eMLR - model fitting

workflowr

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Last updated: 2021-08-10

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
Rmd	e675869	jens-daniel-mueller	2021-08-09	without P, AIP basins
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
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Rmd	4d7bb5a	jens-daniel-mueller	2021-08-03	test rlm model fitting
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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Rmd	a61014f	jens-daniel-mueller	2021-05-28	test run with cstar target variable
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
Rmd	e2b3434	jens-daniel-mueller	2021-05-26	generate seperate output
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Rmd	e4ef0f6	jens-daniel-mueller	2021-03-26	included model data
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Rmd	6d2102a	jens-daniel-mueller	2021-03-26	included model data
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html	108d6b2	jens-daniel-mueller	2021-03-20	Build site.
Rmd	2b99ba0	jens-daniel-mueller	2021-03-20	included vif removel option
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
Rmd	4df8990	jens-daniel-mueller	2021-03-20	added vif calculation and plots
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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
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
Rmd	bef9220	jens-daniel-mueller	2020-12-23	rebuild before sensitivity test
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2_2020 file

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era,
         data_source == "obs")

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[3]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>% 
  mutate(model = str_replace_all(predictors, " ", " + "),
         model = paste(params_local$MLR_target, "~", model))

# remove helper objects
rm(i_gamma_slab,
   i_era,
   i_basin,
   GLODAP_basin_era,
   GLODAP_basin_era_slab,
   lm_full)

4 Apply predictor threshold

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

• Minimum: 2
  
• Maximum: 5

lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

• 112

5 Fit all models

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

• cstar_tref

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

# prepare nested data frame
GLODAP %>%
  filter_all(any_vars(is.na(.)))

GLODAP_nested <- GLODAP %>% 
  # filter(gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
  nest(data = !c(gamma_slab, era, basin, data_source))

# expand with model definitions
GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all#[1:3,]
)

# fit models and extract tidy model output
if (params_local$MLR_function == "lm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ lm(as.formula(.y), data = .x))
  )
}

if (params_local$MLR_function == "rlm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ lm(as.formula(.y), data = .x))
  )
}


GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>% 
  mutate(
    tidied = map(fit, tidy),
    glanced = map(fit, glance),
    augmented = map(fit, augment),
    vif = map(fit, ols_vif_tol)
  )

6 Tidy models

# extract glanced model output (model diagnostics, such as AIC)
GLODAP_glanced <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, vif)) %>%
  unnest(glanced) %>% 
  rename(n_predictors = n)

# extract tidy model output (model coefficients)
GLODAP_tidy <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, glanced, augmented, vif)) %>%
  unnest(tidied)

# extract augmented model output (fitted values and residuals)
GLODAP_augmented <- GLODAP_nested_lm_fit %>% 
  select(-c(data, fit, tidied, glanced, vif)) %>% 
  unnest(augmented) 

# print(object.size(GLODAP_augmented), units = "MB")

# extract VIC from output
GLODAP_glanced_vif <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, glanced)) %>%
  unnest(vif)

# calculte max vif per model
GLODAP_glanced_vif_max <- GLODAP_glanced_vif %>% 
  group_by(data_source, era, basin, gamma_slab, model, n) %>% 
  summarise(vif_max = max(VIF)) %>% 
  ungroup()

# calculate RMSE from augmented output
GLODAP_glanced_rmse <- GLODAP_augmented %>%
  group_by(data_source, era, basin, gamma_slab, model) %>%
  summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
  ungroup()

# add RMSE and vif_max to glanced output
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_rmse)
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_vif_max)
rm(GLODAP_glanced_rmse)
rm(GLODAP_glanced_vif_max)


# extract input data
GLODAP_data <- GLODAP_nested_lm_fit %>%
  select(-c(fit, tidied, glanced, augmented, vif)) %>%
  unnest(data)

# append input data with augmented data
GLODAP_augmented <- bind_cols(
  GLODAP_data,
  GLODAP_augmented %>% select(.fitted, .resid)
)

rm(GLODAP, GLODAP_nested, GLODAP_nested_lm, GLODAP_nested_lm_fit, lm_all,
   GLODAP_data)

7 Prepare coeffcients

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

7.1 VIF threshold

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

• 500

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

GLODAP_glanced_clean <- GLODAP_glanced %>% 
  filter(vif_max <= params_local$vif_max)

GLODAP_glanced_clean %>% 
  group_by(data_source, era, basin, gamma_slab) %>% 
  count() %>% 
  filter(n < params_local$MLR_number)

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

7.2 Predictor selection

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

• 10

The criterion used to select the best models was:

• rmse

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

# calculate RMSE sum for adjacent eras
lm_all <- GLODAP_glanced_clean  %>%
  select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>% 
  arrange(era) %>% 
  group_by(data_source, basin, gamma_slab, model) %>% 
  mutate(rmse_sum = rmse + lag(rmse),
         aic_sum = AIC + lag(AIC),
         bic_sum = BIC + lag(BIC)
         ) %>% 
  ungroup() %>% 
  select(-c(era)) %>% 
  drop_na()

# subset models with lowest summed criterion
# chose which criterion is applied

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
} 

if (params_local$MLR_criterion == "bic") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = bic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
}

