eMLR - model fitting

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Last updated: 2021-07-29

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

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Environment: empty

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Seed: set.seed(20200707)

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Session information: recorded

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Cache: none

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File paths: relative

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Repository version: 5418e27

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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777777_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_cc0000_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_ffffff_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/index.html
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/kePrint-0.0.1/kePrint.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/lightable-0.0.1/lightable.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/codefolding.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/sourceembed.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/tabsets.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/tocify-1.9.1/jquery.tocify.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/tocify-1.9.1/jquery.tocify.js

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

---

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_model_fitting.Rmd) and HTML (docs/eMLR_model_fitting.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
Rmd	0f6c901	Donghe-Zhu	2021-07-29	local rebuild
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
Rmd	9627e07	Donghe-Zhu	2021-07-28	local rebuild
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
html	7ef49ab	Donghe-Zhu	2021-07-27	Build site.
html	da818c0	Donghe-Zhu	2021-07-27	Build site.
html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
html	70ad9a5	Donghe-Zhu	2021-07-27	Build site.
html	0d0b48d	Donghe-Zhu	2021-07-27	Build site.
Rmd	376ec48	Donghe-Zhu	2021-07-27	local rebuild
html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
html	829510d	Donghe-Zhu	2021-07-27	Build site.
html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
Rmd	573cc5d	Donghe-Zhu	2021-07-22	local rebuild
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
Rmd	ec15bf2	Donghe-Zhu	2021-07-20	local rebuild
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
Rmd	38a8d51	Donghe-Zhu	2021-07-19	local rebuild
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
Rmd	b8bd687	Donghe-Zhu	2021-07-15	local rebuild
html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
Rmd	bb00951	Donghe-Zhu	2021-07-15	local rebuild
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
Rmd	4f7d192	Donghe-Zhu	2021-07-15	local rebuild
html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
Rmd	0a4ac57	Donghe-Zhu	2021-07-07	local rebuild
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
html	1133f28	Donghe-Zhu	2021-07-06	Build site.
html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
html	bd2bcc3	Donghe-Zhu	2021-06-08	Build site.
html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
html	7ae0d4b	Donghe-Zhu	2021-06-07	Build site.
html	325391f	Donghe-Zhu	2021-06-07	Build site.
html	ed89970	Donghe-Zhu	2021-06-07	Build site.
html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
html	d50b039	Donghe-Zhu	2021-05-28	Build site.
html	441ebe5	Donghe-Zhu	2021-05-28	Build site.
html	6262ad3	Donghe-Zhu	2021-05-28	Build site.
html	a61aa77	Donghe-Zhu	2021-05-28	Build site.
html	b8dbce4	Donghe-Zhu	2021-05-28	Build site.
html	94a833e	Donghe-Zhu	2021-05-27	Build site.
html	5e0bd64	Donghe-Zhu	2021-05-27	Build site.
html	af1eadd	Donghe-Zhu	2021-05-27	Build site.
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html	28cbe5e	Donghe-Zhu	2021-05-27	Build site.
html	a618f02	Donghe-Zhu	2021-05-27	Build site.
html	4623e38	Donghe-Zhu	2021-05-27	Build site.
html	b81bb49	Donghe-Zhu	2021-05-27	Build site.
html	951e188	Donghe-Zhu	2021-05-27	Build site.
html	e377833	Donghe-Zhu	2021-05-26	Build site.
Rmd	896faa0	Donghe-Zhu	2021-05-18	final
html	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
Rmd	347fb44	Donghe-Zhu	2021-03-28	local rebuild
html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
html	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
html	e2704ca	Donghe-Zhu	2021-03-27	Build site.
Rmd	b1706de	Donghe-Zhu	2021-03-27	local rebuild
html	3061a0b	Donghe-Zhu	2021-03-27	Build site.
html	b883157	Donghe-Zhu	2021-03-27	Build site.
html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
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html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
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html	1914a11	Donghe-Zhu	2021-03-24	Build site.
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html	8be810e	Donghe-Zhu	2021-03-23	Build site.
Rmd	85274db	Donghe-Zhu	2021-03-23	local rebuild
html	bf19764	Donghe-Zhu	2021-03-22	Build site.
html	3ec9d3d	Donghe-Zhu	2021-03-22	Build site.
Rmd	073fa6a	Donghe-Zhu	2021-03-22	local rebuild
html	134ace1	Donghe-Zhu	2021-03-22	Build site.
html	f6d70a4	Donghe-Zhu	2021-03-22	Build site.
html	183443b	Donghe-Zhu	2021-03-21	Build site.
Rmd	adca794	Donghe-Zhu	2021-03-21	local rebuild
html	2e6976b	Donghe-Zhu	2021-03-21	Build site.
Rmd	4e7de35	Donghe-Zhu	2021-03-21	local rebuild
html	51a42bd	Donghe-Zhu	2021-03-16	Build site.
html	f745381	Donghe-Zhu	2021-03-16	Build site.
html	aecbf75	Donghe-Zhu	2021-03-14	Build site.
html	1b2a0c2	Donghe-Zhu	2021-03-14	Build site.
html	6733e48	Donghe-Zhu	2021-03-12	Build site.
html	ba71e6a	Donghe-Zhu	2021-03-12	Build site.
html	9dbf5bd	Donghe-Zhu	2021-03-11	Build site.
html	a49df30	Donghe-Zhu	2021-03-11	Build site.
html	b3348a5	Donghe-Zhu	2021-03-11	Build site.
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html	1c24ff7	Donghe-Zhu	2021-03-10	Build site.
Rmd	dbd8ff8	Donghe-Zhu	2021-03-10	local rebuild
html	94ce5a8	Donghe-Zhu	2021-03-10	Build site.
html	db33928	Donghe-Zhu	2021-03-10	Build site.
html	3d1f470	Donghe-Zhu	2021-03-10	Build site.
html	9b7bc66	Donghe-Zhu	2021-03-10	Build site.
Rmd	498be1d	Donghe-Zhu	2021-03-10	local rebuild
html	4168b43	Donghe-Zhu	2021-03-10	Build site.
html	5365f80	Donghe-Zhu	2021-03-10	Build site.
html	2b6c392	Donghe-Zhu	2021-03-10	Build site.
html	9f58753	Donghe-Zhu	2021-03-10	Build site.
Rmd	e255177	Donghe-Zhu	2021-03-10	local rebuild
html	f2a7146	Donghe-Zhu	2021-03-10	Build site.
html	fd528ed	Donghe-Zhu	2021-03-10	Build site.
html	9d5a62c	Donghe-Zhu	2021-03-10	Build site.
Rmd	09b27ef	Donghe-Zhu	2021-03-10	local rebuild
html	5d1e70b	Donghe-Zhu	2021-03-10	Build site.
Rmd	6125b2d	Donghe-Zhu	2021-03-10	local rebuild
html	2093979	Donghe-Zhu	2021-03-10	Build site.
Rmd	558d285	Donghe-Zhu	2021-03-10	local rebuild
html	b865899	Donghe-Zhu	2021-03-10	Build site.
html	cc2a956	Donghe-Zhu	2021-03-10	Build site.
Rmd	2a633bd	Donghe-Zhu	2021-03-10	local rebuild
html	60689fb	Donghe-Zhu	2021-03-10	Build site.
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html	dba33c8	Donghe-Zhu	2021-03-09	Build site.
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html	17f1c4a	Donghe-Zhu	2021-03-09	Build site.
Rmd	4a4a400	Donghe-Zhu	2021-03-09	local rebuild
html	c024d1a	Donghe-Zhu	2021-03-09	Build site.
Rmd	34744ec	Donghe-Zhu	2021-03-09	local rebuild
html	02f7242	Donghe-Zhu	2021-03-09	Build site.
html	6f50bc6	Donghe-Zhu	2021-03-09	Build site.
Rmd	88f0729	Donghe-Zhu	2021-03-09	local rebuild
html	1691156	Donghe-Zhu	2021-03-08	Build site.
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html	058e0a1	Donghe-Zhu	2021-03-08	Build site.
html	112dea0	Donghe-Zhu	2021-03-08	Build site.
html	1843412	Donghe-Zhu	2021-03-08	Build site.
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html	9ef3222	Donghe-Zhu	2021-03-05	Build site.
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html	a79291f	Donghe-Zhu	2021-03-05	Build site.
html	e8c6f30	Donghe-Zhu	2021-03-04	Build site.
html	59288fe	Donghe-Zhu	2021-03-04	Build site.
html	731abc8	Donghe-Zhu	2021-03-04	Build site.
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html	c7892c1	Donghe-Zhu	2021-03-04	Build site.
html	924430b	Donghe-Zhu	2021-03-03	Build site.
html	0d0bca1	Donghe-Zhu	2021-03-03	Build site.
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html	c911669	Donghe-Zhu	2021-03-03	Build site.
Rmd	e1f9d21	Donghe-Zhu	2021-03-03	local rebuild
html	b71c719	Donghe-Zhu	2021-03-01	Build site.
html	13666ca	Donghe-Zhu	2021-03-01	Build site.
Rmd	c3195f4	Donghe-Zhu	2021-03-01	local rebuild
html	c6e60fe	Donghe-Zhu	2021-03-01	Build site.
Rmd	8ef147d	Donghe-Zhu	2021-03-01	local rebuild
html	7a388f7	Donghe-Zhu	2021-03-01	Build site.
html	799e913	Donghe-Zhu	2021-03-01	Build site.
Rmd	aa780a7	Donghe-Zhu	2021-03-01	local rebuild
html	66ff99f	Donghe-Zhu	2021-03-01	Build site.
html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
html	efdc047	Donghe-Zhu	2021-02-28	Build site.
html	e9a7418	Donghe-Zhu	2021-02-28	Build site.
Rmd	eac1b0e	Donghe-Zhu	2021-02-28	local rebuild
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html	feb991c	Donghe-Zhu	2021-02-27	Build site.
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---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic model subsetting file

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

# 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)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
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)

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

# remove certain predictor combinations
lm_rm_si <- lm_all %>%
  filter(str_detect(lm_coeff, "silicate_star")) %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
  filter(str_detect(lm_coeff_filter, "silicate") &
           str_detect(lm_coeff_filter, "nitrate")) %>%
  select(-lm_coeff_filter)

lm_rm_ph <- lm_all %>%
  filter(str_detect(lm_coeff, "phosphate_star")) %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
  filter(str_detect(lm_coeff_filter, "phosphate") &
           str_detect(lm_coeff_filter, "oxygen")) %>%
  select(-lm_coeff_filter)

lm_rm <- bind_rows(lm_rm_ph, lm_rm_si) %>%
  unique()

lm_all <- anti_join(lm_all, lm_rm)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 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

4 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.

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))) {
            i_vif_max <- as.double("NA")
          } else{
            i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    vif_max,
    resid_max,
    na_predictor,
    cor_max
  )

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 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.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)

5.3 VIF threshold

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

• 1000

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

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(vif_max <= params_local$vif_max)

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)

# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, n_predictors, model, era, nr_obs, rmse, aic, vif_max, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    rmse_lag = lag(rmse),
    aic_sum = aic + lag(aic),
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  filter(eras != "1982-1999 --> 2010-2019",
         eras != "1982-1999 --> 2008-2019")

# filter tripairs
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  mutate(rmse = round(rmse, digits = 7), rmse_lag = round(rmse_lag, digits = 7)) %>%
  group_by(basin, gamma_slab, eras, rmse) %>%
  sample_n(1) %>%
  ungroup()

# calculate rank for each era
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  group_by(eras, basin, gamma_slab) %>% 
  mutate(rank = rank(rmse, ties.method="first"),
         rank_sum = rank + rank(rmse_lag, ties.method="first")) %>%
  ungroup()

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

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, aic_sum)
} else if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rmse_sum)
} else {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rank_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rank_sum)
}

