
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16554.773	16596.317	4.6747405	10.5873064	30247.732	30328.956
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14116.017	14164.006	2.5836941	5.0578285	24435.660	24529.277
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	16500.041	16547.519	4.6275035	10.5369851	30192.766	30285.594
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	14317.103	14359.094	2.6733420	5.3316792	24953.009	25034.924
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16635.851	16677.395	4.7430872	10.6957104	30357.709	30438.933
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	14182.019	14230.009	2.6124946	5.2414911	24770.736	24864.353
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	16606.045	16653.524	4.7161574	10.6655529	30327.582	30420.409
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	14474.104	14510.096	2.7456949	5.4232772	25139.979	25210.192
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	16575.341	16610.950	4.6936655	10.6109672	30269.727	30339.347
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14382.567	14424.558	2.7028974	5.3733631	25038.647	25120.562
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16508.292	16549.836	4.6360037	10.5525561	30204.136	30285.360
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	14618.190	14654.182	2.8129510	5.6462795	25534.642	25604.854
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	16654.478	16690.087	4.7606338	10.7222523	30380.799	30450.419
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14454.088	14496.079	2.7355612	5.5556911	25351.846	25433.761
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	16615.244	16656.788	4.7256215	10.6868042	30343.251	30424.475
mod	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	17119.824	17163.047	2.6921295	5.5464459	31244.538	31329.469
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	21809.532	21853.202	4.3103571	9.9238439	41889.246	41975.392
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	21807.613	21845.044	4.3104031	9.9544903	41920.022	41993.861
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate	21815.850	21853.281	4.3150970	9.9854217	41957.858	42031.697
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15790.898	15834.120	2.2325841	4.6485062	28962.127	29047.058
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	21715.496	21759.166	4.2571303	9.7983591	41712.526	41798.672
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	15697.123	15746.521	2.2026703	4.5822958	28783.795	28880.858
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	21694.516	21744.424	4.2442230	9.7553032	41658.728	41757.181
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17297.829	17341.052	2.7604772	6.0209587	32183.280	32268.210
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	21732.901	21776.571	4.2669321	9.8627728	41792.521	41878.668
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate	21869.607	21907.038	4.3458576	10.0574959	42057.946	42131.785
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	15962.170	16005.393	2.2870954	4.7471359	29236.878	29321.808
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	21776.741	21820.411	4.2917213	9.8544920	41798.533	41884.680
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15889.751	15939.149	2.2632483	4.6970576	29105.161	29202.224
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	21748.844	21798.752	4.2748004	9.8159932	41747.832	41846.285
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	21779.598	21823.268	4.2933418	9.9348359	41891.074	41977.220
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	15836.254	15873.302	2.2475250	4.6882294	29063.840	29136.637
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15770.537	15813.760	2.2261910	4.6106421	28866.792	28951.723
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	16028.099	16065.147	2.3090820	4.7849771	29337.540	29410.337
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15984.951	16028.174	2.2944455	4.7305889	29203.842	29288.772
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	18196.152	18240.826	1.9393479	3.9814558	33934.046	34022.207
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	23275.737	23320.244	3.6991813	8.9513340	43909.500	43996.824
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	18832.399	18870.691	2.0863395	4.3103370	35197.299	35272.865
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	23333.587	23371.736	3.7252274	8.9902305	43981.722	44056.572
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	17980.970	18025.645	1.8921621	3.9068763	33619.304	33707.464
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + silicate	18488.247	18526.539	2.0057468	4.1524691	34592.443	34668.009
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	17112.459	17157.133	1.7130967	3.7028407	32658.854	32747.014
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate	23662.849	23700.998	3.8718343	9.1509657	44328.940	44403.789
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	23435.643	23480.150	3.7691812	8.9926887	44032.764	44120.088