if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
}


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

data_source	basin	gamma_slab	model	AIC	BIC	rmse	rmse_sum	aic_sum	bic_sum
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate	5929.6630	5958.6028	6.0537764	12.2957835	10817.024	10873.684
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	5900.5724	5934.3354	5.9522351	12.1837122	10787.400	10853.504
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate	5725.4548	5754.3945	5.4171983	12.2696314	10752.768	10809.428
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	5726.9296	5760.6926	5.4156507	12.2477333	10751.782	10817.885
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate	5915.7918	5944.7316	6.0082611	12.3831089	10834.740	10891.400
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	5705.3624	5739.1254	5.3524745	11.5893769	10593.496	10659.599
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	5890.2899	5924.0530	5.9190291	12.2935301	10811.156	10877.260
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + nitrate	2614.6106	2639.5905	3.7458614	9.9407401	6031.405	6081.965
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2610.6134	2639.7566	3.7222888	9.9162512	6029.253	6088.240
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2601.6785	2630.8217	3.6874441	9.8458712	6014.276	6073.263
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	5766.9909	5800.7539	5.5349865	11.8673022	10677.898	10744.001
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2555.7659	2584.9091	3.5134711	9.8351052	5995.828	6054.815
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + nitrate + silicate	2628.7985	2653.7784	3.8022241	10.1750237	6075.325	6125.885
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate	2616.0197	2640.9995	3.7514213	9.8472172	6015.884	6066.445
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2610.9307	2640.0739	3.7235321	9.8168632	6012.371	6071.358
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2605.9908	2635.1340	3.7042204	9.7178771	5993.611	6052.598
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	5797.3617	5831.1247	5.6272055	12.0867464	10738.107	10804.210
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2559.0696	2588.2128	3.5257109	9.7516716	5983.119	6042.106
mod	Atlantic	(-Inf,26.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2557.4779	2586.6211	3.5198087	9.8800245	6003.929	6062.916
obs	Atlantic	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5905.3164	5939.0795	5.9676182	12.2812352	10811.787	10877.891
mod	Atlantic	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	3979.4777	4011.3453	4.0939281	7.7325610	7289.502	7352.241
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4011.4116	4043.2791	4.1882471	7.7127304	7282.677	7345.416
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	7093.5483	7128.8748	5.2688116	10.7128255	12730.448	12799.415
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4033.9324	4065.7999	4.2560675	7.6452437	7257.595	7320.334
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7135.8743	7171.2008	5.3667551	10.8156324	12774.387	12843.354
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4022.1579	4054.0254	4.2204732	7.6001854	7242.420	7305.159
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	7089.3519	7124.6784	5.2591990	10.7282963	12734.554	12803.521
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4045.8177	4077.6852	4.2923012	7.6653665	7263.686	7326.425
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7129.2837	7164.6102	5.3513855	10.8220063	12774.989	12843.955
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	4009.6887	4037.0038	4.1890750	7.7502504	7291.548	7345.324
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	7138.6987	7168.9786	5.3780339	10.8393785	12779.339	12838.453
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3995.1378	4027.0054	4.1399129	7.5688573	7232.986	7295.725
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7126.4177	7161.7442	5.3447156	10.8060240	12769.046	12838.013
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	4032.3268	4059.6418	4.2572649	7.7548623	7292.281	7346.057
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	7141.9014	7172.1813	5.3855346	10.8704556	12790.321	12849.436
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	4020.1744	4047.4895	4.2205230	7.6258346	7247.613	7301.389
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	7134.0767	7164.3565	5.3672278	10.8595795	12784.942	12844.056
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4007.7271	4039.5946	4.1772546	7.5151509	7212.851	7275.589
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7121.4693	7156.7958	5.3332190	10.8190144	12772.177	12841.144
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	7135.6684	7165.9483	5.3709467	10.8797178	12791.924	12851.038
mod	Atlantic	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	6137.4193	6173.9568	2.2760242	4.6000327	11454.091	11526.094
mod	Atlantic	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + silicate	6692.7627	6724.0805	2.7911000	5.1725304	12064.646	12126.363
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6393.1834	6429.7209	2.4993934	4.8555710	11742.079	11814.081
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + phosphate + silicate	6643.6906	6675.0085	2.7414140	5.1090278	12001.935	12063.652
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8563.4359	8600.3135	4.7685217	10.5168985	15990.219	16062.550
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6595.9656	6632.5031	2.6919690	4.8220587	11708.406	11780.409
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8513.7516	8550.6292	4.6866248	10.4393267	15942.295	16014.626
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	8562.3192	8593.9285	4.7699904	10.5185053	15987.159	16049.156
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8562.2024	8599.0799	4.7664712	10.4555536	15964.723	16037.054
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6638.8706	6675.4081	2.7345790	4.9837021	11878.769	11950.772
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8503.1420	8540.0196	4.6693196	10.3527924	15903.354	15975.685
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	6180.0586	6216.5961	2.3118256	4.4475690	11298.712	11370.715
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8514.4916	8551.3692	4.6878342	10.4088630	15930.116	16002.447
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	6774.1423	6805.4602	2.8754908	5.1241101	12011.516	12073.233
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	8513.6370	8545.2464	4.6897067	10.4970338	15962.295	16024.293
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	8560.2487	8591.8580	4.7665481	10.4732390	15968.001	16029.999
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6236.4386	6272.9760	2.3600302	4.5456763	11409.231	11481.234
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8506.6196	8543.4972	4.6749848	10.3367481	15897.877	15970.207
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	6819.9755	6851.2933	2.9241381	5.2525164	12139.051	12200.767
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	8505.9101	8537.5195	4.6770889	10.4181396	15927.709	15989.707
obs	Atlantic	(27,27.25]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	13289.5061	13329.0272	5.7775722	11.6810469	23372.506	23449.566
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	7334.7957	7372.9625	2.0223538	4.3049061	13637.136	13712.017
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	7757.4604	7790.1748	2.2874203	4.9626472	14502.590	14566.774
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7490.7833	7528.9501	2.1159462	4.3931406	13786.539	13861.420
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	13296.2656	13335.7867	5.7869138	11.5468417	23301.675	23378.735
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7757.7470	7795.9138	2.2862839	4.9614561	14504.819	14579.701
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13320.5498	13360.0709	5.8205991	11.6491069	23363.267	23440.326
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7378.9693	7417.1361	2.0484296	4.1497921	13449.561	13524.442
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13276.9426	13316.4637	5.7602497	11.4582916	23248.303	23325.363
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7848.7678	7886.9347	2.3474413	4.9321546	14499.454	14574.335
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13284.9180	13324.4392	5.7712402	11.5253901	23287.164	23364.224
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + nitrate + silicate	7596.1736	7628.8881	2.1828859	4.5036843	13943.075	14007.259
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	13302.7661	13336.6413	5.7986828	11.6159188	23337.381	23403.433
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7588.3152	7626.4820	2.1766535	4.4860426	13923.407	13998.289
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	13240.6303	13280.1514	5.7104737	11.5206804	23273.435	23350.494
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + silicate	7479.2001	7511.9146	2.1100735	4.2381943	13583.247	13647.431
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	13281.1267	13315.0020	5.7687699	11.5281193	23284.220	23350.271
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7478.8072	7516.9740	2.1086096	4.2206891	13563.653	13638.534
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	13209.3814	13248.9025	5.6679829	11.4162793	23208.420	23285.479
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + silicate	13305.7878	13339.6630	5.8028722	11.7070058	23387.139	23453.191
mod	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	12708.9445	12749.2916	3.5877447	6.9361393	23159.055	23238.559
obs	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	16573.4562	16614.6166	5.5432302	10.9802926	29627.480	29708.171
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + nitrate + silicate	12516.7325	12551.3157	3.4456821	6.7178253	22873.345	22941.491
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	12424.7045	12465.0516	3.3775478	6.4926294	22587.935	22667.439
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	16570.6718	16611.8321	5.5403121	10.9476752	29601.745	29682.437
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	12499.6287	12539.9758	3.4317288	6.6582717	22802.498	22882.002
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	12291.0532	12331.4003	3.2830137	6.2339768	22239.304	22318.808
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16542.7347	16583.8950	5.5111192	10.7969880	29478.592	29559.284
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	12153.1573	12193.5044	3.1882498	6.0217012	21940.001	22019.506
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate	16647.7205	16683.0008	5.6237547	10.9269813	29595.315	29664.479
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16532.1336	16573.2939	5.5000819	10.7324678	29425.380	29506.072
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16649.6463	16690.8067	5.6236758	10.9263942	29598.839	29679.530
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate	12474.5987	12509.1819	3.4149829	6.4415592	22521.343	22589.489
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate	16560.2822	16595.5625	5.5315292	10.9065924	29564.252	29633.417
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12391.2241	12431.5712	3.3536139	6.3718968	22429.069	22508.573
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16554.5813	16595.7417	5.5234795	10.8866157	29551.244	29631.935
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + silicate	12379.8075	12414.3907	3.3469130	6.2521780	22264.067	22332.214
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate	16554.5994	16589.8797	5.5255878	10.8560915	29523.689	29592.854
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12218.0489	12258.3960	3.2324985	6.1206070	22080.783	22160.287
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	16546.9069	16588.0673	5.5154692	10.8284544	29504.204	29584.896
obs	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	15130.8708	15171.6698	4.9095930	10.1790608	28965.644	29046.452
obs	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	15169.3925	15204.3631	4.9493680	10.2205146	29003.595	29072.859
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + nitrate + silicate	15518.2882	15554.6230	2.8315246	5.6751123	29397.709	29469.698
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	15395.5741	15437.9647	2.7760581	5.5668119	29171.443	29255.430
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate	15754.5904	15790.9252	2.9396772	5.6250978	29311.925	29383.914
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	14427.4460	14469.8366	2.3808519	4.8523658	27519.620	27603.607
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	15166.0384	15206.8374	4.9440941	10.2067338	28994.995	29075.803
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	15209.3028	15250.1019	4.9868714	10.4134160	29175.844	29256.653
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	14461.1942	14497.5289	2.3943914	4.8951688	27617.614	27689.603
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	15381.5132	15423.9037	2.7698731	5.5551335	29146.293	29230.280
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate	15775.1031	15811.4378	2.9492583	5.6424731	29348.749	29420.738
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14442.5252	14484.9157	2.3865537	4.8627604	27545.375	27629.363
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15170.7497	15211.5487	4.9487345	10.2202325	29007.251	29088.059
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	15402.7319	15445.1225	2.7792120	5.5753648	29189.478	29273.465
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14583.3108	14625.7014	2.4404516	4.9594195	27782.520	27866.507
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15178.5396	15219.3387	4.9564168	10.2441941	29028.873	29109.681
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15136.3541	15177.1532	4.9149566	10.1956089	28980.639	29061.447
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	15174.4551	15209.4257	4.9543599	10.2366573	29018.137	29087.401
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15145.4027	15186.2017	4.9238202	10.2250938	29007.172	29087.980
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	15184.0548	15219.0255	4.9638394	10.2664876	29044.987	29114.251
obs	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	9110.6638	9148.0678	4.5862441	8.7382823	17504.465	17578.940
obs	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + silicate	9130.5296	9162.5901	4.6187917	8.7709074	17522.386	17586.221
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	5590.7715	5622.7970	1.4857003	2.9157378	10737.259	10800.939
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	5397.4853	5434.8484	1.3942518	2.7877900	10471.253	10545.547
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	5063.3890	5100.7521	1.2506624	2.5667166	9971.825	10046.119
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	9099.7814	9137.1854	4.5701310	8.7246029	17495.311	17569.785
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	5348.2374	5380.2629	1.3729857	2.7569870	10400.158	10463.839
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	9118.3024	9150.3629	4.6005629	8.7553247	17512.037	17575.872
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	6125.7089	6157.7344	1.7681013	3.4500499	11741.105	11804.786
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	9095.0295	9132.4335	4.5631128	8.7527787	17515.427	17589.901