5.4 RMSE tables

5.4.1 per model

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

basin	gamma_slab	n_predictors	model	nr_obs	rmse	aic	vif_max	resid_max	eras	rmse_sum	rmse_lag	aic_sum	vif_max_sum	rank	rank_sum
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	74	1.1934231	250.1731057	53.363872	5.4708200	1982-1999 –> 2000-2009	2.3978095	1.2043865	623.672685	66.166762	1	5
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	74	1.2053560	251.6455997	40.713782	5.4394439	1982-1999 –> 2000-2009	2.4003155	1.1949595	623.384988	63.471216	8	9
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	74	1.2013309	251.1505424	26.575848	5.5239575	1982-1999 –> 2000-2009	2.4024569	1.2011260	624.042896	41.697162	5	7
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	74	1.1942381	250.2741535	52.336827	5.4687072	1982-1999 –> 2000-2009	2.4065538	1.2123156	625.243617	66.323219	2	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	74	1.2074298	251.9000091	23.367203	5.4385057	1982-1999 –> 2000-2009	2.4094550	1.2020252	624.959993	46.112895	9	12
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	74	1.1949501	250.3623589	77.902959	5.4783052	1982-1999 –> 2000-2009	2.4146281	1.2196780	626.688050	99.463821	3	11
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	74	1.2075001	251.9086279	106.143445	5.4446982	1982-1999 –> 2000-2009	2.4178644	1.2103643	626.517254	139.139343	10	15
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	74	1.2601317	256.2229083	6.986280	6.1758352	1982-1999 –> 2000-2009	2.4777887	1.2176570	630.177123	10.033673	16	23
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	74	1.2024738	251.2912757	149.069953	5.6235476	1982-1999 –> 2000-2009	2.4883209	1.2858471	639.451083	322.913068	6	17
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	74	1.2644320	256.7271122	5.068687	6.1941678	1982-1999 –> 2000-2009	2.4903966	1.2259646	632.204401	8.759178	18	27
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	89	0.5982703	175.1302142	308.735709	3.7587791	2000-2009 –> 2010-2019	1.8007441	1.2024738	426.421490	457.805662	2	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	89	0.6233960	182.4529938	210.497882	3.7058996	2000-2009 –> 2010-2019	1.8247268	1.2013309	433.603536	237.073730	7	12
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	89	0.6171989	180.6746720	168.904058	3.6944080	2000-2009 –> 2010-2019	1.8349828	1.2177840	433.838427	308.681020	6	19
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + silicate	89	0.6285273	181.9121672	32.744846	3.6838738	2000-2009 –> 2010-2019	1.8500726	1.2215452	433.532334	36.689994	9	23
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	89	0.7823979	222.8913179	167.830528	3.7594228	2000-2009 –> 2010-2019	1.9898277	1.2074298	474.791327	191.197731	12	21
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	89	0.7888308	224.3488483	226.921275	3.7831994	2000-2009 –> 2010-2019	1.9941868	1.2053560	475.994448	267.635057	13	21
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	89	0.7908507	224.8040681	96.677637	3.7778831	2000-2009 –> 2010-2019	1.9983509	1.2075001	476.712696	202.821082	14	24
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	89	0.7933784	225.3720711	207.408184	3.8029268	2000-2009 –> 2010-2019	2.0048869	1.2115085	477.771184	279.715424	16	28
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate	89	0.7924627	223.1665044	33.764204	3.7540351	2000-2009 –> 2010-2019	2.0668175	1.2743548	481.050526	37.646997	15	35
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	89	0.8612333	237.9796581	32.744147	3.6808464	2000-2009 –> 2010-2019	2.0689360	1.2077027	487.913115	37.477002	21	32
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	371	4.1692921	2126.2401118	51.865889	14.3240515	1982-1999 –> 2000-2009	7.9096743	3.7403823	5995.522014	98.645115	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	371	4.4120031	2168.2243634	180.482756	10.5858340	1982-1999 –> 2000-2009	8.1811327	3.7691296	6048.286311	491.078148	2	4
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	371	4.4609240	2176.4064820	16.596395	10.7603651	1982-1999 –> 2000-2009	8.2595683	3.7986443	6067.451026	33.436783	3	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	371	4.4695870	2177.8460314	9.481499	10.8010259	1982-1999 –> 2000-2009	8.2709784	3.8013914	6069.908461	19.431462	4	8
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	371	4.4797661	2179.5339591	9.647924	10.8415111	1982-1999 –> 2000-2009	8.2871427	3.8073765	6073.811468	21.041364	5	10
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	371	4.7334925	2220.4125590	180.600756	11.1844416	1982-1999 –> 2000-2009	8.7333147	3.9998222	6184.117898	485.525216	10	17
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	371	4.7814503	2227.8923722	12.532373	11.0667511	1982-1999 –> 2000-2009	8.7952558	4.0138055	6196.511457	26.019668	12	20
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	371	4.7930952	2229.6972624	9.493452	11.0597434	1982-1999 –> 2000-2009	8.8095171	4.0164219	6199.233853	19.288435	13	22
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	371	4.7940609	2229.8467476	9.411881	11.0543930	1982-1999 –> 2000-2009	8.8110639	4.0170030	6199.587024	19.331961	14	24
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	371	4.8210233	2234.0081653	9.451756	11.1633945	1982-1999 –> 2000-2009	8.8796051	4.0585818	6218.247327	19.247745	15	26
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	430	3.2196185	2239.8532171	69.046297	11.2381240	2000-2009 –> 2010-2019	7.3889106	4.1692921	4366.093329	120.912187	4	5
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	430	3.1883285	2231.4543763	259.273583	11.1528545	2000-2009 –> 2010-2019	7.6003316	4.4120031	4399.678740	439.756339	1	3
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	430	3.2170216	2239.1592687	12.502994	11.2262470	2000-2009 –> 2010-2019	7.6779456	4.4609240	4415.565751	29.099389	3	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	430	3.2166097	2239.0491418	8.534425	11.2364886	2000-2009 –> 2010-2019	7.6861967	4.4695870	4416.895173	18.015924	2	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	430	3.2219121	2240.4656387	9.041865	11.2298259	2000-2009 –> 2010-2019	7.7016782	4.4797661	4419.999598	18.689789	6	11
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	430	3.2446674	2246.5181868	258.918354	12.3434152	2000-2009 –> 2010-2019	7.9781599	4.7334925	4466.930746	439.519110	7	17
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	430	3.2663138	2252.2365242	13.454120	12.3697686	2000-2009 –> 2010-2019	8.0477641	4.7814503	4480.128896	25.986493	8	20
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	430	3.2675422	2252.5598945	8.537288	12.3757455	2000-2009 –> 2010-2019	8.0606374	4.7930952	4482.257157	18.030740	9	22
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	430	3.2685271	2252.8190618	7.871391	12.3674331	2000-2009 –> 2010-2019	8.0625880	4.7940609	4482.665809	17.283272	10	24
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	430	3.2930913	2259.2581191	8.647028	12.4354704	2000-2009 –> 2010-2019	8.1141146	4.8210233	4493.266284	18.098783	11	26
Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	486	3.3086855	2556.2557981	346.702612	10.1295542	1982-1999 –> 2000-2009	6.6324067	3.3237212	7495.900042	816.313217	2	3
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	486	3.3480773	2567.7596909	160.154073	9.9799701	1982-1999 –> 2000-2009	6.7110020	3.3629246	7529.448850	194.900099	11	13
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	486	3.3122653	2557.3068845	23.323053	12.2870534	1982-1999 –> 2000-2009	6.7421745	3.4299092	7556.074829	62.090892	4	10
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	486	3.3633937	2572.1961259	158.656468	9.9095413	1982-1999 –> 2000-2009	6.7477846	3.3843909	7545.847611	177.130741	12	15
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	486	3.3114132	2557.0567862	161.669393	11.6740341	1982-1999 –> 2000-2009	6.7612774	3.4498642	7566.730789	202.132032	3	11
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	486	3.3186913	2559.1908094	15.917723	12.2941645	1982-1999 –> 2000-2009	6.7662463	3.4475550	7567.605978	44.638615	6	13
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	486	3.3793640	2576.8005337	162.181965	9.9232570	1982-1999 –> 2000-2009	6.7720781	3.3927141	7555.069800	182.166337	15	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	486	3.3205087	2559.7229516	15.963857	12.2935779	1982-1999 –> 2000-2009	6.7727069	3.4521982	7570.668402	44.773201	8	17
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	486	3.3332017	2561.4314415	23.269965	12.3972243	1982-1999 –> 2000-2009	6.8257264	3.4925247	7592.210679	59.484791	10	23
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	486	3.4386342	2591.7005233	330.275773	11.8296845	1982-1999 –> 2000-2009	6.8601048	3.4214707	7583.837460	798.059161	20	25
Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	661	4.1144981	3759.8280421	377.733194	11.5976512	2000-2009 –> 2010-2019	7.4231836	3.3086855	6316.083840	724.435806	1	3
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	661	4.1513837	3769.6266821	358.643053	11.4141837	2000-2009 –> 2010-2019	7.4813718	3.3299881	6330.120543	695.187004	2	11
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	661	4.1847022	3782.1945265	29.190815	11.6842907	2000-2009 –> 2010-2019	7.4931266	3.3084244	6338.373632	60.445185	5	6
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	661	4.1566574	3773.3050169	109.756077	11.7063839	2000-2009 –> 2010-2019	7.5047348	3.3480773	6341.064708	269.910150	3	14
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	661	4.1986505	3786.5936560	26.144670	11.7715185	2000-2009 –> 2010-2019	7.5117589	3.3131084	6344.147912	52.176332	8	13
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	661	4.1736510	3778.6987127	109.331212	11.7393915	2000-2009 –> 2010-2019	7.5370447	3.3633937	6350.894839	267.987681	4	16
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	661	4.2184396	3792.8098709	26.113343	11.9586772	2000-2009 –> 2010-2019	7.5374880	3.3190484	6352.105245	56.038077	10	17
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	661	4.1885076	3781.3961398	24.629548	11.6786543	2000-2009 –> 2010-2019	7.5523367	3.3638291	6351.718098	55.730803	6	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	661	4.1888786	3783.5132439	110.265487	11.8556300	2000-2009 –> 2010-2019	7.5682426	3.3793640	6360.313778	272.447452	7	22
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	661	4.2647565	3807.2458283	25.690280	12.8065354	2000-2009 –> 2010-2019	7.5770218	3.3122653	6364.552713	49.013333	13	17
Atlantic	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	902	1.9208491	3751.3574134	938.989443	9.9309812	1982-1999 –> 2000-2009	3.5126477	1.5917986	8885.534254	1673.656502	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	902	1.9774154	3803.7154034	57.839514	11.5673824	1982-1999 –> 2000-2009	3.6139305	1.6365151	9013.193012	106.813869	3	6
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	902	1.9980502	3822.4430481	25.067738	11.6082956	1982-1999 –> 2000-2009	3.6631502	1.6651000	9078.985909	50.496441	5	9
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	902	1.9998618	3824.0780117	233.406379	10.3767083	1982-1999 –> 2000-2009	3.6778737	1.6780119	9101.616106	289.252085	6	12
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	902	2.0069509	3830.4614372	25.095569	11.6164175	1982-1999 –> 2000-2009	3.6819415	1.6749906	9103.101319	50.544964	7	12
Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	902	2.0598653	3875.4087551	860.682671	13.2351167	1982-1999 –> 2000-2009	3.6936244	1.6337591	9078.305181	1592.995348	12	14
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	902	1.9552142	3783.3466672	238.650390	8.9112550	1982-1999 –> 2000-2009	3.7105576	1.7553434	9183.343720	299.747668	2	13
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	902	2.0215235	3843.5131187	232.606663	10.6317714	1982-1999 –> 2000-2009	3.7364979	1.7149744	9180.272253	263.285773	8	15
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	902	1.9818274	3805.7360075	57.826333	11.2297891	1982-1999 –> 2000-2009	3.7393653	1.7575380	9207.129028	105.458403	4	16
Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	902	2.0523296	3870.7969510	235.835975	10.2592565	1982-1999 –> 2000-2009	3.7840781	1.7317486	9234.011645	269.206321	11	20
Atlantic	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1219	2.1554495	5345.7544548	869.926147	8.4604190	2000-2009 –> 2010-2019	4.0762987	1.9208491	9097.111868	1808.915590	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1219	2.2057244	5401.9665977	111.844471	8.6771679	2000-2009 –> 2010-2019	4.2055862	1.9998618	9226.044609	345.250850	2	8
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1219	2.2175989	5415.0563938	111.670800	8.7338949	2000-2009 –> 2010-2019	4.2391224	2.0215235	9258.569512	344.277463	3	11
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1219	2.3015488	5505.6457141	111.502145	8.2350356	2000-2009 –> 2010-2019	4.2567630	1.9552142	9288.992381	350.152535	5	7
Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1219	2.2409729	5440.6190246	112.709795	8.8530183	2000-2009 –> 2010-2019	4.2933025	2.0523296	9311.415976	348.545770	4	15
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1219	2.3765843	5583.8616719	116.106954	8.4025421	2000-2009 –> 2010-2019	4.4065225	2.0299382	9434.868425	372.033510	6	15
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1219	2.5307840	5737.1262128	49.777380	14.2965617	2000-2009 –> 2010-2019	4.5081994	1.9774154	9540.841616	107.616894	8	11
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	1219	2.5400712	5744.0564868	49.091894	14.1144673	2000-2009 –> 2010-2019	4.5218986	1.9818274	9549.792494	106.918227	10	14
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1219	2.5393291	5745.3441173	23.781780	14.3101889	2000-2009 –> 2010-2019	4.5373793	1.9980502	9567.787165	48.849518	9	14
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1219	2.5429152	5748.7846849	23.961779	14.3144070	2000-2009 –> 2010-2019	4.5498660	2.0069509	9579.246122	49.057348	11	18
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	939	1.3604663	3256.8666274	173.146632	4.8144076	1982-1999 –> 2000-2009	2.5948795	1.2344131	8804.764798	313.351140	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	939	1.3829448	3287.6426271	322.139070	4.7905245	1982-1999 –> 2000-2009	2.6711766	1.2882318	8980.464789	416.591291	2	4
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	939	1.4218729	3337.7754802	141.852824	5.8412576	1982-1999 –> 2000-2009	2.7104164	1.2885435	9029.419243	236.128557	7	10
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	939	1.4055642	3318.1106330	327.988045	4.8708370	1982-1999 –> 2000-2009	2.7225027	1.3169385	9085.777599	373.968971	4	10
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	939	1.4202947	3337.6899101	346.803677	5.0207956	1982-1999 –> 2000-2009	2.7455502	1.3252555	9126.736569	400.854077	6	13
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	939	1.5039573	3445.1781120	138.403300	6.6775690	1982-1999 –> 2000-2009	2.8070438	1.3030864	9176.935554	324.454706	10	14
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	939	1.5266646	3473.3209043	45.126658	6.7763891	1982-1999 –> 2000-2009	2.8637629	1.3370983	9292.580336	95.996203	12	20
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	939	1.5289329	3476.1091411	42.617975	6.7853832	1982-1999 –> 2000-2009	2.8728385	1.3439055	9312.613917	89.259492	13	22
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	939	1.3925748	3300.6745566	219.346372	5.4673201	1982-1999 –> 2000-2009	2.9162829	1.5237081	9563.604774	268.561084	3	22
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	939	1.5176529	3460.2023859	71.610305	6.6637345	1982-1999 –> 2000-2009	2.9329777	1.4153248	9470.548950	158.753823	11	22
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1433	1.4506128	5146.7898725	158.578726	7.2542714	2000-2009 –> 2010-2019	2.8110791	1.3604663	8403.656500	331.725359	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1433	1.4686416	5182.1903319	201.123480	6.9105585	2000-2009 –> 2010-2019	2.8612165	1.3925748	8482.864889	420.469852	2	5
Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1433	1.5313813	5302.0814487	128.260325	6.4737405	2000-2009 –> 2010-2019	2.9879826	1.4566013	8687.174737	261.050273	3	11
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1433	1.6370196	5493.2640526	285.707423	5.9140173	2000-2009 –> 2010-2019	3.0199644	1.3829448	8780.906680	607.846493	5	7
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1433	1.6427784	5503.3285261	291.182231	5.9814638	2000-2009 –> 2010-2019	3.0483426	1.4055642	8821.439159	619.170276	6	10
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1433	1.6474007	5509.3813759	190.121942	6.1259898	2000-2009 –> 2010-2019	3.0635113	1.4161105	8839.530553	408.460745	7	12
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1433	1.6489430	5514.0632617	295.714015	6.0432562	2000-2009 –> 2010-2019	3.0692377	1.4202947	8851.753172	642.517692	8	14
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1433	1.6972495	5594.8175519	130.142763	7.4997838	2000-2009 –> 2010-2019	3.1191223	1.4218729	8932.593032	271.995587	14	21
Atlantic	(27,27.25]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1433	1.6583188	5528.3129311	117.123582	5.8034676	2000-2009 –> 2010-2019	3.1256441	1.4673254	8925.182173	248.629423	9	18
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1433	1.6825147	5571.8276378	117.593816	9.3669761	2000-2009 –> 2010-2019	3.1864721	1.5039573	9017.005750	255.997116	10	20
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1027	1.2782464	3432.7344058	735.467950	8.0286264	1982-1999 –> 2000-2009	2.1447030	0.8664567	8640.958666	1565.630712	1	2
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1027	1.3249126	3506.3854148	702.156210	8.6973459	1982-1999 –> 2000-2009	2.2156608	0.8907482	8827.199433	1227.081167	2	4
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1027	1.3406276	3530.6048873	717.847287	8.0647602	1982-1999 –> 2000-2009	2.2542238	0.9135963	8954.550042	1103.213107	3	6
Atlantic	(27.25,27.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1027	1.3460221	3538.8533618	776.515200	5.4027782	1982-1999 –> 2000-2009	2.2795916	0.9335695	9050.862281	1537.369294	4	9
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1027	1.3476809	3539.3830353	622.145109	5.4893584	1982-1999 –> 2000-2009	2.2838116	0.9361308	9060.548248	1350.502613	5	11
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1027	1.4001375	3619.8154733	835.311312	8.7107851	1982-1999 –> 2000-2009	2.3296859	0.9295483	9114.247290	1271.818892	12	16
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1027	1.3900175	3604.9154508	569.277644	5.4996954	1982-1999 –> 2000-2009	2.3359525	0.9459350	9170.505729	909.559717	8	15
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1027	1.3992113	3616.4561991	558.998083	5.7029600	1982-1999 –> 2000-2009	2.3451603	0.9459490	9180.106673	882.720055	11	19
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1027	1.3937854	3610.4757301	597.547352	5.5174445	1982-1999 –> 2000-2009	2.3484709	0.9546855	9213.561188	928.902207	9	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1027	1.4007238	3618.6754080	576.680751	5.6843969	1982-1999 –> 2000-2009	2.3559313	0.9552075	9221.986862	905.531661	13	23
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1730	1.3219127	5889.1430110	871.307842	5.3915963	2000-2009 –> 2010-2019	2.6625402	1.3406276	9419.747898	1589.155129	5	6
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1730	1.3376433	5930.0736137	926.989493	5.5120771	2000-2009 –> 2010-2019	2.7377808	1.4001375	9549.889087	1762.300805	10	20
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1730	1.2910513	5807.4078937	439.064300	5.0475171	2000-2009 –> 2010-2019	2.7504219	1.4593706	9512.330461	1085.192411	1	16
Atlantic	(27.25,27.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1730	1.4686479	6253.3511675	678.430878	6.4772776	2000-2009 –> 2010-2019	2.8146700	1.3460221	9792.204529	1454.946078	20	22
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1730	1.4878249	6296.2380662	677.754003	6.0857590	2000-2009 –> 2010-2019	2.8355058	1.3476809	9835.621102	1299.899111	21	24
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1730	1.4572345	6226.3572319	161.525748	6.2275091	2000-2009 –> 2010-2019	2.8358363	1.3786018	9814.334405	356.465794	17	21
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1730	1.2956222	5817.6362879	347.036894	5.2169159	2000-2009 –> 2010-2019	2.8597061	1.5640839	9662.890839	826.239063	2	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + nitrate	1730	1.4934977	6309.4052791	120.195738	5.8929675	2000-2009 –> 2010-2019	2.8721951	1.3786975	9895.524936	223.932692	26	31
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1730	1.4884158	6299.6119165	458.571023	6.5844151	2000-2009 –> 2010-2019	2.8784332	1.3900175	9904.527367	1027.848667	22	28
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1730	1.4887687	6300.4323456	490.931761	6.6050485	2000-2009 –> 2010-2019	2.8825541	1.3937854	9910.908076	1088.479113	23	30
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1534	1.2699713	5100.5378958	643.523552	12.2386707	1982-1999 –> 2000-2009	2.1634519	0.8934807	13164.007466	1220.464617	1	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1534	1.2729814	5107.8011563	212.643420	12.3052589	1982-1999 –> 2000-2009	2.1661037	0.8931223	13168.798932	536.612273	2	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1534	1.2924882	5154.4577679	127.468848	12.3885713	1982-1999 –> 2000-2009	2.1947908	0.9023026	13278.470191	287.898715	3	6
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1534	1.2928400	5155.2925747	151.326327	12.3789118	1982-1999 –> 2000-2009	2.1956129	0.9027729	13282.516389	339.847465	4	8
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1534	1.2951560	5160.7837392	151.240825	12.3705714	1982-1999 –> 2000-2009	2.2092739	0.9141179	13364.961806	340.107032	5	10
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1534	1.3180461	5212.5329630	95.643043	10.7820930	1982-1999 –> 2000-2009	2.3711981	1.0531520	14287.147259	192.119052	6	25
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1534	1.3964602	5391.8332014	157.968092	10.5901615	1982-1999 –> 2000-2009	2.3969664	1.0005062	14152.450664	377.268703	8	17
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + nitrate	1534	1.4028554	5403.8511800	74.717483	10.7590540	1982-1999 –> 2000-2009	2.4074202	1.0045648	14187.414996	201.345280	9	19
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	1534	1.4450223	5494.7101115	110.460524	11.6811359	1982-1999 –> 2000-2009	2.4663518	1.0213295	14380.259843	240.046647	10	23
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + aou + nitrate	1534	1.4550996	5514.0314453	13.524627	11.9473180	1982-1999 –> 2000-2009	2.4825726	1.0274730	14434.535818	29.236193	11	26
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2540	1.1581314	7967.9914061	462.591948	5.6828630	2000-2009 –> 2010-2019	2.4281026	1.2699713	13068.529302	1106.115500	1	2
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2540	1.1588875	7971.3069712	314.541200	5.6954770	2000-2009 –> 2010-2019	2.4318689	1.2729814	13079.108127	527.184620	2	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2540	1.1752966	8042.7322779	270.581466	5.8859491	2000-2009 –> 2010-2019	2.4681366	1.2928400	13198.024853	421.907793	5	9
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2540	1.1730024	8032.8063156	275.850010	5.8650181	2000-2009 –> 2010-2019	2.4681584	1.2951560	13193.590055	427.090835	4	9
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2540	1.1757102	8044.5195180	223.893040	5.8933476	2000-2009 –> 2010-2019	2.4681984	1.2924882	13198.977286	351.361889	6	9
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2540	1.2046615	8166.0965110	142.535009	6.4187279	2000-2009 –> 2010-2019	2.5227076	1.3180461	13378.629474	238.178052	7	13
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	2540	1.1626725	7985.8717518	204.368284	5.6875260	2000-2009 –> 2010-2019	2.5315496	1.3688771	13314.498890	398.227220	3	10
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2540	1.2303661	8275.3516428	190.648247	5.8998500	2000-2009 –> 2010-2019	2.6268263	1.3964602	13667.184844	348.616339	10	18
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + nitrate	2540	1.2398864	8312.5080689	108.408867	5.5454813	2000-2009 –> 2010-2019	2.6427417	1.4028554	13716.359249	183.126350	12	21
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	2540	1.2368427	8300.0224580	87.283080	5.8072474	2000-2009 –> 2010-2019	2.6818650	1.4450223	13794.732570	197.743605	11	21
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	606	1.0346261	1775.0101670	168.903525	11.5402701	1982-1999 –> 2000-2009	1.6279412	0.5933151	3598.972202	336.626014	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	606	1.0463376	1788.6523522	178.657389	11.6216325	1982-1999 –> 2000-2009	1.6528210	0.6064834	3656.913136	324.221773	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	606	1.0481622	1790.7640119	119.787465	11.6644774	1982-1999 –> 2000-2009	1.6567467	0.6085845	3666.003764	224.986436	3	6
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	606	1.0487930	1791.4931389	188.135247	11.6742659	1982-1999 –> 2000-2009	1.6580481	0.6092551	3668.955289	340.425357	4	8
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	606	1.1181771	1867.1335744	49.979013	12.8426388	1982-1999 –> 2000-2009	1.8405429	0.7223658	4086.250271	110.030164	5	20
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	606	1.1519963	1903.2471164	69.541818	12.2005775	1982-1999 –> 2000-2009	1.8420800	0.6900837	4030.103357	157.892823	8	13
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	606	1.1349433	1887.1717627	166.470221	12.5705901	1982-1999 –> 2000-2009	1.8450062	0.7100628	4073.622858	335.025034	7	14
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	606	1.1594685	1911.0831417	79.004982	12.7648723	1982-1999 –> 2000-2009	1.8743332	0.7148646	4109.135032	181.232598	9	17
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	606	1.1303680	1880.2759089	159.635502	11.2685708	1982-1999 –> 2000-2009	1.8773715	0.7470035	4167.072767	325.537370	6	22
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	606	1.1773175	1929.5985920	51.830938	12.3661721	1982-1999 –> 2000-2009	1.8931942	0.7158767	4130.505434	112.709521	10	19
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1029	0.7589993	2366.6729371	217.774093	3.0129379	2000-2009 –> 2010-2019	1.7936255	1.0346261	4141.683104	386.677617	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1029	0.7676733	2390.0588834	265.653867	3.0938504	2000-2009 –> 2010-2019	1.8140110	1.0463376	4178.711236	444.311256	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1029	0.7677018	2390.1350682	181.990756	3.1022415	2000-2009 –> 2010-2019	1.8158640	1.0481622	4180.899080	301.778221	3	6
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1029	0.7677105	2390.1585836	278.034817	3.1053322	2000-2009 –> 2010-2019	1.8165035	1.0487930	4181.651722	466.170064	4	8
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1029	0.7677336	2388.2205305	84.227425	3.1225918	2000-2009 –> 2010-2019	1.8859107	1.1181771	4255.354105	134.206438	5	10
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	1029	0.7800330	2420.9290579	211.398650	2.6526401	2000-2009 –> 2010-2019	1.9104010	1.1303680	4301.204967	371.034152	6	12
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	1029	0.8047063	2485.0176019	139.919379	3.4473252	2000-2009 –> 2010-2019	1.9567027	1.1519963	4388.264718	209.461197	7	15
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1029	0.8352574	2563.7039309	202.140501	3.8734061	2000-2009 –> 2010-2019	1.9702007	1.1349433	4450.875694	368.610722	13	20
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	1029	0.8354690	2562.2251185	149.907752	3.8523020	2000-2009 –> 2010-2019	1.9949375	1.1594685	4473.308260	228.912734	14	23
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1029	0.8203086	2524.5379145	117.512664	3.5733073	2000-2009 –> 2010-2019	1.9976261	1.1773175	4454.136506	169.343602	10	20
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	615	2.9627999	3095.2401114	137.277223	14.7726146	1982-1999 –> 2000-2009	3.5202039	0.5574040	5360.649602	263.444124	1	2
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	615	2.9812530	3102.8771402	117.974064	14.8480494	1982-1999 –> 2000-2009	3.5407659	0.5595129	5378.475240	251.944099	2	4
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	615	2.9943065	3108.2509396	74.069734	14.9796734	1982-1999 –> 2000-2009	3.5552409	0.5609344	5390.694917	148.675959	3	6
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	615	2.9974369	3109.5362003	153.008076	15.0176906	1982-1999 –> 2000-2009	3.5584910	0.5610541	5392.555587	287.277344	5	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	615	2.9983358	3107.9050199	55.364353	14.6057656	1982-1999 –> 2000-2009	3.5920417	0.5937059	5541.541598	127.945541	6	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	615	2.9955617	3106.7664401	85.991817	14.4835745	1982-1999 –> 2000-2009	3.5978164	0.6022547	5578.974794	165.762024	4	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	615	3.0163851	3115.2871098	34.182971	14.7067880	1982-1999 –> 2000-2009	3.6179370	0.6015519	5584.345237	74.111361	7	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	615	3.0208916	3117.1233815	104.062525	14.7411342	1982-1999 –> 2000-2009	3.6229213	0.6020297	5588.323607	194.131425	8	16
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	615	3.1780882	3181.5185726	121.740889	15.7376312	1982-1999 –> 2000-2009	3.8290486	0.6509604	5865.545964	251.639615	11	25
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + nitrate	615	3.1797439	3180.1592247	63.328201	15.8436202	1982-1999 –> 2000-2009	3.8307436	0.6509996	5862.349067	142.189617	12	27
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	982	0.7867893	2329.8383203	256.121760	6.4335531	2000-2009 –> 2010-2019	3.7495892	2.9627999	5425.078432	393.398983	2	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	982	0.7846202	2324.4162818	187.885157	6.4641084	2000-2009 –> 2010-2019	3.7658732	2.9812530	5427.293422	305.859221	1	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	982	0.7897685	2337.2610770	143.927652	6.5180365	2000-2009 –> 2010-2019	3.7840750	2.9943065	5445.512017	217.997386	3	6
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	982	0.7899736	2337.7710306	273.844612	6.5227186	2000-2009 –> 2010-2019	3.7874105	2.9974369	5447.307231	426.852688	4	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	982	0.7968756	2352.8559432	142.866982	6.6025313	2000-2009 –> 2010-2019	3.7952115	2.9983358	5460.760963	198.231334	5	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	982	0.8054776	2373.9431353	219.062770	6.6337983	2000-2009 –> 2010-2019	3.8010393	2.9955617	5480.709575	305.054587	6	10
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	982	0.8066444	2376.7860719	108.227742	6.6850924	2000-2009 –> 2010-2019	3.8230295	3.0163851	5492.073182	142.410714	7	14
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	982	0.8070787	2377.8430275	244.417376	6.6940497	2000-2009 –> 2010-2019	3.8279703	3.0208916	5494.966409	348.479900	8	16
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	982	0.8844115	2557.5517029	187.083524	6.0602292	2000-2009 –> 2010-2019	4.0344519	3.1500403	5726.166860	285.839035	11	20
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + aou + phosphate	982	0.9052210	2601.2276213	139.742330	6.2290747	2000-2009 –> 2010-2019	4.0561614	3.1509404	5768.194177	188.644747	13	23
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	738	2.2385417	3295.7504375	500.687498	15.6954815	1982-1999 –> 2000-2009	3.7566917	1.5181500	9617.727366	956.186336	2	3
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	738	2.0669340	3180.0271742	119.531328	10.5669021	1982-1999 –> 2000-2009	3.9965753	1.9296414	10328.100202	204.084321	1	3
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	738	2.2675975	3314.7852955	65.854431	11.6199813	1982-1999 –> 2000-2009	4.3830130	2.1154155	10776.685399	108.623265	3	8
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	738	2.2844957	3327.7437212	123.129743	9.5402695	1982-1999 –> 2000-2009	4.4093939	2.1248982	10807.011814	234.155191	4	10
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	738	2.2891710	3330.7613676	65.948686	9.5029405	1982-1999 –> 2000-2009	4.4188961	2.1297250	10817.825651	120.750690	5	12
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	738	2.2923068	3332.7818341	157.795793	9.4798414	1982-1999 –> 2000-2009	4.4243697	2.1320629	10823.615889	255.522975	6	14
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate	738	2.6016106	3515.6022033	463.062290	16.8428740	1982-1999 –> 2000-2009	4.6087828	2.0071722	10795.028469	915.591895	7	11
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + nitrate + phosphate	738	2.9459385	3699.0641588	380.009764	17.9392820	1982-1999 –> 2000-2009	4.8798871	1.9339486	10850.798258	739.612374	14	17
