eMLR - model fitting

workflowr

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Last updated: 2021-10-18

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
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html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
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.
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html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
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Rmd	4d7bb5a	jens-daniel-mueller	2021-08-03	test rlm model fitting
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
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html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
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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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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
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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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
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen	28905.168	28942.322	13.1913653	25.5526782	53328.533	53401.927
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate	28905.431	28948.777	13.1881950	25.4788546	53295.222	53380.849
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate	28906.453	28955.991	13.1864093	25.4721966	53295.783	53393.643
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate	24891.053	24939.181	14.6906453	26.9915253	42326.507	42420.266
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	28776.496	28819.842	12.9549609	25.2478750	53167.425	53253.052
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	24634.285	24676.397	14.0856431	26.5032691	42109.623	42191.662
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate	28766.214	28815.752	12.9329602	25.1525684	53122.024	53219.884
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate	24634.213	24682.341	14.0808270	26.4973789	42111.168	42204.927
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate	28749.884	28805.615	12.9001962	25.0796943	53087.291	53197.382
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate	24633.756	24687.900	14.0751170	26.3651715	42067.306	42172.785
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate	28751.441	28800.979	12.9065467	25.0867153	53087.188	53185.048
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate	24634.216	24682.344	14.0808336	26.3736673	42066.769	42160.528
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + silicate	28906.798	28950.144	13.1906894	25.4851167	53298.491	53384.118
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	24787.881	24836.009	14.4425701	27.0603943	42336.134	42429.893
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate	24660.675	24696.771	14.1518084	26.7182834	42186.847	42257.166
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	28921.420	28964.767	13.2174090	25.8893491	53500.808	53586.435
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	24662.477	24704.589	14.1513457	26.7021454	42185.114	42267.154
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	28923.064	28972.602	13.2167563	25.8778319	53499.128	53596.987
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	24663.973	24712.100	14.1501676	26.5438635	42132.757	42226.517
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	24662.208	24704.320	14.1507185	26.5629999	42135.637	42217.677
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate	14993.436	15027.151	9.5676712	17.3401988	26329.995	26396.095
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	14977.231	15016.566	9.5250140	17.2898483	26312.558	26389.675
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	14977.996	15022.950	9.5221272	17.2825515	26313.469	26401.603
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	14995.095	15034.429	9.5668703	17.3378793	26333.016	26410.133
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate	15948.913	15995.192	6.6518514	12.5192227	28475.979	28566.912
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate	14997.041	15030.757	9.5761422	17.4062655	26357.698	26423.798
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15991.297	16031.791	6.7135412	12.6522345	28563.775	28643.341
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	14988.982	15028.317	9.5525273	17.3270106	26328.362	26405.480
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	15923.238	15969.518	6.6164258	12.4786454	28446.858	28537.791
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14988.189	15033.142	9.5459790	17.3198584	26329.315	26417.449
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14997.612	15036.946	9.5727823	17.3999714	26359.045	26436.162
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	15966.106	16006.600	6.6784577	12.5935666	28522.969	28602.535
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15902.380	15948.660	6.5877847	12.4736212	28441.777	28532.710
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate	15962.364	16002.859	6.6732631	12.5993206	28526.484	28606.051
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate	15015.888	15055.222	9.6158226	17.4290930	26371.511	26448.629
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate	15887.253	15933.532	6.5670906	12.4380068	28416.690	28507.623
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate	15017.076	15062.029	9.6139061	17.4247062	26373.667	26461.801
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate	15990.095	16024.805	6.7146558	12.6621516	28566.385	28634.585
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15921.776	15962.271	6.6171660	12.4932229	28452.648	28532.214
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15925.053	15965.547	6.6216771	12.7044640	28591.604	28671.171
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	9690.229	9733.627	4.3294782	8.5205160	17446.250	17531.353
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	9823.071	9861.044	4.5070838	8.7329066	17599.525	17673.990
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	12832.525	12865.676	7.6797926	14.1984817	21954.656	22019.198
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	12807.461	12846.137	7.6239429	14.0980103	21912.592	21987.892
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	9632.840	9676.238	4.2560285	8.3648695	17335.104	17420.206
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	12802.662	12846.863	7.6099774	14.0689693	21903.346	21989.402
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9781.358	9819.331	4.4513771	8.6160586	17518.258	17592.722
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12822.898	12861.574	7.6557494	14.1499096	21936.601	22011.901
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	12769.113	12802.264	7.5495739	13.9879302	21856.945	21921.488
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	12754.948	12793.623	7.5167324	13.8794867	21812.108	21887.408
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	9625.159	9668.558	4.2462931	8.4432717	17385.025	17470.127
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	12750.158	12794.359	7.5029809	13.8582296	21806.053	21892.110
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9769.496	9807.469	4.4356614	8.7069047	17574.965	17649.429
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12760.541	12799.217	7.5280791	13.9487974	21842.785	21918.085
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	12851.393	12884.543	7.7189697	14.3459881	22019.112	22083.654
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9716.105	9754.079	4.3656119	8.5047233	17436.290	17510.755
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12840.007	12878.682	7.6911537	14.3176961	22009.527	22084.826
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	9936.851	9969.399	4.6653843	8.8916017	17711.558	17775.385
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9623.215	9661.188	4.2463632	8.5071469	17422.030	17496.494
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	9787.930	9820.479	4.4627683	8.7610859	17608.548	17672.375
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	13660.798	13700.794	5.0966437	9.4324453	23752.169	23830.421
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	13632.901	13678.611	5.0627297	9.2890232	23636.942	23726.373
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	13801.705	13841.702	5.2595675	9.4880460	23805.552	23883.804
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate	13716.578	13750.861	5.1628322	9.6947800	23960.454	24027.527
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	13701.769	13741.766	5.1434891	9.6360504	23917.164	23995.416
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13678.676	13718.672	5.1170319	9.4475505	23765.789	23844.041
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	14764.235	14803.938	7.5092962	13.5463544	25998.626	26076.577
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	13653.019	13698.730	5.0855263	9.3042160	23650.773	23740.204
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14757.577	14802.952	7.4941716	13.3731452	25901.416	25990.502
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13811.689	13851.686	5.2713070	9.4966652	23812.958	23891.210
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	14788.751	14822.781	7.5558102	13.5092124	25972.471	26039.285
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	14700.020	14739.723	7.3978335	13.3226024	25868.924	25946.874
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	13858.677	13904.388	5.3245321	9.7638899	24034.471	24123.902
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	14697.298	14742.673	7.3897032	13.2226528	25813.723	25902.809
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14787.902	14827.605	7.5508001	13.4583663	25946.664	26024.614
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	14773.220	14807.251	7.5285318	13.6431615	26050.144	26116.959
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	13856.480	13896.477	5.3242977	9.6539252	23942.875	24021.127
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14760.401	14800.104	7.5025949	13.5582728	26005.534	26083.484
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	14701.604	14735.635	7.4040109	13.6085310	26029.431	26096.246
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14701.604	14741.307	7.4005629	13.6024835	26029.970	26107.920
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate	15057.580	15092.657	4.5916983	8.4914362	27962.514	28032.085
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	15029.713	15070.636	4.5649495	8.4255174	27889.826	27970.992
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	14996.408	15043.177	4.5335314	8.3929261	27857.112	27949.873
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	19755.483	19803.062	7.9333003	14.1057601	35804.711	35898.802
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	15018.511	15059.434	4.5549572	8.4411601	27909.320	27990.485
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	15024.830	15065.753	4.5605913	8.4814612	27956.829	28037.995
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate	15051.949	15087.026	4.5866432	8.4413916	27903.065	27972.636
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15005.318	15046.241	4.5432168	8.3778332	27834.148	27915.314
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19655.246	19696.877	7.7966985	14.0554376	35771.186	35853.515
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14961.463	15008.233	4.5026465	8.3340333	27788.386	27881.147