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + silicate	5945.4693	5977.4948	1.6674120	3.3293011	11526.192	11589.872
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5475.8675	5513.2306	1.4302602	2.8471797	10597.722	10672.016
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5160.5243	5197.8874	1.2908131	2.6381065	10136.759	10211.053
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9110.7398	9148.1438	4.5863568	8.7380959	17504.329	17578.803
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5587.3851	5624.7482	1.4830993	2.9629668	10834.860	10909.154
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5276.2643	5313.6274	1.3403404	2.7441348	10371.223	10445.518
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9111.7343	9149.1383	4.5878322	8.7489238	17511.957	17586.431
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9110.1437	9147.5477	4.5854727	8.7421466	17507.235	17581.709
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	9130.0900	9162.1506	4.6181351	8.7749241	17525.263	17589.098
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9109.7852	9147.1892	4.5849411	8.7484915	17511.749	17586.224
obs	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	13632.7279	13672.7649	4.9766537	9.4614580	25839.117	25918.662
mod	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + silicate	6845.2392	6877.5506	2.0148657	5.2630339	14476.924	14540.982
obs	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + silicate	13631.6436	13665.9611	4.9776656	9.4709750	25843.945	25912.126
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + nitrate + silicate	6947.0858	6979.3972	2.0795316	5.2997800	14553.443	14617.500
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	6573.1816	6610.8782	1.8506688	5.0310273	14144.967	14219.701
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate	6966.8347	6999.1461	2.0923090	5.1523328	14423.453	14487.510
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	6107.4803	6145.1769	1.6017532	4.5948149	13501.181	13575.914
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	13586.4224	13626.4594	4.9257509	9.2797609	25669.212	25748.757
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	6684.6726	6716.9840	1.9169761	4.9880295	14151.847	14215.904
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	13586.6275	13620.9449	4.9281631	9.2869684	25672.014	25740.195
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	13395.9404	13435.9774	4.7217760	8.9381100	25344.550	25424.095
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	13404.9941	13439.3115	4.7333784	8.9571287	25358.942	25427.124
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6676.9011	6714.5977	1.9111748	5.1112685	14266.837	14341.571
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6253.1561	6290.8527	1.6757881	4.6961701	13673.516	13748.250
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12821.2250	12861.2620	4.1561281	8.1419628	24535.063	24614.608
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6763.4602	6801.1568	1.9631818	5.1942748	14381.681	14456.415
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6356.7505	6394.4471	1.7305094	4.7810243	13806.237	13880.970
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12821.3403	12861.3773	4.1562344	8.1415667	24534.652	24614.196
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	12815.2825	12855.3195	4.1506481	8.1829557	24577.529	24657.073
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	12819.3598	12853.6773	4.1562525	8.1886169	24579.665	24647.846
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	10088.1645	10115.8007	3.6442905	7.6796024	19778.401	19833.287
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate + silicate	10003.1977	10036.3612	3.5599922	7.5500629	19656.649	19722.513
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	9913.3140	9946.4776	3.4749153	7.4701237	19571.192	19637.056
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	9761.0418	9799.7325	3.3336053	7.3022185	19397.944	19474.785
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	15591.7042	15632.9566	4.4301543	8.6326941	30238.525	30320.720
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	16009.5658	16050.8182	4.7894844	9.3002139	31019.153	31101.348
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + silicate	16040.1007	16075.4599	4.8186556	9.3309793	31049.499	31119.952
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	15784.5021	15825.7545	4.5924681	8.9422603	30607.858	30690.053
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + silicate	15831.9277	15867.2869	4.6350279	8.9888977	30658.086	30728.539
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	9960.8542	9994.0177	3.5196567	7.8037281	19858.872	19924.736
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9784.4610	9823.1518	3.3546809	7.5669865	19626.364	19703.206
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15657.2470	15698.4994	4.4846798	8.7335584	30360.280	30442.475
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate	9992.1101	10025.2737	3.5493860	7.9425549	19976.633	20042.498
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16357.3127	16398.5651	5.1106425	9.8691520	31641.016	31723.211
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9800.3330	9839.0237	3.3690403	7.6802565	19722.078	19798.920
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15648.1161	15689.3685	4.4770437	8.7181125	30341.718	30423.913
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	15680.2991	15721.5514	4.5040161	8.7904466	30428.437	30510.632
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + silicate	15702.7014	15738.0606	4.5245759	8.8129773	30451.196	30521.649
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	10082.1137	10115.2772	3.6364036	7.8516603	19924.426	19990.290
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	10115.0342	10148.1977	3.6687621	7.9817817	20036.218	20102.082
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate	3540.5646	3565.3663	1.2916266	2.3397953	6731.748	6781.496
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + silicate	3539.9691	3569.7312	1.2900372	2.3252584	6706.180	6765.879
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate	3541.8214	3571.5834	1.2911713	2.3103834	6674.213	6733.911
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	3540.0785	3574.8009	1.2888808	2.2979642	6652.797	6722.445
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	11217.3591	11256.2651	4.5027747	9.0515175	22637.932	22715.846
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	11294.8113	11328.1592	4.5971092	9.2028348	22761.788	22828.571
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate	11309.0438	11342.3917	4.6142151	9.2969252	22840.471	22907.254
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	11152.6256	11191.5315	4.4273487	8.9677051	22566.024	22643.938
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	11220.1852	11253.5332	4.5084491	9.0935479	22669.710	22736.493
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	3612.8386	3642.6007	1.3354111	2.3790423	6796.608	6856.306
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	11337.8325	11376.7385	4.6465852	9.2872843	22836.221	22914.134
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3604.8580	3639.5805	1.3291034	2.3669669	6778.601	6848.249
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	11284.6768	11323.5828	4.5825749	9.1810461	22747.524	22825.438
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	3640.6922	3670.4543	1.3531733	2.4122415	6856.324	6916.022
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	11303.0368	11336.3847	4.6069876	9.1500829	22716.780	22783.563
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	11253.9960	11292.9019	4.5460311	9.0576197	22642.682	22720.595
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3630.7195	3665.4419	1.3455096	2.4007929	6840.582	6910.230
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11212.9972	11251.9032	4.4976522	8.9783259	22574.949	22652.863
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate	3615.8969	3640.6987	1.3386194	2.4206691	6876.113	6925.862
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	3611.7641	3641.5262	1.3347306	2.4094536	6859.237	6918.936
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + phosphate	4116.4587	4142.6870	1.0466156	2.3794757	9361.282	9414.188
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + phosphate + silicate	4109.0809	4140.5548	1.0431211	2.3050809	9188.203	9251.691
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + phosphate	4115.5815	4147.0555	1.0455422	2.3763292	9357.629	9421.117
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	4106.6827	4143.4023	1.0414862	2.3013636	9182.738	9256.807
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate	4186.2188	4217.6927	1.0722157	2.4117883	9448.454	9511.942
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4182.8947	4219.6143	1.0701817	2.3434517	9291.391	9365.460
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10634.7122	10673.1576	4.6698464	8.9232898	21215.248	21292.328
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate	10563.1339	10596.0871	4.5801614	8.7283747	21049.331	21115.399
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	10556.2343	10594.6797	4.5688150	8.7062194	21034.815	21111.894
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4213.2067	4249.9263	1.0818134	2.3595950	9332.555	9406.624
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	10533.4388	10571.8842	4.5398801	8.6544283	20991.600	21068.680
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate	4197.1127	4223.3410	1.0771575	2.4172045	9458.434	9511.341
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	10648.5631	10687.0085	4.6879084	8.9125472	21204.052	21281.132
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + silicate	4195.9305	4227.4044	1.0759357	2.3539697	9313.885	9377.372
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + silicate	10655.3263	10688.2795	4.6993720	8.9549696	21235.729	21301.797
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate	10624.3356	10651.7966	4.6615546	8.8201972	21117.789	21172.846
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate	10621.7802	10654.7334	4.6556399	8.8030487	21107.263	21173.331
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	10564.7588	10603.2042	4.5796826	8.6803566	21010.470	21087.550
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + silicate	4228.7185	4260.1924	1.0885908	2.3716180	9358.636	9422.123
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + silicate	10570.1332	10603.0865	4.5891049	8.7103125	21032.256	21098.324
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate + silicate	4779.0689	4812.3190	0.8568743	1.7890747	10639.167	10706.506
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + phosphate + nitrate	4789.2281	4822.4782	0.8591865	1.7746694	10570.861	10638.201
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	4766.5509	4805.3427	0.8535809	1.7856900	10628.224	10706.787
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	4926.1446	4964.9364	0.8904909	1.8326236	10834.197	10912.759
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4860.2410	4899.0328	0.8750594	1.8235726	10797.559	10876.122
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate	4882.4730	4911.1183	3.9125483	8.6830062	11048.043	11106.324
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4884.2603	4917.6798	3.9120727	8.6360173	11031.607	11099.601
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4766.4564	4799.8760	3.6573938	8.4245396	10932.593	11000.587
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4897.7442	4936.5360	0.8838078	1.8422249	10880.102	10958.665
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate	4881.4843	4910.1297	3.9103385	8.5523662	10990.726	11049.007
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4883.4644	4916.8840	3.9102940	8.5184023	10979.569	11047.563
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4745.4868	4778.9064	3.6138302	8.2493768	10853.844	10921.839
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	4863.5919	4896.8420	0.8763023	1.8256657	10802.795	10870.134
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + phosphate + nitrate	4879.9292	4913.1793	0.8801080	1.8121304	10739.199	10806.538
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4771.7155	4805.1351	3.6684017	8.5658383	10993.506	11061.500
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + phosphate + silicate	4779.7406	4808.3859	3.6894768	8.6253535	11015.668	11073.949
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate + silicate	4900.7588	4934.0089	0.8849842	1.8444188	10885.718	10953.057
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + nitrate	4916.9041	4950.1542	0.8887823	1.8301462	10819.417	10886.756
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4757.9181	4791.3376	3.6395927	8.4190472	10929.377	10997.371
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + silicate	4764.2812	4792.9266	3.6570278	8.4680255	10947.317	11005.598
mod	Atlantic	(28.2, Inf]	cstar_tref ~ aou + oxygen + nitrate + silicate	5204.7233	5239.4026	0.7164097	1.5960641	10395.061	10463.364
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + nitrate	4730.3404	4759.2398	0.6490501	1.2909982	8654.811	8711.730
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + nitrate + silicate	4715.0622	4749.7415	0.6467102	1.2861320	8625.714	8694.016
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate	4437.5693	4472.2486	0.6102654	1.2522073	8364.002	8432.305
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	4386.5933	4427.0525	0.6035449	1.2412590	8288.516	8368.202
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate	5858.5429	5888.5613	3.4507134	7.2914909	12997.716	13058.704
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	5857.3134	5892.3348	3.4456515	7.2820148	12995.522	13066.675
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	5837.4935	5872.5150	3.4147489	7.2387311	12967.369	13038.521
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	5862.2864	5897.3079	3.4534491	7.3025436	13009.036	13080.189
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	5865.6352	5895.6536	3.4618556	7.3124111	13011.363	13072.351
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate	4452.3751	4487.0544	0.6121570	1.2541040	8378.839	8447.142
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4405.5948	4446.0540	0.6059468	1.2439203	8309.148	8388.835
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate	5870.2060	5900.2244	3.4690556	7.2759785	12986.555	13047.543
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	5870.4527	5905.4742	3.4662920	7.2679010	12985.200	13056.353
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5839.6118	5874.6333	3.4180385	7.2017319	12942.182	13013.334
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate	4482.5725	4517.2518	0.6160333	1.2627056	8438.461	8506.764
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4440.6405	4481.0997	0.6104021	1.2517892	8365.604	8445.291
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	5931.8154	5966.8369	3.5643352	7.3054262	13005.194	13076.346
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5869.0365	5904.0580	3.4640614	7.1684552	12917.002	12988.155
mod	Atlantic	(28.2, Inf]	cstar_tref ~ temp + aou + nitrate + silicate	5269.1137	5303.7930	0.7261174	1.6117384	10486.573	10554.876
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate	2321.7683	2346.6975	2.8096076	5.7487619	5485.059	5536.672
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate	2694.9822	2720.1609	3.7181363	8.4021199	6861.231	6913.725