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	738	2.6546591	3547.3960570	118.537931	10.9996638	1982-1999 –> 2000-2009	5.0643542	2.4096951	11456.831601	181.771797	8	17
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	738	2.6616661	3551.2868241	23.268137	11.0468796	1982-1999 –> 2000-2009	5.0729110	2.4112449	11462.931563	42.300193	9	19
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1216	1.8983093	5023.6820573	138.522149	8.5371233	2000-2009 –> 2010-2019	3.9652432	2.0669340	8203.709232	258.053477	2	3
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1216	1.7849738	4871.9684175	822.613108	7.5951560	2000-2009 –> 2010-2019	4.0235155	2.2385417	8167.718855	1323.300606	1	3
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1216	1.9285867	5060.1656262	86.570860	7.5236090	2000-2009 –> 2010-2019	4.1961842	2.2675975	8374.950922	152.425291	3	6
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1216	2.0742888	5239.2903111	157.660374	8.8720174	2000-2009 –> 2010-2019	4.3587845	2.2844957	8567.034032	280.790117	4	8
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1216	2.0763210	5241.6717885	89.913941	8.8549465	2000-2009 –> 2010-2019	4.3654920	2.2891710	8572.433156	155.862627	5	10
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1216	2.0773149	5242.8356895	171.333056	8.8452910	2000-2009 –> 2010-2019	4.3696217	2.2923068	8575.617524	329.128849	6	12
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate	1216	2.1323903	5302.4748081	822.611709	8.4873174	2000-2009 –> 2010-2019	4.7340009	2.6016106	8818.077011	1285.674000	7	14
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1216	2.1403026	5313.4822041	131.981102	8.9153877	2000-2009 –> 2010-2019	4.7949617	2.6546591	8860.878261	250.519033	8	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1216	2.1423490	5315.8063452	36.678620	8.9266120	2000-2009 –> 2010-2019	4.8040151	2.6616661	8867.093169	59.946756	9	18
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	1216	2.1487761	5323.0915055	68.759465	8.9532371	2000-2009 –> 2010-2019	4.8255267	2.6767506	8882.719665	114.626555	10	20
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	407	0.1252728	-521.8748743	245.875738	0.6568529	1982-1999 –> 2000-2009	0.2825802	0.1573074	-1244.226728	510.727971	1	2
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	407	0.1387147	-438.9073908	140.807482	0.6810770	1982-1999 –> 2000-2009	0.3030928	0.1643781	-1086.074534	284.705250	2	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	407	0.1401884	-430.3052001	176.828939	0.5813190	1982-1999 –> 2000-2009	0.3036180	0.1634296	-1087.368365	314.808719	4	6
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	407	0.1392448	-435.8030093	270.934130	0.6788898	1982-1999 –> 2000-2009	0.3038040	0.1645592	-1081.087190	597.205352	3	7
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	407	0.1412323	-424.2662875	216.884901	0.6739859	1982-1999 –> 2000-2009	0.3072879	0.1660556	-1054.071147	364.369098	5	10
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	407	0.1578266	-335.8383937	216.092825	0.8553815	1982-1999 –> 2000-2009	0.3270970	0.1692704	-934.854454	361.413290	7	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	407	0.1844857	-208.7934024	175.290267	0.9342940	1982-1999 –> 2000-2009	0.3516612	0.1671755	-829.104490	293.858751	10	16
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	407	0.1535407	-358.2487032	139.320760	0.7454092	1982-1999 –> 2000-2009	0.3605567	0.2070160	-613.043725	225.007255	6	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	407	0.1843531	-209.3787275	154.374831	0.7451347	1982-1999 –> 2000-2009	0.3609041	0.1765511	-736.382063	269.107932	9	17
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	407	0.1874213	-195.9424648	891.407270	0.8545129	1982-1999 –> 2000-2009	0.3648735	0.1774522	-714.240080	1649.858641	11	20
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	596	0.1293718	-732.3427638	417.677585	0.4538616	2000-2009 –> 2010-2019	0.2546446	0.1252728	-1254.217638	663.553324	1	2
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	596	0.1377022	-657.9586314	197.035361	0.5077002	2000-2009 –> 2010-2019	0.2764169	0.1387147	-1096.866022	337.842843	2	4
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	596	0.1379919	-655.4531579	435.106990	0.5127789	2000-2009 –> 2010-2019	0.2772367	0.1392448	-1091.256167	706.041120	3	6
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	596	0.1392323	-644.7863694	354.295553	0.5252562	2000-2009 –> 2010-2019	0.2804646	0.1412323	-1069.052657	571.180455	4	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	596	0.1472860	-579.7574448	353.349234	0.8127372	2000-2009 –> 2010-2019	0.3051125	0.1578266	-915.595839	569.442058	5	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	596	0.1583371	-493.5158532	210.469890	0.5199336	2000-2009 –> 2010-2019	0.3118778	0.1535407	-851.764557	349.790650	6	12
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	596	0.1737285	-380.9370230	284.097778	0.6954363	2000-2009 –> 2010-2019	0.3139169	0.1401884	-811.242223	460.926717	8	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	596	0.1735214	-384.3591157	217.168504	0.5805697	2000-2009 –> 2010-2019	0.3459743	0.1724529	-648.054930	361.770008	7	15
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	596	0.2048015	-186.7964534	284.093537	0.9156122	2000-2009 –> 2010-2019	0.3892872	0.1844857	-395.589856	459.383804	9	19
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	596	0.2130215	-139.8891849	257.113108	0.7929693	2000-2009 –> 2010-2019	0.3973745	0.1843531	-349.267912	411.487938	10	19
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	593	0.1118516	-901.1699761	825.437285	0.4118633	1982-1999 –> 2000-2009	0.2528998	0.1410482	-2073.463412	1183.539854	1	3
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	593	0.1372027	-658.8856763	249.537145	0.6002527	1982-1999 –> 2000-2009	0.2713007	0.1340980	-1942.246800	386.677624	3	4
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	593	0.1313488	-712.5993995	138.321086	0.3718763	1982-1999 –> 2000-2009	0.2916169	0.1602681	-1606.106498	226.733296	2	5
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	593	0.1454837	-589.3805873	193.687056	0.7223095	1982-1999 –> 2000-2009	0.3257519	0.1802682	-1222.407746	300.360119	4	8
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	593	0.1456603	-587.9416122	845.981548	0.7266105	1982-1999 –> 2000-2009	0.3259878	0.1803275	-1220.246374	1246.613762	5	10
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	593	0.1468431	-578.3504083	291.385801	0.7419923	1982-1999 –> 2000-2009	0.3275567	0.1807136	-1205.953914	481.338162	6	12
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + silicate + phosphate	593	0.1521000	-538.6347440	291.370146	0.5017054	1982-1999 –> 2000-2009	0.3348902	0.1827903	-1143.123716	478.260832	7	14
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + silicate	593	0.1968615	-232.6909059	201.040681	0.8464144	1982-1999 –> 2000-2009	0.3861394	0.1892779	-760.520944	329.504255	14	22
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	593	0.1751224	-371.4711847	270.982965	1.2105570	1982-1999 –> 2000-2009	0.3919702	0.2168478	-600.418335	437.594993	8	21
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate	593	0.1996458	-216.0347350	779.012258	0.8610607	1982-1999 –> 2000-2009	0.3988098	0.1991640	-631.959060	1307.221678	15	26
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	895	0.1410697	-951.8175399	632.972867	0.5816655	2000-2009 –> 2010-2019	0.2529212	0.1118516	-1852.987516	1458.410152	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	895	0.1544041	-792.1460761	222.248012	0.6708182	2000-2009 –> 2010-2019	0.2857528	0.1313488	-1504.745476	360.569098	2	4
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	895	0.1651286	-669.9450067	335.945895	0.7647762	2000-2009 –> 2010-2019	0.3023313	0.1372027	-1328.830683	585.483040	3	6
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	895	0.1813512	-502.2029207	205.020614	0.8963888	2000-2009 –> 2010-2019	0.3268349	0.1454837	-1091.583508	398.707670	4	8
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	895	0.1814036	-501.6850086	756.328807	0.9021097	2000-2009 –> 2010-2019	0.3270640	0.1456603	-1089.626621	1602.310355	5	10
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	895	0.1817910	-497.8669656	498.550755	0.9252208	2000-2009 –> 2010-2019	0.3286340	0.1468431	-1076.217374	789.936555	6	12
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + silicate + phosphate	895	0.1831431	-486.6024225	496.576911	0.7399243	2000-2009 –> 2010-2019	0.3352431	0.1521000	-1025.237167	787.947057	7	14
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + silicate	895	0.1947615	-376.5032424	323.429175	0.9687942	2000-2009 –> 2010-2019	0.3916231	0.1968615	-609.194148	524.469856	8	22
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + nitrate	895	0.2019590	-311.5465407	284.039281	1.0222451	2000-2009 –> 2010-2019	0.4021199	0.2001610	-524.524512	472.585868	9	25
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	895	0.2024401	-307.2870754	751.250676	0.9864772	2000-2009 –> 2010-2019	0.4023041	0.1998640	-522.026199	1238.002790	10	25
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1228	0.1315822	-1482.1575116	659.791109	0.7086940	1982-1999 –> 2000-2009	0.2698702	0.1382879	-3929.864733	1131.712200	1	3
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1228	0.1464068	-1219.9623860	316.979107	0.8220339	1982-1999 –> 2000-2009	0.2801528	0.1337460	-3814.610340	642.803348	2	3
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1228	0.1972002	-488.4909776	906.843235	0.8494131	1982-1999 –> 2000-2009	0.3858819	0.1886817	-1569.014805	1796.286232	3	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1228	0.1972852	-487.4322184	912.511597	0.8484950	1982-1999 –> 2000-2009	0.3860788	0.1887936	-1565.347323	1804.926665	4	8
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	1228	0.2105461	-329.6592488	197.946120	0.6912747	1982-1999 –> 2000-2009	0.4108404	0.2002943	-1149.386647	353.196104	5	10
Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1228	0.2389939	-16.4018898	541.910521	1.1699042	1982-1999 –> 2000-2009	0.4422491	0.2032552	-769.561686	856.132269	6	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1228	0.2474969	67.4597777	394.111842	1.0068644	1982-1999 –> 2000-2009	0.4555557	0.2080588	-584.923313	568.010437	10	17
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	1228	0.2462571	55.1253128	313.517076	1.0627784	1982-1999 –> 2000-2009	0.4567071	0.2104501	-546.974767	634.758978	9	17
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1228	0.2422295	14.6253481	612.162842	1.1218080	1982-1999 –> 2000-2009	0.4567716	0.2145421	-502.741528	1083.835470	7	16
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1228	0.2510848	102.8078714	796.727262	1.1764667	1982-1999 –> 2000-2009	0.4699531	0.2188683	-326.716701	1465.295933	11	21
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1904	0.1417246	-2023.0171506	708.680281	0.8906251	2000-2009 –> 2010-2019	0.2733068	0.1315822	-3505.174662	1368.471390	1	2
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1904	0.1491483	-1828.5981750	371.368757	1.0264790	2000-2009 –> 2010-2019	0.2955551	0.1464068	-3048.560561	688.347863	2	4
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1904	0.1973620	-761.9830311	960.431010	0.9707679	2000-2009 –> 2010-2019	0.3945622	0.1972002	-1250.474009	1867.274246	3	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1904	0.1974425	-760.4300399	965.822225	0.9711517	2000-2009 –> 2010-2019	0.3947277	0.1972852	-1247.862258	1878.333822	4	8
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	1904	0.2065160	-591.3348380	213.983495	0.9072489	2000-2009 –> 2010-2019	0.4170621	0.2105461	-920.994087	411.929615	5	10
Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1904	0.2336159	-119.8076003	506.204514	1.1768541	2000-2009 –> 2010-2019	0.4726098	0.2389939	-136.209490	1048.115035	8	14
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1904	0.2305238	-172.5461249	682.642349	1.0961988	2000-2009 –> 2010-2019	0.4727533	0.2422295	-157.920777	1294.805192	7	14
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	1904	0.2279897	-214.6379329	369.334147	0.9799143	2000-2009 –> 2010-2019	0.4742468	0.2462571	-159.512620	682.851222	6	15
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1904	0.2379081	-52.4774452	419.460610	1.0384412	2000-2009 –> 2010-2019	0.4854051	0.2474969	14.982333	813.572452	11	21
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1904	0.2365450	-74.3590405	873.385017	1.1149451	2000-2009 –> 2010-2019	0.4876298	0.2510848	28.448831	1670.112279	9	20
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1512	0.1707548	-1040.1307087	704.892608	0.5296707	1982-1999 –> 2000-2009	0.3373519	0.1665971	-3880.659929	1336.748645	2	3
Atlantic	(28.2, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1512	0.1681478	-1086.6557045	989.131232	0.4836758	1982-1999 –> 2000-2009	0.3384065	0.1702587	-3760.911073	1908.565359	1	4
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	1512	0.1733120	-997.1796865	245.535811	0.5472237	1982-1999 –> 2000-2009	0.3399990	0.1666870	-3835.581225	540.863664	4	6
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1512	0.1731844	-999.4062688	857.037582	0.5673020	1982-1999 –> 2000-2009	0.3458827	0.1726983	-3566.850606	1718.101514	3	8
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	1512	0.1763434	-944.7444759	631.215691	0.5475801	1982-1999 –> 2000-2009	0.3484928	0.1721494	-3536.536383	1219.134076	6	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + silicate	1512	0.1746396	-974.1025091	208.528468	0.5193944	1982-1999 –> 2000-2009	0.3564961	0.1818564	-3146.365636	403.638653	5	12
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + nitrate + silicate	1512	0.1765679	-942.8956308	125.053918	0.5407577	1982-1999 –> 2000-2009	0.3585653	0.1819973	-3111.235078	223.225019	7	15
Atlantic	(28.2, Inf]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	1512	0.1781354	-914.1687916	657.398255	0.4946401	1982-1999 –> 2000-2009	0.3683728	0.1902373	-2741.851492	1588.060718	8	17
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	1512	0.1965853	-618.1464337	155.210050	0.6566057	1982-1999 –> 2000-2009	0.3721869	0.1756016	-3060.086083	376.026763	15	21
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1512	0.1902537	-715.1455113	302.153478	0.6019745	1982-1999 –> 2000-2009	0.3869625	0.1967088	-2286.986743	636.780289	10	20
Atlantic	(28.2, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2877	0.1909864	-1347.4786309	715.944311	0.6367662	2000-2009 –> 2010-2019	0.3591342	0.1681478	-2434.134335	1705.075542	1	2
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2877	0.1927550	-1294.4410496	458.695108	0.5851880	2000-2009 –> 2010-2019	0.3635098	0.1707548	-2334.571758	1163.587716	3	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2877	0.1910332	-1348.0700068	687.167059	0.6265215	2000-2009 –> 2010-2019	0.3642176	0.1731844	-2347.476276	1544.204641	2	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	2877	0.1932793	-1280.8117443	430.001100	0.6013813	2000-2009 –> 2010-2019	0.3696226	0.1763434	-2225.556220	1061.216791	4	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	2877	0.1992019	-1107.1414711	194.155322	0.6490877	2000-2009 –> 2010-2019	0.3725139	0.1733120	-2104.321158	439.691133	6	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + silicate	2877	0.1981846	-1136.6007657	178.042738	0.6247810	2000-2009 –> 2010-2019	0.3728242	0.1746396	-2110.703275	386.571206	5	10
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + nitrate + silicate	2877	0.1995696	-1098.5305428	109.429458	0.5868928	2000-2009 –> 2010-2019	0.3761375	0.1765679	-2041.426174	234.483376	7	14
Atlantic	(28.2, Inf]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2877	0.2165423	-626.8716500	652.872020	0.7762276	2000-2009 –> 2010-2019	0.3946777	0.1781354	-1541.040442	1310.270275	9	17
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	2877	0.2111020	-775.2785149	120.481571	0.7350555	2000-2009 –> 2010-2019	0.4076873	0.1965853	-1393.424949	275.691620	8	23
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2877	0.2235724	-443.0340980	267.526550	0.7059858	2000-2009 –> 2010-2019	0.4138261	0.1902537	-1158.179609	569.680028	10	20
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	254	1.2634964	853.6332186	27.488545	6.1186755	1982-1999 –> 2000-2009	2.8727395	1.6092432	2800.229804	57.824614	1	2
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	254	1.2652127	854.3228112	23.790906	6.1152965	1982-1999 –> 2000-2009	2.8771460	1.6119334	2802.623103	51.574817	2	4
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	254	1.2811935	860.6991580	235.778773	6.0682873	1982-1999 –> 2000-2009	2.9081934	1.6269999	2818.488988	480.557432	3	6
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	254	1.4989273	940.4336373	53.971775	7.4512268	1982-1999 –> 2000-2009	3.4508978	1.9519705	3083.967118	73.549619	11	15
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	254	1.4993371	940.5724902	37.102625	7.4501153	1982-1999 –> 2000-2009	3.4535248	1.9541878	3085.263921	49.219871	12	17
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	254	1.5136985	945.4152358	365.863802	7.4141318	1982-1999 –> 2000-2009	3.4840321	1.9703336	3098.499449	433.488712	13	19
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	254	1.5650779	960.3720753	27.429478	7.7950031	1982-1999 –> 2000-2009	3.7710577	2.2059798	3226.684560	39.353142	15	22
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	254	1.5663744	960.7927115	23.645595	7.7944168	1982-1999 –> 2000-2009	3.7731869	2.2068125	3227.490160	31.209533	16	24
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate	254	1.5851023	966.8304465	234.452433	7.7679399	1982-1999 –> 2000-2009	3.8027822	2.2176799	3238.538520	300.789970	17	26
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	254	1.4220264	913.6788811	23.785798	6.7924306	1982-1999 –> 2000-2009	3.9060198	2.4839935	3303.061066	51.698004	9	19
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	177	1.2793896	603.5238568	22.371186	3.1952854	2000-2009 –> 2010-2019	2.5428860	1.2634964	1457.157076	49.859730	1	2
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	177	1.2803318	603.7844602	19.580382	3.1964894	2000-2009 –> 2010-2019	2.5455445	1.2652127	1458.107271	43.371288	2	4
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	177	1.2952016	607.8721350	170.227643	3.2198693	2000-2009 –> 2010-2019	2.5763951	1.2811935	1468.571293	406.006417	3	6
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	177	1.6655936	696.9085225	21.558370	4.8837277	2000-2009 –> 2010-2019	3.0876200	1.4220264	1610.587404	45.344168	4	13
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	177	1.6775804	699.4470239	19.024153	4.0063360	2000-2009 –> 2010-2019	3.1765077	1.4989273	1639.880661	72.995928	5	16
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	177	1.6796351	699.8803406	10.479995	4.0130339	2000-2009 –> 2010-2019	3.1789722	1.4993371	1640.452831	47.582619	6	18
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	177	1.7095386	706.1273664	74.152465	4.0676867	2000-2009 –> 2010-2019	3.2232372	1.5136985	1651.542602	440.016267	7	20
Indian	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	177	2.1140150	781.3047351	28.975363	5.1752309	2000-2009 –> 2010-2019	3.4618460	1.3478310	1667.761802	54.848899	14	18
Indian	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	177	2.1365606	785.0601017	21.134243	5.2015754	2000-2009 –> 2010-2019	3.4885335	1.3519729	1673.075852	36.194916	16	21
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	177	1.9266638	746.4538742	14.288126	4.8437064	2000-2009 –> 2010-2019	3.4917418	1.5650779	1706.825949	41.717604	9	24
Indian	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	459	1.5563216	1722.6399975	23.405631	4.8228827	1982-1999 –> 2000-2009	3.3591207	1.8027991	5704.999414	37.081404	1	2
Indian	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	459	1.5571511	1723.1291395	15.392297	4.8293678	1982-1999 –> 2000-2009	3.3674740	1.8103229	5713.718051	27.472566	2	4
Indian	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	459	1.5647189	1727.5798796	124.277901	4.8746086	1982-1999 –> 2000-2009	3.4126613	1.8479423	5758.810218	242.358176	3	6
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	459	1.6056289	1751.2727992	13.509274	5.1499270	1982-1999 –> 2000-2009	3.6314493	2.0258204	5964.101498	25.429100	4	8
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	459	1.6065540	1751.8015646	13.542083	5.1619896	1982-1999 –> 2000-2009	3.6359660	2.0294121	5968.130450	25.531586	5	10
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	459	1.6163082	1757.3583970	157.680079	5.2769968	1982-1999 –> 2000-2009	3.6711809	2.0548726	5998.323544	246.242131	6	12
Indian	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	459	1.6230444	1759.1763156	10.765872	4.8237682	1982-1999 –> 2000-2009	3.8013957	2.1783513	6113.449863	21.779877	7	14
Indian	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	459	1.6245948	1760.0528044	9.864697	4.8308718	1982-1999 –> 2000-2009	3.8088419	2.1842471	6119.667244	20.966983	8	16
Indian	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	459	1.6432171	1770.5157541	116.779288	4.8803616	1982-1999 –> 2000-2009	3.8647165	2.2214994	6163.546684	199.849447	9	20
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	459	1.8730829	1892.7092479	18.006102	6.4629626	1982-1999 –> 2000-2009	4.4025226	2.5294397	6544.255471	29.328539	10	23
Indian	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	308	1.1744397	987.1135073	14.855389	3.6891823	2000-2009 –> 2010-2019	2.7307613	1.5563216	2709.753505	38.261020	1	2
Indian	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	308	1.1754220	987.6284956	12.161721	3.6960688	2000-2009 –> 2010-2019	2.7325730	1.5571511	2710.757635	27.554018	2	4
Indian	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	308	1.1973983	999.0392165	139.377286	3.8066063	2000-2009 –> 2010-2019	2.7621172	1.5647189	2726.619096	263.655187	3	6
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	308	1.2099411	1005.4583159	11.290795	3.2791415	2000-2009 –> 2010-2019	2.8155700	1.6056289	2756.731115	24.800068	4	8
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	308	1.2100889	1005.5335218	11.321985	3.2782596	2000-2009 –> 2010-2019	2.8166428	1.6065540	2757.335086	24.864068	5	10
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	308	1.2151333	1008.0960582	109.086236	3.2409197	2000-2009 –> 2010-2019	2.8314415	1.6163082	2765.454455	266.766315	6	12
Indian	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	308	1.2178201	1007.4565882	10.072269	3.3179893	2000-2009 –> 2010-2019	2.8408644	1.6230444	2766.632904	20.838141	7	14
Indian	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	308	1.2183536	1007.7264085	10.123006	3.3221951	2000-2009 –> 2010-2019	2.8429484	1.6245948	2767.779213	19.987703	8	16
Indian	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	308	1.2357429	1016.4563071	108.853318	3.4674471	2000-2009 –> 2010-2019	2.8789600	1.6432171	2786.972061	225.632606	9	18
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	308	1.3565200	1075.8984657	13.233015	4.2780596	2000-2009 –> 2010-2019	3.2296030	1.8730829	2968.607714	31.239117	10	20
Indian	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	513	1.1895709	1647.9370111	55.659443	4.6286525	1982-1999 –> 2000-2009	2.3583727	1.1688018	4468.440288	76.563917	6	7
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	513	1.1904184	1648.6677284	42.651600	4.6371560	1982-1999 –> 2000-2009	2.3608013	1.1703829	4471.579976	59.671959	7	9
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	513	1.2027881	1659.2739001	198.883104	4.7281688	1982-1999 –> 2000-2009	2.3892693	1.1864812	4506.529976	426.665263	8	11
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	513	1.1571371	1619.5745804	15.345018	4.6347757	1982-1999 –> 2000-2009	2.5021425	1.3450054	4690.304307	29.916927	1	5
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	513	1.1650599	1626.5755033	21.350221	4.4468229	1982-1999 –> 2000-2009	2.5868500	1.4217901	4796.239547	37.410136	3	9
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	513	1.1650480	1626.5650494	17.947474	4.4483899	1982-1999 –> 2000-2009	2.5870482	1.4220002	4796.492448	34.122034	2	9
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	513	1.1704391	1631.3017406	228.045695	4.5184290	1982-1999 –> 2000-2009	2.6006899	1.4302508	4811.538581	369.682903	5	13
Indian	(26.5,26.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	513	1.1651130	1624.6222517	12.049720	4.4304803	1982-1999 –> 2000-2009	2.6008169	1.4357039	4809.640394	20.464917	4	13
Indian	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	513	1.2229973	1674.3694859	9.581261	4.7779108	1982-1999 –> 2000-2009	2.6238811	1.4008839	4815.636166	23.829931	9	14
Indian	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	513	1.2810093	1721.9180716	19.723631	4.3905491	1982-1999 –> 2000-2009	2.7501070	1.4690977	4947.909951	35.372566	11	21
Indian	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	276	0.7707384	653.5098393	19.269600	2.3216549	2000-2009 –> 2010-2019	1.9603094	1.1895709	2301.446850	74.929043	2	8
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	276	0.7709648	653.6719595	16.034838	2.3209617	2000-2009 –> 2010-2019	1.9613833	1.1904184	2302.339688	58.686438	3	10
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	276	0.7659258	650.0522683	184.719401	2.3225882	2000-2009 –> 2010-2019	1.9687139	1.2027881	2309.326169	383.602505	1	9
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	276	0.8126280	682.7241094	13.978345	2.1474360	2000-2009 –> 2010-2019	1.9697652	1.1571371	2302.298690	29.323363	4	5
Indian	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	276	0.8140833	681.7117645	13.037984	2.1494757	2000-2009 –> 2010-2019	2.0370806	1.2229973	2356.081250	22.619245	5	14
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	276	0.9673422	778.9260352	15.511905	2.9865068	2000-2009 –> 2010-2019	2.1324021	1.1650599	2405.501539	36.862126	7	10
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	276	0.9674250	778.9732844	15.558795	2.9856799	2000-2009 –> 2010-2019	2.1324730	1.1650480	2405.538334	33.506268	8	10
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	276	0.9666668	778.5404783	139.758444	2.9965775	2000-2009 –> 2010-2019	2.1371059	1.1704391	2409.842219	367.804139	6	11
Indian	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	276	0.9740600	780.7462130	14.702149	3.0190719	2000-2009 –> 2010-2019	2.2550693	1.2810093	2502.664285	34.425780	10	21
Indian	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	276	0.9746661	781.0895655	14.776262	3.0197251	2000-2009 –> 2010-2019	2.2552354	1.2805693	2502.655165	31.771435	11	21
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	880	1.1043921	2686.0911137	15.332414	4.1016851	1982-1999 –> 2000-2009	2.2731996	1.1688075	6284.614792	26.422068	1	5
Indian	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	880	1.2306142	2876.5553464	86.240024	4.3774956	1982-1999 –> 2000-2009	2.3874392	1.1568250	6451.625326	121.703330	6	7
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	880	1.2309146	2876.9850153	69.136547	4.3790364	1982-1999 –> 2000-2009	2.3877898	1.1568752	6452.153629	96.172609	7	9
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	880	1.2397908	2889.6308662	229.699358	4.4126391	1982-1999 –> 2000-2009	2.3988459	1.1590552	6469.084301	482.465397	9	12
Indian	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	880	1.2333945	2878.5272831	11.016886	4.3817390	1982-1999 –> 2000-2009	2.4086575	1.1752630	6487.586972	22.106314	8	13
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	880	1.1067600	2689.8606038	31.094981	4.0321643	1982-1999 –> 2000-2009	2.4686151	1.3618551	6636.302345	47.801371	2	8
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	880	1.1073740	2690.8366989	37.964931	4.0357910	1982-1999 –> 2000-2009	2.4696991	1.3623252	6638.063866	54.512313	3	10
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	880	1.1101156	2695.1887866	211.731685	4.0490193	1982-1999 –> 2000-2009	2.4769613	1.3668456	6649.955676	342.122563	4	12
Indian	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	880	1.1814031	2802.7288081	13.429453	3.9784974	1982-1999 –> 2000-2009	2.6404039	1.4590008	6903.996001	22.104330	5	17
Indian	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	880	1.3582988	3048.3019554	30.171753	4.3750150	1982-1999 –> 2000-2009	2.7331414	1.3748426	7014.346166	46.651901	12	21
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	379	1.1360613	1186.2513948	13.174438	4.3758232	2000-2009 –> 2010-2019	2.2404534	1.1043921	3872.342508	28.506852	4	5
Indian	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	379	1.0438532	1122.0878990	48.826967	4.3489942	2000-2009 –> 2010-2019	2.2744674	1.2306142	3998.643245	135.066990	2	8
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	379	1.0447403	1122.7317724	37.428900	4.3477860	2000-2009 –> 2010-2019	2.2756549	1.2309146	3999.716788	106.565447	3	10
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	379	1.0369709	1117.0737370	288.701966	4.3608974	2000-2009 –> 2010-2019	2.2767617	1.2397908	4006.704603	518.401324	1	10
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	379	1.1865776	1219.2289106	22.921222	4.4749908	2000-2009 –> 2010-2019	2.2933376	1.1067600	3909.089514	54.016203	8	10
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	379	1.1864738	1219.1626080	23.821641	4.4794039	2000-2009 –> 2010-2019	2.2938478	1.1073740	3909.999307	61.786572	7	10
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	379	1.1862169	1218.9984389	193.527705	4.4950868	2000-2009 –> 2010-2019	2.2963325	1.1101156	3914.187225	405.259390	6	10
Indian	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	379	1.1506740	1193.9390603	13.054994	4.4149780	2000-2009 –> 2010-2019	2.3840685	1.2333945	4072.466343	24.071879	5	13
Indian	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	379	1.1984581	1224.7805449	22.665450	4.5106848	2000-2009 –> 2010-2019	2.5567569	1.3582988	4273.082500	52.837203	11	23
Indian	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	379	1.1973298	1224.0665730	23.598566	4.5131199	2000-2009 –> 2010-2019	2.5575151	1.3601853	4274.811285	60.639955	10	23
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	717	1.2953066	2419.8016375	48.660835	5.8156732	1982-1999 –> 2000-2009	2.6382906	1.3429840	6135.679998	70.226807	10	13
Indian	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	717	1.2623009	2382.7883643	886.340096	5.1235786	1982-1999 –> 2000-2009	2.7343543	1.4720533	6296.877406	1112.265882	1	14
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	717	1.2674976	2388.6797513	90.001738	5.2522647	1982-1999 –> 2000-2009	2.7421049	1.4746073	6306.513097	121.595279	3	17
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	717	1.2683240	2389.6144427	99.423433	5.2556794	1982-1999 –> 2000-2009	2.7437282	1.4754042	6308.614734	131.730309	6	21
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	717	1.2651257	2385.9937453	622.704191	5.2814013	1982-1999 –> 2000-2009	2.7438709	1.4787452	6309.879786	924.513751	2	19
Indian	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	717	1.2701123	2389.6348559	609.871243	5.0508179	1982-1999 –> 2000-2009	2.7674703	1.4973580	6338.538937	807.320581	7	29
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	717	1.4048147	2536.1821748	98.440899	3.9925267	1982-1999 –> 2000-2009	2.7722755	1.3674608	6291.073491	154.754856	23	29
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	717	1.4072180	2538.6333179	122.524049	4.0471973	1982-1999 –> 2000-2009	2.7747821	1.3675641	6293.687844	196.035559	24	31
Indian	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	717	1.2703996	2391.9592467	64.247339	5.3399042	1982-1999 –> 2000-2009	2.8048498	1.5344502	6395.718237	109.156642	8	34
Indian	(27,27.25]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	717	1.2704308	2389.9944946	54.335819	5.3410941	1982-1999 –> 2000-2009	2.8069442	1.5365134	6394.655894	85.186494	9	36
Indian	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	384	1.3755515	1348.6252501	259.426217	3.9040012	2000-2009 –> 2010-2019	2.6378525	1.2623009	3731.413614	1145.766314	9	10
Indian	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	384	1.4016127	1363.0396349	36.105445	3.9378750	2000-2009 –> 2010-2019	2.6720123	1.2703996	3754.998882	100.352784	13	21
Indian	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	384	1.4293726	1378.1017472	37.668531	3.9442775	2000-2009 –> 2010-2019	2.6971035	1.2677309	3767.045374	105.559585	17	21
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	384	1.4337954	1380.4744446	20.733714	4.3067223	2000-2009 –> 2010-2019	2.7291020	1.2953066	3800.276082	69.394550	18	28
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	384	1.4780569	1403.8241297	283.739598	4.2041814	2000-2009 –> 2010-2019	2.7431826	1.2651257	3789.817875	906.443789	26	28
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	384	1.4763081	1402.9149048	42.832679	4.1701680	2000-2009 –> 2010-2019	2.7438057	1.2674976	3791.594656	132.834418	23	26