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	23102.448	23153.314	3.6239399	8.7711515	43602.986	43702.785
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	23103.620	23148.127	3.6252878	8.7770711	43608.106	43695.430
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + silicate	17233.869	17272.161	1.7374686	3.7277532	32780.266	32855.832
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	17074.130	17118.805	1.7055970	3.6926919	32610.704	32698.864
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate	23676.038	23714.187	3.8778257	9.1556435	44340.462	44415.311
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	23449.302	23493.809	3.7752218	8.9953795	44042.125	44129.450
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	23114.564	23165.429	3.6290910	8.7794713	43619.225	43719.024
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	23115.509	23160.016	3.6303442	8.7862578	43625.364	43712.689
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + silicate	17198.597	17236.889	1.7304676	3.7181672	32735.413	32810.979
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	17383.985	17428.660	1.7671781	3.7423880	32876.334	32964.495
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + silicate	17458.567	17496.860	1.7827377	3.7781020	33023.756	33099.322
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	17159.616	17204.105	1.8153823	3.5734218	30940.559	31028.113
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	17275.384	17313.518	1.8406857	3.6216777	31144.373	31219.420
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	16992.008	17036.497	1.7799691	3.5276665	30731.992	30819.547
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + silicate	17084.080	17122.214	1.7997593	3.5584207	30865.478	30940.525
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	16496.551	16541.040	1.6792743	3.4811315	30448.396	30535.950
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate	23404.670	23443.086	3.3339114	8.3761695	45366.606	45442.178
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	23381.865	23426.684	3.3246514	8.3568029	45331.300	45419.466
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	22888.683	22939.905	3.1450780	8.0673294	44680.512	44781.274
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	22925.326	22970.144	3.1587354	8.0821308	44716.834	44805.001
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate	16495.228	16533.362	1.6794080	3.4824031	30449.456	30524.503
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	16497.058	16541.547	1.6793744	3.4820270	30451.967	30539.521
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate	23364.447	23402.863	3.3189082	8.3402156	45296.288	45371.860
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	23338.600	23383.419	3.3085612	8.3188201	45256.520	45344.687
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	22853.015	22904.237	3.1325242	8.0401736	44623.370	44724.132
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	22885.799	22930.618	3.1447663	8.0531145	44655.183	44743.350
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate	16495.756	16533.890	1.6795123	3.4834315	30453.541	30528.588
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	16665.024	16709.513	1.7128583	3.4921678	30529.452	30617.007
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + silicate	16687.689	16725.823	1.7178312	3.4973236	30550.831	30625.878
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	23662.518	23707.337	3.4309432	8.4448637	45585.719	45673.886
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	23666.265	23704.681	3.4331547	8.4475734	45588.183	45663.755
obs	Pacific	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + nitrate	13751.095	13786.499	3.0841652	7.7248179	24857.544	24926.175
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	7965.590	8000.191	1.3039921	2.6747137	13780.477	13847.612
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	8089.905	8124.506	1.3387779	2.7144528	13916.862	13983.997
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	8086.938	8121.539	1.3379369	2.7624446	14030.609	14097.744
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + silicate	8184.173	8218.774	1.3657732	2.7977724	14145.394	14212.530
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate	7938.299	7972.900	1.2964774	2.6919332	13813.026	13880.161
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7543.394	7583.762	1.1919569	2.4719875	13131.236	13209.561
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate	7890.539	7925.140	1.2834303	2.6822366	13773.289	13840.424
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13770.317	13811.621	3.0940207	7.7245988	24870.603	24950.673
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	13626.966	13674.171	3.0118203	7.6067411	24700.217	24791.726
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13641.080	13682.385	3.0208245	7.6190331	24715.018	24795.088
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate	7914.683	7949.284	1.2900094	2.6758090	13766.175	13833.310