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2247.6626	2276.7466	2.5915424	5.3704432	5342.197	5402.412
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2690.5827	2719.9578	3.6939847	8.3681931	6855.902	6917.145
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1791.4334	1820.5174	1.5966912	3.6350527	4494.863	4555.078
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2667.0838	2696.4589	3.6066382	8.0214706	6752.363	6813.606
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	2294.7897	2319.7189	2.7302826	5.6112428	5432.842	5484.455
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	2681.4393	2706.6179	3.6672109	8.2791935	6825.969	6878.463
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2218.7758	2247.8598	2.5132778	5.2483811	5293.262	5353.477
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2675.4790	2704.8541	3.6376041	8.2433524	6820.113	6881.355
mod	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1764.3815	1793.4655	1.5514902	3.5279377	4428.884	4489.099
obs	Indian	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2655.0038	2684.3789	3.5625433	7.9088402	6718.348	6779.591
mod	Indian	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2056.7337	2085.8177	2.1160869	4.2414379	4812.903	4873.118
obs	Indian	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2684.9468	2714.3220	3.6728451	8.1217495	6781.005	6842.248
mod	Indian	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	2054.7451	2079.6743	2.1161126	4.3057973	4846.548	4898.161
obs	Indian	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	2893.5507	2918.7293	4.5513814	9.0153630	6992.352	7044.846
mod	Indian	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2003.8921	2032.9761	2.0006526	4.0392093	4707.442	4767.657
obs	Indian	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2664.0891	2693.4642	3.5956564	7.9555667	6731.818	6793.061
mod	Indian	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	2002.2855	2027.2147	2.0014885	4.0940261	4736.818	4788.431
obs	Indian	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	2875.0872	2900.2659	4.4666063	8.8361939	6943.924	6996.418
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	1114.9053	1140.4727	1.6694166	3.5046512	3191.486	3246.681
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + silicate	1113.5844	1135.4993	1.6714069	3.5363756	3204.527	3251.836
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	2133.2361	2156.8772	3.9438667	7.7990450	6463.871	6515.468
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	1077.2306	1102.7980	1.5626426	3.4957498	3206.703	3261.898
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2120.8984	2148.4796	3.8701615	7.7248470	6453.334	6513.530
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	812.5067	838.0741	0.9821124	2.2841215	2539.645	2594.840
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2119.4565	2147.0377	3.8628257	7.7137030	6450.350	6510.546
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	2133.0852	2156.7262	3.9430833	7.7947889	6462.314	6513.911
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	1071.9715	1097.5389	1.5482910	3.4700085	3195.428	3250.623
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2119.8431	2147.4243	3.8647910	7.7161484	6450.931	6511.127
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	813.9013	839.4687	0.9845181	2.2805042	2536.319	2591.514
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2120.2001	2147.7813	3.8666072	7.7146623	6449.950	6510.146
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	2154.5901	2178.2312	4.0562505	7.9419440	6497.525	6549.121
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	724.4841	750.0515	0.8415791	2.1540172	2459.744	2514.939
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2074.4741	2102.0552	3.6408295	7.5110906	6413.200	6473.397
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	811.6975	833.6124	0.9841662	2.3664000	2597.704	2645.014
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	2150.5382	2174.1792	4.0346821	7.9124240	6490.277	6541.874
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	723.5453	749.1127	0.8401942	2.1412429	2449.932	2505.127
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2074.6300	2102.2112	3.6415767	7.5062265	6411.093	6471.289
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	811.9676	833.8826	0.9846327	2.3522395	2587.144	2634.454
mod	Indian	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	1500.2775	1528.7240	1.3624589	2.8184139	4335.390	4396.505
mod	Indian	(26.75,27]	cstar_tref ~ sal + aou + phosphate + silicate	1505.3979	1529.7806	1.3737862	2.8447807	4354.665	4407.049
mod	Indian	(26.75,27]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	1582.6263	1611.0728	1.4993708	2.9626691	4425.647	4486.762
mod	Indian	(26.75,27]	cstar_tref ~ sal + oxygen + phosphate + silicate	1580.6930	1605.0757	1.4994871	3.0074768	4469.007	4521.391
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate	3883.7839	3910.7555	4.5058184	8.2843026	10436.646	10494.108
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3882.8535	3914.3204	4.4958568	8.2741855	10437.618	10504.657
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1415.8240	1444.2705	1.2350227	2.4555282	3973.640	4034.755
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3881.6952	3913.1620	4.4919252	8.2579992	10428.728	10495.766
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	3884.4845	3911.4561	4.5082032	8.2808949	10433.695	10491.157
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	3883.2169	3914.6838	4.4970909	8.2697027	10434.377	10501.416
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1416.7573	1445.2038	1.2363637	2.4532066	3969.849	4030.964
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3882.0614	3913.5282	4.4931677	8.2543455	10425.998	10493.036
mod	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	1322.0982	1350.5446	1.1075007	2.4351576	4012.199	4073.314
obs	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3883.4222	3914.8891	4.4977884	8.2805936	10441.005	10508.043
mod	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	1414.0632	1438.4459	1.2353662	2.7082462	4265.344	4317.728
obs	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	3882.8126	3909.7842	4.5025143	8.2870432	10439.479	10496.941
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	1325.3429	1353.7894	1.1116872	2.4298442	4004.155	4065.270
obs	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3884.4117	3915.8785	4.5011508	8.2819904	10440.757	10507.796
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	1415.5998	1439.9826	1.2375756	2.6999091	4255.584	4307.968
obs	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	3883.8474	3910.8190	4.5060346	8.2884360	10439.176	10496.638
mod	Indian	(27,27.25]	cstar_tref ~ aou + phosphate + nitrate + silicate	2109.7602	2134.9876	2.0137753	4.1955368	6304.394	6358.766
mod	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	2093.4505	2122.8824	1.9768734	4.1293089	6264.345	6327.779
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	2828.2192	2858.0897	3.4941799	7.9000132	8199.067	8262.731
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	2840.8215	2866.4247	3.5429256	8.0422826	8248.445	8303.014
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate	2858.0131	2883.6163	3.6011874	8.1238204	8275.162	8329.731
mod	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	2100.3547	2129.7866	1.9907083	4.1509333	6278.120	6341.554
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	2825.5368	2855.4072	3.4852983	7.9063778	8202.762	8266.426
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + silicate	2831.2320	2856.8352	3.5108377	8.0749162	8265.220	8319.789
mod	Indian	(27,27.25]	cstar_tref ~ sal + phosphate + nitrate + silicate	2106.7276	2131.9550	2.0076161	4.1721717	6286.302	6340.674
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2190.5474	2219.9793	2.1805872	4.0581073	6101.537	6164.971
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate	2831.2266	2856.8298	3.5108197	8.0590395	8258.790	8313.359
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2832.3041	2862.1745	3.5077481	7.9771047	8229.578	8293.242
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2821.9480	2851.8185	3.4734516	7.9725973	8231.485	8295.149
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2191.1010	2220.5329	2.1818069	4.0577120	6100.454	6163.888
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2839.6248	2869.4953	3.5321966	8.0345337	8250.471	8314.135
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2129.0254	2158.4573	2.0492026	4.1975604	6296.313	6359.748
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2829.7176	2859.5880	3.4991507	8.0342906	8253.964	8317.628
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2108.4986	2137.9305	2.0071517	3.9680871	6102.168	6165.602
mod	Indian	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	2117.1673	2142.3947	2.0288987	4.1889732	6292.800	6347.172
mod	Indian	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	2114.8218	2140.0492	2.0240974	4.1814632	6288.068	6342.440
obs	Indian	(27.25,27.5]	cstar_tref ~ aou + phosphate + nitrate + silicate	3901.5446	3928.8768	3.8476081	7.8405867	10697.957	10755.879
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	3877.9129	3909.8004	3.7781008	7.7645350	10672.355	10739.931
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	3876.1695	3903.5016	3.7787902	7.8790486	10736.742	10794.664
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	3876.8011	3908.6886	3.7751144	7.8190558	10705.904	10773.480
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate	2357.8080	2384.3182	1.6395878	3.4489502	6779.921	6836.428
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2349.1710	2380.0996	1.6254239	3.4235787	6759.664	6825.589
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3896.3401	3928.2276	3.8279428	7.8773109	10728.689	10796.265
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3874.4020	3906.2895	3.7686781	7.7961747	10693.644	10761.220
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate	2357.0601	2383.5703	1.6385878	3.4495479	6781.108	6837.615
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2347.3051	2378.2336	1.6229519	3.4212755	6758.004	6823.929
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3879.4469	3911.3344	3.7822251	7.8538347	10725.051	10792.627
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate	2388.1382	2414.6484	1.6806556	3.4871284	6806.748	6863.255
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2389.7961	2420.7247	1.6801868	3.4783123	6800.254	6866.178
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	3889.5668	3921.4543	3.8095465	7.9079068	10751.019	10818.595
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate	2356.9046	2378.9964	1.6410549	3.4701441	6800.787	6847.876
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate	2347.4594	2373.9696	1.6258063	3.4547465	6793.163	6849.670
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3902.3806	3934.2681	3.8444241	7.8159323	10687.745	10755.321
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate	2356.4937	2378.5856	1.6405051	3.4721832	6803.477	6850.566
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + silicate	2345.4956	2372.0058	1.6232042	3.4545572	6794.090	6850.596
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3905.0751	3936.9626	3.8517984	7.8710644	10719.367	10786.943
obs	Indian	(27.5,27.75]	cstar_tref ~ aou + phosphate + nitrate + silicate	4333.1237	4361.2613	3.5549019	7.2428501	11291.346	11350.388
mod	Indian	(27.5,27.75]	cstar_tref ~ oxygen + phosphate + nitrate	3229.8103	3253.1894	1.8426535	3.2828588	8070.135	8119.569
mod	Indian	(27.5,27.75]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	3193.6662	3221.7211	1.7988655	3.2280214	8015.135	8074.455
obs	Indian	(27.5,27.75]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	4340.5913	4368.7289	3.5714494	7.3396145	11353.684	11412.726
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	4328.4867	4361.3139	3.5402592	7.1077471	11204.027	11272.909
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + nitrate + silicate	3244.6111	3272.6660	1.8575860	3.2909771	8074.093	8133.413
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	4332.7866	4365.6138	3.5497388	7.1379558	11223.101	11291.983
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + phosphate + nitrate + silicate	4355.7659	4383.9035	3.6053123	7.2029908	11250.795	11309.837
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4384.2718	4417.0990	3.6652341	7.2851522	11297.016	11365.898
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + nitrate + silicate	3208.4172	3236.4721	1.8156743	3.2881420	8110.735	8170.055
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4391.4809	4424.3081	3.6817032	7.3166528	11314.792	11383.674
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate	2965.6829	2993.7378	1.5580091	2.8613872	7537.678	7596.998
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2959.1899	2991.9207	1.5496884	2.8514260	7529.775	7598.982
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	4340.5261	4373.3533	3.5668653	7.1616698	11235.518	11304.400
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate	2841.3071	2864.6862	1.4423140	2.8649608	7648.414	7697.848
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4334.1455	4366.9727	3.5527399	7.1832542	11254.343	11323.225
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate	2845.8480	2869.2271	1.4464495	2.8263445	7570.330	7619.763
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4339.1965	4372.0237	3.5639173	7.2175054	11275.550	11344.432
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + phosphate + nitrate	3147.3748	3170.7539	1.7493244	3.1263773	7866.273	7915.706
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + phosphate + nitrate + silicate	3123.8437	3151.8986	1.7213896	3.0907389	7829.550	7888.870
mod	Indian	(27.75,27.85]	cstar_tref ~ aou + nitrate + silicate	1571.2428	1591.1245	1.7547634	3.3764478	4179.926	4222.441
obs	Indian	(27.75,27.85]	cstar_tref ~ aou + phosphate + nitrate + silicate	2075.5560	2099.4445	3.2757978	7.0108951	6039.369	6090.749
mod	Indian	(27.75,27.85]	cstar_tref ~ aou + phosphate + silicate	1264.1342	1284.0159	1.1883934	2.4102875	3486.154	3528.668
mod	Indian	(27.75,27.85]	cstar_tref ~ oxygen + nitrate + silicate	1560.1489	1580.0307	1.7302321	3.3607702	4176.270	4218.784
mod	Indian	(27.75,27.85]	cstar_tref ~ oxygen + phosphate + silicate	1293.4545	1313.3362	1.2334447	2.4952997	3559.433	3601.947
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	2064.1079	2091.9778	3.2206445	6.9439810	6025.367	6085.311
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + nitrate + silicate	1547.3323	1567.2141	1.7023179	3.3966820	4215.904	4258.419
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	2059.9772	2087.8471	3.2038912	6.9653025	6035.927	6095.871
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + phosphate + silicate	1370.9548	1390.8366	1.3609207	2.7789261	3796.302	3838.816
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2057.3685	2085.2384	3.1933554	6.9636390	6036.721	6096.665
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + nitrate + silicate	1549.3031	1573.1612	1.7022547	3.3864150	4211.624	4262.641
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2056.8164	2084.6863	3.1911299	6.9377814	6027.089	6087.033
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	2041.3304	2069.2003	3.1293398	6.9169594	6027.307	6087.251