Indian	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	384	1.4772224	1401.3904252	36.656461	4.2653026	2000-2009 –> 2010-2019	2.7452057	1.2679833	3788.619607	98.203772	24	29
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	384	1.4775145	1403.5422577	48.714194	4.1886828	2000-2009 –> 2010-2019	2.7458385	1.2683240	3793.156700	148.137627	25	31
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	384	1.3421447	1329.7432550	42.998082	3.9294255	2000-2009 –> 2010-2019	2.7469593	1.4048147	3865.925430	141.438982	1	24
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	384	1.3422373	1329.7962741	57.057573	3.9359013	2000-2009 –> 2010-2019	2.7494553	1.4072180	3868.429592	179.581622	2	26
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	727	1.5304165	2695.8716960	167.529899	4.4235588	1982-1999 –> 2000-2009	2.7101170	1.1797004	7294.543814	231.581949	1	3
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	727	1.5325005	2697.8502879	197.213045	4.4029954	1982-1999 –> 2000-2009	2.7143105	1.1818100	7301.692768	270.262612	2	7
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	727	1.5491365	2713.5490337	537.825447	4.1890647	1982-1999 –> 2000-2009	2.7407787	1.1916423	7341.369125	682.104199	3	11
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	727	1.5509077	2715.2105732	876.359617	4.2138481	1982-1999 –> 2000-2009	2.7428078	1.1919001	7343.656735	1044.544399	5	14
Indian	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	727	1.5716374	2734.5161778	151.075254	4.6662499	1982-1999 –> 2000-2009	2.7489335	1.1772961	7327.284014	204.112141	8	9
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	727	1.5655153	2728.8412698	204.127661	5.1625084	1982-1999 –> 2000-2009	2.7490318	1.1835165	7336.859803	242.390163	7	14
Indian	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	727	1.5720391	2734.8877617	151.952206	4.5625545	1982-1999 –> 2000-2009	2.7518089	1.1797698	7333.730021	206.441652	9	12
Indian	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	727	1.5504755	2712.8052880	155.751079	4.5817818	1982-1999 –> 2000-2009	2.7631570	1.2126815	7389.275133	180.836220	4	19
Indian	(27.25,27.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	727	1.5521226	2714.3490992	197.187739	4.5880899	1982-1999 –> 2000-2009	2.7664165	1.2142938	7394.664068	223.043967	6	22
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	727	1.5950612	2756.0268671	176.163681	5.0624188	1982-1999 –> 2000-2009	2.7982240	1.2031627	7411.690965	237.776561	11	22
Indian	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	450	1.3142359	1536.9745601	54.467244	3.8394782	2000-2009 –> 2010-2019	2.8862750	1.5720391	4271.862322	206.419449	2	11
Indian	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	450	1.3179308	1539.5013492	53.972920	3.9207042	2000-2009 –> 2010-2019	2.8895682	1.5716374	4274.017527	205.048174	3	11
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	450	1.3621871	1569.2270631	88.912997	4.7778908	2000-2009 –> 2010-2019	2.8926036	1.5304165	4265.098759	256.442896	6	7
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	450	1.3666641	1572.1802172	108.090925	4.8281678	2000-2009 –> 2010-2019	2.8991646	1.5325005	4270.030505	305.303971	7	9
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	450	1.3130163	1536.1390014	69.903250	3.6217247	2000-2009 –> 2010-2019	2.9080776	1.5950612	4292.165869	246.066931	1	12
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	450	1.3187047	1540.0296641	121.025986	4.0966075	2000-2009 –> 2010-2019	2.9188453	1.6001406	4300.679319	379.908238	4	16
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	450	1.3574867	1566.1161326	39.977382	4.5113837	2000-2009 –> 2010-2019	2.9230019	1.5655153	4294.957402	244.105043	5	12
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	450	1.3849193	1584.1223383	174.365974	4.4964910	2000-2009 –> 2010-2019	2.9340557	1.5491365	4297.671372	712.191421	10	13
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	450	1.3850488	1584.2065368	209.095490	4.5093283	2000-2009 –> 2010-2019	2.9359566	1.5509077	4299.417110	1085.455107	11	16
Indian	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	450	1.3773183	1577.1691671	53.213947	4.0418080	2000-2009 –> 2010-2019	2.9831747	1.6058564	4341.003402	114.162945	8	23
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	988	1.1113644	3026.4653151	467.224052	6.4249402	1982-1999 –> 2000-2009	2.0261372	0.9147728	7370.486077	560.864801	2	13
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	988	1.1111509	3026.0856621	387.288075	6.4052376	1982-1999 –> 2000-2009	2.0277948	0.9166439	7376.759578	481.312710	1	16
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	988	1.1284174	3056.5551566	555.216258	4.9537932	1982-1999 –> 2000-2009	2.0433090	0.9148916	7400.999003	656.824114	3	15
Indian	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	988	1.1461744	3087.4078462	542.832623	6.0135447	1982-1999 –> 2000-2009	2.0501986	0.9040241	7392.943899	867.765553	7	14
Indian	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	988	1.1460153	3087.1335818	576.798895	6.0314546	1982-1999 –> 2000-2009	2.0520487	0.9060333	7399.898085	948.985930	6	15
Indian	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + silicate	988	1.1418626	3077.9602525	174.255550	5.1444312	1982-1999 –> 2000-2009	2.0588697	0.9170071	7427.923999	267.863250	5	22
Indian	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	988	1.1480577	3088.6519491	252.862383	5.4930444	1982-1999 –> 2000-2009	2.0689787	0.9209210	7452.483115	294.768043	8	32
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	988	1.2048936	3186.1317552	664.140896	5.3802421	1982-1999 –> 2000-2009	2.0793992	0.8745056	7383.576969	1098.090046	12	13
Indian	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	988	1.1399031	3076.5664160	406.897998	6.7561038	1982-1999 –> 2000-2009	2.0795509	0.9396478	7507.943804	540.443243	4	35
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	988	1.2039842	3184.6396391	980.030139	5.4847301	1982-1999 –> 2000-2009	2.0817992	0.8778151	7394.383835	1432.603992	11	13
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	565	1.1922465	1816.0989980	213.522347	4.0872524	2000-2009 –> 2010-2019	2.3206639	1.1284174	4872.654155	768.738605	1	4
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	565	1.2221205	1844.0643498	170.090383	4.3542198	2000-2009 –> 2010-2019	2.3332714	1.1111509	4870.150012	557.378458	6	7
Indian	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	565	1.1923535	1814.2003674	136.423752	4.0917378	2000-2009 –> 2010-2019	2.3404112	1.1480577	4902.852316	389.286135	2	8
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	565	1.2408716	1861.2703613	213.746564	4.5227340	2000-2009 –> 2010-2019	2.3522360	1.1113644	4887.735676	680.970616	9	11
Indian	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	565	1.2446629	1864.7177218	239.814496	4.6653796	2000-2009 –> 2010-2019	2.3845660	1.1399031	4941.284138	646.712494	10	14
Indian	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	565	1.2579837	1876.7471074	260.821087	4.7541659	2000-2009 –> 2010-2019	2.4157238	1.1577401	4983.994209	701.797686	16	23
Indian	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	565	1.2249167	1844.6468484	149.700479	4.4057152	2000-2009 –> 2010-2019	2.4176941	1.1927775	5008.807720	536.791337	8	16
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	565	1.2030744	1826.3152690	596.764094	4.3436299	2000-2009 –> 2010-2019	2.4261020	1.2230276	5041.964694	1342.413376	3	18
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	565	1.2099547	1832.7592619	682.383661	4.3448471	2000-2009 –> 2010-2019	2.4318500	1.2218953	5046.578481	1585.733919	4	16
Indian	(27.5,27.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	565	1.2170159	1837.3346531	495.033494	4.2980690	2000-2009 –> 2010-2019	2.4416056	1.2245897	5053.506388	879.789816	5	22
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	391	0.6949000	838.9718121	909.465942	2.2110613	1982-1999 –> 2000-2009	1.1713374	0.4764374	1785.238865	1141.144766	1	2
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	391	0.6956229	839.7849024	795.955518	2.2228861	1982-1999 –> 2000-2009	1.1729000	0.4772771	1788.474872	1027.656573	2	5
Indian	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	391	0.7011837	844.0113307	192.431987	2.1602211	1982-1999 –> 2000-2009	1.1778456	0.4766619	1788.926594	369.695115	3	5
Indian	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	391	0.7050356	848.2955280	187.449063	2.1689776	1982-1999 –> 2000-2009	1.1841302	0.4790945	1800.215249	358.449827	4	8
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate	391	0.7097016	853.4537437	173.392262	2.1521431	1982-1999 –> 2000-2009	1.2055003	0.4957988	1852.531977	395.209972	5	11
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	391	0.7144294	860.6459155	797.063257	2.2741101	1982-1999 –> 2000-2009	1.2061450	0.4917156	1850.345166	1044.055581	6	11
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + silicate	391	0.7200372	864.7601429	163.127796	2.1686129	1982-1999 –> 2000-2009	1.2555803	0.5355431	1969.943460	382.743333	7	18
Indian	(27.75,27.85]	3	cstar_tref ~ sal + silicate + phosphate	391	0.7503673	895.0254207	94.559135	2.3289040	1982-1999 –> 2000-2009	1.2627691	0.5124018	1937.427745	129.254809	10	18
Indian	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + silicate	391	0.7676315	912.8135822	263.734307	2.5289120	1982-1999 –> 2000-2009	1.2718093	0.5041778	1932.951990	288.938323	12	19
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	391	0.7218228	866.6970093	360.115495	2.3920551	1982-1999 –> 2000-2009	1.2997546	0.5779318	2076.696433	591.287027	8	27
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	267	0.6858263	570.3252526	518.377023	2.9338010	2000-2009 –> 2010-2019	1.3807262	0.6949000	1409.297065	1427.842965	1	2
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	267	0.6871828	571.3804708	467.426836	2.9302247	2000-2009 –> 2010-2019	1.3828057	0.6956229	1411.165373	1263.382355	3	5
Indian	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	267	0.6881594	570.1388192	311.714079	2.7347696	2000-2009 –> 2010-2019	1.3893431	0.7011837	1414.150150	504.146065	5	8
Indian	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	267	0.6881257	570.1126735	310.901872	2.8023712	2000-2009 –> 2010-2019	1.3931614	0.7050356	1418.408201	498.350935	4	8
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate	267	0.6868781	569.1435810	306.615325	3.0543388	2000-2009 –> 2010-2019	1.3965796	0.7097016	1422.597325	480.007587	2	7
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + silicate	267	0.6944530	575.0003259	298.951194	3.2465069	2000-2009 –> 2010-2019	1.4144902	0.7200372	1439.760469	462.078990	6	13
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	267	0.7025464	583.1877522	419.409915	2.7334822	2000-2009 –> 2010-2019	1.4169758	0.7144294	1443.833668	1216.473172	7	13
Indian	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	267	0.7100451	586.8572801	299.443087	3.0517276	2000-2009 –> 2010-2019	1.4483714	0.7383263	1471.232328	525.796535	8	17
Indian	(27.75,27.85]	3	cstar_tref ~ sal + silicate + phosphate	267	0.7156528	589.0580270	34.105126	2.7496924	2000-2009 –> 2010-2019	1.4660200	0.7503673	1484.083448	128.664261	9	19
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	267	0.7706999	630.6295499	324.116261	2.1788756	2000-2009 –> 2010-2019	1.4925227	0.7218228	1497.326559	684.231756	21	29
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	470	0.6523941	946.3221284	527.704711	2.3599064	1982-1999 –> 2000-2009	1.1528103	0.5004162	2034.271586	773.124387	1	2
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	470	0.6529502	947.1230947	527.390930	2.3671916	1982-1999 –> 2000-2009	1.1538969	0.5009467	2036.638386	772.977485	2	4
Indian	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	470	0.6538253	946.3819891	283.044763	2.4026055	1982-1999 –> 2000-2009	1.1563669	0.5025416	2038.595554	502.322097	3	6
Indian	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	470	0.6548152	947.8040630	308.675198	2.4189987	1982-1999 –> 2000-2009	1.1594272	0.5046120	2046.094394	527.356288	4	8
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	470	0.6570599	951.0208777	204.201430	2.2845795	1982-1999 –> 2000-2009	1.1796819	0.5226220	2101.142573	332.310468	5	10
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + silicate	470	0.6633468	959.9722536	161.087016	2.2565611	1982-1999 –> 2000-2009	1.2093702	0.5460234	2174.835314	281.732486	6	12
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	470	0.6684352	969.1553877	515.956229	2.3246909	1982-1999 –> 2000-2009	1.2191135	0.5506783	2198.565007	761.690501	7	14
Indian	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	470	0.6688843	967.7867139	306.601588	2.3527248	1982-1999 –> 2000-2009	1.2690067	0.6001224	2322.278981	551.600098	8	16
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	470	0.7347628	1056.0870742	510.830876	2.6171081	1982-1999 –> 2000-2009	1.3513728	0.6166101	2450.637995	734.622578	10	19
Indian	(27.85,27.95]	3	cstar_tref ~ temp + aou + nitrate	470	0.7772653	1106.9470671	836.156522	2.4110966	1982-1999 –> 2000-2009	1.4557370	0.6784717	2640.803628	922.608098	15	26
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	273	0.6256432	532.6800313	462.626271	2.4670205	2000-2009 –> 2010-2019	1.2780372	0.6523941	1479.002160	990.330983	1	2
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	273	0.6256628	532.6971652	462.574579	2.4702187	2000-2009 –> 2010-2019	1.2786130	0.6529502	1479.820260	989.965509	2	4
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	273	0.6257487	530.7721374	225.725522	2.4729408	2000-2009 –> 2010-2019	1.2828086	0.6570599	1481.793015	429.926952	3	8
Indian	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	273	0.6373103	540.7681732	440.796992	2.3676644	2000-2009 –> 2010-2019	1.2911355	0.6538253	1487.150162	723.841755	5	8
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + silicate	273	0.6292614	533.8285666	212.170735	2.5059252	2000-2009 –> 2010-2019	1.2926081	0.6633468	1493.800820	373.257750	4	10
Indian	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	273	0.6439424	546.4206868	442.641452	2.3426426	2000-2009 –> 2010-2019	1.2987575	0.6548152	1494.224750	751.316650	6	10
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	273	0.6712631	571.1080604	516.393536	2.6070429	2000-2009 –> 2010-2019	1.3396983	0.6684352	1540.263448	1032.349766	10	17
Indian	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	273	0.6716722	569.4407417	510.179403	2.5836983	2000-2009 –> 2010-2019	1.3405566	0.6688843	1537.227455	816.780991	11	19
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + silicate	273	0.7020078	593.5597284	246.879146	2.7193071	2000-2009 –> 2010-2019	1.3789371	0.6769294	1572.584928	445.725724	20	29
Indian	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	273	0.6589092	558.9658735	161.604209	2.5294376	2000-2009 –> 2010-2019	1.4123379	0.7534287	1638.634399	316.394377	8	20
Indian	(27.95,28.05]	3	cstar_tref ~ temp + aou + nitrate	502	0.6266075	965.3095931	616.628663	1.8518632	1982-1999 –> 2000-2009	1.2995440	0.6729365	2759.132414	683.854838	14	15
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	502	0.5925024	913.1203585	732.745118	1.7565695	1982-1999 –> 2000-2009	1.3164642	0.7239618	2838.408135	1050.987952	1	6
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	502	0.5925754	913.2440106	733.642078	1.7556800	1982-1999 –> 2000-2009	1.3169020	0.7243266	2839.410398	1052.241871	3	9
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate	502	0.6614234	1021.5996735	170.319435	2.5962444	1982-1999 –> 2000-2009	1.3983573	0.7369340	2975.860311	297.989181	18	27
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + silicate	502	0.6544484	1010.9559369	124.379079	2.5598787	1982-1999 –> 2000-2009	1.4010368	0.7465883	2987.915880	226.461025	17	27
Indian	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	502	0.5925043	911.1236122	81.773737	1.7610614	1982-1999 –> 2000-2009	1.4071460	0.8146417	3040.220326	156.003305	2	14
Indian	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	502	0.5925783	911.2488702	85.871536	1.7611694	1982-1999 –> 2000-2009	1.4076388	0.8150605	3041.241984	169.563165	4	17
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	502	0.5937659	913.2590301	71.535656	1.8713390	1982-1999 –> 2000-2009	1.4165769	0.8228111	3059.757795	149.922428	5	19
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	502	0.5938241	913.3574554	82.961164	1.8696670	1982-1999 –> 2000-2009	1.4174378	0.8236137	3061.556645	172.538529	6	23
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	502	0.5981727	922.6830108	704.249123	1.7868786	1982-1999 –> 2000-2009	1.4215403	0.8233676	3072.360990	1110.872365	7	23
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	298	0.5577143	511.6779744	354.064773	2.7741380	2000-2009 –> 2010-2019	1.1502168	0.5925024	1424.798333	1086.809890	1	2
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	298	0.5581637	512.1580079	354.066576	2.7734198	2000-2009 –> 2010-2019	1.1507391	0.5925754	1425.402019	1087.708654	2	5
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	298	0.5585709	510.5926209	184.016527	2.7854899	2000-2009 –> 2010-2019	1.1523368	0.5937659	1423.851651	255.552183	3	8
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	298	0.5589428	510.9893115	202.403942	2.7843155	2000-2009 –> 2010-2019	1.1527669	0.5938241	1424.346767	285.365106	4	10
Indian	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	298	0.5623602	514.6221836	186.106454	2.8159929	2000-2009 –> 2010-2019	1.1548645	0.5925043	1425.745796	267.880190	5	7
Indian	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	298	0.5628158	515.1049008	202.547109	2.8153100	2000-2009 –> 2010-2019	1.1553941	0.5925783	1426.353771	288.418645	6	10
Indian	(27.95,28.05]	3	cstar_tref ~ temp + aou + phosphate_star	298	0.5799041	530.9314107	184.006122	2.9155422	2000-2009 –> 2010-2019	1.1895898	0.6096857	1468.754769	238.008778	8	19
Indian	(27.95,28.05]	3	cstar_tref ~ temp + phosphate + phosphate_star	298	0.5813858	532.4523274	202.027621	2.9155889	2000-2009 –> 2010-2019	1.1903136	0.6089278	1469.026781	261.343042	9	19
Indian	(27.95,28.05]	3	cstar_tref ~ temp + aou + nitrate	298	0.5672494	517.7814409	288.452610	2.3172340	2000-2009 –> 2010-2019	1.1938569	0.6266075	1483.091034	905.081273	7	21
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + silicate	298	0.6126413	565.6618415	176.965609	2.7068215	2000-2009 –> 2010-2019	1.2670897	0.6544484	1576.617778	301.344688	13	30
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	237	0.3197246	146.0768670	701.499626	1.2308077	1982-1999 –> 2000-2009	0.8508361	0.5311115	972.961470	1002.796329	1	7
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	237	0.3198606	146.2785334	701.269807	1.2312717	1982-1999 –> 2000-2009	0.8514752	0.5316146	974.142058	1002.801901	2	10
Indian	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	237	0.3384391	171.0399378	129.682444	1.1248197	1982-1999 –> 2000-2009	0.8695666	0.5311275	995.955661	171.587631	4	11
Indian	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	237	0.3388321	171.5900850	147.249687	1.1241232	1982-1999 –> 2000-2009	0.8704721	0.5316400	997.503065	195.190347	5	14
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	237	0.3450250	180.1752633	101.243586	1.0931891	1982-1999 –> 2000-2009	0.8773109	0.5322859	1007.343677	134.640522	7	17
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	237	0.3452495	180.4836467	114.668869	1.0938223	1982-1999 –> 2000-2009	0.8780635	0.5328139	1008.677219	152.770723	8	19
Indian	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate_star	237	0.3465604	180.2799328	71.344826	1.0890092	1982-1999 –> 2000-2009	0.8862183	0.5396579	1019.670693	99.992426	9	21
Indian	(28.05,28.1]	3	cstar_tref ~ temp + phosphate + phosphate_star	237	0.3465718	180.2955827	82.343414	1.0906772	1982-1999 –> 2000-2009	0.8863040	0.5397321	1019.828508	115.627013	10	23
Indian	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	237	0.4003513	250.6711392	821.553573	1.4404541	1982-1999 –> 2000-2009	0.8989871	0.4986358	1010.314393	947.335642	17	18
Indian	(28.05,28.1]	3	cstar_tref ~ temp + aou + nitrate	237	0.3907742	237.1944164	887.677989	1.1742483	1982-1999 –> 2000-2009	0.8994855	0.5087113	1015.522565	1020.176748	16	18
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	149	0.4876721	222.8463051	193.020293	1.7621237	2000-2009 –> 2010-2019	0.8073967	0.3197246	368.923172	894.519919	6	7
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	149	0.4882994	223.2293528	193.085318	1.7630466	2000-2009 –> 2010-2019	0.8081600	0.3198606	369.507886	894.355125	7	9
Indian	(28.05,28.1]	3	cstar_tref ~ temp + aou + nitrate	149	0.4390004	187.5136754	267.801126	1.5514817	2000-2009 –> 2010-2019	0.8297745	0.3907742	424.708092	1155.479115	1	17
Indian	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	149	0.4913865	223.1074382	41.509230	1.8177944	2000-2009 –> 2010-2019	0.8298255	0.3384391	394.147376	171.191675	8	12
Indian	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	149	0.4921634	223.5782405	44.423789	1.8200077	2000-2009 –> 2010-2019	0.8309955	0.3388321	395.168325	191.673477	11	16
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	149	0.4914792	223.1636562	39.359510	1.8016892	2000-2009 –> 2010-2019	0.8365042	0.3450250	403.338919	140.603096	9	16
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	149	0.4921755	223.5855246	43.070381	1.8030907	2000-2009 –> 2010-2019	0.8374250	0.3452495	404.069171	157.739250	12	20
Indian	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate_star	149	0.4916021	221.2381942	35.750294	1.8106905	2000-2009 –> 2010-2019	0.8381625	0.3465604	401.518127	107.095119	10	19
Indian	(28.05,28.1]	3	cstar_tref ~ temp + phosphate + phosphate_star	149	0.4923425	221.6866158	40.696634	1.8135782	2000-2009 –> 2010-2019	0.8389143	0.3465718	401.982198	123.040048	13	23
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	149	0.5295974	247.4235210	174.405101	1.8554469	2000-2009 –> 2010-2019	0.8533199	0.3237225	399.390669	765.247301	16	19
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	631	0.3394240	441.1029351	636.623662	1.5210302	1982-1999 –> 2000-2009	0.6432274	0.3038034	998.525840	1217.655242	9	10
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	631	0.3396104	441.7955473	626.074019	1.5224720	1982-1999 –> 2000-2009	0.6435387	0.3039284	1000.200741	769.448836	10	12
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	631	0.3398778	442.7889526	862.994794	1.5231844	1982-1999 –> 2000-2009	0.6439898	0.3041120	1002.636728	1044.901379	11	14
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	631	0.3493195	477.3689907	428.554316	1.4955031	1982-1999 –> 2000-2009	0.6643249	0.3150053	1121.258569	547.760350	12	16
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	631	0.3704405	549.4557203	425.674826	1.4097745	1982-1999 –> 2000-2009	0.7160295	0.3455890	1412.618688	543.079121	15	20
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	631	0.3206404	369.2574158	165.203575	1.5780753	1982-1999 –> 2000-2009	0.7436777	0.4230373	1717.298546	286.797112	2	17
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	631	0.3206034	369.1118703	165.182143	1.5772997	1982-1999 –> 2000-2009	0.7436791	0.4230757	1717.369623	286.789484	1	17
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	631	0.3219130	374.2562859	154.195108	1.5988941	1982-1999 –> 2000-2009	0.7473602	0.4254472	1735.862191	259.752124	3	21
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	631	0.3233717	377.9619715	395.130633	1.4256311	1982-1999 –> 2000-2009	0.7486460	0.4252743	1736.597007	796.214167	4	21
Indian	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	631	0.3250578	384.5249480	34.346767	1.4044163	1982-1999 –> 2000-2009	0.7531610	0.4281032	1758.992415	76.225211	6	27
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	419	0.2327642	-18.5068295	410.126086	1.2776134	2000-2009 –> 2010-2019	0.5721882	0.3394240	422.596106	1046.749748	1	10
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	419	0.2331388	-17.1593297	130.780456	1.2764787	2000-2009 –> 2010-2019	0.5727491	0.3396104	424.636218	756.854475	2	12
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	419	0.2335830	-15.5638545	149.857194	1.2767559	2000-2009 –> 2010-2019	0.5734608	0.3398778	427.225098	1012.851988	3	14
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	419	0.2396332	5.8650970	124.218324	1.3350643	2000-2009 –> 2010-2019	0.5889527	0.3493195	483.234088	552.772640	4	16
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	419	0.3193548	246.5333183	94.568075	1.7516898	2000-2009 –> 2010-2019	0.6399952	0.3206404	615.790734	259.771650	9	11
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	419	0.3194814	246.8652837	94.537541	1.7517887	2000-2009 –> 2010-2019	0.6400848	0.3206034	615.977154	259.719684	10	11
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	419	0.3199155	246.0031206	520.133951	1.7005842	2000-2009 –> 2010-2019	0.6432872	0.3233717	623.965092	915.264584	11	15
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	419	0.3221618	251.8667241	20.532664	1.6961604	2000-2009 –> 2010-2019	0.6473398	0.3251780	636.858377	45.484140	12	19
Indian	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	419	0.3223965	252.4771366	24.968112	1.6944578	2000-2009 –> 2010-2019	0.6474543	0.3250578	637.002085	59.314879	13	19
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	419	0.2908612	166.2166334	118.749831	1.3054203	2000-2009 –> 2010-2019	0.6613017	0.3704405	715.672354	544.424658	5	20
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1303	0.2481911	80.1460777	203.594375	1.1718362	1982-1999 –> 2000-2009	0.4550687	0.2068776	-856.958338	437.890290	2	3
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1303	0.2481938	80.1749955	203.399045	1.1723209	1982-1999 –> 2000-2009	0.4550919	0.2068980	-856.329945	277.744635	3	5
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1303	0.2481992	80.2311700	257.624459	1.1731087	1982-1999 –> 2000-2009	0.4551564	0.2069572	-854.537404	347.269825	4	7
Indian	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1303	0.2474608	72.4662482	882.888240	0.9811257	1982-1999 –> 2000-2009	0.4579102	0.2104494	-760.731919	1706.395843	1	5
Indian	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1303	0.2520320	120.1667309	341.734162	0.9735969	1982-1999 –> 2000-2009	0.4655904	0.2135584	-624.015480	461.461030	5	11
Indian	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1303	0.2520884	118.7494974	190.481904	0.9550897	1982-1999 –> 2000-2009	0.4656691	0.2135808	-626.797199	422.782525	6	13
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1303	0.2521827	121.7248986	251.848866	0.9704339	1982-1999 –> 2000-2009	0.4661172	0.2139345	-611.777657	341.554071	7	15
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1303	0.2527413	127.4905261	445.897982	0.9605905	1982-1999 –> 2000-2009	0.4670260	0.2142847	-596.081459	1101.913286	8	17
Indian	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1303	0.2527438	125.5162867	443.871580	0.9658281	1982-1999 –> 2000-2009	0.4678785	0.2151347	-576.027337	1066.419352	9	19
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1303	0.2570061	171.0974427	130.303346	1.1977767	1982-1999 –> 2000-2009	0.4685012	0.2114952	-632.013552	185.847553	10	15
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1127	0.1878672	-556.4450803	212.537973	1.1129886	2000-2009 –> 2010-2019	0.4360583	0.2481911	-476.299002	416.132348	1	3
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1127	0.1878748	-556.3539620	74.737711	1.1129612	2000-2009 –> 2010-2019	0.4360687	0.2481938	-476.178967	278.136756	2	5
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1127	0.1879638	-555.2871666	86.746793	1.1126784	2000-2009 –> 2010-2019	0.4361630	0.2481992	-475.055997	344.371252	4	8
Indian	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1127	0.1919156	-508.3893252	797.801993	1.0625898	2000-2009 –> 2010-2019	0.4393764	0.2474608	-435.923077	1680.690233	6	7
Indian	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1127	0.1919264	-508.2622511	116.635023	1.0338218	2000-2009 –> 2010-2019	0.4439584	0.2520320	-388.095520	458.369185	7	12
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1127	0.1920909	-506.3316714	83.245887	1.0320664	2000-2009 –> 2010-2019	0.4442736	0.2521827	-384.606773	335.094753	8	15
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1127	0.1921670	-505.4392723	681.540310	1.0312958	2000-2009 –> 2010-2019	0.4449083	0.2527413	-377.948746	1127.438291	9	17
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1127	0.1879233	-555.7727560	64.138110	1.1216808	2000-2009 –> 2010-2019	0.4449294	0.2570061	-384.675313	194.441456	3	13
Indian	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1127	0.1934558	-492.3721179	210.211075	1.0878307	2000-2009 –> 2010-2019	0.4455442	0.2520884	-373.622620	400.692979	12	18
Indian	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1127	0.1936282	-490.3645050	633.796129	1.0203297	2000-2009 –> 2010-2019	0.4463720	0.2527438	-364.848218	1077.667709	15	24
Indian	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	707	0.0631957	-1884.4080435	98.838130	0.7152473	1982-1999 –> 2000-2009	0.1197977	0.0566019	-5022.926692	433.136491	1	3
Indian	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	707	0.0683907	-1772.7020085	109.092606	0.7019978	1982-1999 –> 2000-2009	0.1246975	0.0563068	-4922.564827	365.065135	2	3
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	707	0.0707863	-1724.0191530	45.667291	0.6553116	1982-1999 –> 2000-2009	0.1295892	0.0588028	-4779.758560	80.861720	3	6
Indian	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	707	0.0720968	-1700.0812598	43.879450	0.6579181	1982-1999 –> 2000-2009	0.1309110	0.0588142	-4757.402415	78.727987	4	8
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	707	0.0998758	-1237.2340728	54.819182	0.5743977	1982-1999 –> 2000-2009	0.1735648	0.0736891	-3803.282470	97.998254	5	10
Indian	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	707	0.0998857	-1237.0939319	119.894636	0.5744741	1982-1999 –> 2000-2009	0.1736320	0.0737463	-3801.455918	306.228331	6	12
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	707	0.0999875	-1235.6532139	46.517442	0.5753610	1982-1999 –> 2000-2009	0.1737860	0.0737985	-3798.481736	89.662100	8	15
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	707	0.1003584	-1230.4170581	74.510087	0.5781290	1982-1999 –> 2000-2009	0.1745050	0.0741466	-3783.033022	176.594834	9	17
Indian	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	707	0.0999638	-1237.9879694	45.748084	0.5743599	1982-1999 –> 2000-2009	0.1779442	0.0779804	-3683.208177	87.355161	7	17
Indian	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	707	0.1089045	-1116.8601442	43.411561	0.5858126	1982-1999 –> 2000-2009	0.1863075	0.0774030	-3578.207220	86.547835	15	24
Indian	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	311	0.0318493	-1247.2924741	524.709940	0.1232403	2000-2009 –> 2010-2019	0.0950450	0.0631957	-3131.700518	623.548070	1	2
Indian	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	311	0.0320812	-1242.7801469	154.820265	0.1187051	2000-2009 –> 2010-2019	0.1004719	0.0683907	-3015.482155	263.912870	3	5
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	311	0.0318765	-1246.7615875	78.137770	0.1185247	2000-2009 –> 2010-2019	0.1026628	0.0707863	-2970.780740	123.805061	2	5
Indian	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	311	0.0321142	-1244.1413963	53.126619	0.1208725	2000-2009 –> 2010-2019	0.1042110	0.0720968	-2944.222656	97.006068	4	8
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	311	0.0377253	-1141.9778687	79.660355	0.1441348	2000-2009 –> 2010-2019	0.1376011	0.0998758	-2379.211942	134.479537	5	10
Indian	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	311	0.0377525	-1141.5291144	197.562095	0.1442196	2000-2009 –> 2010-2019	0.1376382	0.0998857	-2378.623046	317.456730	6	12
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	311	0.0377568	-1141.4583682	79.496063	0.1442273	2000-2009 –> 2010-2019	0.1377443	0.0999875	-2377.111582	126.013505	7	15
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	311	0.0378618	-1139.7323865	339.843894	0.1445819	2000-2009 –> 2010-2019	0.1382202	0.1003584	-2370.149445	414.353981	8	17
Indian	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	311	0.0381499	-1137.0159269	55.790185	0.1432651	2000-2009 –> 2010-2019	0.1470545	0.1089045	-2253.876071	99.201746	9	24
Indian	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	311	0.0516996	-947.9738844	61.550680	0.1784554	2000-2009 –> 2010-2019	0.1516634	0.0999638	-2185.961854	107.298764	10	17
N_Atlantic	(-Inf,26]	2	cstar_tref ~ aou + phosphate_star	6	0.0000000	-323.0369953	17.436107	0.0000000	2000-2009 –> 2010-2019	1.3584171	1.3584171	-90.753369	18.439222	1	2
N_Atlantic	(-Inf,26]	2	cstar_tref ~ temp + aou	6	0.0003107	-71.8918734	14.063706	0.0005323	2000-2009 –> 2010-2019	1.3826300	1.3823193	162.659289	15.101660	2	4
N_Atlantic	(26,26.5]	2	cstar_tref ~ temp + phosphate_star	50	1.3873278	182.6318004	11.267531	3.9652548	1982-1999 –> 2000-2009	1.5182628	0.1309349	185.718870	14.063988	1	11