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7528.320	7568.688	1.1881579	2.4617022	13099.164	13177.488
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	13630.711	13677.916	3.0139105	7.6033886	24699.511	24791.019
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13645.094	13686.399	3.0230717	7.6156429	24714.424	24794.494
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + silicate	8186.767	8221.368	1.3665237	2.9165382	14412.968	14480.103
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	13673.647	13714.952	3.0391047	7.6367009	24747.084	24827.155
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	13678.720	13714.124	3.0430895	7.6439085	24752.789	24821.421
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	13683.816	13725.120	3.0448351	7.6375776	24753.286	24833.356
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	13688.764	13724.168	3.0487568	7.6445379	24758.718	24827.350
obs	Pacific	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + nitrate	17257.775	17294.660	2.9353658	7.5732973	33122.590	33194.846
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate	7772.084	7807.090	1.1242356	2.6955896	14852.254	14920.523
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7579.554	7620.395	1.0817693	2.5656309	14445.284	14524.931
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	17310.972	17354.005	2.9571952	7.5799596	33160.204	33244.503
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	17143.121	17192.302	2.8853921	7.4668295	32946.148	33042.489
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7807.843	7848.684	1.1317734	2.6673782	14803.069	14882.716
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17191.490	17234.523	2.9065014	7.4948438	33000.602	33084.900
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate	7770.943	7805.949	1.1239818	2.6962976	14853.425	14921.694
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7577.814	7618.654	1.0813966	2.5658510	14445.052	14524.699
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	17153.365	17202.546	2.8896726	7.4685049	32953.338	33049.680
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7815.170	7856.011	1.1334159	2.6701694	14813.221	14892.868
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	17204.592	17247.626	2.9120177	7.4971202	33009.912	33094.210
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate	8299.289	8328.461	1.2483904	2.8201254	15378.376	15435.266
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate + silicate	8296.431	8331.438	1.2471905	2.7562953	15223.891	15292.160
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	17196.886	17239.919	2.9087717	7.4902978	32998.016	33082.315
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	17240.880	17277.766	2.9281976	7.5165548	33048.009	33120.264
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate	8357.646	8386.818	1.2628946	2.8362871	15440.715	15497.606
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate + silicate	8352.776	8387.782	1.2611782	2.7741805	15289.980	15358.249
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	17213.445	17256.478	2.9157508	7.4946001	33011.439	33095.737
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	17260.267	17297.153	2.9364248	7.5218242	33063.934	33136.190
obs	Pacific	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	22587.390	22619.513	2.8798515	7.3085116	48347.911	48412.014
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	22578.410	22616.958	2.8763849	7.3026497	48336.139	48413.063
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	22482.783	22527.755	2.8457448	7.2661264	48230.730	48320.474
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + silicate	22604.950	22643.498	2.8847713	7.3094195	48359.443	48436.367
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate	9815.499	9852.000	1.0979889	2.7519721	20326.145	20398.121
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	9401.413	9443.999	1.0297226	2.5910115	19599.041	19683.013
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	22377.023	22428.420	2.8123034	7.2071926	48075.738	48178.303
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8881.383	8923.969	0.9503381	2.5546435	19227.463	19311.435
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	22461.060	22506.033	2.8389717	7.2350448	48160.161	48249.905
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate	9831.834	9868.336	1.1007595	2.7570180	20349.989	20421.966
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	9412.634	9455.219	1.0315066	2.5942923	19615.495	19699.468
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	22424.574	22475.971	2.8270114	7.2547913	48189.335	48291.900
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8907.352	8949.937	0.9541531	2.5593314	19256.403	19340.375
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	22549.546	22594.518	2.8666628	7.2947115	48312.844	48402.588
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate	9826.761	9863.262	1.0998983	2.6769086	20077.113	20149.089
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	22466.755	22511.728	2.8407458	7.2598143	48212.071	48301.815