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19655.695	19703.274	7.7945615	13.8265539	35590.974	35685.064
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14999.084	15040.007	4.5376802	8.3795813	27836.717	27917.883
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19825.620	19867.251	8.0351294	14.1764830	35847.839	35930.168
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate	19787.186	19822.870	7.9835361	14.1857309	35856.202	35926.770
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19608.364	19649.995	7.7323394	13.9099894	35659.752	35742.081
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15000.851	15047.620	4.5374732	8.4697797	27948.359	28041.119
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	19610.346	19657.925	7.7323155	13.7586859	35541.009	35635.100
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19782.723	19824.354	7.9744185	14.0897879	35783.954	35866.283
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	19716.510	19758.141	7.8816091	14.2111842	35888.159	35970.489
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	19704.357	19745.988	7.8646918	14.2677256	35933.123	36015.452
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	19932.883	19975.691	4.7473336	8.6129203	39222.321	39308.209
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	23312.844	23355.857	7.1178543	13.4360130	44897.610	44983.348
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	19934.882	19983.807	4.7473333	8.6096918	39220.509	39318.667
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	23291.358	23340.515	7.0936329	13.3336886	44795.880	44893.865
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	23449.633	23492.646	7.2605791	13.5629516	45017.858	45103.596
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate	20280.067	20316.760	5.0016229	9.0659756	39916.286	39989.904
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	20252.788	20295.597	4.9797877	9.0431436	39889.301	39975.189
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate	23442.100	23478.968	7.2547508	13.5428819	44993.367	45066.856
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19890.827	19933.636	4.7175926	8.6283098	39261.005	39346.893
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	23267.682	23310.695	7.0713515	13.3124864	44771.347	44857.084
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19892.036	19940.961	4.7170353	8.6271497	39263.142	39361.300
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	23259.040	23308.198	7.0604380	13.2469926	44706.627	44804.613
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19913.045	19955.853	4.7332810	9.5269684	40699.319	40785.207
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	23442.193	23485.205	7.2527427	13.5186202	44972.019	45057.756
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20007.282	20050.091	4.8004075	8.9285018	39753.746	39839.634
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	23271.508	23314.520	7.0752788	13.3012755	44759.115	44844.853
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	20002.390	20051.314	4.7954655	8.9235016	39750.755	39848.913
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	23269.915	23319.073	7.0715906	13.2687246	44728.799	44826.785
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	23463.168	23506.181	7.2748560	13.5599879	45013.281	45099.018
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	20148.832	20191.641	4.9030278	9.5122567	40662.158	40748.046
mod	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate	25219.894	25252.034	3.8070075	6.5418600	47632.192	47696.522
mod	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate	24761.847	24800.416	3.6202901	6.1710250	46532.294	46609.490
mod	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	24761.684	24806.681	3.6194343	6.1599468	46497.034	46587.097
mod	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	25221.811	25260.380	3.8069731	6.5140179	47541.697	47618.894
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate	24891.765	24930.334	3.6720717	6.3623412	47154.227	47231.423
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	24893.469	24938.466	3.6719528	6.3300922	47046.936	47136.999
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate	24533.295	24571.864	3.5309620	6.6347679	48116.677	48193.873
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	23763.346	23806.715	6.4034269	11.5977965	46083.167	46169.929
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	23727.863	23777.427	6.3704059	11.5623369	46046.268	46145.424
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	25488.677	25533.674	3.9188093	6.8404276	48515.239	48605.301
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	23747.900	23791.270	6.3897996	11.6098384	46103.579	46190.341
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate	23775.980	23813.154	6.4163655	11.6086456	46090.875	46165.242
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	23729.918	23773.288	6.3739706	11.5188740	45980.137	46066.899
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	23676.331	23725.896	6.3252869	11.4533243	45904.665	46003.821
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	23700.101	23743.470	6.3478099	11.5059383	45968.994	46055.755
mod	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate	25353.640	25392.209	3.8622316	6.7628631	48311.604	48388.800
mod	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	25354.150	25399.147	3.8616025	6.7493280	48272.919	48362.981
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	23787.072	23830.441	6.4244170	11.6390569	46135.224	46221.986
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	23761.523	23804.893	6.4018175	11.5611657	46032.136	46118.898
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	23789.498	23826.671	6.4283398	11.6230894	46107.851	46182.218
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + nitrate + silicate	11641.326	11675.751	3.0553480	5.6155212	23505.009	23574.408
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate	11213.647	11242.335	2.7845105	5.2731615	22932.980	22990.812
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + silicate	11054.872	11089.298	2.6885833	4.9099526	22205.393	22274.792
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	13420.108	13465.707	5.0349922	10.1352026	27829.804	27921.538
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	13419.489	13459.388	5.0365667	10.1687591	27856.703	27936.970
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	13432.007	13471.906	5.0508648	10.1592668	27847.282	27927.548
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	11810.359	11844.784	3.1700646	5.4690915	23133.515	23202.914
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	13430.249	13464.448	5.0511414	10.1859975	27867.914	27936.714
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	13436.477	13476.376	5.0559797	10.1894072	27874.827	27955.094
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate	11523.106	11557.532	2.9775927	5.5766787	23462.576	23531.975
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	13426.719	13472.318	5.0425358	10.1499295	27843.061	27934.795
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	11309.796	11349.959	2.8410274	5.0314000	22391.719	22472.685
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13425.566	13465.465	5.0435033	10.1783546	27865.226	27945.493
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	13409.105	13454.704	5.0224632	10.0945491	27792.691	27884.424
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11421.109	11461.272	2.9108294	5.1433634	22598.818	22679.783
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13408.243	13448.142	5.0237574	10.1236710	27815.665	27895.932
mod	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate	11524.845	11553.533	2.9800210	5.6134793	23528.321	23586.153
mod	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	11346.449	11380.875	2.8650740	5.2098655	22768.631	22838.030
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	13452.461	13492.360	5.0743139	10.1806844	27865.858	27946.124
mod	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	11456.459	11490.884	2.9346328	5.3304482	22986.793	23056.192
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + nitrate + silicate	12170.751	12204.893	3.8994672	6.0215796	25414.961	25485.234
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	12128.374	12168.206	3.8601049	5.9459355	25269.494	25351.479
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate	12010.724	12044.866	3.7593801	6.0783607	25795.568	25865.841
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	19270.671	19319.508	4.4354185	9.2465661	42912.656	43011.748
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	11983.692	12023.524	3.7345097	5.7649455	24960.781	25042.767
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	19269.724	19312.457	4.4361242	9.3084962	43009.632	43096.337
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	12066.415	12100.556	3.8075509	5.9000561	25225.004	25295.277
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	19493.973	19536.706	4.5889696	9.4454198	43208.017	43294.722
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	12131.965	12166.107	3.8650419	6.0515296	25558.291	25628.564
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	19494.349	19530.977	4.5906171	9.4876397	43272.135	43346.453
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	12148.246	12188.078	3.8776814	5.9827471	25345.305	25427.291
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19261.503	19310.341	4.4292806	9.2687519	42949.872	43048.964
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12011.416	12051.248	3.7582555	5.8120028	25058.072	25140.058
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19259.650	19302.383	4.4293791	9.3223788	43032.942	43119.647
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	12163.960	12203.792	3.8916376	6.0210637	25431.137	25513.122
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	19260.750	19309.588	4.4287767	9.2571759	42931.020	43030.111
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12027.101	12066.933	3.7717567	5.8469817	25137.156	25219.142
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19258.973	19301.706	4.4289260	9.3109497	43014.519	43101.224
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	19335.419	19378.152	4.4803667	9.4438250	43221.688	43308.393
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	19342.649	19379.277	4.4866176	9.5963984	43456.500	43530.819
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	13990.700	14019.856	3.8853504	6.9427016	29919.695	29979.108
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate + silicate	13919.751	13954.738	3.8294748	6.8699820	29816.074	29887.369
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	13973.624	14008.611	3.8706605	6.7879348	29610.280	29681.575
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	23201.646	23251.924	4.5101295	8.7110061	49453.744	49555.486
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	13917.742	13958.560	3.8264273	6.7372359	29542.472	29625.650
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	23210.872	23254.865	4.5165219	8.7174277	49461.034	49550.057
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	23463.261	23507.254	4.6626570	8.9270164	49851.228	49940.252
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + silicate	23478.610	23516.318	4.6728739	8.9377004	49865.583	49941.890
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	14181.520	14216.508	4.0337937	6.9479662	29811.500	29882.795
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	23271.696	23321.975	4.5501672	8.7835584	49594.667	49696.408