N_Atlantic	(26,26.5]	2	cstar_tref ~ temp + silicate	50	1.7482070	205.7529205	4.346925	4.3720215	1982-1999 –> 2000-2009	1.7985710	0.0503641	201.196610	5.370475	2	8
N_Atlantic	(26,26.5]	2	cstar_tref ~ silicate + phosphate	50	1.9267182	215.4756696	2.467142	4.9787326	1982-1999 –> 2000-2009	1.9303754	0.0036572	189.938631	4.133556	5	7
N_Atlantic	(26,26.5]	2	cstar_tref ~ nitrate + silicate	50	1.9371796	216.0171647	6.608226	5.4043150	1982-1999 –> 2000-2009	1.9569330	0.0197533	203.973208	10.664478	6	10
N_Atlantic	(26,26.5]	2	cstar_tref ~ aou + silicate	50	1.9885904	218.6364598	2.860853	5.9071835	1982-1999 –> 2000-2009	2.0031030	0.0145126	204.126053	3.864273	7	10
N_Atlantic	(26,26.5]	2	cstar_tref ~ temp + nitrate	50	1.8539499	211.6256953	1.671431	4.6574389	1982-1999 –> 2000-2009	2.0498413	0.1958915	217.935647	2.818403	3	14
N_Atlantic	(26,26.5]	2	cstar_tref ~ temp + phosphate	50	1.9024385	214.2075009	1.177946	4.7353290	1982-1999 –> 2000-2009	2.1428896	0.2404511	222.157102	2.987997	4	18
N_Atlantic	(26,26.5]	2	cstar_tref ~ sal + silicate	50	2.1383158	225.8957064	5.735625	5.1737984	1982-1999 –> 2000-2009	2.1994361	0.0611203	222.887921	6.752519	8	15
N_Atlantic	(26,26.5]	2	cstar_tref ~ silicate + phosphate_star	50	2.2498353	230.9795565	2.093603	6.3367189	1982-1999 –> 2000-2009	2.2862395	0.0364042	223.826485	3.376174	9	14
N_Atlantic	(26,26.5]	2	cstar_tref ~ nitrate + phosphate	50	2.2544266	231.1834187	11.870885	7.4997807	1982-1999 –> 2000-2009	2.3816166	0.1271900	234.038340	19.643462	10	19
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	271	0.9541546	757.6288792	318.151534	4.1188426	1982-1999 –> 2000-2009	2.2067752	1.2526206	1228.709913	413.274685	3	26
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	271	1.0090729	787.9600288	156.256965	3.8361488	1982-1999 –> 2000-2009	2.2477081	1.2386352	1255.919764	239.403657	5	23
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	271	1.3829886	958.8064562	167.621024	7.4450076	1982-1999 –> 2000-2009	2.2523450	0.8693564	1328.350793	245.463710	17	18
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	271	0.9533002	757.1433341	315.000223	4.1104232	1982-1999 –> 2000-2009	2.2746775	1.3213773	1243.079779	419.858089	1	28
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	271	0.9533050	757.1460459	329.655990	4.1049261	1982-1999 –> 2000-2009	2.2793149	1.3260099	1244.055425	467.957173	2	32
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	271	1.1299675	849.2910410	182.846284	4.4709607	1982-1999 –> 2000-2009	2.2893722	1.1594047	1298.874023	366.885929	6	16
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	271	0.9628567	760.5496092	307.721614	4.2662378	1982-1999 –> 2000-2009	2.2926871	1.3298304	1246.258807	392.800759	4	36
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	271	1.1529944	860.2250914	269.513650	4.9104192	1982-1999 –> 2000-2009	2.3325998	1.1796054	1314.610045	515.208308	8	22
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	271	1.1461281	856.9877291	188.894304	4.8533175	1982-1999 –> 2000-2009	2.3597293	1.2136012	1319.271258	331.801596	7	23
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	271	1.2246071	892.8847573	234.337885	4.5455731	1982-1999 –> 2000-2009	2.3658209	1.1412138	1338.071373	887.225764	14	21
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	33	0.8497523	96.9044554	356.050216	2.8897789	2000-2009 –> 2010-2019	1.8039069	0.9541546	854.533335	674.201751	2	5
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	33	0.8512943	97.0241124	362.689930	2.8966230	2000-2009 –> 2010-2019	1.8045945	0.9533002	854.167447	677.690152	3	4
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	33	0.8517847	97.0621288	366.124595	2.9054811	2000-2009 –> 2010-2019	1.8050898	0.9533050	854.208175	695.780585	4	6
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	33	0.8522957	95.1017086	346.728643	2.9076483	2000-2009 –> 2010-2019	1.8151524	0.9628567	855.651318	654.450258	5	9
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	33	0.8754139	98.8680860	299.184759	2.9614729	2000-2009 –> 2010-2019	1.8844868	1.0090729	886.828115	455.441723	7	12
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	33	0.6741651	81.6274501	292.748247	1.6714463	2000-2009 –> 2010-2019	2.0571537	1.3829886	1040.433906	460.369271	1	18
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	33	1.0323848	109.7534584	260.009590	2.6578141	2000-2009 –> 2010-2019	2.1785129	1.1461281	966.741188	448.903894	12	19
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	33	1.0624376	111.6472942	296.449657	3.1329498	2000-2009 –> 2010-2019	2.2154320	1.1529944	971.872386	565.963307	13	21
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	33	1.0863120	111.1139807	166.422650	3.4574736	2000-2009 –> 2010-2019	2.2410833	1.1547713	970.173716	291.896680	15	25
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	33	1.0928435	111.5096217	179.850043	3.5131026	2000-2009 –> 2010-2019	2.2509321	1.1580886	972.124111	308.018385	16	27
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	363	1.4366322	1307.1803496	71.684898	5.4798112	1982-1999 –> 2000-2009	2.4644860	1.0278538	2805.198531	150.157674	1	2
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	363	1.4500079	1313.9084566	137.686093	5.7507084	1982-1999 –> 2000-2009	2.4893714	1.0393635	2823.351765	263.244507	2	5
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	363	1.4824971	1329.9958442	108.251019	5.5245673	1982-1999 –> 2000-2009	2.5209747	1.0384775	2838.564156	232.722503	3	5
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	363	1.4912424	1334.2659337	71.842938	5.2548038	1982-1999 –> 2000-2009	2.5391940	1.0479516	2852.152049	195.519176	4	8
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	363	1.4913660	1332.3261241	19.786382	5.2813158	1982-1999 –> 2000-2009	2.5626937	1.0713277	2870.847126	45.176745	5	11
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	363	1.5637782	1368.7474643	190.607494	6.7051154	1982-1999 –> 2000-2009	2.7058225	1.1420443	2974.851651	318.923838	6	23
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	363	1.5725484	1372.8077573	216.240564	6.6717720	1982-1999 –> 2000-2009	2.7146781	1.1421296	2978.988585	391.596715	7	25
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	363	1.5878378	1377.8323471	17.576992	6.6971949	1982-1999 –> 2000-2009	2.7342823	1.1464445	2985.882003	62.582544	8	29
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	363	1.5950891	1381.1402841	24.304378	6.6571650	1982-1999 –> 2000-2009	2.7410728	1.1459836	2988.777378	87.175039	9	29
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	363	1.6478260	1406.7550526	191.204488	7.0181918	1982-1999 –> 2000-2009	2.7660819	1.1182558	2991.262191	327.653391	11	24
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	149	1.5724957	571.7375457	44.567512	8.2363572	2000-2009 –> 2010-2019	3.0091279	1.4366322	1878.917895	116.252410	6	7
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	149	1.5733425	571.8979700	57.113231	8.1337643	2000-2009 –> 2010-2019	3.0558396	1.4824971	1901.893814	165.364250	7	10
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	149	1.5828071	573.6852524	44.146380	7.5641579	2000-2009 –> 2010-2019	3.0740495	1.4912424	1907.951186	115.989318	11	15
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	149	1.5360336	564.7463364	195.735864	9.0017686	2000-2009 –> 2010-2019	3.0998118	1.5637782	1933.493801	386.343358	2	8
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	149	1.5359522	564.7305386	217.523583	8.9773635	2000-2009 –> 2010-2019	3.1085006	1.5725484	1937.538296	433.764147	1	8
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	149	1.5756384	570.3325237	18.986001	8.1118015	2000-2009 –> 2010-2019	3.1634763	1.5878378	1948.164871	36.562993	8	16
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	149	1.5758806	570.3783158	25.768955	8.0739499	2000-2009 –> 2010-2019	3.1709697	1.5950891	1951.518600	50.073333	9	18
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	149	1.5373583	565.0032205	194.648986	9.3404216	2000-2009 –> 2010-2019	3.1851843	1.6478260	1971.758273	385.853475	3	14
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	149	1.5403171	565.5761938	145.740903	8.3267205	2000-2009 –> 2010-2019	3.1876895	1.6473724	1972.131351	274.203629	5	15
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	149	1.5844851	572.0010170	11.045063	7.4820324	2000-2009 –> 2010-2019	3.2364000	1.6519149	1978.555327	25.253462	12	24
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	957	1.2983155	3229.5318282	123.454207	7.7225695	1982-1999 –> 2000-2009	2.2002326	0.9019171	5277.613178	256.578822	1	2
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star	957	1.3672837	3328.5974870	452.809468	9.0432782	1982-1999 –> 2000-2009	2.4057917	1.0385080	5594.692134	954.664298	2	4
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	957	1.5668203	3589.3267299	116.779661	8.0099263	1982-1999 –> 2000-2009	2.6626551	1.0958349	5938.490229	253.928875	4	8
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	957	1.5054419	3512.8399299	136.182503	6.4786407	1982-1999 –> 2000-2009	2.7724396	1.2669977	6086.379931	300.663838	3	17
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	957	1.6742843	3716.2967701	128.290111	7.0293092	1982-1999 –> 2000-2009	2.7809913	1.1067070	6080.723066	243.528884	5	10
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	957	1.6792342	3721.9469865	105.069644	6.6962193	1982-1999 –> 2000-2009	2.8432594	1.1640252	6164.438649	200.876239	6	15
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	957	1.7930053	3847.4198187	222.867323	8.9167008	1982-1999 –> 2000-2009	2.8728306	1.0798253	6173.830456	357.759551	10	13
N_Atlantic	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	957	1.6874638	3731.3042909	161.251354	8.5018302	1982-1999 –> 2000-2009	2.9589602	1.2714964	6310.323926	285.581424	8	23
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	957	1.8341565	3890.8514472	330.679060	8.0929088	1982-1999 –> 2000-2009	2.9647055	1.1305490	6288.229813	570.954574	14	21
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	957	1.8330943	3889.7427553	513.186741	8.6758109	1982-1999 –> 2000-2009	2.9861757	1.1530814	6317.630577	999.107626	12	20
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	417	1.4091057	1483.4194320	495.316801	4.1725157	2000-2009 –> 2010-2019	2.7074212	1.2983155	4712.951260	618.771009	2	3
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	417	1.5431688	1559.2156031	506.682335	5.0263850	2000-2009 –> 2010-2019	3.1099891	1.5668203	5148.542333	623.461996	7	10
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	417	1.3018461	1417.3900452	855.584676	3.9187435	2000-2009 –> 2010-2019	3.1349405	1.8330943	5307.132800	1368.771417	1	12
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	417	1.4335220	1497.7467625	161.513671	3.9200920	2000-2009 –> 2010-2019	3.2763065	1.8427845	5397.580712	381.807345	3	17
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	417	1.4915616	1530.8476624	173.270443	3.5529913	2000-2009 –> 2010-2019	3.2845669	1.7930053	5378.267481	396.137765	5	14
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	417	1.6315002	1605.6377187	157.783376	4.6518041	2000-2009 –> 2010-2019	3.3057845	1.6742843	5321.934489	286.073488	12	16
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	417	1.5539159	1565.0037122	191.140865	3.9414348	2000-2009 –> 2010-2019	3.3880724	1.8341565	5455.855159	521.819926	8	21
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	417	1.4353398	1496.8037082	80.623926	4.0741803	2000-2009 –> 2010-2019	3.4325448	1.9972050	5548.659062	170.637235	4	24
N_Atlantic	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	417	1.7601567	1668.9406958	481.449067	5.9005815	2000-2009 –> 2010-2019	3.4476205	1.6874638	5400.244987	642.700421	17	24
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	417	1.4955749	1531.0886351	86.230360	3.7384539	2000-2009 –> 2010-2019	3.4567122	1.9611373	5548.063041	197.415352	6	25
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star	2214	1.9999625	9366.2324919	720.852333	14.0650417	1982-1999 –> 2000-2009	3.2765897	1.2766272	15972.999218	1446.566399	1	5
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2214	2.1283982	9641.8367496	161.849390	8.5087556	1982-1999 –> 2000-2009	3.3943734	1.2659752	16215.389594	696.064283	2	5
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2214	2.3229067	10029.0636774	94.842744	11.4620651	1982-1999 –> 2000-2009	3.5409233	1.2180166	16449.531128	191.205475	3	4
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2214	2.3580655	10093.5822904	50.175314	10.2806842	1982-1999 –> 2000-2009	3.6514748	1.2934093	16750.119039	115.687028	4	10
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2214	2.4410587	10248.7479930	93.828767	9.4443156	1982-1999 –> 2000-2009	3.6988948	1.2578361	16796.733778	191.874303	10	12
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2214	2.4159341	10202.9366747	107.158183	10.1882397	1982-1999 –> 2000-2009	3.7018692	1.2859351	16838.500235	222.103182	6	11
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2214	2.4302152	10229.0344526	236.730452	8.6563999	1982-1999 –> 2000-2009	3.7647190	1.3345037	17011.556645	712.301042	7	14
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2214	2.4368938	10239.1866365	90.984565	9.1209239	1982-1999 –> 2000-2009	3.7821973	1.3453035	17051.659160	201.030346	9	18
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2214	2.4582458	10277.8156321	48.970539	9.4472427	1982-1999 –> 2000-2009	3.7977244	1.3394786	17073.087481	108.214008	11	19
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2214	2.4317658	10231.8589098	88.356022	11.0757319	1982-1999 –> 2000-2009	3.8098616	1.3780957	17141.796520	188.969214	8	18
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1044	1.7542835	4150.3260027	487.671259	9.7826212	2000-2009 –> 2010-2019	3.8826817	2.1283982	13792.162752	649.520648	4	5
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1044	1.7004337	4085.2281053	128.020939	10.5086060	2000-2009 –> 2010-2019	4.0233405	2.3229067	14114.291783	222.863684	1	3
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1044	1.7617985	4157.2514687	62.725939	10.5381867	2000-2009 –> 2010-2019	4.1198640	2.3580655	14250.833759	112.901253	5	8
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1044	1.7194482	4108.4467715	129.839057	11.1869871	2000-2009 –> 2010-2019	4.1605069	2.4410587	14357.194765	223.667824	2	11
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1044	1.7503068	4145.5874868	145.151562	9.7397549	2000-2009 –> 2010-2019	4.1662409	2.4159341	14348.524161	252.309745	3	8
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1044	1.7650732	4163.1289215	129.553619	9.9727306	2000-2009 –> 2010-2019	4.1968391	2.4317658	14394.987831	217.909641	6	13
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1044	1.7799087	4180.6052725	747.832773	11.6079183	2000-2009 –> 2010-2019	4.2101239	2.4302152	14409.639725	984.563224	9	15
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1044	1.8035427	4206.1477124	126.272897	9.8394733	2000-2009 –> 2010-2019	4.2404365	2.4368938	14445.334349	217.257462	11	19
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1044	1.8369623	4246.4842026	488.027980	9.3063086	2000-2009 –> 2010-2019	4.2407547	2.4037924	14427.111070	652.152876	12	16
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1044	1.7827418	4181.9260712	56.012721	11.0681641	2000-2009 –> 2010-2019	4.2409876	2.4582458	14459.741703	104.983260	10	20
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5119	1.1726086	16171.2976845	121.018181	7.9015609	1982-1999 –> 2000-2009	2.2283371	1.0557285	34060.737609	291.211877	1	3
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + phosphate + phosphate_star	5119	1.2347836	16700.2432446	567.983858	7.3941186	1982-1999 –> 2000-2009	2.2810393	1.0462557	34480.315932	1193.244441	4	5
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5119	1.2138532	16525.2149524	116.228687	7.7321633	1982-1999 –> 2000-2009	2.2884881	1.0746348	34630.031692	282.771604	3	7
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star	5119	1.2395158	16739.4042456	534.124402	6.8636086	1982-1999 –> 2000-2009	2.2974252	1.0579094	34653.884397	1150.246028	5	8
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	5119	1.2134863	16522.1199760	300.210173	8.7736265	1982-1999 –> 2000-2009	2.3032738	1.0897874	34796.833856	784.927356	2	7
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5119	1.2417525	16757.8626332	341.189545	8.6096750	1982-1999 –> 2000-2009	2.3439797	1.1022272	35170.299514	884.878572	6	13
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	5119	1.3405617	17541.7351982	79.125604	10.2129086	1982-1999 –> 2000-2009	2.4423529	1.1017911	35949.370757	164.059306	9	15
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	5119	1.3743876	17796.8612533	77.150019	10.0774549	1982-1999 –> 2000-2009	2.4805129	1.1061253	36252.134872	154.896274	10	18
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	5119	1.3749891	17799.3412044	51.624392	9.6369857	1982-1999 –> 2000-2009	2.4960107	1.1210215	36414.933483	111.936212	11	23
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	5119	1.3989472	17978.1935384	75.283197	9.2004523	1982-1999 –> 2000-2009	2.5054558	1.1065086	36437.671661	153.007224	13	22
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2795	1.2450440	9171.0316047	123.191205	10.2732352	2000-2009 –> 2010-2019	2.4176526	1.1726086	25342.329289	244.209386	1	2
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2795	1.2513836	9199.4227041	370.721168	9.9448151	2000-2009 –> 2010-2019	2.4648699	1.2134863	25721.542680	670.931341	2	4
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2795	1.2742879	9300.8127423	127.545123	5.4030370	2000-2009 –> 2010-2019	2.4881412	1.2138532	25826.027695	243.773811	4	7
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2795	1.2738822	9299.0324604	473.248462	5.4999839	2000-2009 –> 2010-2019	2.5156347	1.2417525	26056.895094	814.438007	3	9
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + phosphate + phosphate_star	2795	1.2966616	9398.1091832	611.991665	9.8846223	2000-2009 –> 2010-2019	2.5314452	1.2347836	26098.352428	1179.975524	6	10
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star	2795	1.3010743	9417.1002858	598.034449	5.0894258	2000-2009 –> 2010-2019	2.5405901	1.2395158	26156.504531	1132.158851	8	13
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2795	1.2964578	9397.2303334	239.622375	9.8743720	2000-2009 –> 2010-2019	2.5857939	1.2893361	26540.079490	484.576401	5	12
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2795	1.3000025	9412.4932330	297.251357	6.1971111	2000-2009 –> 2010-2019	2.5983718	1.2983694	26626.821498	582.141766	7	15
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2795	1.3304332	9541.8371283	142.733244	7.5760873	2000-2009 –> 2010-2019	2.6709949	1.3405617	27083.572327	221.858848	9	18
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2795	1.3429404	9594.1423057	141.051971	7.3698700	2000-2009 –> 2010-2019	2.7173280	1.3743876	27391.003559	218.201990	10	20
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1818	0.3340419	1186.4272084	54.366585	1.7504249	1982-1999 –> 2000-2009	0.6638737	0.3298318	2606.146008	159.278381	1	2
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1818	0.3471569	1326.4512309	277.196112	1.7522646	1982-1999 –> 2000-2009	0.6829246	0.3357676	2827.111683	875.602186	2	4
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1818	0.3572825	1430.9853018	56.110736	1.8497742	1982-1999 –> 2000-2009	0.6942845	0.3370020	2948.298836	162.658586	3	6
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1818	0.3624059	1482.7556017	352.350351	1.8372318	1982-1999 –> 2000-2009	0.7034822	0.3410763	3054.602712	1105.142414	5	9
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1818	0.3621256	1479.9420472	64.572615	1.9796142	1982-1999 –> 2000-2009	0.7086773	0.3465517	3124.061157	216.114800	4	12
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	1818	0.3717627	1573.4406198	24.137115	1.5907671	1982-1999 –> 2000-2009	0.7145456	0.3427829	3165.937360	58.127095	7	13
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1818	0.3708443	1566.4472336	64.260429	2.0029556	1982-1999 –> 2000-2009	0.7202015	0.3493572	3247.155477	217.851423	6	15
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	1818	0.3758043	1612.7550967	37.657007	1.8730312	1982-1999 –> 2000-2009	0.7205295	0.3447252	3230.893592	130.478339	9	16
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	1818	0.3812406	1664.9765219	30.312931	1.8972191	1982-1999 –> 2000-2009	0.7237378	0.3424972	3253.689769	71.286302	11	16
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1818	0.3742267	1597.4594848	5.959754	2.2897399	1982-1999 –> 2000-2009	0.7238572	0.3496305	3279.716122	17.915336	8	18
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	914	0.3526835	702.7069609	145.367504	1.5496793	2000-2009 –> 2010-2019	0.6867254	0.3340419	1889.134169	199.734090	1	2
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	914	0.3662868	771.8884782	767.264395	1.3762956	2000-2009 –> 2010-2019	0.7134437	0.3471569	2098.339709	1044.460507	3	5
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	914	0.3814654	846.1118994	148.067995	2.0122530	2000-2009 –> 2010-2019	0.7387479	0.3572825	2277.097201	204.178731	6	9
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	914	0.3829035	852.9905150	276.296203	1.9854771	2000-2009 –> 2010-2019	0.7450291	0.3621256	2332.932562	340.868819	9	13
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	914	0.3877856	876.1504770	908.410542	1.9002706	2000-2009 –> 2010-2019	0.7501916	0.3624059	2358.906079	1260.760893	13	18
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	914	0.3708529	792.5353449	35.707719	1.1273828	2000-2009 –> 2010-2019	0.7520935	0.3812406	2457.511867	66.020649	5	16
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	914	0.3829113	851.0274217	14.783768	1.9942019	2000-2009 –> 2010-2019	0.7571380	0.3742267	2448.486906	20.743522	10	18
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	914	0.3816094	844.8017681	146.164218	2.0241487	2000-2009 –> 2010-2019	0.7574137	0.3758043	2457.556865	183.821226	7	16
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	914	0.3914560	893.3710928	287.569713	2.0848525	2000-2009 –> 2010-2019	0.7623004	0.3708443	2459.818326	351.830142	15	21
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	914	0.3937295	901.9570251	26.961580	1.6471123	2000-2009 –> 2010-2019	0.7654922	0.3717627	2475.397645	51.098695	19	26
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1747	0.2668639	356.1395506	57.724945	1.5554946	1982-1999 –> 2000-2009	0.5220969	0.2552330	584.006842	121.796116	1	2
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1747	0.2765253	480.3987816	392.460710	1.6954486	1982-1999 –> 2000-2009	0.5335625	0.2570372	736.497943	722.403118	2	4
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	1747	0.2864916	602.1106588	44.167568	1.6877526	1982-1999 –> 2000-2009	0.5436234	0.2571318	857.685034	99.315553	3	6
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1747	0.2966637	726.0154024	808.770699	2.0095070	1982-1999 –> 2000-2009	0.5956358	0.2989721	1587.842096	1572.629715	6	10
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1747	0.2959400	717.4816574	127.250829	1.8781113	1982-1999 –> 2000-2009	0.5969751	0.3010351	1606.869452	235.654695	4	9
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1747	0.2963548	722.3762420	62.034835	1.9820027	1982-1999 –> 2000-2009	0.5992115	0.3028567	1635.943389	129.742118	5	11
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	1747	0.2967496	725.0274201	37.650338	2.0021878	1982-1999 –> 2000-2009	0.6093742	0.3126246	1763.822737	88.479103	7	14
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1747	0.3075545	851.9855727	117.945499	2.0252941	1982-1999 –> 2000-2009	0.6209712	0.3134167	1902.923155	214.680823	9	17
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1747	0.3139259	923.6289472	81.041540	2.0535571	1982-1999 –> 2000-2009	0.6300635	0.3161376	2009.210746	143.439344	10	19
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1747	0.3005475	769.4607335	17.780633	1.8050816	1982-1999 –> 2000-2009	0.6350818	0.3345344	2079.743502	39.574462	8	19
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	849	0.3052830	408.6532723	129.932506	1.3668602	2000-2009 –> 2010-2019	0.5721469	0.2668639	764.792823	187.657451	1	2
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	849	0.3196883	486.9435814	805.503066	1.4749018	2000-2009 –> 2010-2019	0.5962136	0.2765253	967.342363	1197.963775	2	4
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	849	0.3199093	486.1169253	58.663401	1.4645069	2000-2009 –> 2010-2019	0.6064009	0.2864916	1088.227584	102.830969	3	6
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	849	0.3537476	658.8440879	282.514514	1.7464491	2000-2009 –> 2010-2019	0.6496875	0.2959400	1376.325745	409.765344	4	8
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	849	0.3554120	664.8147036	28.650231	1.7561207	2000-2009 –> 2010-2019	0.6559595	0.3005475	1434.275437	46.430864	5	12
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	849	0.3737035	752.0286999	121.436463	1.9140908	2000-2009 –> 2010-2019	0.6700583	0.2963548	1474.404942	183.471298	6	11
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	849	0.3782482	770.5538946	45.534785	2.0025252	2000-2009 –> 2010-2019	0.6749978	0.2967496	1495.581315	83.185123	8	14
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	849	0.3823292	790.7761830	281.377156	1.9462795	2000-2009 –> 2010-2019	0.6898837	0.3075545	1642.761756	399.322655	12	20
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	849	0.3823765	788.9860793	36.896014	1.9412174	2000-2009 –> 2010-2019	0.6996602	0.3172837	1747.789033	58.793273	13	23
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	849	0.3896878	823.1464369	178.236521	1.9818208	2000-2009 –> 2010-2019	0.7036137	0.3139259	1746.775384	259.278062	14	23
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1756	0.3365604	1172.8224068	153.602494	2.9099820	1982-1999 –> 2000-2009	0.5123131	0.1757527	-315.949192	1012.393315	1	3
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1756	0.3583957	1393.5875214	35.554683	2.9644542	1982-1999 –> 2000-2009	0.5334258	0.1750300	-114.550639	175.202340	2	3
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1756	0.4012382	1790.1532569	39.680141	3.3136042	1982-1999 –> 2000-2009	0.6346147	0.2333766	1634.185341	201.392660	6	12
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + silicate	1756	0.4618879	2282.5270632	13.429995	2.1683478	1982-1999 –> 2000-2009	0.6377532	0.1758653	794.764782	55.353473	19	22
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	1756	0.4144270	1901.7370645	39.374676	3.1761555	1982-1999 –> 2000-2009	0.6501698	0.2357428	1791.182418	162.669968	7	14
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1756	0.4305539	2037.8099007	149.048674	3.2383208	1982-1999 –> 2000-2009	0.6582449	0.2276910	1765.922191	358.344490	10	14
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1756	0.4336798	2063.2156691	153.760827	3.4415823	1982-1999 –> 2000-2009	0.6727263	0.2390465	2020.070192	357.039895	11	21
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1756	0.3734583	1536.1715797	88.184614	2.8244817	1982-1999 –> 2000-2009	0.6738962	0.3004379	2565.366041	506.659506	4	27
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1756	0.4351745	2075.2997800	52.966772	3.5870700	1982-1999 –> 2000-2009	0.6751408	0.2399663	2050.203406	213.802501	12	23
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	1756	0.3698314	1501.8977326	15.467308	3.7368665	1982-1999 –> 2000-2009	0.6832501	0.3134187	2729.896610	50.647204	3	28
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	835	0.1582910	-694.7171402	207.496154	0.7916428	2000-2009 –> 2010-2019	0.5166868	0.3583957	698.870381	243.050837	1	2
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	835	0.1760969	-516.6965060	234.414742	0.9111127	2000-2009 –> 2010-2019	0.5773351	0.4012382	1273.456751	274.094883	6	12
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	835	0.1856118	-430.8161335	121.491778	0.8673305	2000-2009 –> 2010-2019	0.6000388	0.4144270	1470.920931	160.866454	13	20
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	835	0.1770447	-507.7324491	347.897095	0.8840361	2000-2009 –> 2010-2019	0.6075985	0.4305539	1530.077452	496.945769	8	19
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	835	0.1817186	-464.2172712	355.204259	0.9063886	2000-2009 –> 2010-2019	0.6153983	0.4336798	1598.998398	508.965087	10	22
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	835	0.2429070	18.4493792	209.332233	1.0254178	2000-2009 –> 2010-2019	0.6163653	0.3734583	1554.620959	297.516846	25	28
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	835	0.1831645	-450.9815949	234.958817	0.9035637	2000-2009 –> 2010-2019	0.6183390	0.4351745	1624.318185	287.925589	12	25
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	835	0.2427502	17.3711464	846.458225	1.0634641	2000-2009 –> 2010-2019	0.6221376	0.3793874	1608.861807	1282.821666	24	28
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + silicate	835	0.1632048	-645.6637499	20.184479	0.7768144	2000-2009 –> 2010-2019	0.6250927	0.4618879	1636.863313	33.614474	2	22
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	835	0.2629616	150.9295929	19.316269	0.8725686	2000-2009 –> 2010-2019	0.6327931	0.3698314	1652.827325	34.783577	37	39
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	886	0.1159843	-1289.0613049	310.153977	0.4467491	1982-1999 –> 2000-2009	0.2265528	0.1105685	-3347.360683	706.700204	1	2
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	886	0.1161590	-1286.3937617	438.529509	0.4524804	1982-1999 –> 2000-2009	0.2267871	0.1106281	-3343.266379	954.748880	2	4
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	886	0.1170166	-1273.3597255	317.967193	0.4655968	1982-1999 –> 2000-2009	0.2278701	0.1108535	-3324.847412	713.084018	3	6
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	886	0.1202327	-1225.3148235	34.547930	0.5625833	1982-1999 –> 2000-2009	0.2360168	0.1157841	-3161.653433	56.363144	4	8
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	886	0.1206399	-1221.3240703	8.209504	0.5914168	1982-1999 –> 2000-2009	0.2385341	0.1178943	-3111.873786	14.744652	5	11
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	886	0.1283384	-1111.7072570	165.800790	0.6537952	1982-1999 –> 2000-2009	0.2444111	0.1160728	-3043.457586	369.545812	8	13
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	886	0.1256880	-1146.6846316	199.297306	0.6448745	1982-1999 –> 2000-2009	0.2495283	0.1238403	-2905.038571	674.199365	6	13
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	886	0.1262555	-1140.7022425	32.002559	0.6743724	1982-1999 –> 2000-2009	0.2517846	0.1255291	-2865.216956	64.952316	7	15
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	886	0.1317041	-1065.8344013	6.087455	0.9725117	1982-1999 –> 2000-2009	0.2620364	0.1303323	-2690.993108	12.206010	10	19
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	886	0.1315488	-1067.9260101	68.069817	0.8247840	1982-1999 –> 2000-2009	0.2632005	0.1316518	-2666.431273	142.700146	9	19
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	467	0.0770259	-1055.1270343	478.374238	0.2607725	2000-2009 –> 2010-2019	0.1930102	0.1159843	-2344.188339	788.528216	3	4
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	467	0.0769857	-1055.6140022	597.933136	0.2599718	2000-2009 –> 2010-2019	0.1931447	0.1161590	-2342.007764	1036.462645	2	4
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	467	0.0768789	-1056.9106996	396.577223	0.2576236	2000-2009 –> 2010-2019	0.1938955	0.1170166	-2330.270425	714.544416	1	4
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	467	0.0823732	-992.4374366	22.990438	0.2794718	2000-2009 –> 2010-2019	0.2026060	0.1202327	-2217.752260	57.538368	5	9
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	467	0.0848382	-966.8978471	4.184254	0.3105376	2000-2009 –> 2010-2019	0.2054781	0.1206399	-2188.221918	12.393758	6	11
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	467	0.0790060	-1033.4199575	83.564252	0.2579238	2000-2009 –> 2010-2019	0.2073444	0.1283384	-2145.127214	249.365042	4	12
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	467	0.0879215	-931.5558169	539.550891	0.3206417	2000-2009 –> 2010-2019	0.2136095	0.1256880	-2078.240449	738.848197	7	13
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	467	0.0884829	-927.6105485	16.859117	0.3684125	2000-2009 –> 2010-2019	0.2147384	0.1262555	-2068.312791	48.861677	8	15
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	467	0.0899912	-911.8241037	3.368992	0.4159262	2000-2009 –> 2010-2019	0.2216953	0.1317041	-1977.658505	9.456446	9	19
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	467	0.0910708	-900.6856827	33.789916	0.4044319	2000-2009 –> 2010-2019	0.2226196	0.1315488	-1968.611693	101.859733	10	19