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	9828.646	9865.148	1.1002182	2.7205505	20227.020	20298.996
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	22563.714	22602.262	2.8717515	7.2910285	48307.448	48384.371
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate	9877.337	9913.839	1.1085139	2.6882608	20137.159	20209.135
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	9908.753	9945.255	1.1138996	2.7356987	20312.070	20384.046
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	14966.222	15008.444	2.7476248	6.9231687	31380.061	31464.039
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	6068.425	6102.906	0.8955744	2.0832173	12631.789	12700.049
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	14985.651	15021.841	2.7572088	6.9329526	31397.765	31469.746
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	15010.261	15052.483	2.7673576	6.9655248	31455.212	31539.191
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	6209.090	6243.571	0.9232127	2.1014569	12739.736	12807.996
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	15068.434	15104.624	2.7945492	6.9933397	31512.240	31584.222
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6039.422	6079.649	0.8895949	2.0539233	12523.142	12602.779
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14934.647	14982.901	2.7326752	6.9064410	31348.034	31444.009
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5461.296	5501.523	0.7851282	1.9625900	11991.206	12070.843
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14944.241	14986.463	2.7378281	6.9120102	31356.201	31440.180
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6042.961	6083.188	0.8902753	2.0537303	12523.590	12603.227
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	14925.558	14973.812	2.7286422	6.9116166	31351.634	31447.610
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5475.212	5515.439	0.7874925	1.9642607	12002.695	12082.332
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14952.467	14994.689	2.7414902	6.9259101	31378.532	31462.511
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	6037.524	6072.005	0.8896145	2.0547660	12522.154	12590.414
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15031.978	15074.200	2.7771409	7.0050588	31517.591	31601.569
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	5478.951	5513.432	0.7884697	1.9690005	12017.580	12085.841
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	15107.551	15143.741	2.8123688	7.0495825	31603.809	31675.790
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	6041.285	6075.766	0.8903378	2.0547701	12523.372	12591.633
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	5497.949	5532.429	0.7917130	1.9718093	12035.062	12103.322
obs	Pacific	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate	14452.051	14482.215	2.5232565	6.7181359	34169.215	34230.115
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	13612.733	13651.850	0.9400231	2.2782840	34158.709	34238.025
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + nitrate + silicate	13163.820	13202.936	0.8988460	2.3324091	34535.714	34615.030
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate	13591.987	13631.103	0.9380792	2.2797413	34168.437	34247.754
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + silicate	11951.207	11990.324	0.7964120	2.3340999	34164.924	34244.241
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	13133.084	13178.720	0.8959148	2.3308381	34518.364	34610.900
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate	14429.760	14465.956	2.5133259	6.7227302	34172.802	34245.882
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13587.442	13633.078	0.9374668	2.2756913	34135.091	34227.626
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	14425.432	14467.660	2.5107452	6.7164336	34164.373	34249.633
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14354.414	14402.675	2.4811596	6.6855598	34093.239	34190.678
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	11917.695	11963.331	0.7935949	2.3257543	34090.168	34182.704
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14353.283	14395.511	2.4815096	6.6888974	34095.014	34180.274
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	13139.225	13184.861	0.8964640	2.3299792	34512.718	34605.254
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13592.640	13638.276	0.9379531	2.2746986	34127.012	34219.548
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	14399.391	14447.653	2.4993422	6.8466575	34369.129	34466.568
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11930.462	11976.098	0.7946065	2.3256951	34094.541	34187.077
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate	14643.760	14673.924	2.6030189	6.8345230	34420.975	34481.875
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate	14602.278	14638.474	2.5847094	6.8102826	34371.804	34444.883
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14520.172	14562.401	2.5496588	6.7733348	34288.596	34373.855
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + silicate	14539.455	14575.651	2.5584832	6.7869152	34313.653	34386.733