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14088.168	14128.987	3.9581360	6.8619444	29697.788	29780.965
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	23286.741	23330.735	4.5599629	8.7933854	49607.779	49696.803
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate	14250.944	14285.931	4.0897863	7.0026831	29878.175	29949.471
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	23259.056	23309.335	4.5429166	8.7635766	49554.342	49656.083
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14150.222	14191.041	4.0072103	6.9071251	29751.421	29834.599
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	23273.687	23317.681	4.5524589	8.7731492	49567.038	49656.062
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	23344.928	23388.922	4.5935621	8.9291958	49885.260	49974.284
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + silicate	23353.021	23390.729	4.5994147	8.9391162	49899.972	49976.278
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	14086.630	14121.617	3.9584987	7.0171027	30020.196	30091.492
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	14148.703	14183.690	4.0075924	7.0768111	30104.012	30175.307
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + silicate	6509.647	6542.739	1.4198810	2.4106111	12760.649	12827.953
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate	6706.060	6739.152	1.4978977	2.4953769	12987.111	13054.416
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	6500.354	6538.961	1.4155211	2.3258389	12378.702	12457.224
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	16852.038	16893.569	4.9569749	9.1489840	36579.882	36664.449
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	6929.286	6962.379	1.5917819	2.5374154	12974.094	13041.399
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	16905.733	16941.332	5.0067352	9.2162110	36660.317	36732.803
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	16812.217	16853.749	4.9217010	9.0904056	36501.528	36586.095
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	16853.594	16889.193	4.9601375	9.1397849	36559.026	36631.511
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	6731.362	6764.454	1.5082546	2.5114066	13037.513	13104.817
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	16854.000	16901.464	4.9569410	9.1487907	36583.581	36680.229
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6541.795	6580.402	1.4315867	2.3495279	12457.054	12535.576
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	16906.853	16948.385	5.0059451	9.2145445	36661.998	36746.565
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	6739.728	6772.820	1.5116949	2.5187020	13062.855	13130.160
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	16919.355	16954.953	5.0189813	9.2290320	36674.883	36747.369
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16911.885	16953.416	5.0104644	9.2124986	36656.239	36740.806
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	16770.584	16818.049	4.8833384	9.0177998	36404.883	36501.531
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6556.254	6594.861	1.4372348	2.3626119	12507.222	12585.744
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16819.657	16861.189	4.9282727	9.0813734	36483.048	36567.615
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	6562.009	6595.101	1.4402732	2.4594216	12938.180	13005.485
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	6578.533	6611.625	1.4467691	2.4789912	13011.120	13078.425
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + nitrate + silicate	8040.765	8075.961	1.1285223	2.0260333	15959.563	16030.829
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + phosphate + silicate	7913.207	7948.403	1.1012484	2.0185380	15963.489	16034.755
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + nitrate	8080.494	8115.689	1.1371539	2.0176527	15883.858	15955.123
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	8042.661	8083.723	1.1284997	2.0075452	15838.061	15921.204
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	7792.691	7833.753	1.0756735	1.9770533	15739.434	15822.578
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + nitrate	8151.581	8186.777	1.1527641	2.0433670	16023.771	16095.037
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + nitrate + silicate	8119.318	8160.379	1.1452136	2.0349012	15987.306	16070.449
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	15962.423	16009.622	4.6524200	8.6699462	34195.901	34291.771
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7886.883	7927.944	1.0952822	2.0133152	15944.051	16027.195
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15982.907	16024.206	4.6718532	8.6961587	34225.317	34309.204
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate	15876.356	15911.756	4.5821721	8.5261613	33986.051	34057.954
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	15874.093	15915.392	4.5785514	8.5197949	33981.272	34065.159
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15842.732	15889.931	4.5503215	8.4811644	33934.778	34030.649
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7914.891	7955.953	1.1011817	2.0274079	16025.655	16108.799
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15853.907	15895.206	4.5614494	8.4974046	33952.380	34036.267
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + silicate	7969.239	8004.435	1.1131467	2.0409203	16088.071	16159.337
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate	15891.155	15920.655	4.5964651	8.6314713	34146.784	34206.703
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate	15889.820	15925.220	4.5936239	8.6280063	34146.446	34218.349
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15850.687	15891.987	4.5587277	8.5612055	34057.833	34141.720
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + silicate	15861.747	15897.146	4.5697781	8.5761733	34073.235	34145.138
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate	5776.517	5805.485	0.7945606	1.3663724	10691.918	10750.665
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate + silicate	5771.061	5805.823	0.7933401	1.3491827	10526.897	10597.393
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate	5743.424	5778.186	0.7888322	1.3315801	10363.275	10433.771
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	5691.555	5732.110	0.7801191	1.3225613	10310.193	10392.439
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate	5784.157	5818.919	0.7954852	1.3446409	10470.957	10541.453
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5744.107	5784.662	0.7886180	1.3371547	10426.473	10508.719
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate	8900.565	8932.356	4.8940417	8.5052714	16053.856	16116.764
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8895.062	8932.151	4.8816347	8.4926192	16050.174	16123.566
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8890.013	8932.401	4.8700088	8.4251082	16005.917	16089.794
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8899.880	8936.969	4.8895989	8.4476873	16016.004	16089.396
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate	5806.725	5841.487	0.7991954	1.3549110	10561.259	10631.755
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5772.311	5812.866	0.7932174	1.3477278	10516.460	10598.705
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate	8859.556	8891.347	4.8266150	8.3911521	15978.464	16041.372
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8857.945	8895.034	4.8207220	8.3852587	15978.852	16052.245
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8849.155	8891.543	4.8031586	8.2997503	15921.217	16005.094
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8855.490	8892.579	4.8167205	8.3155335	15927.229	16000.621
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	5831.828	5866.590	0.8033427	1.3669804	10667.102	10737.598
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate + silicate	5859.118	5893.880	0.8078756	1.3771506	10751.157	10821.653
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8925.111	8962.200	4.9315128	8.5851505	16111.248	16184.640
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + silicate	8924.456	8956.247	4.9337569	8.5920853	16111.982	16174.890
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate	4587.722	4623.102	0.5667711	0.9162217	6787.353	6858.722
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	4559.397	4600.673	0.5635830	0.9091036	6693.711	6776.975
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	4567.583	4608.859	0.5644418	0.9058727	6631.026	6714.290
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	12588.233	12627.985	4.4329756	7.4400543	22515.550	22594.391
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	12584.491	12629.922	4.4270927	7.4012241	22470.467	22560.571
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	12599.178	12638.930	4.4442103	7.4240650	22490.717	22569.558
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	4723.621	4759.001	0.5812811	0.9554866	7330.625	7401.994
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	12586.567	12620.639	4.4333172	7.4665482	22545.949	22613.527
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	12582.672	12622.424	4.4272777	7.4198502	22490.965	22569.806
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	12597.346	12631.418	4.4443825	7.4419886	22510.250	22577.828
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate	4588.328	4623.707	0.5668350	0.9165123	6791.819	6863.188
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4558.667	4599.943	0.5635065	0.9093140	6697.920	6781.184
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4567.109	4608.385	0.5643921	0.9061637	6636.489	6719.754
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	12585.995	12625.746	4.4306812	7.4582070	22539.971	22618.812
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	12581.908	12627.338	4.4244484	7.4096775	22482.535	22572.640
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12597.026	12636.777	4.4419985	7.4328225	22503.019	22581.861
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate	4586.284	4621.663	0.5666195	0.9156564	6778.864	6850.233
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4561.524	4602.800	0.5638061	0.9089022	6688.521	6771.785
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4569.241	4610.517	0.5646160	0.9055354	6623.762	6707.026
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	12561.634	12607.064	4.4037518	7.4411872	22530.465	22620.570
mod	Indian	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	12971.991	13016.513	6.9416250	13.5483507	35978.441	36072.192
obs	Indian	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	13780.190	13824.506	9.3914917	18.2104153	36608.188	36701.002
mod	Indian	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	12970.037	13008.994	6.9417075	13.5815041	36009.199	36091.232
obs	Indian	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	13779.609	13818.386	9.3950339	18.2276160	36615.425	36696.637
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	12934.790	12973.747	6.8786090	13.7146324	36176.428	36258.461
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate	13713.148	13746.385	9.2354234	17.6470826	36237.195	36306.805
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13004.087	13043.044	7.0032127	13.7241450	36127.685	36209.717
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13712.281	13751.058	9.2283881	17.6301702	36230.874	36312.086
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	12896.041	12940.563	6.8063749	13.3890495	35877.137	35970.888
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	13686.300	13730.617	9.1600048	17.5589726	36204.768	36297.582