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1511	0.1324227	-1807.7150357	337.028620	0.4342725	1982-1999 –> 2000-2009	0.2449546	0.1125319	-4350.750903	625.634411	2	3
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1511	0.1324594	-1806.8784231	485.531739	0.4343428	1982-1999 –> 2000-2009	0.2450992	0.1126398	-4346.713448	869.623235	3	5
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1511	0.1318334	-1821.1935340	18.985492	0.4518774	1982-1999 –> 2000-2009	0.2451806	0.1133472	-4340.118196	36.244684	1	5
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1511	0.1325953	-1803.7782781	339.434837	0.4345947	1982-1999 –> 2000-2009	0.2456740	0.1130787	-4330.626332	623.902507	4	7
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1511	0.1378879	-1685.4996750	129.293680	0.5687474	1982-1999 –> 2000-2009	0.2587492	0.1208613	-3990.038916	239.041033	5	10
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + nitrate	1511	0.1435514	-1565.8569969	4.641172	0.7889961	1982-1999 –> 2000-2009	0.2647170	0.1211656	-3863.995943	7.513559	6	12
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1511	0.1485934	-1461.5371888	103.295946	0.4599141	1982-1999 –> 2000-2009	0.2772206	0.1286272	-3560.078031	184.077099	7	14
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1511	0.1511753	-1409.4782754	21.641097	0.8405539	1982-1999 –> 2000-2009	0.2840554	0.1328801	-3399.371462	42.383211	8	16
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1511	0.1529627	-1371.9584742	744.230787	0.9086075	1982-1999 –> 2000-2009	0.2930379	0.1400753	-3183.725699	1417.101930	9	18
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1511	0.1581377	-1273.4102933	75.259842	0.9624673	1982-1999 –> 2000-2009	0.3028889	0.1447512	-2977.502628	145.610714	10	20
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	800	0.0955139	-1473.2713580	15.216418	0.2785770	2000-2009 –> 2010-2019	0.2273473	0.1318334	-3294.464892	34.201910	1	2
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	800	0.0976089	-1438.5576641	450.316761	0.2872016	2000-2009 –> 2010-2019	0.2300316	0.1324227	-3246.272700	787.345381	2	4
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	800	0.0976451	-1437.9637158	560.606984	0.2872897	2000-2009 –> 2010-2019	0.2301045	0.1324594	-3244.842139	1046.138722	3	6
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	800	0.0977407	-1436.3973739	451.282849	0.2874470	2000-2009 –> 2010-2019	0.2303360	0.1325953	-3240.175652	790.717687	4	8
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	800	0.1064444	-1299.9096869	308.196038	0.3874046	2000-2009 –> 2010-2019	0.2443323	0.1378879	-2985.409362	437.489718	5	10
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	800	0.1087880	-1267.0644243	365.853927	0.3204198	2000-2009 –> 2010-2019	0.2573814	0.1485934	-2728.601613	469.149874	6	13
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + nitrate	800	0.1147498	-1181.7005787	8.526473	0.5406729	2000-2009 –> 2010-2019	0.2583012	0.1435514	-2747.557576	13.167645	7	13
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	800	0.1314386	-964.4434184	132.451956	0.8511784	2000-2009 –> 2010-2019	0.2826139	0.1511753	-2373.921694	154.093053	10	18
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	800	0.1241262	-1054.0287421	42.259206	0.6138742	2000-2009 –> 2010-2019	0.2908221	0.1666959	-2166.162914	85.795283	8	19
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate	800	0.1380795	-885.5791163	357.327145	0.9602293	2000-2009 –> 2010-2019	0.2962172	0.1581377	-2158.989410	432.586987	16	25
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2460	0.1118351	-3783.2113092	42.039545	1.4298936	1982-1999 –> 2000-2009	0.2086026	0.0967675	-9282.911573	85.075403	1	2
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2460	0.1236854	-3287.6909575	355.524268	1.4228273	1982-1999 –> 2000-2009	0.2385637	0.1148783	-7755.270965	703.603539	2	4
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2460	0.1402397	-2669.6804852	662.246337	1.9500400	1982-1999 –> 2000-2009	0.2616085	0.1213687	-6806.620683	1147.523951	4	7
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2460	0.1404747	-2661.4448694	661.474082	1.9489720	1982-1999 –> 2000-2009	0.2620221	0.1215474	-6789.534302	1122.448802	5	9
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2460	0.1412272	-2635.1584816	738.826919	1.9515711	1982-1999 –> 2000-2009	0.2634157	0.1221885	-6731.599496	1289.970348	7	12
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2460	0.1405757	-2659.9065258	229.643954	1.9640983	1982-1999 –> 2000-2009	0.2643496	0.1237739	-6680.794366	416.589490	6	12
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2460	0.1458297	-2479.3760863	379.961555	1.7454573	1982-1999 –> 2000-2009	0.2859184	0.1400887	-5755.364457	650.034306	8	15
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	2460	0.1401746	-2673.9641507	42.029501	0.7209422	1982-1999 –> 2000-2009	0.2863623	0.1461877	-5693.579681	84.050632	3	11
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	2460	0.1726015	-1650.1301002	27.226602	1.6970876	1982-1999 –> 2000-2009	0.3283522	0.1557507	-4288.538962	62.496794	9	19
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	2460	0.2041248	-824.8179893	597.556451	3.2113710	1982-1999 –> 2000-2009	0.3596974	0.1555726	-3470.112254	1083.902356	10	19
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1522	0.0678308	-3857.3595617	124.842318	0.3500558	2000-2009 –> 2010-2019	0.1796660	0.1118351	-7640.570871	166.881863	3	4
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1522	0.0647176	-4000.3750386	869.521792	0.2746096	2000-2009 –> 2010-2019	0.2049574	0.1402397	-6670.055524	1531.768129	1	4
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1522	0.0647813	-3997.3801493	869.745242	0.2747843	2000-2009 –> 2010-2019	0.2052560	0.1404747	-6658.825019	1531.219323	2	6
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1522	0.0795702	-3373.4667915	684.684779	0.3417963	2000-2009 –> 2010-2019	0.2201459	0.1405757	-6033.373317	914.328733	4	9
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1522	0.1167669	-2205.9723719	831.603939	0.5367663	2000-2009 –> 2010-2019	0.2625966	0.1458297	-4685.348458	1211.565494	17	23
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	1522	0.1314528	-1845.3546775	69.236439	0.6136490	2000-2009 –> 2010-2019	0.2716274	0.1401746	-4519.318828	111.265939	24	26
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	1522	0.1188017	-2153.3838834	122.370995	0.2678690	2000-2009 –> 2010-2019	0.2914032	0.1726015	-3803.513984	149.597597	19	26
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1522	0.0928655	-2901.1299350	137.902886	0.3597071	2000-2009 –> 2010-2019	0.3442774	0.2514119	-2698.812669	186.478393	5	17
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1522	0.1035647	-2569.2010787	143.514983	0.4248090	2000-2009 –> 2010-2019	0.3532067	0.2496421	-2401.640674	199.541406	9	18
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1522	0.1034124	-2573.6791568	54.876079	0.4245016	2000-2009 –> 2010-2019	0.3538123	0.2503999	-2391.206062	85.427864	7	17
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	90	0.0661922	-221.3258333	389.064191	0.1835879	1982-1999 –> 2000-2009	0.1345183	0.0683261	-436.940253	962.489616	1	2
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	90	0.1024176	-142.7565023	646.621069	0.2377083	1982-1999 –> 2000-2009	0.1754023	0.0729847	-346.498429	1281.206689	2	4
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	90	0.1156709	-120.8521077	93.862670	0.2882649	1982-1999 –> 2000-2009	0.2039754	0.0883044	-290.296843	191.032687	3	6
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	90	0.1368339	-90.6088756	164.247266	0.3809755	1982-1999 –> 2000-2009	0.2524228	0.1155890	-211.588590	318.685904	4	8
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + silicate + phosphate_star	90	0.1565077	-68.4280314	112.265327	0.4097045	1982-1999 –> 2000-2009	0.2773440	0.1208363	-183.416429	243.430160	5	10
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	90	0.1797377	-43.5172785	29.095637	0.5257126	1982-1999 –> 2000-2009	0.3534733	0.1737356	-93.148089	92.450697	6	15
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + silicate	90	0.2203635	-4.8368551	334.053740	0.6306093	1982-1999 –> 2000-2009	0.3821291	0.1617656	-65.317177	818.841448	7	14
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	90	0.2333652	5.4818232	117.241374	0.5824958	1982-1999 –> 2000-2009	0.3884923	0.1551271	-62.541087	228.573241	8	14
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + nitrate + phosphate_star	90	0.2688543	28.9635098	561.900272	0.6474029	1982-1999 –> 2000-2009	0.4371912	0.1683369	-26.349431	1094.898740	10	18
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + temp + nitrate	90	0.2503770	16.1471539	18.330959	0.5835610	1982-1999 –> 2000-2009	0.4487296	0.1983526	-9.631532	52.677864	9	23
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	54	0.0385064	-188.5032486	973.461498	0.1122177	2000-2009 –> 2010-2019	0.2182441	0.1797377	-232.020527	1002.557135	12	13
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + temp + nitrate	54	0.0456370	-170.1546138	138.248094	0.1466873	2000-2009 –> 2010-2019	0.2960139	0.2503770	-154.007460	156.579053	23	25
N_Atlantic	(28.2, Inf]	2	cstar_tref ~ sal + nitrate	54	0.0459703	-171.3686228	114.940788	0.1503075	2000-2009 –> 2010-2019	0.3215896	0.2756193	-139.931932	115.945618	25	28
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + temp + phosphate	54	0.0425530	-177.7111428	48.119426	0.1449763	2000-2009 –> 2010-2019	0.3575927	0.3150397	-120.212378	64.830968	19	23
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + silicate + phosphate_star	54	0.0131818	-304.2778515	54.454856	0.0533919	2000-2009 –> 2010-2019	0.3612974	0.3481156	-228.808631	478.132146	4	10
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + phosphate	54	0.0423780	-178.1563503	414.462288	0.1462939	2000-2009 –> 2010-2019	0.3629757	0.3205977	-117.509691	446.241692	17	22
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + temp + phosphate_star	54	0.0455192	-170.4338303	307.273905	0.1452725	2000-2009 –> 2010-2019	0.4203647	0.3748455	-81.648315	322.224047	22	29
N_Atlantic	(28.2, Inf]	2	cstar_tref ~ sal + phosphate	54	0.0426469	-179.4731395	35.856014	0.1463920	2000-2009 –> 2010-2019	0.5201057	0.4774588	-49.134138	36.856174	20	28
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + silicate + phosphate_star	54	0.0129661	-306.0594739	236.120212	0.0500041	2000-2009 –> 2010-2019	0.5410356	0.5280695	-155.585458	397.809041	3	12
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + silicate + phosphate	54	0.0685931	-126.1475407	392.431094	0.1595629	2000-2009 –> 2010-2019	0.6905061	0.6219130	53.769483	757.013316	30	40
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	53	1.8371329	228.8773377	242.071065	5.2069291	1982-1999 –> 2000-2009	2.3835376	0.5464047	356.913374	551.593975	2	3
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	53	1.8147206	227.5762258	979.684306	6.2881592	1982-1999 –> 2000-2009	2.4127992	0.5980786	368.262976	1895.487376	1	5
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	53	1.8627954	230.3477779	339.475398	5.4362475	1982-1999 –> 2000-2009	2.4561092	0.5933139	369.914734	613.686541	3	6
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	53	1.9097956	230.9890840	48.660397	5.3645434	1982-1999 –> 2000-2009	2.4564628	0.5466672	357.092372	138.755468	5	7
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	53	1.9098304	230.9910145	72.540423	5.6821723	1982-1999 –> 2000-2009	2.5143879	0.6045575	371.186216	188.968906	6	11
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	53	1.9351301	234.3859894	198.256940	4.9075359	1982-1999 –> 2000-2009	2.5602773	0.6251472	381.269842	774.486084	8	14
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	53	1.9687327	236.2108271	160.827637	4.7392503	1982-1999 –> 2000-2009	2.6087201	0.6399875	386.379284	678.859116	9	16
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	53	1.9853575	237.1021805	194.627584	4.7994297	1982-1999 –> 2000-2009	2.6693761	0.6840186	396.585752	707.752297	10	18
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	53	1.9027669	232.5982503	376.397726	5.8273235	1982-1999 –> 2000-2009	2.7740177	0.8712508	425.954088	787.281053	4	17
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	53	2.0260392	237.2522554	39.598416	4.9357998	1982-1999 –> 2000-2009	2.8693835	0.8433443	424.050459	114.361562	11	22
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	110	1.1279514	352.6551534	114.258931	3.8034666	2000-2009 –> 2010-2019	3.0630815	1.9351301	587.041143	312.515871	1	8
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	110	1.1752700	361.6960200	928.868797	3.8043706	2000-2009 –> 2010-2019	3.0780370	1.9027669	594.294270	1305.266523	10	13
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	110	1.1352857	354.0810283	105.896314	3.6109518	2000-2009 –> 2010-2019	3.1040184	1.9687327	590.291855	266.723950	3	11
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	110	1.2419240	373.8320754	927.522330	2.7288030	2000-2009 –> 2010-2019	3.1047194	1.8627954	604.179853	1266.997729	12	14
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	110	1.1941268	363.1978280	861.300652	3.6061955	2000-2009 –> 2010-2019	3.1203356	1.9262087	595.094003	919.032870	11	17
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	110	1.2833125	381.0442973	675.268733	2.6968174	2000-2009 –> 2010-2019	3.1204454	1.8371329	609.921635	917.339797	15	16
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	110	1.1374382	354.4977574	116.955901	3.6286261	2000-2009 –> 2010-2019	3.1227957	1.9853575	591.599938	311.583485	4	13
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	110	1.2776944	378.0790698	869.626305	2.9247461	2000-2009 –> 2010-2019	3.1875248	1.9098304	609.070084	942.166728	14	19
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	110	1.1660171	359.9571018	126.843819	3.3655102	2000-2009 –> 2010-2019	3.2117943	2.0457772	600.237028	246.984931	8	20
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	110	1.3812014	395.2162983	662.919010	2.6379040	2000-2009 –> 2010-2019	3.2909970	1.9097956	626.205382	711.579406	27	31
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	344	1.2956260	1168.4175510	71.680567	4.4714573	1982-1999 –> 2000-2009	2.4442928	1.1486668	2325.652269	106.066628	1	2
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	344	1.2968274	1169.0552271	48.386593	4.4828288	1982-1999 –> 2000-2009	2.4660223	1.1691949	2339.291634	124.242746	2	5
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	344	1.3183395	1180.3743415	70.104376	4.4610979	1982-1999 –> 2000-2009	2.4874363	1.1690967	2350.549093	201.101427	3	5
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	344	1.3437736	1191.5211643	29.342419	4.1912506	1982-1999 –> 2000-2009	2.5130568	1.1692832	2359.812972	39.630099	4	8
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	344	1.3876742	1215.6385447	67.944158	6.5397095	1982-1999 –> 2000-2009	2.6515827	1.2639085	2443.048764	104.800935	5	12
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	344	1.4788930	1259.4398889	107.916439	5.2908691	1982-1999 –> 2000-2009	2.7040041	1.2251111	2463.965912	254.375987	7	12
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	344	1.4498868	1245.8117408	69.004882	6.5220453	1982-1999 –> 2000-2009	2.7617377	1.3118509	2500.548871	103.772546	6	15
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	344	1.5371526	1286.0227383	63.990193	6.8733887	1982-1999 –> 2000-2009	2.9156615	1.3785090	2577.139427	96.426603	8	20
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	344	1.8413000	1408.2343535	29.823920	5.7257640	1982-1999 –> 2000-2009	3.1259973	1.2846973	2645.619202	40.340536	9	17
N_Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	344	1.8978970	1431.0632552	338.259365	6.8481417	1982-1999 –> 2000-2009	3.3526135	1.4547165	2761.675464	697.086388	10	24
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	451	0.7428765	1025.7852283	62.848767	4.4141974	2000-2009 –> 2010-2019	2.0385025	1.2956260	2194.202779	134.529334	1	2
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	451	0.7459566	1029.5172497	54.739277	4.6732392	2000-2009 –> 2010-2019	2.0427839	1.2968274	2198.572477	103.125870	2	4
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	451	0.7480316	1032.0228831	98.321446	4.7429958	2000-2009 –> 2010-2019	2.0663711	1.3183395	2212.397225	168.425823	3	6
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	451	0.7531129	1036.1293363	21.003250	4.9406979	2000-2009 –> 2010-2019	2.0968865	1.3437736	2227.650501	50.345669	4	8
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	451	0.8776125	1176.1263864	85.800556	6.4984906	2000-2009 –> 2010-2019	2.2652868	1.3876742	2391.764931	153.744713	6	11
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	451	0.8064566	1099.8576398	148.660062	5.3417982	2000-2009 –> 2010-2019	2.2853496	1.4788930	2359.297529	256.576500	5	12
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	451	0.9378096	1235.9666199	80.110435	7.0388460	2000-2009 –> 2010-2019	2.3876964	1.4498868	2481.778361	149.115318	7	13
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	451	1.0015033	1295.2375372	84.172556	7.5515916	2000-2009 –> 2010-2019	2.5386559	1.5371526	2581.260275	148.162749	8	16
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	451	1.1704043	1433.8115990	21.538546	7.4894068	2000-2009 –> 2010-2019	3.0117044	1.8413000	2842.045953	51.362466	9	18
N_Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	451	1.1844334	1446.5591319	552.174421	7.1406485	2000-2009 –> 2010-2019	3.0823304	1.8978970	2877.622387	890.433786	10	20
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	520	0.8162262	1278.5097702	47.911734	8.9050765	1982-1999 –> 2000-2009	1.5261518	0.7099256	2327.952188	315.163514	1	2
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	520	0.8205742	1284.0350526	46.995895	9.0943124	1982-1999 –> 2000-2009	1.5337264	0.7131522	2337.839845	272.450848	2	4
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	520	0.8593545	1332.0593968	49.519299	8.7959608	1982-1999 –> 2000-2009	1.5744434	0.7150889	2388.473060	89.716706	3	6
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	520	0.8638587	1335.4961869	9.802570	8.7636405	1982-1999 –> 2000-2009	1.5804377	0.7165790	2391.912439	18.659971	4	8
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	520	0.8717851	1346.9952856	125.262827	11.0614776	1982-1999 –> 2000-2009	1.6284237	0.7566386	2457.741648	357.546654	5	10
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	520	1.1103597	1598.5674461	55.099821	10.6691605	1982-1999 –> 2000-2009	1.8743360	0.7639763	2718.598088	99.252422	7	13
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	520	1.1340409	1618.5148206	10.234980	10.7807733	1982-1999 –> 2000-2009	1.9046870	0.7706462	2744.907733	20.388989	9	16
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	520	1.1297123	1616.5375953	48.668655	11.3753714	1982-1999 –> 2000-2009	1.9073113	0.7775990	2753.570864	91.131460	8	16
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	520	1.1529140	1635.6803904	9.351153	11.5850536	1982-1999 –> 2000-2009	1.9401725	0.7872585	2782.590213	17.001139	10	19
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	520	1.1742381	1656.7404003	124.986379	13.0166439	1982-1999 –> 2000-2009	1.9772415	0.8030034	2824.699971	172.121868	11	21
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	674	1.0171769	1949.6869284	39.507132	5.2350159	2000-2009 –> 2010-2019	1.8334031	0.8162262	3228.196698	87.418866	1	2
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	674	1.0353020	1973.4954743	38.766631	5.3497285	2000-2009 –> 2010-2019	1.8558761	0.8205742	3257.530527	85.762526	2	4
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	674	1.0991445	2054.1584266	50.915301	5.2423806	2000-2009 –> 2010-2019	1.9584990	0.8593545	3386.217823	100.434600	3	6
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	674	1.1002034	2053.4564657	12.246159	5.2455704	2000-2009 –> 2010-2019	1.9640621	0.8638587	3388.952653	22.048729	4	8
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	674	1.1954768	2167.4079837	78.888610	6.5305903	2000-2009 –> 2010-2019	2.0672620	0.8717851	3514.403269	204.151436	5	10
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	674	1.3684257	2349.5440870	58.402716	6.2307558	2000-2009 –> 2010-2019	2.4787854	1.1103597	3948.111533	113.502536	6	13
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	674	1.3709203	2349.9992713	11.024386	6.2504945	2000-2009 –> 2010-2019	2.5049612	1.1340409	3968.514092	21.259365	7	16
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	674	1.4204749	2399.8653786	54.960589	6.6830012	2000-2009 –> 2010-2019	2.5501872	1.1297123	4016.402974	103.629244	8	16
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	674	1.4218301	2399.1508129	11.854288	6.7042684	2000-2009 –> 2010-2019	2.5747441	1.1529140	4034.831203	21.205441	9	19
N_Pacific	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	674	1.5806217	2543.8681184	446.793157	8.3959396	2000-2009 –> 2010-2019	2.6675540	1.0869323	4120.257889	915.216913	12	18
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	823	0.8626036	2106.2939687	122.137893	7.2744796	1982-1999 –> 2000-2009	1.6968620	0.8342585	3756.568416	239.132737	2	4
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	823	0.8562234	2094.0741571	130.831746	7.4809309	1982-1999 –> 2000-2009	1.6983715	0.8421481	3756.792168	259.396649	1	4
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	823	0.9362836	2241.2053005	96.132866	7.6159557	1982-1999 –> 2000-2009	1.7607856	0.8245021	3875.928281	200.030842	7	8
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	823	0.8902443	2158.2099269	41.226494	9.0736479	1982-1999 –> 2000-2009	1.7667106	0.8764663	3873.731724	88.827039	4	10
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	823	0.8847107	2147.9467080	46.989631	9.2595142	1982-1999 –> 2000-2009	1.7714951	0.8867844	3878.940662	111.365837	3	11
N_Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	823	0.9315762	2230.9088917	31.487340	8.3362040	1982-1999 –> 2000-2009	1.8092756	0.8776994	3946.289255	55.653418	6	13
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	823	0.9577233	2278.4716700	95.257328	7.8654389	1982-1999 –> 2000-2009	1.8119885	0.8542652	3960.075414	177.589107	10	14
N_Pacific	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	823	0.9256316	2220.3715649	32.139790	8.5736381	1982-1999 –> 2000-2009	1.8137966	0.8881650	3951.422155	56.679311	5	14
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	823	0.9443719	2255.3637105	93.113856	8.0822200	1982-1999 –> 2000-2009	1.8481062	0.9037343	4011.387768	156.917205	8	22
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	823	0.9480875	2261.8270162	86.828327	8.1629955	1982-1999 –> 2000-2009	1.8481816	0.9000941	4012.515392	159.281344	9	20
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	743	0.7617528	1718.1527741	232.194160	4.5707447	2000-2009 –> 2010-2019	1.6179762	0.8562234	3812.226931	363.025906	1	2
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	743	0.7766607	1746.9536957	219.958771	4.6666499	2000-2009 –> 2010-2019	1.6392643	0.8626036	3853.247664	342.096664	3	5
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	743	0.7761308	1745.9394654	57.796395	3.3825626	2000-2009 –> 2010-2019	1.6608415	0.8847107	3893.886173	104.786025	2	5
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	743	0.7911444	1774.4104367	52.122405	3.4674621	2000-2009 –> 2010-2019	1.6813888	0.8902443	3932.620364	93.348899	4	8
N_Pacific	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	743	0.8004388	1789.7661860	24.083606	4.3352834	2000-2009 –> 2010-2019	1.7260703	0.9256316	4010.137751	56.223396	5	10
N_Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	743	0.8148688	1816.3165324	24.680313	4.3643789	2000-2009 –> 2010-2019	1.7464450	0.9315762	4047.225424	56.167654	6	12
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	743	0.8809957	1934.2627208	155.247921	7.8460288	2000-2009 –> 2010-2019	1.8253677	0.9443719	4189.626431	248.361777	7	15
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	743	0.9006684	1967.0800655	171.667314	5.2921640	2000-2009 –> 2010-2019	1.8369519	0.9362836	4208.285366	267.800180	9	16
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	743	0.8909325	1950.9294822	145.803953	7.8903261	2000-2009 –> 2010-2019	1.8390199	0.9480875	4212.756498	232.632280	8	17
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	743	0.9147185	1990.0821984	162.448229	4.1451190	2000-2009 –> 2010-2019	1.8724418	0.9577233	4268.553869	257.705557	11	21
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1230	0.6424194	2416.0046686	152.059454	2.7960941	1982-1999 –> 2000-2009	1.2704758	0.6280564	4278.494714	335.594359	3	5
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1230	0.6213404	2333.9334415	200.407489	3.6216915	1982-1999 –> 2000-2009	1.2729378	0.6515974	4267.735932	487.919325	2	6
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1230	0.6200541	2328.8353230	216.585780	3.7273627	1982-1999 –> 2000-2009	1.2797235	0.6596694	4286.498405	506.205200	1	8
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1230	0.7092298	2659.3925023	126.523118	3.2780463	1982-1999 –> 2000-2009	1.3364315	0.6272017	4519.243398	286.564931	6	7
N_Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1230	0.7165508	2682.6558353	53.458396	3.0575175	1982-1999 –> 2000-2009	1.3453648	0.6288139	4545.481995	137.717159	7	10
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1230	0.7026136	2636.3361326	66.437774	4.4303369	1982-1999 –> 2000-2009	1.3550881	0.6524745	4572.745546	180.286049	4	9
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1230	0.7034956	2639.4223814	76.221635	4.5759303	1982-1999 –> 2000-2009	1.3645554	0.6610598	4601.165657	196.056873	5	13
N_Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1230	0.7194076	2692.4439998	21.649050	4.1418759	1982-1999 –> 2000-2009	1.3719414	0.6525338	4627.029492	61.752022	8	14
N_Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1230	0.7219914	2701.2632088	32.808268	4.2763521	1982-1999 –> 2000-2009	1.3833822	0.6613908	4661.976866	91.224893	9	18
N_Pacific	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1230	0.7762442	2881.4999327	564.247543	2.8225383	1982-1999 –> 2000-2009	1.4550841	0.6788399	4894.679878	1085.574066	19	29
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	987	0.5389672	1594.8539944	838.421841	2.5429844	2000-2009 –> 2010-2019	1.1590212	0.6200541	3923.689317	1055.007621	1	2
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	987	0.5422437	1606.8182087	795.575876	2.5603971	2000-2009 –> 2010-2019	1.1635841	0.6213404	3940.751650	995.983365	2	4
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	987	0.5856473	1758.8204575	510.663605	2.6262307	2000-2009 –> 2010-2019	1.2280667	0.6424194	4174.825126	662.723059	7	10
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	987	0.5746865	1721.5256190	146.890134	3.4177169	2000-2009 –> 2010-2019	1.2773001	0.7026136	4357.861752	213.327909	4	8
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	987	0.5743549	1720.3862065	158.765053	3.4170858	2000-2009 –> 2010-2019	1.2778505	0.7034956	4359.808588	234.986688	3	8
N_Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	987	0.5749042	1720.2731850	21.667735	3.4448557	2000-2009 –> 2010-2019	1.2943118	0.7194076	4412.717185	43.316786	6	14
N_Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	987	0.5748854	1720.2085700	28.585727	3.4594835	2000-2009 –> 2010-2019	1.2968767	0.7219914	4421.471779	61.393996	5	14
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	987	0.6000528	1806.7884399	224.970308	3.3759063	2000-2009 –> 2010-2019	1.3092825	0.7092298	4466.180942	351.493426	8	14
N_Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	987	0.6013278	1808.9786388	37.334021	3.3077422	2000-2009 –> 2010-2019	1.3178787	0.7165508	4491.634474	90.792417	9	16
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	987	0.6392217	1931.6120228	95.481893	4.7887471	2000-2009 –> 2010-2019	1.3718826	0.7326608	4670.962693	174.216849	10	24
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1415	0.2355470	-62.1449376	48.219219	1.1005865	1982-1999 –> 2000-2009	0.5267833	0.2912363	341.764851	95.531474	1	9
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1415	0.2643707	264.5554212	128.526772	0.9592990	1982-1999 –> 2000-2009	0.5468235	0.2824528	604.033122	219.222730	2	7
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1415	0.2782792	409.6575351	38.639660	1.0148202	1982-1999 –> 2000-2009	0.5589046	0.2806253	735.478027	66.914726	3	6
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1415	0.2800269	427.3748991	68.082250	1.2578716	1982-1999 –> 2000-2009	0.5596893	0.2796624	745.963358	134.827781	4	5
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1415	0.2802199	429.3252307	77.009151	1.2402800	1982-1999 –> 2000-2009	0.5603411	0.2801212	751.362596	150.230770	5	7
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1415	0.2818083	445.3210960	38.730903	1.0186181	1982-1999 –> 2000-2009	0.5627293	0.2809210	773.357458	67.123254	8	12
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1415	0.2810374	437.5690967	65.302463	1.1763883	1982-1999 –> 2000-2009	0.5658443	0.2848069	794.510012	148.117973	6	12
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	1415	0.2835444	460.7022799	28.536827	1.2691886	1982-1999 –> 2000-2009	0.5696774	0.2861329	825.416393	76.018502	10	17
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1415	0.2810811	436.0088997	8.301576	1.1714995	1982-1999 –> 2000-2009	0.5792395	0.2981584	887.341206	22.076181	7	17
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1415	0.2827790	453.0528876	9.094478	1.1281258	1982-1999 –> 2000-2009	0.5849504	0.3021714	932.514412	23.786040	9	20
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1246	0.1835625	-674.4433587	98.107668	2.0887650	2000-2009 –> 2010-2019	0.4191095	0.2355470	-736.588296	146.326887	1	2
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1246	0.2121311	-313.9777865	126.627633	0.7814393	2000-2009 –> 2010-2019	0.4765018	0.2643707	-49.422365	255.154405	2	4
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1246	0.2260847	-155.2238029	33.714089	0.9350302	2000-2009 –> 2010-2019	0.5043640	0.2782792	254.433732	72.353749	3	6
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1246	0.2333136	-76.7921062	80.572486	1.0020176	2000-2009 –> 2010-2019	0.5143510	0.2810374	360.776991	145.874948	5	11
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1246	0.2343434	-65.8170468	73.103997	1.0253116	2000-2009 –> 2010-2019	0.5145633	0.2802199	363.508184	150.113149	6	11
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1246	0.2328355	-81.9031331	33.852201	1.1346919	2000-2009 –> 2010-2019	0.5146438	0.2818083	363.417963	72.583104	4	12
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1246	0.2352243	-56.4663548	61.252335	1.0456494	2000-2009 –> 2010-2019	0.5152512	0.2800269	370.908544	129.334586	7	11
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1246	0.2355073	-55.4709209	13.392052	1.0563854	2000-2009 –> 2010-2019	0.5165884	0.2810811	380.537979	21.693628	9	16
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1246	0.2353889	-56.7238975	8.365741	1.0682823	2000-2009 –> 2010-2019	0.5181679	0.2827790	396.328990	17.460220	8	17
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	1246	0.2457704	50.8281444	41.329436	1.0746135	2000-2009 –> 2010-2019	0.5293148	0.2835444	511.530424	69.866263	10	20
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1395	0.1561725	-1207.6165716	38.914483	1.2521480	1982-1999 –> 2000-2009	0.3811167	0.2249442	-1335.021512	60.036999	3	5
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1395	0.1562171	-1206.8208437	31.397402	1.2504038	1982-1999 –> 2000-2009	0.3811643	0.2249473	-1334.199491	51.557892	5	8
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1395	0.1560821	-1209.2320273	48.765419	1.2556103	1982-1999 –> 2000-2009	0.3814991	0.2254169	-1332.568431	79.949789	1	6
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1395	0.1561789	-1207.5020524	534.752732	1.2504711	1982-1999 –> 2000-2009	0.3820689	0.2258900	-1326.775763	895.546247	4	10
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1395	0.1652125	-1050.6195739	121.480036	1.1928065	1982-1999 –> 2000-2009	0.3959465	0.2307340	-1128.773855	189.948130	9	16
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1395	0.1561313	-1208.3529362	31.416830	1.2609729	1982-1999 –> 2000-2009	0.3974211	0.2412898	-1199.814239	49.680948	2	10
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1395	0.1570219	-1192.4837984	28.370135	1.2768786	1982-1999 –> 2000-2009	0.4022575	0.2452356	-1152.509795	45.348136	7	16
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1395	0.2010191	-503.3126064	35.357698	1.5625456	1982-1999 –> 2000-2009	0.4251409	0.2241218	-637.815897	60.673676	12	13
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	1395	0.1748005	-895.2280643	48.457256	1.0085618	1982-1999 –> 2000-2009	0.4426621	0.2678615	-686.223637	78.963340	10	21