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + silicate	1370.3334	1394.1915	1.3564009	2.7319320	3756.139	3807.156
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2049.0138	2076.8837	3.1598462	6.8494984	5997.150	6057.094
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	2057.6133	2081.5018	3.2024192	6.9776911	6036.875	6088.255
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + nitrate + silicate	1563.7209	1583.6026	1.7380929	3.4263428	4227.355	4269.869
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2052.7078	2080.5777	3.1746185	6.8541673	5996.884	6056.828
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	2058.7263	2082.6147	3.2069226	6.9598424	6029.413	6080.793
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + phosphate + silicate	1377.2685	1397.1503	1.3718687	2.7489683	3762.631	3805.145
mod	Indian	(27.85,27.95]	cstar_tref ~ aou + phosphate + silicate	1709.0822	1729.3426	1.7860057	3.8230395	4987.167	5030.640
mod	Indian	(27.85,27.95]	cstar_tref ~ oxygen + phosphate + silicate	1694.7294	1714.9899	1.7561011	3.7965551	4975.387	5018.860
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate	1869.3762	1889.6366	2.1566646	4.1104784	5083.475	5126.948
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + phosphate + silicate	1810.2459	1830.5064	2.0117357	4.3231828	5282.196	5325.669
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	2874.1043	2900.3135	2.8170674	6.1160647	7849.963	7905.311
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2871.7856	2902.3629	2.8066525	6.0724523	7830.428	7895.000
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2835.7676	2866.3449	2.7212798	5.9826897	7791.854	7856.427
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + nitrate + silicate	1840.6762	1864.9887	2.0801608	4.2958050	5249.691	5301.859
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate	2900.1036	2926.3127	2.8805873	6.2075797	7892.017	7947.365
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	2896.6271	2927.2044	2.8670894	6.1642569	7873.431	7938.004
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2844.8088	2875.3861	2.7424628	6.0193192	7809.873	7874.445
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	1721.1667	1745.4793	1.8073214	3.7866117	4957.139	5009.307
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2830.7191	2861.2964	2.7095228	5.9827644	7793.686	7858.258
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	1693.9879	1718.3005	1.7504464	3.7873775	4973.995	5026.163
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	2834.0619	2860.2711	2.7219668	6.0007196	7798.225	7853.573
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate	1869.0653	1889.3257	2.1558760	4.3243308	5243.056	5286.529
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	2841.6994	2872.2767	2.7351590	6.0314080	7817.974	7882.547
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	1694.1203	1718.4329	1.7507190	3.7854807	4972.493	5024.660
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	2843.9225	2870.1316	2.7450833	6.0439625	7819.713	7875.061
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + phosphate + silicate	1722.5996	1742.8600	1.8146352	3.9248706	5054.842	5098.315
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + silicate	1796.3687	1820.9166	1.8213502	3.5183132	5057.264	5110.169
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + oxygen + nitrate + silicate	1853.1390	1877.6869	1.9421544	3.8108306	5274.813	5327.718
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate	1885.7000	1906.1566	2.0195892	3.8501622	5271.011	5315.098
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + silicate	1698.5749	1723.1228	1.6306059	3.1387529	4762.715	4815.620
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1860.8664	1889.5055	1.9547783	3.8304276	5290.753	5352.475
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	1891.9010	1916.4489	2.0292096	3.8710614	5289.457	5342.363
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	4222.9148	4251.6823	2.5569024	5.7593137	11094.945	11154.861
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4217.1982	4250.7603	2.5458788	5.7331373	11078.631	11148.533
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1690.4001	1719.0393	1.6119453	3.1268105	4763.954	4825.677
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4194.7007	4228.2628	2.5140106	5.7066647	11060.626	11130.528
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1854.1668	1882.8060	1.9400198	3.7918771	5262.760	5324.483
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate	1887.1028	1911.6506	2.0182251	3.8434924	5269.572	5322.477
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1687.7583	1716.3974	1.6071352	3.1092348	4747.197	4808.920
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4228.3308	4261.8929	2.5617976	5.7860357	11120.402	11190.304
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate	4229.5852	4253.5581	2.5693454	5.7953142	11119.082	11169.012
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate	4215.2184	4243.9859	2.5459076	5.7695002	11104.758	11164.674
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4194.1769	4227.7390	2.5132734	5.7006340	11055.695	11125.597
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	4193.8886	4222.6561	2.5156832	5.7108683	11059.918	11119.835
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4229.5410	4263.1031	2.5635340	5.7827769	11117.494	11187.396
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	4227.9515	4256.7191	2.5641233	5.7904231	11119.720	11179.636
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate	2985.0633	3007.4018	2.4373058	5.2309422	7461.975	7508.398
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	3021.8098	3053.0837	2.5000670	5.3743850	7554.711	7619.702
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	3027.9930	3054.7992	2.5160015	5.3915552	7559.679	7615.385
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1121.3617	1147.5627	1.4271501	3.0578727	3184.513	3240.716
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	1119.2039	1141.6619	1.4267893	3.0769466	3193.079	3241.253
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	3033.7097	3060.5159	2.5271934	5.4578803	7600.074	7655.781
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	3029.6423	3060.9162	2.5153165	5.4442108	7596.889	7661.880
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1119.7193	1145.9203	1.4233987	3.0059150	3150.643	3206.846
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3004.1898	3035.4637	2.4660987	5.3053784	7514.695	7579.686
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + silicate	1125.6747	1148.1328	1.4416620	3.0757978	3189.071	3237.245
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + nitrate + silicate	1124.8016	1147.2596	1.4396461	3.0767499	3190.147	3238.321
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate	1134.5829	1157.0409	1.4623907	3.0918750	3194.918	3243.092
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1120.8312	1147.0322	1.4259374	3.0554098	3183.158	3239.361
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	1118.2000	1140.6580	1.4244957	3.0726303	3190.758	3238.932
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1118.6426	1144.8436	1.4209449	3.0000861	3147.273	3203.476
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3030.1766	3061.4505	2.5163602	5.4074608	7573.708	7638.699
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + silicate	1124.7789	1147.2369	1.4395938	3.0717929	3186.902	3235.076
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate	3057.8656	3084.6718	2.5750371	5.5080760	7625.695	7681.401
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3040.7882	3072.0621	2.5371776	5.4040369	7568.944	7633.935
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	3039.9477	3066.7539	2.5394627	5.4064390	7566.178	7621.885
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + oxygen + phosphate	4919.6730	4949.5142	2.4076741	5.1732716	12917.521	12979.773
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	4916.5611	4951.3759	2.4019190	5.1675070	12916.398	12989.026
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	4937.3497	4972.1645	2.4254098	5.1642610	12905.342	12977.969
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + phosphate + silicate	4936.1308	4965.9721	2.4262968	5.1673414	12904.747	12966.999
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	4985.2240	5020.0388	2.4803843	5.2417631	12980.068	13052.695
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + oxygen + phosphate + silicate	4984.1529	5013.9942	2.4814633	5.2440860	12978.473	13040.725
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate	2100.7735	2128.9408	0.8812793	2.1513376	6334.045	6393.107
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2085.2314	2118.0933	0.8717645	2.1358437	6308.489	6377.394
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	4921.5932	4956.4080	2.4075841	5.1608552	12906.798	12979.426
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4950.5975	4985.4123	2.4404992	5.2526978	13005.221	13077.848
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4932.6081	4967.4229	2.4200316	5.1610746	12903.222	12975.850
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + nitrate	2099.0254	2122.4982	0.8814167	2.1523873	6332.125	6381.343
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + nitrate + silicate	2084.9496	2113.1170	0.8726919	2.1373747	6307.422	6366.484
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate	2100.6641	2128.8315	0.8812196	2.1511599	6333.699	6392.761
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2085.5440	2118.4060	0.8719332	2.1361323	6309.043	6377.949
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4959.6381	4994.4529	2.4508505	5.2029599	12943.460	13016.088
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + phosphate + nitrate	1855.7751	1883.9425	0.7573055	1.9367731	5900.644	5959.706
mod	Indian	(28.1,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	2154.4165	2182.5838	0.9110242	2.1754041	6376.279	6435.341
mod	Indian	(28.1,28.2]	cstar_tref ~ temp + oxygen + nitrate + silicate	2152.9535	2181.1208	0.9101999	2.1747587	6375.176	6434.239
mod	Indian	(28.1,28.2]	cstar_tref ~ temp + phosphate + nitrate	1970.0222	1993.4950	0.8137895	2.0086222	6045.843	6095.062
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + nitrate + silicate	1745.4721	1776.0226	0.4976490	1.0519435	4499.405	4562.421
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	1684.8152	1720.4574	0.4848460	0.9958501	4171.746	4245.265
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	2361.5517	2391.5797	2.1356119	4.7119993	6439.183	6502.501
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	1861.8984	1897.5406	0.5219090	1.0316325	4340.529	4414.048
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	2363.4292	2393.4572	2.1393346	4.7164567	6441.550	6504.869
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + phosphate + silicate	1865.2432	1895.7937	0.5230707	1.0414280	4397.437	4460.453
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1686.0930	1721.7352	0.4851038	0.9962339	4173.840	4247.358
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	2346.7319	2376.7599	2.1064534	4.6832177	6424.614	6487.933
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + phosphate	2349.1942	2374.9325	2.1151911	4.7070944	6435.141	6489.414
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	1713.1276	1748.7698	0.4905899	1.0056889	4226.462	4299.981
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	2347.8583	2377.8863	2.1086556	4.7005517	6435.800	6499.119
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1862.3676	1898.0098	0.5220109	1.0318923	4342.023	4415.542
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + phosphate + silicate	2342.8733	2372.9013	2.0989270	4.6771243	6421.711	6485.029
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1687.5560	1723.1982	0.4853991	0.9966123	4175.841	4249.360
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	1713.1703	1748.8125	0.4905986	1.0057284	4226.702	4300.221
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1863.7763	1899.4185	0.5223169	1.0323823	4344.626	4418.144
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	2341.5194	2371.5474	2.0962926	4.6822476	6425.519	6488.837
obs	Indian	(28.2,28.3]	cstar_tref ~ temp + aou + oxygen + phosphate	2348.6978	2374.4360	2.1142172	4.7047240	6433.719	6487.991
obs	Indian	(28.2,28.3]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate	2349.6214	2379.6494	2.1121072	4.7024319	6436.521	6499.840
obs	Indian	(28.2,28.3]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	2350.2809	2380.3089	2.1133998	4.7162846	6445.491	6508.810
mod	Indian	(28.3, Inf]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	1655.4391	1685.4247	0.5128234	0.8920603	2963.348	3024.976
obs	Indian	(28.3, Inf]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	1645.6787	1669.3039	2.0882165	4.8519032	4141.893	4190.924
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	1536.8980	1571.8812	0.4853351	0.8776356	2944.480	3016.379
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	1537.0361	1572.0192	0.4853657	0.9024287	3121.145	3193.044
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	1444.6841	1479.6672	0.4653056	0.8703412	2944.401	3016.300
obs	Indian	(28.3, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	1644.6663	1672.2291	2.0799342	4.7848120	4120.941	4178.145
obs	Indian	(28.3, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	1642.6671	1666.2924	2.0799365	4.8133005	4127.628	4176.660
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + oxygen + nitrate + silicate	1547.9545	1577.9401	0.4882399	0.8857756	2991.768	3053.396
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	1535.0195	1570.0027	0.4849186	0.8638709	2842.764	2914.663
obs	Indian	(28.3, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	1644.9314	1672.4941	2.0806617	4.7791951	4118.811	4176.015
obs	Indian	(28.3, Inf]	cstar_tref ~ sal + oxygen + phosphate + silicate	1643.2288	1666.8541	2.0814784	4.8074932	4125.444	4174.475
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1536.3452	1571.3284	0.4852125	0.8759905	2932.713	3004.612
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1536.8781	1571.8612	0.4853307	0.9011496	3112.371	3184.271
obs	Indian	(28.3, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1638.5747	1666.1375	2.0632860	4.7859518	4121.536	4178.739
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1537.8027	1572.7859	0.4855358	0.8774534	2942.568	3014.468
mod	Indian	(28.3, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1537.6676	1572.6508	0.4855058	0.9020288	3118.039	3189.939
obs	Indian	(28.3, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1641.3855	1668.9482	2.0709511	4.7908011	4123.291	4180.495
obs	Indian	(28.3, Inf]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	1665.0895	1692.6523	2.1367369	4.8600021	4148.275	4205.479
obs	Indian	(28.3, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	1643.1027	1670.6655	2.0756482	4.8349857	4139.710	4196.914
obs	Indian	(28.3, Inf]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	1644.9188	1672.4816	2.0806273	4.8340943	4139.354	4196.558
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate	19463.2848	19499.1175	6.9301960	13.5470164	43415.978	43488.973
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	15995.0410	16036.0758	5.2482190	10.5857343	36266.581	36350.272
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	19090.7415	19132.5463	6.4966677	12.9208040	42831.591	42916.751