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12896.911	12935.868	6.8114377	13.4451180	35929.666	36011.699
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13684.334	13723.111	9.1600865	17.5651871	36205.433	36286.644
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	12933.872	12972.829	6.8769726	13.7137475	36176.274	36258.307
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate	13696.882	13730.119	9.1955791	17.5328981	36164.613	36234.224
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13696.487	13735.264	9.1897261	17.5179917	36159.326	36240.537
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	12893.891	12938.413	6.8025841	13.3982667	35888.710	35982.462
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	13667.832	13712.148	9.1151465	17.4400214	36130.087	36222.900
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12894.869	12933.826	6.8078355	13.4605945	35947.590	36029.622
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13665.834	13704.611	9.1151533	17.4452141	36130.041	36211.252
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	12925.306	12964.263	6.8617279	13.6550107	36123.342	36205.374
mod	Indian	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + silicate	5872.552	5902.510	3.5674697	7.4809819	14262.507	14324.364
mod	Indian	(26,26.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	5929.457	5964.408	3.6585454	7.9574707	14604.141	14676.308
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate	7184.331	7214.579	5.5765146	10.8025418	14693.450	14754.338
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	7173.781	7209.070	5.5459833	10.7716204	14684.718	14755.754
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5407.070	5447.014	2.8757117	6.0396731	13161.068	13243.544
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	7158.596	7198.927	5.5044480	10.7300523	14671.518	14752.702
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5434.540	5469.491	2.9148872	6.2920897	13382.859	13455.026
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7169.835	7205.124	5.5364185	10.7623827	14680.925	14751.961
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	7128.520	7158.768	5.4420171	10.6430026	14625.919	14686.807
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	7122.445	7157.735	5.4228278	10.6227651	14621.353	14692.389
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5341.197	5381.142	2.7900393	5.6757358	12818.099	12900.575
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	7115.376	7155.707	5.4013568	10.6012240	14616.251	14697.435
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5365.527	5400.478	2.8239727	5.9369392	13068.616	13140.783
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7121.158	7156.448	5.4197767	10.6206323	14620.497	14691.533
mod	Indian	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5700.944	5735.895	3.2941462	6.5412492	13531.017	13603.184
mod	Indian	(26,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	5700.679	5730.637	3.2967711	6.7750892	13735.796	13797.654
obs	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate	7277.540	7307.789	5.8085910	11.7252824	15089.527	15150.415
mod	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5593.979	5628.930	3.1362739	6.1294090	13178.912	13251.079
obs	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7256.531	7291.821	5.7504201	11.6113252	15047.403	15118.439
mod	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	5593.582	5623.540	3.1385820	6.3719745	13408.918	13470.775
mod	Indian	(26.5,26.75]	cstar_tref ~ aou + phosphate + nitrate + silicate	4974.463	5004.139	2.6357219	5.1918199	10804.576	10864.960
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	4728.300	4762.922	2.3390229	4.8925646	10557.944	10628.392
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	4786.225	4820.847	2.4051412	5.1580306	10801.388	10871.836
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	8432.168	8463.752	4.6149433	8.9550083	16377.171	16440.108
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8412.165	8449.013	4.5795253	8.9149770	16356.245	16429.672
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	4500.243	4539.811	2.0938875	4.4344971	10116.998	10197.511
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8370.378	8412.490	4.5098490	8.8452705	16316.439	16400.355
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4631.716	4666.338	2.2327946	4.6131728	10288.053	10358.501
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8386.709	8423.558	4.5388896	8.8787467	16333.581	16407.007
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	8374.685	8406.269	4.5229867	8.8070661	16284.009	16346.946
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8356.345	8393.193	4.4908884	8.7730508	16266.439	16339.865
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	4475.793	4515.361	2.0693952	4.2963255	9969.674	10050.186
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8329.980	8372.092	4.4465068	8.7286289	16242.048	16325.964
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4607.655	4642.277	2.2070900	4.4897711	10160.560	10231.009
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8345.970	8382.818	4.4746047	8.7585472	16257.206	16330.633
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4974.919	5009.541	2.6337647	5.0560659	10674.343	10744.792
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	8448.897	8480.481	4.6420550	9.2238462	16542.844	16605.781
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4967.738	5002.360	2.6246785	4.9663743	10583.639	10654.087
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8434.295	8471.143	4.6151480	9.1903611	16526.293	16599.720
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	5057.178	5086.854	2.7427538	5.1449048	10733.986	10794.371
obs	Indian	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	10703.326	10742.058	4.2236483	8.6038134	23332.411	23410.946
obs	Indian	(26.75,27]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	10750.155	10788.887	4.2768944	8.6766589	23398.688	23477.223
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate	7412.723	7444.662	2.7830414	5.4371925	15084.136	15148.338
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	7402.282	7439.544	2.7716373	5.4203184	15069.097	15143.999
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	10707.046	10745.778	4.2278536	8.6570723	23384.643	23463.178
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	7079.776	7122.361	2.4901440	4.6992903	14168.296	14253.898
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	10686.754	10731.020	4.2027158	8.5394796	23274.462	23364.217
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7109.341	7146.604	2.5162212	4.7668024	14255.288	14330.190
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10780.312	10819.044	4.3115384	8.8008580	23516.619	23595.154
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	7344.518	7376.457	2.7210951	5.2239181	14828.190	14892.392
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	10752.003	10785.202	4.2812996	8.7919631	23506.971	23574.287
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	7332.294	7369.556	2.7083508	5.1906430	14791.624	14866.526
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	10697.170	10735.902	4.2166982	8.6353696	23364.381	23442.917
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	7052.059	7094.644	2.4674695	4.5734641	13987.656	14073.258
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	10659.747	10704.013	4.1724605	8.4915383	23229.654	23319.409
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7081.518	7118.780	2.4932218	4.6585425	14103.958	14178.860
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	10741.631	10780.363	4.2671519	8.7181263	23440.571	23519.106
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7779.200	7816.462	3.1387783	5.4471581	15006.239	15081.141
obs	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	10676.119	10714.852	4.1930184	8.8239758	23547.734	23626.269
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	7780.275	7812.214	3.1419659	5.5487248	15138.783	15202.985
obs	Indian	(27,27.25]	cstar_tref ~ aou + phosphate + nitrate + silicate	8527.562	8559.159	4.7419582	9.6918968	18958.781	19023.100
obs	Indian	(27,27.25]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	8559.002	8590.598	4.7943359	9.7145038	18969.396	19033.714
mod	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	8578.948	8617.183	2.8315937	5.4825166	18311.964	18389.510
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	8527.194	8564.057	4.7380356	9.6288879	18918.959	18993.997
mod	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	8630.413	8663.186	2.8754073	5.5281638	18364.236	18430.704
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	8560.822	8597.685	4.7940356	9.6821171	18950.631	19025.669
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	8501.577	8539.813	2.7693691	5.5360297	18408.090	18485.636
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8451.251	8489.486	2.7296305	5.3959291	18207.748	18285.294
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8398.375	8442.073	2.6869492	5.1541347	17841.762	17930.386
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8528.517	8570.646	4.7369145	9.6083435	18908.546	18994.303
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8543.228	8581.463	2.8026942	5.3062769	18044.072	18121.619
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8740.076	8776.939	5.1039003	10.0397734	19163.472	19238.510
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8466.625	8504.861	2.7417096	5.3894658	18194.789	18272.335
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8422.264	8465.961	2.7054466	5.1703231	17861.849	17950.473
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8543.050	8585.179	4.7610304	9.6467065	18933.160	19018.918
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8576.056	8614.291	2.8292429	5.3381921	18085.594	18163.140
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	8530.444	8568.679	2.7924232	5.5397835	18408.535	18486.081
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	8676.509	8713.372	4.9917882	9.9499137	19115.433	19190.471
obs	Indian	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8529.480	8566.343	4.7418222	9.6234831	18914.752	18989.790
obs	Indian	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8544.640	8581.503	4.7670050	9.6669607	18942.824	19017.862
obs	Indian	(27.25,27.5]	cstar_tref ~ aou + phosphate + nitrate + silicate	10572.659	10605.676	4.4528457	9.3775657	24059.716	24127.008
obs	Indian	(27.25,27.5]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	10549.004	10582.021	4.4238909	9.3289164	24018.141	24085.432
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + nitrate + silicate	10211.596	10245.474	2.7667093	5.2399991	21743.757	21812.526
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	10191.917	10231.441	2.7524178	5.1873590	21648.633	21728.864
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	10457.340	10495.860	4.3110800	9.0922033	23814.062	23892.569
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	10310.731	10344.609	2.8330140	5.2697297	21769.057	21837.826
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + nitrate + silicate	10233.770	10267.648	2.7814041	5.2526344	21761.802	21830.572
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	10189.985	10229.509	2.7511478	5.2013988	21677.764	21757.995
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	10471.726	10510.245	4.3282178	9.1207088	23839.068	23917.575