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1395	0.1797902	-814.7032027	32.080855	1.3000937	1982-1999 –> 2000-2009	0.4445057	0.2647156	-626.594994	52.270793	11	21
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1355	0.1615089	-1081.5352471	30.342621	0.6798807	2000-2009 –> 2010-2019	0.3176402	0.1561313	-2289.888183	61.759450	2	4
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1355	0.1627803	-1060.2861130	31.744783	0.6776101	2000-2009 –> 2010-2019	0.3198022	0.1570219	-2252.769912	60.114918	3	9
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1355	0.1646300	-1029.6645538	111.456125	0.6756155	2000-2009 –> 2010-2019	0.3207122	0.1560821	-2238.896581	160.221544	4	5
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1355	0.1648259	-1026.4422559	81.276466	0.6754409	2000-2009 –> 2010-2019	0.3209984	0.1561725	-2234.058828	120.190950	5	8
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1355	0.1650912	-1022.0837947	49.097383	0.6749568	2000-2009 –> 2010-2019	0.3213083	0.1562171	-2228.904638	80.494784	6	10
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1355	0.1598102	-1110.1883192	113.713566	0.6836565	2000-2009 –> 2010-2019	0.3250228	0.1652125	-2160.807893	235.193602	1	9
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1355	0.1714430	-921.7739928	14.709704	0.6735359	2000-2009 –> 2010-2019	0.3293576	0.1579147	-2100.439783	31.698435	9	16
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1355	0.1797972	-792.8348156	24.537017	0.6664109	2000-2009 –> 2010-2019	0.3360162	0.1562189	-2001.622462	49.007698	11	16
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1355	0.1694140	-952.0366261	36.898634	0.7760516	2000-2009 –> 2010-2019	0.3492042	0.1797902	-1766.739829	68.979489	8	18
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1355	0.1682428	-970.8379978	72.759043	1.0307142	2000-2009 –> 2010-2019	0.3692619	0.2010191	-1474.150604	108.116741	7	18
N_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	441	0.0559176	-1278.0755294	154.372494	0.1984669	1982-1999 –> 2000-2009	0.1143201	0.0584026	-2324.482571	353.869387	1	2
N_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	441	0.0562486	-1272.8697134	123.107095	0.1981598	1982-1999 –> 2000-2009	0.1146960	0.0584474	-2318.703539	281.040074	2	4
N_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	441	0.0575298	-1253.0050335	358.990897	0.1994803	1982-1999 –> 2000-2009	0.1162962	0.0587664	-2294.779007	788.215928	3	6
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	441	0.0595021	-1223.2737670	77.760667	0.2243980	1982-1999 –> 2000-2009	0.1303480	0.0708459	-2125.592868	157.693560	4	8
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	441	0.0596682	-1220.8158509	54.419102	0.2236761	1982-1999 –> 2000-2009	0.1305600	0.0708918	-2122.651818	109.028202	5	10
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	441	0.0602613	-1212.0917131	460.497457	0.2212035	1982-1999 –> 2000-2009	0.1313269	0.0710656	-2112.101256	1036.814471	6	12
N_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	441	0.0707526	-1072.5308451	18.005824	0.2250729	1982-1999 –> 2000-2009	0.1437118	0.0729592	-1954.922564	29.854065	7	14
N_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	441	0.0715365	-1062.8127357	15.367615	0.2289946	1982-1999 –> 2000-2009	0.1449041	0.0733676	-1941.040123	25.508851	8	16
N_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	441	0.0739815	-1033.1713954	84.510333	0.2407363	1982-1999 –> 2000-2009	0.1487245	0.0747430	-1897.543656	156.655007	9	18
N_Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	441	0.0795186	-969.5118313	766.196570	0.2647768	1982-1999 –> 2000-2009	0.1581056	0.0785870	-1796.471319	1264.105679	10	20
N_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	399	0.0579798	-1126.1201560	199.938729	0.2541035	2000-2009 –> 2010-2019	0.1138974	0.0559176	-2404.195685	354.311223	1	2
N_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	399	0.0580639	-1124.9640146	160.335651	0.2526038	2000-2009 –> 2010-2019	0.1143124	0.0562486	-2397.833728	283.442746	2	4
N_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	399	0.0585291	-1118.5951024	512.814511	0.2463801	2000-2009 –> 2010-2019	0.1160589	0.0575298	-2371.600136	871.805408	3	6
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	399	0.0724902	-947.8814896	98.950357	0.3422137	2000-2009 –> 2010-2019	0.1319923	0.0595021	-2171.155257	176.711024	4	8
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	399	0.0725083	-947.6822276	68.175516	0.3406422	2000-2009 –> 2010-2019	0.1321765	0.0596682	-2168.498078	122.594618	5	10
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	399	0.0726357	-946.2812594	517.769346	0.3353521	2000-2009 –> 2010-2019	0.1328970	0.0602613	-2158.372972	978.266803	6	12
N_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	399	0.0910589	-767.8937527	28.218303	0.3887625	2000-2009 –> 2010-2019	0.1618115	0.0707526	-1840.424598	46.224127	18	25
N_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	399	0.0920515	-759.2414706	25.031675	0.3886646	2000-2009 –> 2010-2019	0.1635881	0.0715365	-1822.054206	40.399290	19	27
N_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	399	0.0952674	-731.8388283	122.589146	0.3869849	2000-2009 –> 2010-2019	0.1692489	0.0739815	-1765.010224	207.099479	20	29
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	399	0.0828285	-841.4910636	52.937970	0.2905584	2000-2009 –> 2010-2019	0.1709446	0.0881160	-1718.454311	84.699645	10	20
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	600	0.1322917	-710.5688817	217.485658	0.7177893	1982-1999 –> 2000-2009	0.2549824	0.1226907	-1277.921667	551.676638	1	2
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	600	0.1330402	-703.7984372	10.768029	0.6800869	1982-1999 –> 2000-2009	0.2568012	0.1237610	-1263.715731	42.134811	2	8
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	600	0.1330719	-703.5121710	9.860004	0.6798435	1982-1999 –> 2000-2009	0.2568611	0.1237892	-1263.234799	39.036385	3	10
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	600	0.1333785	-700.7510208	73.654043	0.6773061	1982-1999 –> 2000-2009	0.2574277	0.1240492	-1258.677512	186.565910	4	12
N_Pacific	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	600	0.1347470	-690.5013105	35.292717	0.6742182	1982-1999 –> 2000-2009	0.2589126	0.1241656	-1249.625308	57.448757	5	15
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	600	0.1373441	-665.5926758	21.810178	0.7938293	1982-1999 –> 2000-2009	0.2607436	0.1233995	-1228.014222	49.601387	6	8
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	600	0.1373576	-665.4751382	23.866681	0.7941358	1982-1999 –> 2000-2009	0.2607656	0.1234081	-1227.837253	53.821240	7	10
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	600	0.1374729	-664.4680998	259.139172	0.7958998	1982-1999 –> 2000-2009	0.2609549	0.1234820	-1226.317713	546.802033	8	12
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	600	0.1374976	-664.2521092	371.345520	0.7967385	1982-1999 –> 2000-2009	0.2609902	0.1234926	-1226.028303	812.889173	9	14
N_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	600	0.1375918	-665.4303273	7.263188	0.7724321	1982-1999 –> 2000-2009	0.2621556	0.1245637	-1221.813622	15.882502	10	21
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	531	0.0696099	-1309.1569406	252.028516	0.4856390	2000-2009 –> 2010-2019	0.2026501	0.1330402	-2012.955378	262.796545	1	3
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	531	0.0697589	-1306.8854868	193.708011	0.4774207	2000-2009 –> 2010-2019	0.2028309	0.1330719	-2010.397658	203.568016	2	5
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	531	0.0703650	-1297.6978391	695.484032	0.4504477	2000-2009 –> 2010-2019	0.2037435	0.1333785	-1998.448860	769.138074	3	7
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	531	0.0842067	-1106.9854150	258.824064	0.3453677	2000-2009 –> 2010-2019	0.2164984	0.1322917	-1817.554297	476.309722	8	9
N_Pacific	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	531	0.0847480	-1102.1809381	38.024843	0.3502429	2000-2009 –> 2010-2019	0.2194950	0.1347470	-1792.682249	73.317561	11	16
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	531	0.0836420	-1114.1316908	70.536633	0.3770471	2000-2009 –> 2010-2019	0.2209861	0.1373441	-1779.724367	92.346811	4	10
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	531	0.0836499	-1114.0315057	56.038538	0.3769099	2000-2009 –> 2010-2019	0.2210075	0.1373576	-1779.506644	79.905219	5	12
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	531	0.0837076	-1113.2988968	393.470861	0.3760654	2000-2009 –> 2010-2019	0.2211805	0.1374729	-1777.766997	652.610033	6	14
N_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	531	0.0842833	-1108.0205841	44.381637	0.3852975	2000-2009 –> 2010-2019	0.2219055	0.1376222	-1773.186139	50.901982	9	19
N_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	531	0.0843199	-1107.5594760	57.244592	0.3856690	2000-2009 –> 2010-2019	0.2219117	0.1375918	-1772.989803	64.507780	10	19
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	553	0.1141390	-817.0478576	30.921157	0.8948941	1982-1999 –> 2000-2009	0.2301485	0.1160095	-1232.372372	48.929905	1	4
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	553	0.1141650	-816.7963285	25.528589	0.8949177	1982-1999 –> 2000-2009	0.2302036	0.1160386	-1231.974285	44.639404	2	6
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	553	0.1143431	-815.0724673	277.467077	0.8951844	1982-1999 –> 2000-2009	0.2308152	0.1164721	-1228.072601	504.732411	3	8
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	553	0.1236687	-728.3586103	311.302860	0.6634730	1982-1999 –> 2000-2009	0.2374934	0.1138247	-1154.786517	558.135110	4	6
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	553	0.1258079	-709.3907838	25.859010	0.6672823	1982-1999 –> 2000-2009	0.2380144	0.1122064	-1144.180990	44.687763	5	6
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	553	0.1342300	-639.7235386	267.207775	0.5970030	1982-1999 –> 2000-2009	0.2518034	0.1175734	-1049.227752	492.902861	10	16
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	553	0.1440200	-559.8641974	16.975313	0.5770087	1982-1999 –> 2000-2009	0.2775676	0.1335476	-892.969855	29.850388	11	18
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	553	0.1478489	-530.8442820	21.500089	0.6098307	1982-1999 –> 2000-2009	0.2895797	0.1417308	-829.218477	42.188912	12	20
N_Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	553	0.1601578	-442.3986079	175.606696	0.8679384	1982-1999 –> 2000-2009	0.3504026	0.1902447	-568.853758	230.860715	13	23
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	553	0.1726873	-361.0914596	25.335453	0.8870351	1982-1999 –> 2000-2009	0.3505655	0.1778782	-528.798730	42.732557	20	29
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	600	0.0797162	-1318.4132455	124.295677	0.4145915	2000-2009 –> 2010-2019	0.1938552	0.1141390	-2135.461103	155.216835	4	5
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	600	0.0797146	-1318.4360531	104.599247	0.4144821	2000-2009 –> 2010-2019	0.1938796	0.1141650	-2135.232382	130.127836	3	5
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	600	0.0797076	-1318.5426228	862.605176	0.4136873	2000-2009 –> 2010-2019	0.1940506	0.1143431	-2133.615090	1140.072253	2	5
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	600	0.0770464	-1359.2901321	294.057685	0.4051430	2000-2009 –> 2010-2019	0.2007152	0.1236687	-2087.648743	605.360545	1	5
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	600	0.0846115	-1246.8952774	57.383122	0.6950849	2000-2009 –> 2010-2019	0.2136717	0.1290602	-1928.058257	81.588285	7	13
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	600	0.0846332	-1246.5886802	69.646601	0.6954099	2000-2009 –> 2010-2019	0.2138402	0.1292071	-1926.493567	98.404418	8	15
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	600	0.0846927	-1245.7449494	223.076323	0.6960145	2000-2009 –> 2010-2019	0.2142673	0.1295746	-1922.507954	455.523770	9	17
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	600	0.0801061	-1314.5574500	283.464817	0.4203147	2000-2009 –> 2010-2019	0.2143361	0.1342300	-1954.280989	550.672592	5	14
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	600	0.0892854	-1182.3749382	46.055629	0.4490323	2000-2009 –> 2010-2019	0.2150933	0.1258079	-1891.765722	71.914639	17	22
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	600	0.0892366	-1183.0306398	28.691811	0.4432173	2000-2009 –> 2010-2019	0.2332566	0.1440200	-1742.894837	45.667125	15	25
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	441	0.1003528	-762.2702365	2.872819	0.6301314	1982-1999 –> 2000-2009	0.1569710	0.0566182	-1480.323190	10.048130	3	11
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	441	0.1123489	-662.6773133	4.102898	0.6461120	1982-1999 –> 2000-2009	0.1591297	0.0467808	-1476.922182	18.188719	5	10
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	441	0.1123505	-662.6644889	4.517594	0.6461898	1982-1999 –> 2000-2009	0.1591358	0.0467853	-1476.861549	17.339931	6	12
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	441	0.1123773	-662.4537749	139.088055	0.6474840	1982-1999 –> 2000-2009	0.1591960	0.0468186	-1476.291849	382.469582	7	14
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	441	0.0834467	-924.9848872	50.097628	0.5328988	1982-1999 –> 2000-2009	0.1614785	0.0780318	-1481.361845	99.737565	1	12
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	441	0.0918976	-839.9009578	81.348158	0.5765751	1982-1999 –> 2000-2009	0.1755730	0.0836754	-1361.084115	164.111348	2	14
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	441	0.1509534	-402.1676966	138.596548	1.0501131	1982-1999 –> 2000-2009	0.2085891	0.0576357	-1111.243538	308.536305	12	21
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	441	0.1531599	-391.3689978	124.879574	1.0667355	1982-1999 –> 2000-2009	0.2210568	0.0678970	-1019.864947	280.827256	13	23
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	441	0.1117681	-669.2486813	2.523556	0.7022443	1982-1999 –> 2000-2009	0.2249670	0.1131989	-1040.122498	4.529297	4	21
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	441	0.1212338	-597.5461951	3.891549	0.7046071	1982-1999 –> 2000-2009	0.2410146	0.1197808	-939.935564	6.509301	8	26
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	430	0.0566900	-1234.0486184	147.503528	0.4755469	2000-2009 –> 2010-2019	0.1401367	0.0834467	-2159.033506	197.601156	9	10
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	430	0.0571328	-1227.3568811	223.817494	0.4808378	2000-2009 –> 2010-2019	0.1490304	0.0918976	-2067.257839	305.165652	10	12
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	430	0.0522864	-1303.5895325	38.726831	0.4170829	2000-2009 –> 2010-2019	0.1526392	0.1003528	-2065.859769	41.599650	8	11
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	430	0.0468626	-1397.7729183	90.828976	0.3556842	2000-2009 –> 2010-2019	0.1592131	0.1123505	-2060.437407	95.346570	1	7
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	430	0.0468698	-1397.6420185	98.266794	0.3555835	2000-2009 –> 2010-2019	0.1592186	0.1123489	-2060.319332	102.369692	2	7
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	430	0.0576110	-1222.1885724	5.606307	0.4846547	2000-2009 –> 2010-2019	0.1693791	0.1117681	-1891.437254	8.129862	11	15
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	430	0.0588157	-1204.3913701	5.540679	0.4835239	2000-2009 –> 2010-2019	0.1800495	0.1212338	-1801.937565	9.432229	12	19
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	430	0.0592710	-1197.7596860	5.182281	0.4847715	2000-2009 –> 2010-2019	0.1831410	0.1238700	-1776.332622	8.365888	13	21
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	430	0.0646575	-1122.9522512	8.228304	0.4885057	2000-2009 –> 2010-2019	0.1994228	0.1347653	-1627.171074	10.805856	17	26
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	430	0.0491100	-1357.4889689	617.316530	0.4089285	2000-2009 –> 2010-2019	0.2000634	0.1509534	-1759.656666	755.913078	3	14
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	841	0.0665792	-2156.4935070	442.571702	0.3877848	1982-1999 –> 2000-2009	0.1314062	0.0648270	-3451.686152	942.007435	1	3
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	841	0.0702779	-2065.5564911	28.097666	0.4684484	1982-1999 –> 2000-2009	0.1324368	0.0621589	-3402.525092	78.506786	3	4
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	841	0.0699422	-2073.6096870	630.310585	0.4399607	1982-1999 –> 2000-2009	0.1375830	0.0676408	-3326.567865	1401.142265	2	9
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	841	0.0783908	-1881.7984022	32.112284	0.5352817	1982-1999 –> 2000-2009	0.1454137	0.0670228	-3143.879342	99.197733	5	9
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	841	0.0784026	-1881.5453976	28.816605	0.5355397	1982-1999 –> 2000-2009	0.1454328	0.0670302	-3143.516988	88.301280	6	11
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	841	0.0785054	-1879.3421343	474.760370	0.5377928	1982-1999 –> 2000-2009	0.1455994	0.0670940	-3140.367960	1171.376470	7	13
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	841	0.0836322	-1772.9365584	519.885921	0.6687957	1982-1999 –> 2000-2009	0.1490459	0.0654137	-3059.173663	1110.108239	9	12
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	841	0.0759732	-1936.4897688	5.032450	0.5607291	1982-1999 –> 2000-2009	0.1491477	0.0731745	-3113.284152	10.150208	4	13
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	841	0.0892679	-1665.2472455	385.493848	0.7281398	1982-1999 –> 2000-2009	0.1571533	0.0678853	-2916.618002	790.889600	11	19
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	841	0.0825930	-1795.9671251	8.770416	0.6058972	1982-1999 –> 2000-2009	0.1613451	0.0787521	-2899.743966	17.652331	8	18
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	880	0.0607241	-2419.1569487	845.314799	0.3270880	2000-2009 –> 2010-2019	0.1273034	0.0665792	-4575.650456	1287.886501	5	6
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	880	0.0582317	-2492.9209034	234.367792	0.2878209	2000-2009 –> 2010-2019	0.1285096	0.0702779	-4558.477394	262.465459	1	3
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	880	0.0613123	-2404.1919475	15.058042	0.3444099	2000-2009 –> 2010-2019	0.1372855	0.0759732	-4340.681716	20.090492	6	9
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	880	0.0589189	-2472.2737442	345.686827	0.3171874	2000-2009 –> 2010-2019	0.1373097	0.0783908	-4354.072146	377.799111	3	7
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	880	0.0589162	-2472.3533053	300.066867	0.3172237	2000-2009 –> 2010-2019	0.1373188	0.0784026	-4353.898703	328.883471	2	7
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	880	0.0624205	-2372.6634508	17.474526	0.3624455	2000-2009 –> 2010-2019	0.1450136	0.0825930	-4168.630576	26.244942	7	13
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	880	0.0628449	-2360.7389527	17.113658	0.3640341	2000-2009 –> 2010-2019	0.1473618	0.0845169	-4117.976749	24.427664	8	15
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	880	0.0589327	-2473.8597360	721.607244	0.3199051	2000-2009 –> 2010-2019	0.1482007	0.0892679	-4139.106982	1107.101093	4	12
N_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	880	0.0868782	-1788.7857274	556.634573	0.4347562	2000-2009 –> 2010-2019	0.1762497	0.0893716	-3450.081210	688.969545	18	27
N_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	880	0.0874874	-1776.4857743	532.528124	0.4366377	2000-2009 –> 2010-2019	0.1775630	0.0900755	-3424.584473	658.777425	20	30
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3045	0.0985422	-5456.8432162	192.849177	0.4819887	1982-1999 –> 2000-2009	0.2019204	0.1033783	-7805.315133	428.364317	1	2
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3045	0.0985924	-5453.7423260	188.705152	0.4822892	1982-1999 –> 2000-2009	0.2020301	0.1034378	-7800.616262	420.266593	2	4
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3045	0.1007940	-5321.2464728	152.136374	0.4476287	1982-1999 –> 2000-2009	0.2060231	0.1052291	-7622.422036	339.567366	3	8
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3045	0.1047650	-5083.9203171	10.914127	0.4834624	1982-1999 –> 2000-2009	0.2088186	0.1040536	-7414.303152	21.124341	4	7
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3045	0.1047853	-5082.7422382	10.688890	0.4835647	1982-1999 –> 2000-2009	0.2088660	0.1040807	-7412.402139	20.735809	5	9
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	3045	0.1094904	-4817.2467616	10.873563	0.4338790	1982-1999 –> 2000-2009	0.2170510	0.1075606	-7057.545681	20.887177	6	12
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3045	0.1123158	-4660.0886676	7.546412	0.4633903	1982-1999 –> 2000-2009	0.2199816	0.1076659	-6895.669402	14.798236	8	15
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	3045	0.1154159	-4496.2721494	10.687094	0.4013588	1982-1999 –> 2000-2009	0.2284597	0.1130438	-6598.445588	20.649386	9	18
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	3045	0.1187440	-4323.1487510	7.533214	0.4010894	1982-1999 –> 2000-2009	0.2316777	0.1129337	-6428.028815	14.680407	12	20
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3045	0.1158608	-4472.8447210	174.101766	0.4939065	1982-1999 –> 2000-2009	0.2350446	0.1191838	-6428.084215	388.475318	10	20
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	4063	0.0796213	-9018.3339200	760.562271	0.3640696	2000-2009 –> 2010-2019	0.1781635	0.0985422	-14475.177136	953.411448	3	4
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4063	0.0796464	-9015.7709956	754.624526	0.3642584	2000-2009 –> 2010-2019	0.1782388	0.0985924	-14469.513322	943.329678	5	7
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	4063	0.0832630	-8656.9229165	643.416445	0.3394500	2000-2009 –> 2010-2019	0.1840569	0.1007940	-13978.169389	795.552819	8	11
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4063	0.0794754	-9033.2403437	15.365820	0.3669988	2000-2009 –> 2010-2019	0.1842404	0.1047650	-14117.160661	26.279947	1	5
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4063	0.0795018	-9030.5397997	15.366143	0.3671806	2000-2009 –> 2010-2019	0.1842871	0.1047853	-14113.282038	26.055032	2	7
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	4063	0.0836259	-8621.5806995	14.996199	0.3393720	2000-2009 –> 2010-2019	0.1931163	0.1094904	-13438.827461	25.869761	9	15
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	4063	0.0819751	-8781.5926794	12.415043	0.3672933	2000-2009 –> 2010-2019	0.1942909	0.1123158	-13441.681347	19.961455	7	15
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	4063	0.0907203	-7959.8979862	14.685179	0.3784426	2000-2009 –> 2010-2019	0.2061362	0.1154159	-12456.170136	25.372274	14	23
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4063	0.0907188	-7960.0269226	753.890647	0.3785452	2000-2009 –> 2010-2019	0.2065796	0.1158608	-12432.871644	927.992413	13	23
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	4063	0.0796368	-9018.7574631	3.352894	0.3636053	2000-2009 –> 2010-2019	0.2076598	0.1280230	-12883.691324	7.421603	4	18
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate_star	19	0.0060889	-127.9292461	589.388581	0.0167717	1982-1999 –> 2000-2009	0.0077682	0.0016793	-245.161213	705.824455	13	14
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	19	0.0060957	-127.8868428	686.176782	0.0168034	1982-1999 –> 2000-2009	0.0077841	0.0016884	-244.977475	802.679427	15	17
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	19	0.0060956	-127.8875147	549.767455	0.0168003	1982-1999 –> 2000-2009	0.0077842	0.0016886	-244.974845	666.450198	14	17
N_Pacific	(28.3, Inf]	3	cstar_tref ~ sal + phosphate + phosphate_star	19	0.0061029	-129.8418760	403.376642	0.0171633	1982-1999 –> 2000-2009	0.0079182	0.0018152	-247.049470	511.632770	16	20
N_Pacific	(28.3, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	19	0.0043392	-140.8032216	134.685638	0.0089442	1982-1999 –> 2000-2009	0.0079966	0.0036575	-237.796211	186.858898	2	7
N_Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	19	0.0042722	-141.3943884	180.284267	0.0087348	1982-1999 –> 2000-2009	0.0080355	0.0037633	-237.645862	260.994377	1	7
N_Pacific	(28.3, Inf]	3	cstar_tref ~ nitrate + silicate + phosphate_star	19	0.0044060	-142.2226194	88.627874	0.0090673	1982-1999 –> 2000-2009	0.0084502	0.0040442	-238.602291	126.188520	3	10
N_Pacific	(28.3, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	19	0.0051561	-134.2480072	318.299156	0.0100646	1982-1999 –> 2000-2009	0.0095966	0.0044404	-226.197606	537.143557	4	12
N_Pacific	(28.3, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	19	0.0051722	-134.1300363	290.771673	0.0100611	1982-1999 –> 2000-2009	0.0096361	0.0044639	-225.942402	419.098167	5	14
N_Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	19	0.0051767	-134.0964617	183.810002	0.0100584	1982-1999 –> 2000-2009	0.0096460	0.0044693	-225.877924	342.033321	7	17
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	18	0.0022362	-156.6250601	397.070009	0.0051480	2000-2009 –> 2010-2019	0.0087330	0.0064967	-282.090628	580.038286	2	11
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + nitrate + silicate	18	0.0022334	-156.6706803	373.552710	0.0051482	2000-2009 –> 2010-2019	0.0087558	0.0065225	-281.986160	554.588125	1	12
N_Pacific	(28.3, Inf]	3	cstar_tref ~ sal + nitrate + silicate	18	0.0022396	-158.5699794	358.132775	0.0051550	2000-2009 –> 2010-2019	0.0088241	0.0065845	-285.525914	486.660906	3	19
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	18	0.0024540	-153.2802005	706.597412	0.0052370	2000-2009 –> 2010-2019	0.0089872	0.0065332	-278.532999	1239.042979	4	16
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate	18	0.0025078	-152.4994886	414.921595	0.0058047	2000-2009 –> 2010-2019	0.0090137	0.0065059	-277.911490	604.256283	7	17
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	18	0.0025008	-152.5994777	436.353166	0.0057386	2000-2009 –> 2010-2019	0.0090771	0.0065763	-277.602378	620.107585	5	19
N_Pacific	(28.3, Inf]	3	cstar_tref ~ sal + nitrate + phosphate	18	0.0025536	-153.8471354	372.521620	0.0059565	2000-2009 –> 2010-2019	0.0092147	0.0066611	-280.363369	510.174225	11	28
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	18	0.0030253	-145.7451968	832.664242	0.0070220	2000-2009 –> 2010-2019	0.0094150	0.0063897	-271.841873	1396.438450	15	22
N_Pacific	(28.3, Inf]	3	cstar_tref ~ sal + nitrate + phosphate_star	18	0.0031387	-146.4204211	832.164278	0.0074812	2000-2009 –> 2010-2019	0.0096021	0.0064635	-274.081209	1394.827963	16	24
N_Pacific	(28.3, Inf]	3	cstar_tref ~ sal + temp + nitrate	18	0.0036264	-141.2209416	206.539247	0.0071803	2000-2009 –> 2010-2019	0.0101597	0.0065333	-268.473346	212.768089	17	30
Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2789	4.6214111	16467.0842258	26.758526	21.7132762	1982-1999 –> 2000-2009	8.7730770	4.1516659	25286.988783	52.301225	1	2
Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	2789	4.8858407	16777.4513070	127.011368	29.4921434	1982-1999 –> 2000-2009	9.0989403	4.2130996	25642.862227	311.186513	2	4
Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2789	4.9912524	16896.5163919	43.983293	27.5112442	1982-1999 –> 2000-2009	9.2953586	4.3041063	25828.134337	83.377888	3	6
Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2789	4.9918539	16897.1885883	45.431002	27.1471882	1982-1999 –> 2000-2009	9.3117263	4.3198724	25840.133885	95.168951	4	8
Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	2789	4.9919085	16895.2496208	20.863791	27.2258807	1982-1999 –> 2000-2009	9.3796731	4.3877646	25884.505228	39.505906	5	10
Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2789	5.0946080	17010.8423509	46.810389	26.6750129	1982-1999 –> 2000-2009	9.5007897	4.4061817	26015.074211	89.825028	6	12
Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2789	5.3505284	17284.2346747	45.905253	24.9013489	1982-1999 –> 2000-2009	10.3334361	4.9829077	26669.536351	89.066212	7	14
Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2789	5.4388669	17375.5768194	45.597456	25.9590588	1982-1999 –> 2000-2009	10.4857647	5.0468977	26800.409464	92.703218	8	16
Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2789	5.5058005	17443.8036474	44.337462	25.9853474	1982-1999 –> 2000-2009	10.6090676	5.1032671	26903.046379	85.557080	9	18
Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2789	5.8977629	17827.4079520	80.782810	29.2841264	1982-1999 –> 2000-2009	11.2628952	5.3651323	27441.674914	175.064240	12	22
Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	3715	4.2062012	21230.3533682	32.243787	55.1524253	2000-2009 –> 2010-2019	8.8276122	4.6214111	37697.437594	59.002313	2	3
Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3715	4.1659029	21158.8256876	177.786510	54.2730257	2000-2009 –> 2010-2019	9.0517436	4.8858407	37936.276995	304.797878	1	3
Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3715	4.3859865	21541.3334920	55.287905	59.9507782	2000-2009 –> 2010-2019	9.3772388	4.9912524	38437.849884	99.271198	3	6
Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3715	4.3860218	21541.3933455	56.851571	57.7955454	2000-2009 –> 2010-2019	9.3778757	4.9918539	38438.581934	102.282573	4	8
Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	3715	4.3865536	21540.2941576	26.115890	58.8709350	2000-2009 –> 2010-2019	9.3784621	4.9919085	38435.543778	46.979681	5	10
Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3715	4.5117783	21751.4302889	56.783663	58.6374572	2000-2009 –> 2010-2019	9.6063863	5.0946080	38762.272640	103.594052	6	12
Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3715	4.6695010	22006.7312568	56.618726	72.1509880	2000-2009 –> 2010-2019	10.0200294	5.3505284	39290.965932	102.523979	9	16
Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3715	4.6290409	21942.0715794	56.466371	72.5108063	2000-2009 –> 2010-2019	10.0679079	5.4388669	39317.648399	102.063828	8	16
Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3715	4.6217403	21930.3442965	55.539169	72.7589123	2000-2009 –> 2010-2019	10.1275408	5.5058005	39374.147944	99.876631	7	16
Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3715	4.6763674	22017.6488473	99.187236	71.9065461	2000-2009 –> 2010-2019	10.5741303	5.8977629	39845.056799	179.970046	10	22
Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2178	2.9203741	10863.2725557	434.003073	10.1625631	1982-1999 –> 2000-2009	5.8863851	2.9660109	19929.509701	943.065315	1	3
Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2178	2.9264067	10872.2613765	98.065976	11.5878692	1982-1999 –> 2000-2009	5.8926157	2.9662090	19938.739738	208.060317	2	5
Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2178	2.9435651	10897.7274239	24.526874	11.9116321	1982-1999 –> 2000-2009	5.9205488	2.9769836	19977.302405	39.829469	3	7
Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2178	2.9570357	10917.6161179	38.935223	12.1112887	1982-1999 –> 2000-2009	5.9425652	2.9855296	20007.545147	61.211445	4	9
Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2178	3.0430674	11042.5406510	956.822590	13.0630247	1982-1999 –> 2000-2009	5.9820145	2.9389471	20075.668249	1933.085617	5	6
Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2178	3.1343838	11171.3326189	114.643103	14.4917847	1982-1999 –> 2000-2009	6.1545544	3.0201706	20302.930311	226.522523	6	12
Pacific	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2178	3.1472121	11187.1243976	414.635966	12.3187422	1982-1999 –> 2000-2009	6.2019640	3.0547519	20357.844865	903.439812	7	15
Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2178	3.1712057	11222.2075821	33.777353	14.6597974	1982-1999 –> 2000-2009	6.2177526	3.0465469	20385.213269	50.195204	8	15
Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2178	3.1862159	11242.7770471	37.901935	14.7144764	1982-1999 –> 2000-2009	6.2450728	3.0588569	20420.348152	56.844959	9	18
Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	2178	3.1880115	11243.2312434	96.075980	13.7348953	1982-1999 –> 2000-2009	6.2625765	3.0745649	20437.303449	201.722361	10	20
Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2325	2.7442328	11306.2463548	135.594988	12.9510595	2000-2009 –> 2010-2019	5.6706395	2.9264067	22178.507731	233.660965	1	3
Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2325	2.7460482	11309.3214151	24.077352	13.3605863	2000-2009 –> 2010-2019	5.6896133	2.9435651	22207.048839	48.604226	2	5
Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2325	2.7494695	11315.1112565	40.120288	13.5512905	2000-2009 –> 2010-2019	5.7065051	2.9570357	22232.727374	79.055511	3	7
Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2325	2.7981039	11396.6445129	593.383616	11.3076380	2000-2009 –> 2010-2019	5.7184780	2.9203741	22259.917069	1027.386688	4	5
Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2325	2.8959696	11556.5020384	180.833061	15.5931810	2000-2009 –> 2010-2019	6.0303534	3.1343838	22727.834657	295.476164	5	10
Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2325	2.9274262	11606.7390118	31.142834	15.9342250	2000-2009 –> 2010-2019	6.0986320	3.1712057	22828.946594	64.920186	6	13
Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2325	2.9355845	11619.6797386	43.301178	15.9840892	2000-2009 –> 2010-2019	6.1218004	3.1862159	22862.456786	81.203113	7	15