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	15562.1659	15603.2006	4.8285556	9.7958744	35363.035	35446.726
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	18944.3345	18986.1393	6.3346723	12.6095691	42515.100	42600.261
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	16300.6534	16341.6881	5.5662872	10.8656847	36525.263	36608.954
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate	19317.8201	19353.6528	6.7584888	13.2675309	43151.679	43224.674
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16220.9175	16261.9523	5.4814888	10.7677180	36429.236	36512.927
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19037.3461	19079.1509	6.4371127	12.8178954	42729.197	42814.358
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15811.2149	15852.2497	5.0657224	9.9337371	35479.854	35563.545
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19043.8889	19085.6938	6.4443809	12.7831200	42687.904	42773.064
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	16310.4314	16351.4662	5.5767760	10.8455350	36497.074	36580.765
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	19322.5650	19358.3977	6.7640221	13.2938193	43179.460	43252.455
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19072.8728	19114.6777	6.4766767	12.8985643	42811.189	42896.349
mod	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15973.1422	16014.1770	5.2261381	10.2387264	35833.416	35917.107
obs	Pacific	(-Inf,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19101.7861	19143.5910	6.5090551	12.9032177	42808.795	42893.955
mod	Pacific	(-Inf,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16394.3445	16435.3793	5.6676049	10.9957380	36654.364	36738.055
mod	Pacific	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	16349.4130	16390.4478	5.6187879	10.8528635	36492.808	36576.499
obs	Pacific	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	19869.3146	19911.1195	7.4303461	14.6575701	44462.513	44547.673
mod	Pacific	(-Inf,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	16379.1060	16414.2786	5.6531776	10.9890775	36646.664	36718.399
obs	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate	12351.2489	12384.9051	5.1545190	10.2091671	24714.748	24782.105
mod	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	9319.9692	9353.3608	2.6978427	5.2258935	18623.662	18690.599
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	10836.8003	10875.7572	3.9944094	7.4930772	21429.231	21507.323
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	10510.4727	10549.4296	3.6705992	7.1157682	21041.882	21119.975
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	12294.8210	12334.0865	5.0803996	10.0508180	24592.027	24670.610
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9309.6954	9348.6523	2.6892779	5.2227309	18623.842	18701.934
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12419.6916	12458.9572	5.2401204	10.5183351	24961.079	25039.662
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	10710.3136	10749.2706	3.8656397	7.4718100	21422.590	21500.683
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	12315.1200	12354.3856	5.1060285	10.1379934	24662.340	24740.923
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9450.0896	9489.0466	2.7888917	5.4008120	18885.026	18963.119
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12448.4549	12487.7205	5.2776171	10.6017912	25025.076	25103.659
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	12372.0571	12405.7133	5.1811756	10.3035039	24789.611	24856.967
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9308.0709	9347.0278	2.6881463	5.2618859	18684.693	18762.786
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12270.2103	12309.4759	5.0494994	10.1170965	24646.107	24724.690
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	9455.9396	9489.3312	2.7945691	5.3981519	18876.215	18943.151
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	12448.8860	12482.5422	5.2807985	10.6447768	25053.777	25121.134
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	12398.7235	12432.3797	5.2155389	10.4027755	24867.451	24934.808
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9440.5220	9479.4789	2.7819875	5.4400747	18944.841	19022.934
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12315.2281	12354.4936	5.1061653	10.2580096	24758.132	24836.715
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	9573.3523	9606.7439	2.8808798	5.5628912	19111.154	19178.091
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate	17088.9614	17118.6303	5.1644945	10.4651230	33650.190	33709.328
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate	16917.0542	16952.6570	5.0060194	10.1842135	33354.978	33425.944
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	12565.2825	12606.1620	2.8627605	5.5434296	24945.818	25027.662
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16992.4047	17033.9412	5.0722592	10.2792537	33462.068	33544.862
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12980.9861	13021.8656	3.1068762	5.9706778	25701.323	25783.167
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17133.0035	17174.5400	5.2016882	10.5412846	33737.507	33820.301
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	12773.4253	12814.3048	2.9824925	5.8280786	25460.952	25542.796
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	17056.4202	17097.9567	5.1307848	10.3954153	33585.109	33667.904
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	13111.5873	13152.4667	3.1877862	6.1263504	25964.440	26046.283
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	13296.7652	13331.8047	3.3074342	6.2713682	26191.820	26261.972
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	16990.4323	17026.0351	5.0722843	10.2939158	33473.147	33544.114
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12193.0498	12233.9293	2.6604951	5.2676128	24430.529	24512.373
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16937.4480	16978.9846	5.0225484	10.2190826	33396.329	33479.123
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	13026.4557	13061.4952	3.1360442	6.0300329	25798.710	25868.862
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	17149.2675	17184.8703	5.2187419	10.5585473	33751.980	33822.947
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	13483.9496	13518.9891	3.4315774	6.5483326	26637.518	26707.670
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	17054.5617	17090.1645	5.1309149	10.4083989	33594.326	33665.293
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12298.2471	12339.1265	2.7161633	5.4059859	24696.311	24778.155
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	17023.4157	17064.9522	5.1005269	10.3652730	33552.223	33635.017
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	13148.9580	13183.9975	3.2125879	6.1791516	26048.573	26118.724
mod	Pacific	(27,27.25]	cstar_tref ~ aou + oxygen + phosphate	16278.5122	16308.6627	3.4175752	6.3194933	31780.672	31841.047
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	19961.5739	20004.4740	4.5867950	9.0678344	41977.440	42063.982
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	19963.4441	20000.2156	4.5894139	9.0706229	41977.595	42051.774
obs	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	20065.7566	20108.6567	4.6578208	9.2497401	42265.874	42352.416
obs	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + silicate	20110.8106	20147.5821	4.6902590	9.2956389	42330.993	42405.171
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate	20082.1044	20118.8759	4.6704427	9.1713585	42129.332	42203.511
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	14283.9234	14326.1340	2.4685727	4.7213206	28210.996	28295.521
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	20035.5547	20078.4548	4.6371183	9.0775325	41982.769	42069.311
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	16255.2027	16297.4133	3.4024181	6.3771969	31916.002	32000.527
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19946.4417	19989.3417	4.5765691	9.0260884	41909.097	41995.639
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate	20127.2853	20164.0568	4.7016697	9.2333228	42225.816	42299.995
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	14487.3202	14529.5308	2.5516625	4.8760659	28609.659	28694.184
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20088.1366	20131.0367	4.6732211	9.1480239	42093.504	42180.046
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16385.9767	16428.1873	3.4756142	6.5453054	32242.631	32327.157
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19986.9671	20029.8672	4.6040061	9.0794267	41993.375	42079.917
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	14311.8259	14348.0064	2.4806164	4.7766683	28355.634	28428.084
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14298.9477	14341.1583	2.4746167	4.7702937	28343.738	28428.263
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + silicate	16423.3086	16459.4891	3.4979354	6.4782607	32093.724	32166.174
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	14501.1638	14537.3443	2.5582510	4.9200303	28720.978	28793.429
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14465.9407	14508.1513	2.5427988	4.8989972	28673.002	28757.527
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	16344.3756	16387.3292	2.6414788	4.7669731	33572.429	33659.372
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	19348.6836	19392.0452	3.4933472	7.3610103	42743.808	42831.600
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	17192.4222	17229.2395	2.9914561	5.3674820	35301.184	35375.707
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	19391.2475	19428.4145	3.5149099	7.4116157	42847.482	42922.732
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	16421.2111	16464.1647	2.6713537	4.8488200	33840.641	33927.585
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	19448.1941	19491.5557	3.5416797	7.4901041	43017.659	43105.450
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + silicate	17072.9388	17109.7561	2.9395940	5.2936681	35108.170	35182.693
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + silicate	19564.3705	19601.5375	3.5999477	7.6210360	43285.674	43360.923
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate	20117.2087	20154.3757	3.8855210	7.9147605	43855.595	43930.845
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	20034.8046	20078.1662	3.8404989	7.7884914	43603.346	43691.137
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	16776.2604	16819.2139	2.8138507	5.1298152	34684.195	34771.138
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19352.7130	19396.0746	3.4952914	7.2948216	42597.904	42685.696
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate	20143.3133	20180.4803	3.8995521	7.9382996	43901.583	43976.833
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20063.1254	20106.4869	3.8555471	7.8140304	43654.054	43741.845
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16774.5915	16817.5450	2.8131634	5.1401466	34720.127	34807.070
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19370.8587	19414.2202	3.5040603	7.3100353	42630.347	42718.139
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	16635.8789	16678.8325	2.7566227	5.1079804	34663.964	34750.907
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + silicate	16774.2655	16811.0828	2.8138528	5.1799870	34849.978	34924.501
mod	Pacific	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate	17129.7690	17166.5864	2.9641482	5.3863567	35391.033	35465.555
mod	Pacific	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	17039.1727	17082.1263	2.9242452	5.3252408	35232.753	35319.696
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	17599.8896	17643.3319	2.6685568	4.6104623	34853.721	34941.460
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	19070.7818	19114.2107	3.2782027	6.4604282	41114.022	41201.975
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	17782.5831	17819.8193	2.7366881	4.7464243	35318.629	35393.834
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	19185.6519	19222.8767	3.3310202	6.6483355	41582.359	41657.747
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	17455.5904	17499.0326	2.6165089	4.5017339	34464.206	34551.946
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	19120.8591	19164.2879	3.3007309	6.6004606	41474.120	41562.073
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + silicate	17608.3010	17645.5372	2.6723519	4.6116882	34849.172	34924.378
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + silicate	19305.7780	19343.0027	3.3861963	6.8923103	42175.748	42251.136
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	16710.0346	16753.4768	2.3633319	4.0185493	32641.560	32729.300
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19169.0005	19212.4293	3.3225343	6.3367975	40748.614	40836.567
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate	16725.6034	16762.8397	2.3690064	4.0300681	32684.306	32759.511
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	16697.8542	16741.2964	2.3594059	4.0117460	32614.977	32702.717
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate	20390.0636	20427.2883	3.9274712	7.1458584	42527.915	42603.303
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20384.2993	20427.7282	3.9233030	7.1308543	42495.316	42583.268
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19114.3779	19157.8068	3.2978066	6.3088786	40684.935	40772.887
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate	16713.9616	16751.1978	2.3652447	4.0235975	32659.152	32734.358
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	17053.9878	17097.4301	2.4769355	4.2224535	33425.232	33512.972
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + silicate	17086.6189	17123.8552	2.4886721	4.2437168	33500.920	33576.125
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	20201.4897	20244.9186	3.8264313	7.1520818	42621.652	42709.605
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	20227.9700	20265.1947	3.8413643	7.1687662	42650.634	42726.022
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	7308.6888	7341.8069	1.7498958	3.1304245	14084.306	14150.853
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	7310.6727	7349.3106	1.7498882	3.1277868	14080.883	14158.521
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	12950.7271	12991.4477	3.2743563	6.2557426	25395.795	25477.214
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	7312.5076	7345.6258	1.7517087	3.1286005	14077.879	14144.426
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	7312.4643	7351.1021	1.7507385	3.1250221	14072.472	14150.110
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + phosphate + nitrate + silicate	7327.7115	7360.8297	1.7589451	3.1464833	14123.000	14189.547
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7310.0299	7348.6678	1.7495832	3.1200853	14059.335	14136.973
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	13033.2030	13073.9235	3.3291912	6.0440484	25014.708	25096.127
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + silicate	7352.2982	7385.4164	1.7707106	3.1532035	14133.438	14199.985
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + nitrate + silicate	7351.5801	7384.6983	1.7703659	3.1424320	14103.316	14169.863
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7309.8730	7348.5109	1.7495088	3.1199004	14058.865	14136.503
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate	13277.8072	13312.7105	3.4986876	6.2660859	25352.196	25421.983
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	13269.7630	13310.4835	3.4916183	6.2529203	25335.235	25416.654
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12974.0120	13014.7326	3.2897454	6.0017052	24950.232	25031.651