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + phosphate + nitrate + silicate	10191.036	10224.914	2.7531538	5.2102012	21690.543	21759.312
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + phosphate + nitrate + silicate	10511.545	10544.562	4.3784245	9.3854183	24072.696	24139.987
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	10209.189	10248.713	2.7637982	5.2351565	21739.478	21819.709
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	10459.288	10503.310	4.3110181	9.0907657	23816.724	23906.445
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10309.230	10348.754	2.8306454	5.2664888	21767.781	21848.012
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	10224.675	10264.199	2.7740418	5.2377156	21739.530	21819.761
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	10471.689	10515.711	4.3257865	9.1165298	23839.400	23929.121
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	10182.932	10222.457	2.7465166	5.1990608	21675.348	21755.579
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	10501.506	10540.025	4.3639112	9.2105503	23919.092	23997.598
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	10525.508	10564.028	4.3928940	9.2561538	23958.404	24036.910
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	10545.904	10584.423	4.4176732	9.3034178	23999.428	24077.934
obs	Indian	(27.5,27.75]	cstar_tref ~ aou + phosphate + nitrate + silicate	11455.324	11488.972	4.1454275	8.1683691	25960.592	26029.368
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	9700.048	9740.407	1.8868916	3.5850544	20442.409	20524.211
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	11322.167	11361.423	4.0086383	7.9269462	25693.557	25773.796
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	10123.294	10157.888	2.0649413	3.7821239	20924.981	20995.097
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	9878.432	9918.791	1.9596311	3.6730292	20669.971	20751.773
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	11348.010	11387.265	4.0344390	7.9906307	25769.010	25849.249
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + phosphate + nitrate + silicate	11348.232	11381.879	4.0366656	8.0146387	25795.542	25864.318
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	9671.561	9717.685	1.8747329	3.5595648	20372.528	20466.016
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	11259.538	11304.401	3.9448329	7.7565761	25490.760	25582.461
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9952.778	9993.137	1.9907683	3.6868969	20688.539	20770.341
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	11463.756	11503.012	4.1520525	8.0462307	25803.296	25883.535
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	11271.466	11316.329	3.9565319	7.7713152	25506.798	25598.500
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9899.367	9939.726	1.9683492	3.6487646	20583.882	20665.684
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11464.610	11503.865	4.1529322	8.0341059	25786.902	25867.141
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	11329.075	11368.330	4.0155183	7.9892087	25772.830	25853.069
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	10121.984	10162.343	2.0634923	3.8257868	21068.450	21150.253
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	11449.072	11488.327	4.1369436	8.1402932	25931.169	26011.407
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	10206.418	10241.011	2.1016603	3.8767407	21190.688	21260.804
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	10110.350	10150.709	2.0584081	3.8159255	21041.871	21123.673
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	10180.087	10214.680	2.0899589	3.8590427	21145.725	21215.842
mod	Indian	(27.75,27.85]	cstar_tref ~ aou + phosphate + nitrate + silicate	4823.479	4853.465	2.1816733	3.9578356	9535.901	9596.321
obs	Indian	(27.75,27.85]	cstar_tref ~ aou + phosphate + nitrate + silicate	6196.600	6226.569	4.1182724	8.2090899	13034.628	13095.172
mod	Indian	(27.75,27.85]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	4779.701	4809.687	2.1384560	3.9028152	9476.402	9536.822
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6194.675	6229.639	4.1108697	8.1249533	12988.991	13059.627
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	4793.793	4823.778	2.1522727	3.8030827	9333.635	9394.055
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	4662.808	4697.791	2.0253555	3.4492136	8855.912	8926.402
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	6215.006	6249.970	4.1493531	8.1614269	13008.114	13078.749
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + silicate	4663.048	4693.033	2.0274295	3.4792205	8899.962	8960.382
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + phosphate + nitrate + silicate	6213.931	6243.900	4.1511123	8.1653682	13006.351	13066.896
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	6199.110	6234.074	4.1192351	8.2255898	13048.289	13118.924
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6104.849	6144.808	3.9414612	7.8891369	12860.895	12941.621
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4630.359	4665.342	1.9955402	3.3868518	8768.938	8839.429
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6103.879	6143.838	3.9397087	7.8846487	12858.252	12938.978
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4623.213	4658.196	1.9890332	3.3724571	8748.386	8818.876
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	4652.955	4687.938	2.0162554	3.5369828	9001.259	9071.749
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	6165.646	6200.610	4.0565428	8.0386519	12940.657	13011.292
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + silicate	4940.515	4970.501	2.3015487	4.0309225	9589.989	9650.409
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	6151.732	6186.696	4.0307579	8.1057890	12982.426	13053.062
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6152.569	6187.533	4.0323033	8.1098286	12984.740	13055.375
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + phosphate + nitrate + silicate	4744.820	4774.805	2.1046345	3.8775731	9452.958	9513.378
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5067.116	5102.557	2.1047788	3.7047250	10536.284	10608.651
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	7881.725	7918.489	3.9316435	7.5521114	16818.602	16893.222
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	7762.493	7804.510	3.7663190	7.3867635	16701.349	16786.629
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4945.991	4981.432	1.9984241	3.3612707	9951.940	10024.307
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7812.341	7849.106	3.8361563	7.5919816	16870.271	16944.891
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + silicate	5139.164	5169.542	2.1725662	3.7748737	10610.591	10672.620
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5062.711	5098.153	2.1008139	3.7016536	10533.491	10605.859
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	7891.934	7928.698	3.9458928	7.5559431	16819.308	16893.927
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	7763.936	7805.953	3.7682454	7.3779316	16692.977	16778.257
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4942.802	4978.243	1.9956978	3.3564714	9944.354	10016.722
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7806.014	7842.779	3.8275649	7.5573300	16840.980	16915.600
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate	5048.320	5078.699	2.0896999	3.5868590	10323.723	10385.752
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	4699.696	4735.138	1.7984489	3.0098392	9365.419	9437.786
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	5101.751	5132.130	2.1380483	3.5641035	10236.632	10298.661
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7776.355	7813.119	3.7875477	7.4805673	16778.668	16853.288
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	7811.229	7842.741	3.8373625	7.5992165	16872.447	16936.407
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7778.308	7815.072	3.7901701	7.4832769	16780.699	16855.319
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	7805.539	7837.051	3.8296331	7.5732327	16850.715	16914.675
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + phosphate + nitrate	5093.424	5118.740	2.1322653	3.7371787	10567.544	10619.235
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + phosphate + nitrate + silicate	5026.404	5056.783	2.0701865	3.6478720	10453.108	10515.138
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate	5421.342	5453.425	1.3823179	2.3889315	11429.123	11495.113
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5417.911	5455.342	1.3799016	2.3666838	11344.002	11420.991
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	9323.192	9356.072	3.3480333	6.6254142	23209.447	23277.647
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	9311.873	9350.232	3.3354744	6.6112450	23197.511	23277.078
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	9285.288	9329.127	3.3086788	6.5205769	23068.090	23159.024
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9290.832	9329.191	3.3157296	6.5355694	23084.782	23164.349
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + nitrate + silicate	5421.340	5453.423	1.3823170	2.4447102	11655.959	11721.950
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate	5421.619	5453.702	1.3824412	2.3933840	11447.449	11513.440
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5418.487	5455.918	1.3801576	2.3702413	11358.626	11435.615
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	9329.360	9373.199	3.3500816	6.5769228	23136.874	23227.808
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9332.735	9371.094	3.3551659	6.5863670	23145.437	23225.004
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate	5265.409	5297.492	1.3145910	2.3788578	11507.440	11573.430
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate	5429.400	5461.484	1.3859112	2.4199500	11550.240	11616.230
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate	5057.977	5090.061	1.2296116	2.1247380	10572.048	10638.039
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9284.406	9322.765	3.3097234	6.5302184	23079.440	23159.007
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	9288.840	9321.719	3.3157369	6.5382364	23085.186	23153.386
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate	5430.313	5462.397	1.3863191	2.4239280	11565.650	11631.640
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate	5061.203	5093.287	1.2308902	2.1298133	10593.076	10659.067
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9327.732	9366.091	3.3504328	6.5873463	23149.838	23229.405
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	9330.910	9363.789	3.3553318	6.5923753	23151.231	23219.431
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	5766.580	5801.925	2.9383288	5.9663712	15296.715	15370.845
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + silicate	5770.426	5800.721	2.9457936	5.9814838	15308.061	15371.600
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate	2761.185	2791.026	0.8764576	1.3716432	4900.049	4961.709
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2684.728	2719.542	0.8448485	1.3290571	4759.013	4830.950
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5817.029	5857.423	3.0007707	6.0181893	15335.928	15420.647
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5815.089	5850.434	3.0008494	6.0183373	15332.075	15406.204
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate	2761.476	2791.318	0.8765772	1.3736667	4911.738	4973.398
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2685.320	2720.134	0.8450827	1.3311330	4770.881	4842.818
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5858.519	5898.914	3.0552982	6.1181209	15433.665	15518.384