7.3 Alternative model selection

GLODAP_glanced %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

GLODAP_glanced %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, r.squared)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

# calculate RMSE sum for adjacent eras
lm_all_new <- GLODAP_glanced  %>%
  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()

lm_best_rmse_sum_max <- lm_all_new %>%
  group_by(data_source, basin, gamma_slab) %>%
  slice_min(order_by = rmse_sum,
            with_ties = FALSE,
            n = 1) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model) %>% 
  mutate(rmse_sum_max = rmse_sum*1.1) %>% 
  select(data_source, basin, gamma_slab, rmse_sum_max)

lm_best_new <- 
  full_join(lm_all_new, lm_best_rmse_sum_max) %>% 
  filter(rmse_sum < rmse_sum_max)

GLODAP_glanced_new <- 
  left_join(lm_best_new %>% select(data_source, basin, gamma_slab, model),
            GLODAP_glanced) 

GLODAP_glanced_new %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

GLODAP_glanced_new %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, r.squared)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

# GLODAP_glanced_new %>%
#   group_by(data_source, basin, gamma_slab) %>%
#   count() %>% 
#   arrange(n)

lm_best_new <- GLODAP_glanced_new %>%
  select(data_source, basin, gamma_slab, model, era, rmse, vif_max) %>%
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, model) %>%
  mutate(
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  group_by(data_source, basin, gamma_slab) %>%
  slice_min(order_by = vif_max_sum,
            with_ties = FALSE,
            n = params_local$MLR_number) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model)

# ggplot() +
#   geom_point(data = GLODAP_glanced %>%
#                filter(data_source == "obs",
#                       era == "2010-2019"),
#              aes(rmse, log10(vif_max), col = "all")) +
#   geom_point(
#     data = GLODAP_glanced_new %>%
#       filter(data_source == "obs",
#              era == "2010-2019"),
#     aes(rmse, log10(vif_max), col = "rmse max")
#   ) +
#   geom_point(
#     data = GLODAP_glanced_clean_new %>%
#       filter(data_source == "obs",
#              era == "2010-2019"),
#     aes(rmse, log10(vif_max), col = "rmse + vif max")
#   ) +
#   facet_grid(gamma_slab ~ basin)

lm_all <- lm_all_new

lm_best <- 
  left_join(lm_best_new %>% select(-c(vif_max, vif_max_sum)),
            lm_all)

GLODAP_glanced_clean <- GLODAP_glanced_new

7.4 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)
)

7.5 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
)

7.6 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 3 - 7).