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	7318.3852	7357.0231	1.7535515	3.1233810	14065.784	14143.422
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	13058.6309	13099.3515	3.3462818	6.0826378	25079.181	25160.599
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	13177.5342	13212.4375	3.4287509	6.1653188	25196.467	25266.255
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate	13272.1780	13307.0813	3.4947239	6.2565016	25336.503	25406.290
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	13025.7830	13066.5036	3.3242207	6.0587786	25043.079	25124.498
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	13125.8119	13160.7152	3.3932248	6.1280859	25141.657	25211.444
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + aou + nitrate + silicate	8463.6596	8497.8368	1.6518456	2.9457632	15782.339	15850.636
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	8568.8954	8603.0727	1.6918294	3.0280737	16027.852	16096.149
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + oxygen + nitrate + silicate	8523.3195	8557.4968	1.6743956	2.9906667	15916.644	15984.941
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	8492.6881	8532.5616	1.6620238	2.9782711	15887.934	15967.614
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	8588.4094	8622.5867	1.6993493	3.0533806	16104.994	16173.291
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + phosphate + nitrate + silicate	8507.5214	8541.6987	1.6683945	3.0213906	16020.772	16089.070
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate	8279.8377	8314.0150	1.5842569	2.9458283	15820.622	15888.919
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	15801.9159	15838.1218	3.1274096	5.8712433	31549.265	31621.971
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15773.2297	15815.4698	3.1118942	5.8485543	31505.615	31590.439
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15534.8387	15577.0788	2.9939527	5.6746652	31133.376	31218.199
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate	8262.7292	8296.9065	1.5781088	2.9326000	15780.793	15849.090
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15489.3178	15531.5580	2.9719453	5.6559220	31095.741	31180.564
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + silicate	8531.2440	8565.4213	1.6774139	3.0541835	16120.404	16188.701
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	8494.6877	8534.5611	1.6627793	3.0156083	16009.400	16089.080
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate	15803.4501	15833.6217	3.1292015	5.8730398	31548.810	31609.398
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate	15780.0369	15816.2428	3.1163393	5.8530087	31510.444	31583.150
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15536.7019	15578.9421	2.9948569	5.6799308	31145.773	31230.596
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	15594.3975	15630.6033	3.0239732	5.7205623	31229.199	31301.905
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15512.2950	15554.5351	2.9830334	5.6724240	31131.775	31216.599
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	15564.9689	15601.1747	3.0095843	5.7107522	31210.764	31283.470
obs	Pacific	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	20342.5821	20374.2677	2.7607935	5.3714695	40741.493	40804.994
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + nitrate + silicate	10909.2013	10944.8363	1.6879615	3.0274717	19080.406	19150.700
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	20338.9759	20376.9986	2.7589410	5.3655851	40726.639	40802.840
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	20333.7569	20378.1167	2.7565573	5.3790987	40775.539	40864.440
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + silicate	10930.2421	10965.8770	1.6943042	3.0304527	19089.465	19159.760
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + oxygen + nitrate + silicate	11017.6892	11053.3242	1.7209215	3.1058749	19347.966	19418.260
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou	10562.2697	10591.9655	1.5873032	3.0684565	19210.740	19269.318
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	20321.1496	20365.5094	2.7523995	5.3950362	40828.365	40917.266
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	20133.9743	20178.3340	2.6914019	5.2833464	40475.160	40564.061
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + silicate	10527.7286	10563.3636	1.5769978	2.9707053	18888.049	18958.343
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + nitrate + silicate	10739.5831	10775.2180	1.6376898	3.0446464	19145.015	19215.309
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen	10556.8088	10586.5046	1.5857588	3.0651113	19199.478	19258.057
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	20117.4737	20161.8335	2.6860899	5.3003271	40532.070	40620.971
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + silicate	10523.9008	10559.5358	1.5759221	2.9690869	18882.363	18952.658
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + silicate	10727.9610	10763.5960	1.6343006	3.0444470	19144.191	19214.485
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + silicate	10741.4423	10771.1381	1.6388168	3.0513069	19163.590	19222.168
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	20164.7151	20209.0749	2.7013263	5.2998714	40527.702	40616.604
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	20268.8502	20306.8728	2.7358731	5.3502944	40682.050	40758.251
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	20176.4385	20220.7982	2.7051207	5.3183556	40587.747	40676.649
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	20289.6903	20327.7129	2.7427082	5.3785956	40772.984	40849.186
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate	15895.7445	15932.3272	2.7146922	5.2445353	29511.512	29583.925
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	15849.5201	15892.2000	2.6948391	5.1714253	29343.971	29428.453
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	15915.1023	15951.6851	2.7227026	5.2222081	29460.945	29533.358
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	15973.9616	16016.6414	2.7463681	5.2495269	29530.269	29614.751
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate	6693.1125	6726.4196	1.4000070	2.3825177	11001.481	11066.798
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6375.7733	6414.6316	1.2873336	2.2470548	10614.188	10690.391
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	6793.4225	6826.7297	1.4373958	2.4994704	11340.535	11405.852
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15826.6937	15869.3735	2.6854926	5.1886475	29382.992	29467.475
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6405.2500	6444.1083	1.2973425	2.2435015	10600.029	10676.232
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15864.3401	15907.0200	2.7009247	5.1816900	29368.563	29453.045
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate	6691.0914	6724.3985	1.3992638	2.3849275	11009.284	11074.601
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6373.7594	6412.6178	1.2866526	2.2485098	10618.990	10695.194
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	6791.6914	6824.9985	1.4367422	2.5035525	11352.445	11417.762
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6404.6860	6443.5444	1.2971502	2.2468709	10610.985	10687.188
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15913.0896	15955.7694	2.7210402	5.2112218	29439.271	29523.753
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	6923.8741	6957.1812	1.4875169	2.5185817	11380.135	11445.452
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate	15905.0583	15941.6411	2.7185434	5.2453632	29513.895	29586.309
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15896.7578	15939.4376	2.7142846	5.2177191	29453.704	29538.186
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	6934.5308	6967.8379	1.4916878	2.5310758	11415.442	11480.759
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15957.5984	16000.2782	2.7395366	5.2549714	29542.261	29626.744
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + aou + phosphate + nitrate	15170.7288	15207.2841	2.4569234	4.8661571	27850.668	27922.752
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	15126.1826	15168.8304	2.4394991	4.7787478	27645.633	27729.732
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + aou + phosphate + silicate	11101.6794	11138.2768	1.3032846	2.4409038	20348.309	20420.910
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + aou + phosphate + silicate	15194.9790	15231.5342	2.4660505	4.8053016	27712.436	27784.520
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	15163.7711	15206.4190	2.4535605	4.8069144	27716.359	27800.457
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + oxygen + phosphate + silicate	15250.6985	15287.2538	2.4871505	4.8410348	27802.528	27874.613
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate	11458.3571	11494.9545	1.3758127	2.4772898	20512.371	20584.972
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	10241.8223	10284.5191	1.1434222	2.1701107	18878.346	18963.048
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + phosphate	15260.5982	15297.1535	2.4909182	4.8792569	27892.524	27964.608
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15155.5228	15198.1706	2.4504680	4.8380508	27787.704	27871.802
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10067.7537	10110.4506	1.1135973	2.0515377	18164.906	18249.608
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15182.9831	15225.6309	2.4607787	4.7972952	27695.993	27780.091
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate	11464.3173	11500.9146	1.3770584	2.4813328	20533.463	20606.065
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	10248.8248	10291.5216	1.1446386	2.1730763	18895.504	18980.206
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	10081.5717	10124.2686	1.1159362	2.0573257	18200.623	18285.324
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15207.3073	15249.9552	2.4699481	4.8128590	27735.381	27819.480
mod	Pacific	(28.1,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	11552.4536	11589.0509	1.3956105	2.4719079	20468.502	20541.103
obs	Pacific	(28.1,28.2]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15337.0439	15379.6917	2.5194347	4.8745370	27893.725	27977.824
mod	Pacific	(28.1,28.2]	cstar_tref ~ temp + aou + phosphate + silicate	11564.7975	11601.3948	1.3982287	2.4452286	20316.196	20388.797
mod	Pacific	(28.1,28.2]	cstar_tref ~ temp + oxygen + phosphate + silicate	11598.6419	11635.2392	1.4054325	2.4633017	20411.657	20484.258
obs	Pacific	(28.2,28.3]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	4630.6152	4665.6873	1.9432689	4.3243497	7269.509	7335.050
obs	Pacific	(28.2,28.3]	cstar_tref ~ aou + phosphate + nitrate + silicate	4645.7722	4675.8340	1.9583727	4.3685986	7296.633	7352.810
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	4597.7320	4632.8042	1.9146457	4.2968003	7237.144	7302.684
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	4592.7753	4627.8474	1.9103678	4.3057535	7238.546	7304.086
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + aou + phosphate + silicate	10421.2671	10459.9348	0.7410683	1.3521302	19157.929	19235.340
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	4597.3327	4632.4048	1.9143007	4.3322156	7253.850	7319.390
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + oxygen + phosphate + silicate	10537.5822	10576.2500	0.7503950	1.4065445	19944.714	20022.125
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + nitrate + silicate	10527.3647	10572.4771	0.7494099	1.4343014	20340.264	20430.577
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4603.4188	4638.4910	1.9195654	4.2988615	7241.452	7306.993
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10129.4026	10174.5150	0.7180179	1.2959642	18343.319	18433.632
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + silicate	10654.9364	10693.6041	0.7599241	1.4726081	20840.462	20917.873
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + nitrate + silicate	10574.7865	10613.4542	0.7534030	1.4683694	20790.425	20867.837
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	10529.0851	10574.1974	0.7495485	1.4349606	20349.139	20439.452
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4596.8758	4631.9480	1.9139060	4.3104630	7243.207	7308.748
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	10134.6803	10179.7927	0.7184255	1.2977961	18371.778	18462.091
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + silicate	10654.0465	10692.7142	0.7598513	1.4725679	20840.002	20917.413
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + phosphate + silicate	10441.9747	10480.6425	0.7427202	1.4561132	20636.865	20714.276
obs	Pacific	(28.2,28.3]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate	4671.1723	4706.2445	1.9791620	4.3498957	7305.067	7370.607
obs	Pacific	(28.2,28.3]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4632.6016	4667.6738	1.9450117	4.3074202	7262.458	7327.998
obs	Pacific	(28.2,28.3]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4635.8525	4670.9247	1.9478671	4.3124134	7266.747	7332.287
mod	Pacific	(28.3, Inf]	cstar_tref ~ aou + phosphate + nitrate + silicate	6409.8053	6443.8725	1.0639995	1.8408997	10471.877	10538.700
mod	Pacific	(28.3, Inf]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	6434.8012	6468.8684	1.0701737	1.8327554	10432.285	10499.108
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	1171.1921	1193.1070	1.8491605	3.7208398	1551.431	1588.345
mod	Pacific	(28.3, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6394.5786	6434.3236	1.0597651	1.8328555	10441.582	10519.542
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	1172.1972	1197.7646	1.8459359	3.6947926	1552.228	1595.294
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate	1172.2132	1194.1282	1.8524762	3.7175997	1551.821	1588.735
mod	Pacific	(28.3, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	6427.6789	6467.4239	1.0679163	1.8301623	10425.634	10503.595
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	1172.5206	1198.0881	1.8469836	3.6813197	1551.132	1594.199
mod	Pacific	(28.3, Inf]	cstar_tref ~ sal + phosphate + nitrate + silicate	6467.8996	6501.9668	1.0784045	1.8522929	10516.484	10583.308
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + phosphate + nitrate + silicate	1170.6463	1192.5613	1.8473909	3.7260171	1551.553	1588.466
mod	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6460.9467	6500.6917	1.0761719	1.8708913	10603.753	10681.713
mod	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	6605.1349	6644.8800	1.1126974	1.8622556	10544.811	10622.772
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	1168.4467	1194.0141	1.8338298	3.7049376	1550.631	1593.697
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	1187.2792	1212.8466	1.8954306	3.7319159	1566.102	1609.168
mod	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6460.3367	6500.0817	1.0760200	1.8712067	10605.184	10683.144
mod	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	6606.2813	6646.0264	1.1129927	1.8633507	10549.660	10627.621
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	1170.4249	1195.9923	1.8402052	3.7053287	1552.033	1595.099
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	1188.1270	1213.6945	1.8982520	3.7244395	1565.937	1609.004
obs	Pacific	(28.3, Inf]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	1171.1641	1196.7315	1.8425932	3.6910670	1551.158	1594.224
mod	Pacific	(28.3, Inf]	cstar_tref ~ temp + aou + nitrate + silicate	6458.9475	6493.0146	1.0761721	1.8713558	10601.782	10668.605