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5857.271	5892.616	3.0562951	6.1196940	15431.125	15505.254
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate	2780.910	2805.778	0.8854177	1.3806621	4918.127	4969.511
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	2780.804	2810.645	0.8845449	1.3755923	4894.744	4956.404
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate	2723.785	2753.626	0.8612450	1.3284994	4690.214	4751.875
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5836.902	5872.247	3.0293940	6.0493327	15356.945	15431.074
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	5836.376	5866.671	3.0313328	6.0515102	15354.717	15418.256
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate	2781.674	2806.541	0.8857340	1.3830201	4931.109	4982.493
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	2781.742	2811.583	0.8849333	1.3785764	4911.340	4973.000
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + nitrate	2725.403	2755.245	0.8618978	1.3308910	4702.865	4764.525
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5883.902	5919.247	3.0918263	6.1577174	15460.818	15534.947
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	5882.591	5912.887	3.0927515	6.1616629	15461.216	15524.755
mod	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	8584.786	8627.833	0.8343509	1.3995667	17315.153	17404.009
obs	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	16922.349	16965.099	3.0926691	6.4464927	40934.223	41021.954
obs	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + silicate	16930.336	16966.979	3.0973271	6.4678749	40985.614	41060.813
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	8541.439	8584.486	0.8291439	1.3944669	17273.755	17362.612
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	8331.791	8380.988	0.8041827	1.3691510	17059.659	17161.209
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	8330.275	8373.322	0.8042389	1.3700627	17071.689	17160.546
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	8537.607	8580.654	0.8286851	1.3937918	17265.992	17354.848
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate	17172.168	17208.811	3.2122831	6.4816046	40949.108	41024.306
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	17151.939	17194.689	3.2015407	6.4667442	40919.374	41007.106
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8332.000	8381.196	0.8042069	1.3690121	17056.901	17158.451
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	17138.030	17186.887	3.1938745	6.4471485	40874.055	40974.319
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17145.758	17188.508	3.1985601	6.4603763	40903.719	40991.450
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	8540.027	8583.075	0.8289749	1.3953654	17291.727	17380.583
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8333.983	8383.180	0.8044373	1.3704593	17080.995	17182.546
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate	17259.854	17290.390	3.2559921	6.5351508	41062.218	41124.884
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate	17227.916	17264.559	3.2393827	6.5111479	41011.676	41086.875
mod	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8584.415	8627.462	0.8343062	1.3993184	17311.081	17399.938
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	17229.851	17272.601	3.2393508	6.4955985	40972.215	41059.947
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + silicate	17260.278	17296.921	3.2552187	6.5241801	41036.212	41111.410
mod	Indian	(28.1, Inf]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8584.854	8627.901	0.8343591	1.4005547	17333.016	17421.872
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate	73657.099	73706.969	13.3814846	24.6235706	139042.507	139141.725
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate	70441.666	70491.269	13.0414784	25.4702748	134747.283	134845.935
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate	73497.309	73554.303	13.2640325	24.3718370	138680.077	138793.468
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate	70236.168	70292.857	12.8891777	25.2788715	134492.353	134605.099
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	73944.541	73994.411	13.5927245	24.8485685	139350.777	139449.995
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	70400.083	70449.686	13.0108135	25.0445415	134178.455	134277.108
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate	73632.083	73689.078	13.3618002	24.5457408	138931.181	139044.573
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate	70086.151	70142.840	12.7801756	24.7515891	133781.783	133894.529
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate	73491.143	73555.263	13.2581324	24.3382414	138633.397	138760.962
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate	73748.935	73805.930	13.4471495	24.5822431	138973.490	139086.881
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + silicate	74129.817	74179.687	13.7306475	25.1075234	139718.196	139817.414
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	70694.585	70751.275	13.2280567	25.7774780	135159.848	135272.594
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	70705.354	70754.956	13.2376218	25.7890960	135171.286	135269.939
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	70924.211	70973.814	13.4026569	26.1745897	135674.341	135772.994
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	70336.285	70392.974	12.9624387	25.3083066	134534.632	134647.378
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	70376.672	70426.275	12.9935812	25.3478531	134584.126	134682.779
mod	Pacific	(-Inf,26]	cstar_tref ~ temp + aou + oxygen + nitrate + silicate	74017.719	74067.590	13.6470339	25.2715277	139972.781	140071.999
mod	Pacific	(-Inf,26]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate	74019.719	74076.714	13.6470336	25.2638773	139965.569	140078.961
obs	Pacific	(-Inf,26]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate	71632.609	71689.298	13.9495014	26.5686038	136188.250	136300.996
mod	Pacific	(-Inf,26]	cstar_tref ~ temp + aou + oxygen + phosphate + silicate	74126.120	74175.990	13.7278820	25.3560203	140086.520	140185.737
mod	Pacific	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	23945.571	23989.859	4.3764727	8.8013363	44041.261	44128.581
mod	Pacific	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	23944.404	23995.018	4.3747963	8.7995527	44041.927	44141.721
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate	24415.756	24453.154	6.1944558	13.1502702	45928.979	46002.804
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	24239.759	24283.390	6.0496700	12.8682273	45627.390	45713.519
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	23491.479	23542.093	4.1415339	8.3115960	43179.347	43279.142
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	24163.020	24212.884	5.9867063	12.7359515	45487.240	45585.673
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	23490.687	23534.974	4.1421389	8.3127940	43177.537	43264.858
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	24294.402	24338.033	6.0937538	12.9456692	45713.277	45799.406
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	24369.198	24406.595	6.1562527	13.0757517	45848.908	45922.733
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	24165.532	24209.163	5.9902969	12.7644907	45511.373	45597.503
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	23451.859	23502.473	4.1217301	8.2498379	43069.854	43169.649
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	24120.170	24170.034	5.9527176	12.6820080	45425.434	45523.867
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	23450.002	23494.290	4.1218018	8.2501951	43066.476	43153.796
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	24281.855	24325.486	6.0836029	12.9267994	45692.578	45778.707
mod	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	23556.882	23601.169	4.1754426	8.3870899	43311.317	43398.637
obs	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	24400.058	24443.689	6.1799056	13.0598640	45845.080	45931.210
mod	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	23558.069	23596.030	4.1770530	8.3897164	43312.171	43387.017
mod	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	23543.964	23588.251	4.1689225	8.3480510	43244.839	43332.159
obs	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	24427.083	24470.714	6.2021368	13.0883026	45877.879	45964.008
mod	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	23543.609	23581.570	4.1697524	8.3495543	43243.597	43318.443
obs	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate	17367.193	17402.881	5.1931993	11.7141779	31846.278	31916.133
mod	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	14656.374	14697.925	3.3184961	7.4890678	28204.972	28286.939
obs	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	17368.587	17410.223	5.1926432	11.7107686	31847.750	31929.247
mod	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	14681.037	14716.652	3.3343566	7.5049339	28227.641	28297.898
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	17264.528	17306.164	5.0980487	11.5322582	31686.780	31768.277
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14356.468	14403.956	3.1440849	7.2619733	27846.631	27940.307
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	17266.212	17313.796	5.0977644	11.5310451	31689.830	31782.970
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14406.723	14448.275	3.1736029	7.2989300	27903.466	27985.433
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	17272.226	17313.863	5.1049878	11.5310499	31688.914	31770.411
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	14336.928	14384.416	3.1331176	7.3031320	27886.891	27980.567
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	17269.853	17317.438	5.1010451	11.5263388	31688.016	31781.155
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14393.420	14434.972	3.1660620	7.3486798	27955.730	28037.697
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	17348.942	17384.631	5.1764811	11.6882697	31821.834	31891.688
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14385.477	14427.029	3.1615679	7.2795031	27873.694	27955.660
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	17350.806	17392.442	5.1763562	11.6752309	31816.979	31898.476
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	14423.444	14459.060	3.1842454	7.3095746	27918.189	27988.447
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	17422.471	17458.159	5.2441670	11.8180071	31937.016	32006.871
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14419.227	14460.778	3.1807068	7.3582161	27975.727	28057.693
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	17423.439	17465.075	5.2432110	11.7990212	31927.922	32009.419
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	14451.608	14487.223	3.2003227	7.3917083	28021.872	28092.130
mod	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate	19096.229	19133.228	3.6368560	7.7287215	33287.518	33359.478
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate	20242.900	20279.578	5.0100900	11.1279964	36644.724	36716.435
mod	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	19087.066	19130.231	3.6310952	7.7228877	33280.265	33364.218
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19056.316	19099.481	3.6152740	7.6920090	33231.030	33314.983
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	20243.547	20286.339	5.0090749	11.0652439	36595.908	36679.571
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19028.642	19077.974	3.6000719	7.6748574	33202.958	33298.905
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	20244.599	20293.504	5.0083637	11.0314375	36571.156	36666.771