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
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
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1772903	jens-daniel-mueller	2021-06-07
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099d566	jens-daniel-mueller	2021-04-14
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a79ca2c	jens-daniel-mueller	2021-04-09
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108d6b2	jens-daniel-mueller	2021-03-20
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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
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3c2ec33	jens-daniel-mueller	2021-03-05
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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
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0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
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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
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
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81a46a4	jens-daniel-mueller	2021-08-03
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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
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1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
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c6b3da6	jens-daniel-mueller	2021-06-14
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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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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]	4	6	4	5	10	10	10
(26,26.5]	6	10	6	10	6	5	8
(26.5,26.75]	5	9	6	10	5	6	9
(26.75,27]	6	6	5	10	5	10	8
(27,27.25]	7	8	5	6	6	10	8
(27.25,27.5]	7	6	5	5	7	10	7
(27.5,27.75]	8	1	6	9	9	6	4
(27.75,27.85]	8	1	7	9	6	8	4
(27.85,27.95]	8	3	6	7	9	8	5
(27.95,28.05]	7	NA	7	10	6	6	6
(28.05,28.1]	7	NA	7	10	6	6	6
(28.1,28.15]	8	8	6	4	6	7	6
(28.15,28.2]	8	10	7	1	6	5	5
(28.2, Inf]	7	10	6	3	10	4	6
total	96.00	—	83.00	99.00	97.00	101.00	92.00
Indian - mod
(-Inf,26]	5	6	5	8	10	6	10
(26,26.5]	5	6	5	10	6	8	10
(26.5,26.75]	6	5	4	10	6	10	8
(26.75,27]	5	8	5	10	6	6	10
(27,27.25]	4	10	4	9	6	5	3
(27.25,27.5]	2	10	4	6	8	5	8
(27.5,27.75]	3	8	4	10	4	8	3
(27.75,27.85]	5	2	5	8	10	6	6
(27.85,27.95]	3	4	4	6	9	8	9
(27.95,28.05]	4	7	5	5	8	5	10
(28.05,28.1]	5	10	5	2	4	4	10
(28.1, Inf]	8	10	5	6	8	10	5
total	55.00	86.00	55.00	90.00	85.00	81.00	92.00
Pacific - mod
(-Inf,26]	6	7	6	7	9	8	10
(26,26.5]	6	5	6	10	4	10	8
(26.5,26.75]	6	5	5	10	5	9	9
(26.75,27]	6	9	6	10	4	5	8
(27,27.25]	6	9	4	10	6	6	9
(27.25,27.5]	4	5	4	6	10	10	6
(27.5,27.75]	4	5	4	6	10	10	6
(27.75,27.85]	5	6	5	3	10	7	6
(27.85,27.95]	5	8	5	2	6	6	10
(27.95,28.05]	5	6	5	4	6	8	10
(28.05,28.1]	5	4	5	6	6	10	8
(28.1, Inf]	4	7	6	7	10	6	6
total	62.00	76.00	61.00	81.00	86.00	95.00	96.00
Atlantic - obs
(-Inf,26]	6	10	6	5	10	6	8
(26,26.5]	10	6	8	10	6	5	2
(26.5,26.75]	4	6	6	10	8	5	10
(26.75,27]	2	6	8	10	5	6	10
(27,27.25]	4	8	6	10	6	5	10
(27.25,27.5]	5	6	5	10	8	6	10
(27.5,27.75]	7	6	6	10	6	10	7
(27.75,27.85]	8	7	5	10	7	10	5
(27.85,27.95]	4	5	6	10	10	10	6
(27.95,28.05]	4	5	6	10	10	10	6
(28.05,28.1]	4	5	6	10	10	8	6
(28.1,28.15]	2	5	8	10	6	6	10
(28.15,28.2]	4	5	6	10	8	6	10
(28.2, Inf]	8	6	5	10	10	8	5
total	72.00	86.00	87.00	135.00	110.00	101.00	105.00
Indian - obs
(-Inf,26]	5	6	5	10	8	6	10
(26,26.5]	5	6	5	10	8	6	10
(26.5,26.75]	4	6	6	10	8	5	10
(26.75,27]	5	6	5	10	9	6	9
(27,27.25]	6	8	4	10	6	10	5
(27.25,27.5]	5	9	4	10	6	10	6
(27.5,27.75]	5	7	3	10	8	10	7
(27.75,27.85]	5	8	4	10	8	8	9
(27.85,27.95]	5	6	5	10	6	8	10
(27.95,28.05]	6	5	4	10	6	8	10
(28.05,28.1]	6	5	6	10	4	10	8
(28.1, Inf]	10	5	2	10	4	6	8
total	67.00	77.00	53.00	120.00	81.00	93.00	102.00
Pacific - obs
(-Inf,26]	5	7	7	9	9	8	8
(26,26.5]	5	8	5	10	6	6	10
(26.5,26.75]	6	9	5	10	5	5	9
(26.75,27]	6	9	6	10	4	4	8
(27,27.25]	6	5	4	10	10	6	8
(27.25,27.5]	6	5	4	10	10	6	8
(27.5,27.75]	6	5	4	10	8	6	10
(27.75,27.85]	6	6	5	10	5	8	9
(27.85,27.95]	6	6	5	10	5	8	9
(27.95,28.05]	8	4	4	10	7	8	6
(28.05,28.1]	6	5	4	10	8	10	6
(28.1, Inf]	9	5	2	10	5	5	9
total	75.00	74.00	55.00	119.00	82.00	80.00	100.00

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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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 %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "All models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )

[[1]]

Past versions of rmse_vs_VIF_all_models-1.png

Version	Author	Date
ce9412c	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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

[[2]]

Past versions of rmse_vs_VIF_all_models-2.png

Version	Author	Date
5a36231	jens-daniel-mueller	2021-09-22

GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )

[[1]]

Past versions of rmse_vs_VIF_clean_models-1.png

Version	Author	Date
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
ce9412c	jens-daniel-mueller	2021-09-22

[[2]]

Past versions of rmse_vs_VIF_clean_models-2.png

Version	Author	Date
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22

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
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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

[[29]]

Past versions of spatial_residual-29.png

Version	Author	Date
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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

[[30]]

Past versions of spatial_residual-30.png

Version	Author	Date
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
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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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
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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
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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
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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
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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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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

[[29]]

Past versions of Spatial_residual_offset-29.png

Version	Author	Date
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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

[[30]]

Past versions of Spatial_residual_offset-30.png

Version	Author	Date
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
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

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
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
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_0.7.9     
 [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_3.3.5    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         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1