7.3 Target variable coefficients

A data frame to map the target variable is prepared.

# extend best model selection with coefficients

lm_best <- left_join(
  lm_best,
  GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate)
)

7.4 dcant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of dcant.

# subtract coefficients of adjacent era  
lm_best_dcant <- lm_best %>%
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot to wide format
lm_best_dcant <- lm_best_dcant %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

# create table of target variable coefficients in wide format
lm_best_target <- lm_best %>% 
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )

GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
  GLODAP_augmented
)

7.5 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

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

8.1.1 All models

GLODAP_glanced %>%
  group_split(era) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(
               as.factor(n_predictors),
               !!sym(params_local$MLR_criterion),
               col = data_source
             )) +
      geom_hline(yintercept = c(0, 10)) +
      geom_boxplot() +
      facet_grid(gamma_slab ~ basin) +
      scale_color_brewer(palette = "Set1") +
      ylim(c(0, NA)) +
      labs(x = "Number of predictors",
           title = paste("Era:", unique(.x$era)))
  )

[[1]]

Past versions of eMLR_predictor_model_quality_all-1.png

Version	Author	Date
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17
f3a708f	jens-daniel-mueller	2020-12-17

[[2]]

Past versions of eMLR_predictor_model_quality_all-2.png

Version	Author	Date
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
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
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
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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
a84ff3c	jens-daniel-mueller	2020-12-17

rm(max_rmse)

8.3 Predictor counts

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

# calculate cases of predictor used
lm_best_predictor_counts <- lm_best_dcant %>% 
  pivot_longer(starts_with("delta_coeff_"),
               names_to = "term",
               names_prefix = "delta_coeff_",
               values_to = "delta_coeff") %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(data_source, basin, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n, names_from = term)

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )

	aou	nitrate	oxygen	phosphate	sal	silicate	temp
Atlantic - mod
(-Inf,26.5]	4	8	4	5	10	6	10
(26.5,26.75]	6	7	5	10	4	6	9
(26.75,27]	7	4	5	10	4	10	6
(27,27.25]	6	7	4	6	6	10	8
(27.25,27.5]	7	10	5	4	5	10	6
(27.5,27.75]	8	4	5	6	10	8	5
(27.75,27.85]	6	5	6	5	10	10	4
(27.85,27.95]	8	4	6	6	9	9	4
(27.95,28.05]	7	NA	7	10	6	6	6
(28.05,28.1]	8	NA	6	10	6	5	6
(28.1,28.15]	8	NA	6	10	5	6	6
(28.15,28.2]	7	9	7	4	4	7	6
(28.2, Inf]	8	10	5	NA	8	6	5
total	90.00	—	71.00	—	87.00	99.00	81.00
Indian - mod
(-Inf,26.5]	5	4	5	10	6	6	10
(26.5,26.75]	6	5	4	10	6	8	8
(26.75,27]	5	4	5	10	6	10	6
(27,27.25]	4	9	4	8	7	8	6
(27.25,27.5]	4	10	4	2	6	5	10
(27.5,27.75]	1	8	4	8	4	5	7
(27.75,27.85]	2	5	2	5	4	10	4
(27.85,27.95]	2	1	4	9	4	8	6
(27.95,28.05]	4	3	6	7	10	7	6
(28.05,28.1]	4	4	5	4	10	7	10
(28.1,28.2]	3	10	3	2	7	5	10
(28.2,28.3]	7	6	5	6	10	8	6
(28.3, Inf]	5	7	7	6	9	10	4
total	52.00	76.00	58.00	87.00	89.00	97.00	93.00
Pacific - mod
(-Inf,26.5]	6	6	6	8	7	8	8
(26.5,26.75]	6	5	5	10	5	8	8
(26.75,27]	5	6	5	10	4	6	10
(27,27.25]	6	6	5	10	4	5	9
(27.25,27.5]	5	5	3	10	8	9	6
(27.5,27.75]	4	5	4	6	10	10	6
(27.75,27.85]	4	9	3	4	10	10	5
(27.85,27.95]	3	7	5	5	10	8	4
(27.95,28.05]	4	3	3	2	10	8	7
(28.05,28.1]	5	6	5	4	8	6	10
(28.1,28.2]	6	5	4	5	7	8	9
(28.2,28.3]	4	3	4	5	10	10	8
(28.3, Inf]	5	10	4	7	7	8	5
total	63.00	76.00	56.00	86.00	100.00	104.00	95.00
Atlantic - obs
(-Inf,26.5]	9	8	8	8	7	4	3
(26.5,26.75]	5	6	5	10	4	6	10
(26.75,27]	4	5	6	10	5	6	10
(27,27.25]	5	7	6	10	4	6	9
(27.25,27.5]	5	8	7	10	5	4	8
(27.5,27.75]	7	4	6	10	4	10	6
(27.75,27.85]	7	5	5	10	5	10	5
(27.85,27.95]	5	4	5	10	8	10	4
(27.95,28.05]	4	4	5	10	10	9	5
(28.05,28.1]	4	5	6	10	10	6	5
(28.1,28.15]	3	4	7	10	4	6	10
(28.15,28.2]	5	4	5	10	6	6	10
(28.2, Inf]	8	4	5	10	10	5	5
total	71.00	68.00	76.00	128.00	82.00	88.00	90.00
Indian - obs
(-Inf,26.5]	5	4	5	10	6	6	10
(26.5,26.75]	5	6	5	10	6	4	10
(26.75,27]	5	4	5	10	6	6	10
(27,27.25]	5	5	5	10	10	6	5
(27.25,27.5]	6	7	3	10	7	9	6
(27.5,27.75]	4	8	4	10	6	10	5
(27.75,27.85]	5	6	4	10	5	10	7
(27.85,27.95]	5	4	5	10	6	6	10
(27.95,28.05]	7	4	3	10	4	6	10
(28.05,28.1]	9	4	2	10	6	6	7
(28.1,28.2]	7	4	6	10	10	6	4
(28.2,28.3]	9	4	6	10	7	4	8
(28.3, Inf]	4	6	5	10	7	10	5
total	76.00	66.00	58.00	130.00	86.00	89.00	97.00
Pacific - obs
(-Inf,26.5]	6	4	7	10	9	4	7
(26.5,26.75]	6	7	5	10	4	5	9
(26.75,27]	7	7	5	10	3	4	8
(27,27.25]	5	4	5	10	10	6	6
(27.25,27.5]	5	4	5	10	10	6	6
(27.5,27.75]	5	4	5	10	8	8	6
(27.75,27.85]	4	5	6	10	5	7	9
(27.85,27.95]	7	4	3	10	4	6	10
(27.95,28.05]	7	4	5	10	5	7	7
(28.05,28.1]	7	7	3	10	7	7	6
(28.1,28.2]	7	5	3	10	9	7	5
(28.2,28.3]	7	10	6	10	5	6	5
(28.3, Inf]	4	8	4	10	10	6	5
total	77.00	73.00	62.00	130.00	89.00	79.00	89.00

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
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
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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20

8.5 RMSE vs VIF

GLODAP_glanced %>% 
  ggplot(aes(rmse, log10(vif_max),col=data_source)) +
  geom_hline(yintercept = 1) +
  geom_point() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin)

Past versions of rmse_vs_VIF_all_models-1.png

Version	Author	Date
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: rparams_local$MLR_target`

i_binwidth <- 2

p_prop_prop(df = GLODAP_augmented,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  facet_grid(basin_AIP ~ data_source) +
  labs(title = "All models")

Past versions of fitted_vs_actual_all_property_property-1.png

Version	Author	Date
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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

[[31]]

Past versions of spatial_residual-31.png

Version	Author	Date
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

[[32]]

Past versions of spatial_residual-32.png

Version	Author	Date
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

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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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

[[31]]

Past versions of Spatial_residual_offset-31.png

Version	Author	Date
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

[[32]]

Past versions of Spatial_residual_offset-32.png

Version	Author	Date
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

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
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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
330dcd0	jens-daniel-mueller	2021-03-20

9.1 Write files

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

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

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

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

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

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.5     
 [5] kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3      GGally_2.0.0    
 [9] lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_1.4-1        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.1.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.5            rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.11          farver_2.0.3             generics_0.0.2          
[40] jsonlite_1.7.1           zip_2.1.1                car_3.0-10              
[43] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[46] munsell_0.5.0            fansi_0.4.1              abind_1.4-5             
[49] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[52] yaml_2.2.1               carData_3.0-4            MASS_7.3-53             
[55] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[58] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[61] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[64] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[67] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[70] modelr_0.1.8             vctrs_0.3.5              tweenr_1.0.2            
[73] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[76] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[79] openxlsx_4.2.3           xfun_0.18                RcppEigen_0.3.3.7.0     
[82] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[85] here_0.1