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	20457.540	20500.332	5.1722372	11.3166354	36883.288	36966.951
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19206.500	19249.665	3.6932047	7.8563292	33486.355	33570.308
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20316.234	20359.026	5.0639108	11.1274105	36674.733	36758.396
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	19142.578	19191.910	3.6587929	7.8156983	33416.937	33512.884
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	20317.875	20366.780	5.0636388	11.1035732	36658.616	36754.231
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	19149.111	19186.110	3.6642695	7.7462296	33328.247	33400.207
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	20250.380	20287.059	5.0157070	11.0733634	36601.987	36673.698
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	19100.772	19143.937	3.6381693	7.7179013	33279.170	33363.124
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	20249.574	20292.366	5.0135993	11.0399964	36576.930	36660.593
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	19308.358	19345.357	3.7480769	7.9246830	33602.423	33674.383
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	20327.226	20363.904	5.0737748	11.1378720	36684.225	36755.936
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	19216.238	19259.404	3.6983155	7.8679276	33503.900	33587.854
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	20329.152	20371.944	5.0737192	11.1228872	36675.644	36759.307
mod	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	23318.664	23363.346	3.4752615	7.2026375	41714.934	41802.457
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	28064.774	28110.151	4.4170394	10.2236273	51945.041	52034.034
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	28063.286	28102.181	4.4172736	10.2666573	51996.700	52072.980
obs	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	28209.522	28254.899	4.4837376	10.4766628	52327.003	52415.996
obs	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + silicate	28245.692	28284.586	4.5014929	10.5012327	52369.708	52445.987
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	22653.234	22697.916	3.2206584	6.8383565	40848.741	40936.264
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	28295.641	28341.018	4.5238972	10.4267062	52299.336	52388.329
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	22506.776	22557.842	3.1664512	6.5968881	40347.007	40447.033
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	28061.992	28113.851	4.4148528	10.1952935	51910.365	52012.071
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	28063.138	28108.514	4.4162910	10.2612473	51992.865	52081.858
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	22451.100	22495.783	3.1470776	6.6870709	40500.652	40588.175
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	28241.570	28286.947	4.4986409	10.3702529	52205.469	52294.462
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	22317.996	22369.062	3.0988366	6.4734739	40047.988	40148.014
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	28042.114	28093.973	4.4057756	10.1890191	51894.127	51995.833
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	23213.345	23258.028	3.4336636	7.3470388	41936.948	42024.471
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	28045.226	28090.603	4.4081082	10.2729692	52000.485	52089.478
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	22814.807	22853.106	3.2814599	6.9084999	41025.650	41100.669
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	22692.944	22737.626	3.2353146	6.6800623	40559.159	40646.681
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	22633.088	22671.387	3.2139831	6.7664973	40704.373	40779.393
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	22525.968	22570.651	3.1741329	6.5670383	40290.250	40377.773
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	25826.876	25873.211	2.4893103	5.5468605	47731.325	47822.248
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	28266.514	28312.248	3.8990244	9.3771118	52302.162	52391.687
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	26280.107	26319.823	2.5937735	5.6935280	48300.863	48378.798
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	28378.895	28418.096	3.9431501	9.4362991	52433.685	52510.421
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	25579.252	25625.587	2.4342650	5.4350544	47321.987	47412.910
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	28519.967	28565.701	3.9974741	9.5430489	52649.896	52739.421
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + silicate	25891.540	25931.255	2.5043408	5.5262846	47692.899	47770.833
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + silicate	28774.232	28813.433	4.0995440	9.6948679	52970.930	53047.665
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	25987.715	26034.049	2.5257288	6.0512611	49121.225	49212.149
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	28476.078	28521.812	3.9802498	9.7321809	52887.329	52976.854
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	28033.793	28086.061	3.8100145	9.2793132	52059.078	52161.392
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	25478.228	25524.562	2.4121589	5.4421650	47304.580	47395.503
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	28031.825	28077.560	3.8100267	9.2843873	52062.233	52151.758
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	25997.066	26043.401	2.5278626	6.0593024	49145.026	49235.949
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	28452.083	28497.817	3.9708645	9.6367614	52747.292	52836.817
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	28026.060	28078.327	3.8071167	9.2503214	52014.520	52116.834
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	25473.568	25519.902	2.4111441	5.4296662	47267.149	47358.073
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	28024.075	28069.809	3.8071225	9.2524027	52013.471	52102.996
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	25494.737	25541.071	2.4157576	5.6289270	47827.611	47918.535
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + silicate	25492.740	25532.456	2.4157584	5.6342405	47837.872	47915.806
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	21633.924	21679.775	1.9596627	4.1823734	39371.511	39461.414
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	28614.438	28660.533	3.5025807	9.1539444	53891.836	53982.005
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	21810.560	21849.862	1.9938258	4.2199849	39558.537	39635.596
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	28997.447	29036.957	3.6308816	9.3728365	54400.354	54477.642
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	21400.464	21446.315	1.9158957	4.1245004	39087.169	39177.072
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	28987.196	29033.291	3.6267275	9.4101878	54449.852	54540.022
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + silicate	21537.492	21576.793	1.9418404	4.1533000	39232.522	39309.581
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	20972.021	21017.873	1.8381025	4.2302469	39296.722	39386.625
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	28329.828	28382.509	3.4100234	8.9118354	53394.189	53497.240
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	28494.449	28540.545	3.4635299	8.9955637	53600.733	53690.902
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate	20970.178	21009.480	1.8381305	4.2901925	39490.594	39567.654
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	20975.735	21021.586	1.8387630	4.2307514	39299.914	39389.817
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate	29514.050	29553.561	3.8104495	9.4585442	54784.809	54862.097
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	29500.896	29546.991	3.8050576	9.4529528	54773.372	54863.541
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	28259.452	28312.132	3.3876725	8.8654628	53288.728	53391.779
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	28395.351	28441.446	3.4316063	8.9344095	53459.156	53549.325
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate	20973.913	21013.215	1.8387948	4.2924133	39499.400	39576.460
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	21058.052	21103.904	1.8534656	4.2010270	39232.398	39322.301
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + silicate	21087.782	21127.084	1.8591643	4.2079988	39264.462	39341.521
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	29632.649	29678.744	3.8521913	9.4461014	54828.116	54918.285
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	8376.646	8411.562	1.2996039	2.8723294	14958.484	15026.221
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	8497.806	8532.721	1.3316361	2.9078060	15087.323	15155.059
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	8501.776	8536.691	1.3326989	2.9396516	15159.182	15226.919
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	8499.104	8539.838	1.3314482	2.9363259	15153.975	15233.001
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate	8405.664	8440.579	1.3072047	2.9054697	15044.043	15111.780
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7942.881	7983.616	1.1906343	2.6876764	14353.610	14432.636
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate	8391.974	8426.889	1.3036131	2.8902432	15004.707	15072.444
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14402.995	14450.571	3.0821606	7.9497115	26323.061	26415.376
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14418.394	14460.023	3.0916598	7.9809521	26354.135	26434.910
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate	8380.324	8415.240	1.3005648	2.8931325	15006.169	15073.905
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7926.957	7967.692	1.1868301	2.6804896	14329.746	14408.772
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate	8380.002	8414.917	1.3004805	2.8838032	14985.411	15053.147
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	14615.438	14657.067	3.2013048	8.0782268	26541.132	26621.907
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	14404.826	14452.402	3.0831589	7.9369017	26313.625	26405.940
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14420.471	14462.100	3.0927958	7.9656002	26342.815	26423.591
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14474.282	14515.911	3.1223716	7.9916271	26393.737	26474.512
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	14478.617	14514.299	3.1258718	8.0172040	26414.012	26483.248
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate	14617.367	14653.049	3.2035301	8.0805804	26541.165	26610.401
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14484.352	14525.981	3.1279375	7.9830186	26392.245	26473.020
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	14488.598	14524.280	3.1313947	8.0057862	26410.233	26479.469
obs	Pacific	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + nitrate	18889.408	18926.852	2.9158786	8.1309045	36126.815	36199.894
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate	8257.978	8293.187	1.1722642	3.1313665	16719.335	16788.209
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7988.515	8029.593	1.1129258	2.9473026	16186.114	16266.468
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	18951.450	18995.135	2.9390552	8.0734474	36103.440	36188.698
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	18776.902	18826.827	2.8714270	7.9092687	35824.393	35921.831
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8246.446	8287.524	1.1692327	3.0595731	16565.456	16645.809
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	18831.678	18875.362	2.8930038	7.9748243	35925.929	36011.188
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate	8257.829	8293.039	1.1722308	3.1334601	16723.570	16792.444
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7987.435	8028.513	1.1126958	2.9481424	16187.390	16267.743
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	18994.925	19038.610	2.9559515	8.1004536	36157.950	36243.208
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	18790.128	18840.053	2.8764390	7.9379089	35863.869	35961.307
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8251.438	8292.515	1.1703500	3.0618888	16573.008	16653.361
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	18848.007	18891.692	2.8992395	8.0055641	35969.244	36054.503
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate	8757.100	8786.442	1.2902388	3.2651656	17248.959	17306.354
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate + silicate	8759.096	8794.305	1.2902376	3.1284567	16963.148	17032.023
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	18838.731	18882.416	2.8956957	8.0668029	36030.693	36115.952
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	18889.234	18926.678	2.9158116	8.1212835	36116.354	36189.433
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate	8809.392	8838.734	1.3032139	3.2783831	17301.746	17359.142
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate + silicate	8811.295	8846.504	1.3031896	3.1430991	17019.061	17087.935
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	18858.927	18902.611	2.9034170	8.0944366	36072.450	36157.709
obs	Pacific	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	27939.214	27972.406	2.8728394	7.3176826	56392.410	56458.072
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	27934.082	27973.912	2.8710246	7.3143180	56385.869	56464.664
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	27867.847	27914.316	2.8537221	7.2871050	56299.815	56391.742
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate	10871.152	10908.329	1.0811764	3.1711025	23177.048	23249.957
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	10343.199	10386.572	1.0050054	2.9813950	22332.598	22417.659
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	27723.628	27776.734	2.8169946	7.2191049	56088.420	56193.480
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9806.842	9850.215	0.9333765	2.9545268	21923.937	22008.998
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	27817.171	27863.639	2.8409392	7.2444727	56183.122	56275.049
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate	10889.664	10926.841	1.0839390	3.1769595	23203.996	23276.905
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	10355.537	10398.910	1.0067163	2.9844870	22348.919	22433.981
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	27780.872	27833.979	2.8313167	7.2673441	56220.667	56325.727
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9834.271	9877.644	0.9369126	2.9573727	21949.419	22034.480
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	27922.383	27968.851	2.8675426	7.3039462	56361.006	56452.934
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate	10846.620	10883.797	1.0775262	3.0558708	22839.657	22912.567
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	27795.169	27841.637	2.8354072	7.2616725	56211.435	56303.363
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	10874.094	10911.271	1.0816149	3.1028683	22989.481	23062.390
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	27902.354	27942.184	2.8629663	7.2892369	56316.632	56395.427
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate	10904.386	10941.563	1.0861410	3.0661648	22902.260	22975.170
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	27844.677	27891.146	2.8478705	7.3115622	56343.224	56435.151
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	10962.378	10999.555	1.0948590	3.1154108	23075.785	23148.695
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	17494.170	17537.522	2.7131773	6.9418877	34930.659	35016.160
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	6346.309	6381.174	0.8736020	2.0579788	12965.035	13033.741
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	17516.713	17553.871	2.7224004	6.9516832	34952.026	35025.312
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	17545.887	17589.239	2.7326493	6.9868141	35018.925	35104.425
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	6506.734	6541.599	0.9024732	2.0767457	13089.817	13158.523
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	17609.878	17647.036	2.7576981	7.0130677	35082.639	35155.926
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6323.504	6364.179	0.8692210	2.0315496	12866.058	12946.214
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	17458.520	17508.065	2.6990889	6.9252131	34893.283	34990.998
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5739.613	5780.289	0.7722105	1.9453571	12320.706	12400.862
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17470.295	17513.647	2.7042351	6.9313719	34904.517	34990.018
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6327.630	6368.305	0.8699481	2.0313901	12867.009	12947.165
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	17449.280	17498.825	2.6956426	6.9302505	34896.256	34993.971
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5754.343	5795.019	0.7745194	1.9469744	12332.983	12413.139
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	17479.808	17523.160	2.7077946	6.9448475	34928.300	35013.800
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	6322.125	6356.990	0.8693305	2.0328598	12866.974	12935.680
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	17564.710	17608.062	2.7397708	7.0110424	35062.187	35147.688
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	5772.708	5807.573	0.7777227	1.9544014	12364.307	12433.012
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	17644.102	17681.261	2.7707794	7.0504989	35151.612	35224.898
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	6326.766	6361.631	0.8701486	2.0329776	12869.111	12937.816
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	5794.028	5828.892	0.7810905	1.9573583	12384.174	12452.879
obs	Pacific	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate	19998.392	20030.190	2.5119882	6.7047909	44315.760	44379.344
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	20549.782	20591.290	0.9574155	2.3423751	47345.027	47428.211
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + nitrate + silicate	19894.577	19936.085	0.9163132	2.3917982	47661.846	47745.030
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate	20492.728	20534.237	0.9537643	2.3407956	47310.920	47394.104
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + silicate	18116.592	18158.101	0.8134513	2.3954787	46954.209	47037.392
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	19849.862	19898.288	0.9134509	2.3902763	47633.071	47730.118
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate	19988.344	20026.501	2.5084476	6.7049837	44315.297	44391.598
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	20476.029	20524.456	0.9525706	2.3374689	47272.594	47369.642
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19978.999	20023.516	2.5051184	6.6985940	44301.735	44390.753
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19888.224	19939.101	2.4780574	6.6708613	44211.595	44313.329
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	18069.321	18117.747	0.8107716	2.3862381	46845.139	46942.186
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19888.268	19932.785	2.4786505	6.6740180	44214.848	44303.866
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	19859.544	19907.971	0.9140435	2.3892644	47626.065	47723.113
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20484.741	20533.168	0.9531266	2.3363453	47262.677	47359.725
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	19973.022	20023.899	2.5027800	6.8523672	44609.246	44710.981
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	18088.187	18136.614	0.8117966	2.3859912	46851.605	46948.653
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate	20324.406	20356.204	2.6097140	6.8457206	44729.139	44792.723
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate	20255.711	20293.868	2.5882044	6.8151902	44644.275	44720.577
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	20135.201	20179.718	2.5513493	6.7775736	44524.230	44613.248
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + silicate	20165.565	20203.723	2.5610341	6.7952379	44568.669	44644.971

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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
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910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17
f3a708f	jens-daniel-mueller	2020-12-17

[[2]]

Past versions of eMLR_predictor_model_quality_all-2.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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]	8	6	10	6	10	5	10
(26,26.5]	7	10	6	10	5	5	10
(26.5,26.75]	6	5	6	10	6	10	8
(26.75,27]	9	8	4	10	9	7	5
(27,27.25]	9	6	5	10	10	6	5
(27.25,27.5]	8	9	4	10	9	6	6
(27.5,27.75]	10	5	6	10	4	5	3
(27.75,27.85]	8	1	5	9	4	7	6
(27.85,27.95]	7	4	6	6	10	9	4
(27.95,28.05]	7	NA	7	10	6	6	6
(28.05,28.1]	7	NA	6	10	7	7	6
(28.1,28.15]	9	5	6	5	7	8	5
(28.15,28.2]	7	10	7	NA	6	6	6
(28.2, Inf]	7	10	6	4	10	3	6
total	109.00	—	84.00	—	103.00	90.00	86.00
Indian - mod
(-Inf,26]	6	7	5	8	10	9	8
(26,26.5]	6	5	5	10	5	10	8
(26.5,26.75]	5	7	5	10	6	10	7
(26.75,27]	4	5	6	10	8	6	10
(27,27.25]	6	7	3	9	10	8	8
(27.25,27.5]	5	8	3	6	10	10	4
(27.5,27.75]	6	5	4	10	6	10	7
(27.75,27.85]	3	5	4	10	7	10	5
(27.85,27.95]	3	6	2	7	8	8	10
(27.95,28.05]	4	10	4	3	6	5	10
(28.05,28.1]	5	10	5	2	4	4	10
(28.1, Inf]	7	10	6	7	7	10	6
total	60.00	85.00	52.00	92.00	87.00	100.00	93.00
Pacific - mod
(-Inf,26]	10	6	10	6	7	7	10
(26,26.5]	6	6	6	10	5	10	8
(26.5,26.75]	6	5	6	10	4	10	8
(26.75,27]	6	10	6	10	4	5	8
(27,27.25]	5	9	5	10	6	6	9
(27.25,27.5]	4	5	4	8	10	10	6
(27.5,27.75]	4	5	4	6	10	10	6
(27.75,27.85]	5	7	5	4	10	6	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	65.00	78.00	67.00	83.00	84.00	94.00	95.00
Atlantic - obs
(-Inf,26]	6	6	9	9	10	6	10
(26,26.5]	10	6	6	10	8	5	6
(26.5,26.75]	6	6	4	10	8	5	10
(26.75,27]	4	8	6	10	6	5	10
(27,27.25]	5	7	6	10	8	7	9
(27.25,27.5]	7	6	6	10	10	6	7
(27.5,27.75]	4	6	6	10	7	7	10
(27.75,27.85]	6	6	6	10	9	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]	9	7	4	10	10	7	4
total	75.00	83.00	85.00	139.00	120.00	98.00	109.00
Indian - obs
(-Inf,26]	6	5	6	10	10	6	8
(26,26.5]	4	6	6	10	8	5	10
(26.5,26.75]	4	6	6	10	8	5	10
(26.75,27]	4	7	6	10	9	7	8
(27,27.25]	5	9	4	10	6	10	6
(27.25,27.5]	4	10	4	10	6	10	5
(27.5,27.75]	5	8	3	10	8	10	6
(27.75,27.85]	5	10	3	10	7	9	6
(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	64.00	82.00	55.00	120.00	82.00	94.00	95.00
Pacific - obs
(-Inf,26]	7	7	8	8	9	6	10
(26,26.5]	5	6	5	10	8	6	10
(26.5,26.75]	6	10	6	10	4	5	8
(26.75,27]	6	9	5	10	5	5	9
(27,27.25]	5	6	5	10	10	8	6
(27.25,27.5]	5	6	5	10	10	8	6
(27.5,27.75]	4	6	6	10	9	8	7
(27.75,27.85]	4	6	6	10	5	8	10
(27.85,27.95]	6	7	5	10	6	7	9
(27.95,28.05]	7	5	5	10	6	8	7
(28.05,28.1]	6	5	4	10	8	10	6
(28.1, Inf]	9	5	2	10	5	5	9
total	70.00	78.00	62.00	118.00	85.00	84.00	97.00

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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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_offset-7.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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_offset-9.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
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