Pacific	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2325	3.0546511	11802.5581847	564.430114	12.9891451	2000-2009 –> 2010-2019	6.2018632	3.1472121	22989.682582	979.066080	11	17
Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	2325	3.0370216	11775.6436180	132.467399	14.5765615	2000-2009 –> 2010-2019	6.2250331	3.1880115	23018.874861	228.543378	8	17
Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2325	3.0447019	11787.3881408	23.445140	14.9346235	2000-2009 –> 2010-2019	6.2556278	3.2109259	23061.816882	47.361439	9	19
Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1580	1.8286027	6405.0705373	258.951663	6.3283467	1982-1999 –> 2000-2009	3.0006777	1.1720749	10947.110143	491.060260	1	2
Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1580	1.8470875	6436.8536384	45.863178	6.1421697	1982-1999 –> 2000-2009	3.0312768	1.1841893	11008.404778	70.334119	2	4
Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1580	1.8518722	6445.0287528	66.308238	6.1056386	1982-1999 –> 2000-2009	3.0400930	1.1882207	11026.333899	101.579533	3	6
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1580	2.2486498	7058.4884452	216.343128	7.2761209	1982-1999 –> 2000-2009	3.8119327	1.5632829	12427.123680	382.557435	7	11
Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	1580	2.2592402	7071.3360541	176.961933	7.3185029	1982-1999 –> 2000-2009	3.8270081	1.5677679	12446.193414	322.176256	8	13
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1580	2.2952698	7123.3330361	65.367836	7.5038433	1982-1999 –> 2000-2009	3.8868716	1.5916018	12543.493116	98.718984	9	15
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1580	2.3019373	7132.4990885	69.785684	7.5213885	1982-1999 –> 2000-2009	3.8992534	1.5973161	12562.944851	104.867285	11	18
Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1580	2.3008353	7128.9859977	30.153988	7.4705046	1982-1999 –> 2000-2009	3.9019959	1.6011607	12564.331174	45.056184	10	18
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1580	2.2072635	6999.7868564	90.745921	8.1775647	1982-1999 –> 2000-2009	3.9100778	1.7028143	12613.790728	142.947729	6	16
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1580	2.2051927	6996.8208613	82.003912	8.1579923	1982-1999 –> 2000-2009	3.9103505	1.7051577	12614.771830	129.847154	4	15
Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1871	1.8691266	7664.1814883	286.996851	5.8882151	2000-2009 –> 2010-2019	3.6977294	1.8286027	14069.252026	545.948514	1	2
Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1871	1.8827262	7691.3092868	45.177884	5.6979412	2000-2009 –> 2010-2019	3.7298137	1.8470875	14128.162925	91.041062	2	4
Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1871	1.8856732	7697.1620695	67.625457	5.6660346	2000-2009 –> 2010-2019	3.7375454	1.8518722	14142.190822	133.933696	3	6
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1871	2.1662746	8216.2673328	310.977236	8.3739704	2000-2009 –> 2010-2019	4.4149244	2.2486498	15274.755778	527.320364	4	11
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1871	2.2190958	8306.4155218	78.910649	10.9764909	2000-2009 –> 2010-2019	4.4242885	2.2051927	15303.236383	160.914561	8	12
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1871	2.2198922	8307.7581357	88.267929	10.9496962	2000-2009 –> 2010-2019	4.4271557	2.2072635	15307.544992	179.013850	9	15
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1871	2.2237606	8314.2734346	351.822171	11.1671062	2000-2009 –> 2010-2019	4.4289903	2.2052296	15311.147207	612.496849	10	15
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1871	2.2134628	8296.9046033	66.971495	8.3180768	2000-2009 –> 2010-2019	4.5087326	2.2952698	15420.237639	132.339331	6	15
Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	1871	2.2572636	8368.2295773	244.101643	6.3074395	2000-2009 –> 2010-2019	4.5165038	2.2592402	15439.565631	421.063576	12	20
Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1871	2.2174711	8303.6748414	72.563157	8.3094947	2000-2009 –> 2010-2019	4.5194084	2.3019373	15436.173930	142.348841	7	18
Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2016	1.9799843	8489.3746247	256.235853	7.3196000	1982-1999 –> 2000-2009	3.2760457	1.2960614	14071.869580	508.754898	1	4
Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2016	2.0015979	8533.1496750	39.325473	7.3781812	1982-1999 –> 2000-2009	3.2854781	1.2838802	14084.312346	68.348468	2	4
Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2016	2.0043438	8538.6772330	64.638423	7.4033814	1982-1999 –> 2000-2009	3.2866832	1.2823394	14085.855737	107.107347	3	4
Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2016	2.0201185	8570.2858605	154.014104	11.1796523	1982-1999 –> 2000-2009	3.4954543	1.4753358	14582.646504	226.496070	5	9
Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2016	2.0194887	8569.0285401	134.364905	11.2115383	1982-1999 –> 2000-2009	3.4956924	1.4762037	14583.340503	198.907678	4	9
Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2016	2.0208718	8571.7890592	519.848128	11.5060506	1982-1999 –> 2000-2009	3.5068816	1.4860098	14608.068805	896.262056	6	12
Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2016	2.2230602	8954.2633858	61.090130	11.9324545	1982-1999 –> 2000-2009	3.9000186	1.6769584	15389.646684	96.362178	7	14
Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2016	2.2231986	8954.5143605	38.430858	11.9468675	1982-1999 –> 2000-2009	3.9021730	1.6789744	15393.884091	60.964264	8	16
Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2016	2.2285536	8964.2144411	248.814373	12.1753751	1982-1999 –> 2000-2009	3.9286306	1.7000771	15445.027469	456.535968	11	20
Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2016	2.2238759	8957.7425713	29.473010	10.9407659	1982-1999 –> 2000-2009	4.1216116	1.8977357	15805.495296	45.175058	9	19
Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2325	2.0006686	9836.7527779	271.163004	6.1602735	2000-2009 –> 2010-2019	3.9806529	1.9799843	18326.127403	527.398856	1	2
Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2325	2.0212706	9884.3916892	35.744210	6.2099948	2000-2009 –> 2010-2019	4.0228685	2.0015979	18417.541364	75.069683	2	4
Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2325	2.0239209	9890.4846743	54.523721	6.2295248	2000-2009 –> 2010-2019	4.0282647	2.0043438	18429.161907	119.162144	3	6
Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2325	2.3053491	10495.8936168	25.169400	9.9000300	2000-2009 –> 2010-2019	4.5292251	2.2238759	19453.636188	54.642411	4	13
Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2325	2.3059238	10495.0525419	9.291478	10.0465660	2000-2009 –> 2010-2019	4.5299695	2.2240457	19451.102946	21.373650	5	15
Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2325	2.6232432	11096.5772427	90.354523	13.3806702	2000-2009 –> 2010-2019	4.6427318	2.0194887	19665.605783	224.719429	7	11
Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2325	2.6228187	11095.8246797	101.965976	13.3701681	2000-2009 –> 2010-2019	4.6429372	2.0201185	19666.110540	255.980079	6	11
Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2325	2.6324479	11112.8650417	412.164245	13.5187116	2000-2009 –> 2010-2019	4.6533197	2.0208718	19684.654101	932.012373	8	14
Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2325	2.7396323	11296.4444185	48.072560	12.9325030	2000-2009 –> 2010-2019	4.9626925	2.2230602	20250.707804	109.162690	10	17
Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2325	2.7397916	11296.7148099	30.926573	12.9379966	2000-2009 –> 2010-2019	4.9629902	2.2231986	20251.229170	69.357431	11	19
Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2294	1.5112558	8418.6632481	394.731940	6.8550772	1982-1999 –> 2000-2009	2.6981499	1.1868941	13248.026280	677.514831	1	2
Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2294	1.5577750	8557.7602205	71.865313	7.2260566	1982-1999 –> 2000-2009	2.7730655	1.2152905	13458.715061	113.911410	2	4
Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2294	1.5620441	8570.3164318	81.531292	7.2649149	1982-1999 –> 2000-2009	2.7808221	1.2187780	13479.948127	128.481143	3	6
Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2294	1.5713630	8597.6062925	347.567957	7.1099882	1982-1999 –> 2000-2009	2.8401213	1.2687583	13628.933269	761.255819	4	8
Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2294	1.5750166	8606.2614370	196.972633	6.9145722	1982-1999 –> 2000-2009	2.8770471	1.3020305	13713.972159	362.724230	5	12
Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2294	1.6107252	8711.1184368	47.894690	7.4263822	1982-1999 –> 2000-2009	2.8954230	1.2846978	13780.249549	95.093709	6	11
Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2294	1.6135807	8719.2449236	58.135712	7.4362501	1982-1999 –> 2000-2009	2.9007157	1.2871350	13794.114929	118.846384	8	14
Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2294	1.6124833	8714.1234656	21.257165	7.2840703	1982-1999 –> 2000-2009	2.9273332	1.3148499	13851.501118	35.356757	7	15
Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2294	1.6149201	8721.0518044	32.635404	7.3093010	1982-1999 –> 2000-2009	2.9312057	1.3162856	13861.734008	53.629252	9	18
Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2294	1.6768290	8895.6479176	18.673951	7.5823896	1982-1999 –> 2000-2009	3.1541859	1.4773569	14387.884701	32.151690	10	20
Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2989	1.7235259	11750.6713060	399.439517	7.5472992	2000-2009 –> 2010-2019	3.2347818	1.5112558	20169.334554	794.171457	2	3
Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2989	1.7161483	11725.0273003	453.549012	6.8199762	2000-2009 –> 2010-2019	3.2875113	1.5713630	20322.633593	801.116968	1	5
Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2989	1.7246754	11752.6567532	210.703159	7.4446653	2000-2009 –> 2010-2019	3.2996919	1.5750166	20358.918190	407.675791	3	8
Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2989	1.7716178	11915.1917430	59.908441	7.6161926	2000-2009 –> 2010-2019	3.3293928	1.5577750	20472.951963	131.773754	6	8
Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2989	1.7725163	11918.2227449	67.126101	7.6123871	2000-2009 –> 2010-2019	3.3345604	1.5620441	20488.539177	148.657393	8	11
Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2989	1.7660853	11896.4940545	53.264800	7.0743018	2000-2009 –> 2010-2019	3.3768104	1.6107252	20607.612491	101.159491	4	10
Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2989	1.7678492	11902.4618015	64.270029	7.1278660	2000-2009 –> 2010-2019	3.3814299	1.6135807	20621.706725	122.405741	5	13
Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2989	1.7717277	11913.5625862	18.661820	7.5834592	2000-2009 –> 2010-2019	3.3842110	1.6124833	20627.686052	39.918985	7	14
Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2989	1.7725654	11916.3882632	26.968734	7.5903971	2000-2009 –> 2010-2019	3.3874855	1.6149201	20637.440068	59.604137	9	18
Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2989	1.7793614	11941.2641248	18.011419	7.6431765	2000-2009 –> 2010-2019	3.4561904	1.6768290	20836.912042	36.685370	10	20
Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3143	1.2097060	10130.1597673	524.177794	7.1120986	1982-1999 –> 2000-2009	2.3647073	1.1550013	17487.321582	938.491640	1	2
Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3143	1.2344754	10257.5689932	684.647288	6.5820216	1982-1999 –> 2000-2009	2.3947736	1.1602982	17636.227163	1424.469662	2	4
Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3143	1.2350833	10258.6636190	199.651486	6.6150719	1982-1999 –> 2000-2009	2.3985431	1.1634598	17648.105454	378.030527	3	6
Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3143	1.2518031	10345.1888590	52.039092	7.2602798	1982-1999 –> 2000-2009	2.4288170	1.1770139	17791.045161	88.847810	4	8
Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3143	1.2573211	10372.8367364	58.469411	7.2730967	1982-1999 –> 2000-2009	2.4373171	1.1799961	17830.581226	99.361859	5	11
Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3143	1.2698298	10435.0652468	91.518400	6.7709239	1982-1999 –> 2000-2009	2.4481988	1.1783690	17886.327172	182.146351	6	11
Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3143	1.2706293	10437.0219993	15.657595	6.8122543	1982-1999 –> 2000-2009	2.4522199	1.1815905	17899.110269	28.087409	7	15
Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3143	1.2738095	10454.7353501	122.789915	6.7822667	1982-1999 –> 2000-2009	2.4542102	1.1804007	17914.090357	242.387946	8	15
Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3143	1.2749915	10458.5655402	19.197817	6.8350534	1982-1999 –> 2000-2009	2.4590587	1.1840671	17930.490491	34.673524	9	18
Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3143	1.3356837	10752.8881413	15.417674	6.1251525	1982-1999 –> 2000-2009	2.5536410	1.2179573	18359.389999	24.886425	10	20
Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3868	1.5308362	14285.0065964	634.964762	6.7498807	2000-2009 –> 2010-2019	2.7405422	1.2097060	24415.166364	1159.142556	2	3
Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3868	1.5207049	14233.6382692	814.686914	6.3984266	2000-2009 –> 2010-2019	2.7551803	1.2344754	24491.207262	1499.334201	1	3
Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3868	1.5310525	14284.0995506	225.331758	6.7462523	2000-2009 –> 2010-2019	2.7661358	1.2350833	24542.763170	424.983244	3	6
Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3868	1.5729677	14495.0389106	54.371443	6.9607344	2000-2009 –> 2010-2019	2.8247708	1.2518031	24840.227770	106.410536	8	12
Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3868	1.5618258	14440.0467076	101.852943	6.5564667	2000-2009 –> 2010-2019	2.8316556	1.2698298	24875.111954	193.371343	5	11
Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3868	1.5764492	14512.1420739	60.929957	6.9782386	2000-2009 –> 2010-2019	2.8337703	1.2573211	24884.978810	119.399367	11	16
Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3868	1.5635966	14448.8128312	131.004362	6.5335361	2000-2009 –> 2010-2019	2.8374061	1.2738095	24903.548181	253.794277	6	14
Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3868	1.5742692	14499.4371047	15.027640	6.9567291	2000-2009 –> 2010-2019	2.8448986	1.2706293	24936.459104	30.685235	9	16
Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3868	1.5780622	14518.0533326	17.169946	6.9750406	2000-2009 –> 2010-2019	2.8530537	1.2749915	24976.618873	36.367763	12	21
Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3868	1.5516826	14389.6418735	17.148187	6.3656027	2000-2009 –> 2010-2019	2.8873663	1.3356837	25142.530015	32.565861	4	14
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3082	0.9136252	8203.5132352	123.243122	3.9365775	1982-1999 –> 2000-2009	1.6887713	0.7751461	13687.088252	223.099519	1	2
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3082	0.9232754	8268.2788810	15.568686	4.0626921	1982-1999 –> 2000-2009	1.7039213	0.7806459	13785.069585	27.147149	2	5
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3082	0.9268453	8292.0665827	533.096905	4.3046360	1982-1999 –> 2000-2009	1.7074611	0.7806158	13808.676138	1234.817466	5	7
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3082	0.9234134	8269.2004708	26.626136	4.1137822	1982-1999 –> 2000-2009	1.7077830	0.7843696	13808.346964	44.998967	3	9
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3082	0.9252200	8281.2483671	28.092599	4.1514950	1982-1999 –> 2000-2009	1.7101869	0.7849669	13823.971182	47.403428	4	12
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3082	0.9308124	8318.3932468	66.066678	4.3397800	1982-1999 –> 2000-2009	1.7146344	0.7838220	13854.259227	121.890976	6	10
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3082	0.9324208	8329.0352110	66.408163	4.3570627	1982-1999 –> 2000-2009	1.7163798	0.7839590	13865.722216	119.840530	7	12
Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	3082	0.9427497	8394.9417172	20.855132	4.4234744	1982-1999 –> 2000-2009	1.7277196	0.7849699	13935.682862	35.883464	9	18
Pacific	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	3082	0.9462493	8417.7807588	18.397839	4.4404902	1982-1999 –> 2000-2009	1.7306666	0.7844174	13955.213648	31.790353	10	17
Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3082	0.9379489	8365.4725623	644.162749	4.7170087	1982-1999 –> 2000-2009	1.7340331	0.7960841	13974.265015	1440.767361	8	20
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4013	1.0740350	11975.6383145	588.717696	4.3330992	2000-2009 –> 2010-2019	2.0008803	0.9268453	20267.704897	1121.814602	3	8
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4013	1.0753650	11985.5712666	83.414446	4.3179694	2000-2009 –> 2010-2019	2.0061774	0.9308124	20303.964513	149.481124	4	10
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4013	1.0772277	11999.4608495	83.803072	4.3335311	2000-2009 –> 2010-2019	2.0096484	0.9324208	20328.496061	150.211235	5	12
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4013	1.1011459	12175.7164559	148.118144	4.9091498	2000-2009 –> 2010-2019	2.0147711	0.9136252	20379.229691	271.361265	9	10
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4013	1.0921426	12109.8239749	35.428292	4.7208908	2000-2009 –> 2010-2019	2.0155560	0.9234134	20379.024446	62.054428	8	11
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4013	1.0909273	12100.8882473	37.383657	4.6881608	2000-2009 –> 2010-2019	2.0161474	0.9252200	20382.136614	65.476256	7	11
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	4013	1.0693733	11940.7269442	45.589192	4.2353798	2000-2009 –> 2010-2019	2.0226750	0.9533017	20406.277670	80.625650	2	13
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	4013	1.1218849	12325.4723184	19.653375	5.1290365	2000-2009 –> 2010-2019	2.0451602	0.9232754	20593.751199	35.222061	12	14
Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	4013	1.1097519	12236.2002466	24.028848	4.9337330	2000-2009 –> 2010-2019	2.0525016	0.9427497	20631.141964	44.883979	10	19
Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	4013	1.0666996	11920.6342843	58.688489	4.0226692	2000-2009 –> 2010-2019	2.0586803	0.9919808	20631.341523	104.297545	1	16
Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1300	0.4331991	1528.1897844	114.296662	2.0140706	1982-1999 –> 2000-2009	0.8404958	0.4072967	2413.883575	224.878283	1	2
Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1300	0.4337334	1531.3946746	124.298178	2.0283367	1982-1999 –> 2000-2009	0.8412259	0.4074925	2417.893168	240.071242	2	4
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1300	0.4454380	1600.6277128	400.000546	1.8689397	1982-1999 –> 2000-2009	0.8892462	0.4438081	2630.035255	746.657217	3	13
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1300	0.4845589	1819.4976723	65.004727	3.3124242	1982-1999 –> 2000-2009	0.9057058	0.4211469	2761.169916	135.574685	15	19
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1300	0.4850066	1821.8990093	69.777134	3.3165679	1982-1999 –> 2000-2009	0.9060721	0.4210655	2763.247490	142.659694	16	19
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1300	0.4759811	1773.0597672	90.808639	2.2050151	1982-1999 –> 2000-2009	0.9104545	0.4344734	2766.881929	152.427516	8	16
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1300	0.4759852	1773.0822440	97.349638	2.2049101	1982-1999 –> 2000-2009	0.9104946	0.4345094	2767.043278	160.976987	9	18
Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	1300	0.4773821	1778.7009689	316.150861	2.2119244	1982-1999 –> 2000-2009	0.9224399	0.4450578	2810.815520	619.931949	11	22
Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1300	0.5030071	1914.6477830	52.887393	2.9759593	1982-1999 –> 2000-2009	0.9289651	0.4259580	2873.334819	111.786054	17	22
Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1300	0.5037491	1918.4800987	48.999237	2.9591659	1982-1999 –> 2000-2009	0.9304273	0.4266782	2879.995298	105.724658	18	24
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1567	0.5137218	2373.4792740	436.440173	1.8956447	2000-2009 –> 2010-2019	0.9591598	0.4454380	3974.106987	836.440719	1	4
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1567	0.5182115	2400.7500151	39.870397	1.9516736	2000-2009 –> 2010-2019	0.9823971	0.4641856	4108.566318	63.059747	4	8
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1567	0.5163749	2389.6233735	59.539639	1.9204632	2000-2009 –> 2010-2019	0.9840340	0.4676590	4116.822379	91.367656	2	8
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1567	0.5165528	2390.7023433	57.156823	1.9234753	2000-2009 –> 2010-2019	0.9842051	0.4676524	4117.864279	87.767903	3	8
Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1567	0.5543058	2611.7716865	146.920858	2.2310382	2000-2009 –> 2010-2019	0.9875049	0.4331991	4139.961471	261.217520	17	18
Pacific	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1567	0.5199151	2409.0361749	37.099869	1.9712403	2000-2009 –> 2010-2019	0.9875792	0.4676641	4134.263325	59.757945	5	12
Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1567	0.5551550	2616.5693128	157.307905	2.2351641	2000-2009 –> 2010-2019	0.9888884	0.4337334	4147.963987	281.606084	18	20
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1567	0.5230901	2430.1165632	154.119800	1.9741813	2000-2009 –> 2010-2019	0.9990753	0.4759852	4203.198807	251.469439	6	15
Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1567	0.5231004	2430.1783063	145.986977	1.9739792	2000-2009 –> 2010-2019	0.9990815	0.4759811	4203.238074	236.795616	7	15
Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1567	0.5239142	2433.0498952	7.082771	1.9547613	2000-2009 –> 2010-2019	0.9999730	0.4760589	4204.534274	11.333403	8	18
Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1548	0.3225270	903.6975713	149.172575	1.7168450	1982-1999 –> 2000-2009	0.6116206	0.2890937	1252.925258	332.450690	1	4
Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1548	0.3227910	906.2314595	137.493955	1.7166476	1982-1999 –> 2000-2009	0.6125340	0.2897429	1259.685427	309.510509	2	6
Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1548	0.3237498	915.4136366	947.005694	1.7156807	1982-1999 –> 2000-2009	0.6156387	0.2918889	1282.770173	1804.066674	3	8
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1548	0.3427808	1092.2575206	113.496385	1.7452466	1982-1999 –> 2000-2009	0.6301729	0.2873921	1430.363726	258.739461	4	5
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1548	0.3428659	1093.0257660	106.062714	1.7464999	1982-1999 –> 2000-2009	0.6306778	0.2878119	1433.881744	244.097363	5	7
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1548	0.3790810	1403.8968276	107.909257	1.8299315	1982-1999 –> 2000-2009	0.6940593	0.3149783	1914.683403	180.277469	8	14
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1548	0.3790599	1403.7243533	100.836184	1.8301664	1982-1999 –> 2000-2009	0.6940644	0.3150045	1914.667556	169.618496	7	14
Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	1548	0.3832879	1436.0660193	671.695834	1.8983670	1982-1999 –> 2000-2009	0.6995602	0.3162723	1952.576114	1369.633443	10	20
Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1548	0.3843981	1445.0209363	40.109330	1.9039943	1982-1999 –> 2000-2009	0.7000733	0.3156752	1957.971004	71.082459	11	20
Pacific	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1548	0.3845734	1446.4320292	43.262780	1.9049501	1982-1999 –> 2000-2009	0.7001486	0.3155753	1958.785562	76.046730	12	20
Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1944	0.3481296	1428.2916729	218.708332	1.4274061	2000-2009 –> 2010-2019	0.6706566	0.3225270	2331.989244	367.880907	3	4
Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1944	0.3479214	1425.9657158	205.635649	1.4259631	2000-2009 –> 2010-2019	0.6707125	0.3227910	2332.197175	343.129604	2	4
Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1944	0.3473603	1419.6904719	931.731470	1.4218052	2000-2009 –> 2010-2019	0.6711101	0.3237498	2335.104109	1878.737165	1	4
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1944	0.3501393	1450.6715008	647.114543	1.4704230	2000-2009 –> 2010-2019	0.7143043	0.3641650	2730.286216	1141.517122	4	10
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1944	0.3867240	1837.0617056	218.795896	1.5064031	2000-2009 –> 2010-2019	0.7295048	0.3427808	2929.319226	332.292280	21	25
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1944	0.3869293	1839.1254586	208.312895	1.5068378	2000-2009 –> 2010-2019	0.7297952	0.3428659	2932.151224	314.375609	23	28
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1944	0.3567146	1523.0080059	153.417439	1.5267096	2000-2009 –> 2010-2019	0.7415689	0.3848542	2973.700381	225.069355	5	18
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1944	0.3584676	1542.0671888	144.105989	1.5376123	2000-2009 –> 2010-2019	0.7456009	0.3871334	3011.040379	211.506829	6	20
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1944	0.3719340	1685.4500054	155.456214	1.5062702	2000-2009 –> 2010-2019	0.7509939	0.3790599	3089.174359	256.292398	9	16
Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1944	0.3719327	1685.4365087	163.364854	1.5060629	2000-2009 –> 2010-2019	0.7510137	0.3790810	3089.333336	271.274111	8	16
Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1691	0.2835241	549.9808582	64.777938	1.5363147	1982-1999 –> 2000-2009	0.5587791	0.2752550	857.572332	108.674518	3	5
Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1691	0.2835554	550.3539712	64.728729	1.5357459	1982-1999 –> 2000-2009	0.5589078	0.2753524	858.751076	106.807497	4	7
Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1691	0.2756105	454.2414799	664.435624	1.4043681	1982-1999 –> 2000-2009	0.5668188	0.2912083	890.177285	1655.846299	1	5
Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1691	0.2761241	460.5372694	622.448509	1.4034289	1982-1999 –> 2000-2009	0.5674673	0.2913433	897.528842	1550.136935	2	7
Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1691	0.3032926	777.9304746	54.073305	1.5259479	1982-1999 –> 2000-2009	0.5750662	0.2717736	1056.525809	90.672081	8	9
Pacific	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1691	0.2937882	668.2515458	35.673025	1.4622155	1982-1999 –> 2000-2009	0.5859096	0.2921214	1109.318729	61.433024	5	12
Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1691	0.2939441	670.0457781	33.329582	1.4617889	1982-1999 –> 2000-2009	0.5863708	0.2924267	1113.492834	57.361411	6	14
Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	1691	0.2953628	686.3294892	864.077193	1.4542950	1982-1999 –> 2000-2009	0.5895953	0.2942324	1143.799969	1549.458963	7	16
Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1691	0.3083484	831.8426373	27.436699	1.4766302	1982-1999 –> 2000-2009	0.6001931	0.2918447	1270.751669	48.056098	11	17
Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	1691	0.3049928	794.8368777	753.696165	1.3155627	1982-1999 –> 2000-2009	0.6350279	0.3300351	1513.887455	1350.375019	9	19
Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2493	0.2404046	-18.3753097	839.358359	1.2687039	2000-2009 –> 2010-2019	0.5160152	0.2756105	435.866170	1503.793983	1	2
Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2493	0.2406436	-13.4211289	788.690820	1.2697456	2000-2009 –> 2010-2019	0.5167677	0.2761241	447.116140	1411.139329	2	4
Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2493	0.2514278	205.1597206	91.543114	1.4808097	2000-2009 –> 2010-2019	0.5349520	0.2835241	755.140579	156.321052	3	6
Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2493	0.2515047	206.6845881	91.426230	1.4803347	2000-2009 –> 2010-2019	0.5350601	0.2835554	757.038559	156.154959	4	8
Pacific	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2493	0.2519753	214.0053591	42.250036	1.4381775	2000-2009 –> 2010-2019	0.5457636	0.2937882	882.256905	77.923062	5	10
Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2493	0.2520794	216.0631217	39.578551	1.4366237	2000-2009 –> 2010-2019	0.5460235	0.2939441	886.108900	72.908133	6	12
Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	2493	0.2528363	231.0115650	772.273221	1.4248406	2000-2009 –> 2010-2019	0.5481991	0.2953628	917.341054	1636.350414	7	14
Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2493	0.2670632	505.9611267	79.781981	1.5593763	2000-2009 –> 2010-2019	0.5703558	0.3032926	1283.891601	133.855286	8	16
Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2493	0.2670880	504.4247450	33.883346	1.5631918	2000-2009 –> 2010-2019	0.5754364	0.3083484	1336.267382	61.320044	9	20
Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	2493	0.2760834	669.5856453	885.071184	1.3530916	2000-2009 –> 2010-2019	0.5810763	0.3049928	1464.422523	1638.767349	11	20
Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1096	0.1778065	-661.4008034	54.256103	1.0555187	1982-1999 –> 2000-2009	0.3511738	0.1733673	-1193.517419	103.384348	1	2
Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1096	0.1882948	-535.7706336	799.544798	1.1012063	1982-1999 –> 2000-2009	0.3704096	0.1821148	-987.256971	1642.885252	2	6
Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1096	0.1884201	-534.3133053	77.414971	1.1023679	1982-1999 –> 2000-2009	0.3705116	0.1820916	-986.008327	150.470371	3	6
Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1096	0.1884357	-534.1309372	77.405791	1.1024714	1982-1999 –> 2000-2009	0.3705245	0.1820888	-985.851190	150.466720	4	6
Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	1096	0.1885004	-535.3790191	688.496210	1.1587054	1982-1999 –> 2000-2009	0.3719342	0.1834338	-977.043922	1379.076094	5	10
Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1096	0.1928498	-485.3757954	26.575580	0.9907108	1982-1999 –> 2000-2009	0.3818547	0.1890049	-878.033274	53.750533	6	12
Pacific	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1096	0.1993806	-412.3737943	40.869291	0.9726609	1982-1999 –> 2000-2009	0.3944662	0.1950856	-753.163861	81.369838	7	14
Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1096	0.1994858	-411.2173438	37.526290	0.9711893	1982-1999 –> 2000-2009	0.3946872	0.1952014	-751.035098	74.463581	8	16
Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	1096	0.2006925	-397.9981677	684.565813	0.9859997	1982-1999 –> 2000-2009	0.3972254	0.1965329	-726.680521	1383.275379	9	18
Pacific	(28.05,28.1]	3	cstar_tref ~ aou + silicate + phosphate	1096	0.2036727	-367.6869045	631.213462	1.1730551	1982-1999 –> 2000-2009	0.4003052	0.1966325	-697.539309	1258.327701	10	20
Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1346	0.1835468	-729.9262737	79.404522	0.9975650	2000-2009 –> 2010-2019	0.3613533	0.1778065	-1391.327077	133.660624	1	2
Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1346	0.1955932	-558.8035213	954.449018	0.9564116	2000-2009 –> 2010-2019	0.3838880	0.1882948	-1094.574155	1753.993816	3	5
Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1346	0.1956059	-558.6277493	112.906044	0.9600685	2000-2009 –> 2010-2019	0.3840260	0.1884201	-1092.941055	190.321015	4	7
Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1346	0.1956073	-558.6088475	112.925106	0.9604214	2000-2009 –> 2010-2019	0.3840430	0.1884357	-1092.739785	190.330898	5	9
Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	1346	0.1956566	-559.9305323	878.306933	0.9914944	2000-2009 –> 2010-2019	0.3841570	0.1885004	-1095.309551	1566.803143	6	11
Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1346	0.1934749	-590.1166844	30.064516	0.9041150	2000-2009 –> 2010-2019	0.3863247	0.1928498	-1075.492480	56.640096	2	8
Pacific	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1346	0.2004384	-494.9295956	47.549789	0.9747610	2000-2009 –> 2010-2019	0.3998190	0.1993806	-907.303390	88.419080	7	14
Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1346	0.2004804	-494.3653304	43.685182	0.9756938	2000-2009 –> 2010-2019	0.3999663	0.1994858	-905.582674	81.211472	8	16
Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	1346	0.2011254	-485.7192848	725.491217	0.9808675	2000-2009 –> 2010-2019	0.4018179	0.2006925	-883.717453	1410.057031	9	18
Pacific	(28.05,28.1]	3	cstar_tref ~ aou + silicate + phosphate	1346	0.2024527	-470.0116548	712.663511	0.9626883	2000-2009 –> 2010-2019	0.4061254	0.2036727	-837.698559	1343.876973	10	20
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2400	0.2430211	34.7912790	62.901607	0.7662511	1982-1999 –> 2000-2009	0.4942804	0.2512593	171.666421	124.797999	1	2
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2400	0.2430236	34.8412182	62.891763	0.7663573	1982-1999 –> 2000-2009	0.4942950	0.2512714	171.873958	124.767680	2	4
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2400	0.2430355	35.0761960	427.175223	0.7667482	1982-1999 –> 2000-2009	0.4943525	0.2513169	172.699847	908.240521	3	6
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2400	0.2467663	108.1991052	552.281424	0.8447217	1982-1999 –> 2000-2009	0.5006674	0.2539011	279.193275	1252.309337	5	9
Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	2400	0.2467748	106.3651294	422.781245	0.8440420	1982-1999 –> 2000-2009	0.5010001	0.2542253	279.521154	869.516724	6	11
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2400	0.2436482	47.1609333	71.200130	0.7654862	1982-1999 –> 2000-2009	0.5068647	0.2632166	335.691989	133.911578	4	10
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2400	0.2489585	150.6541459	186.062728	0.8940139	1982-1999 –> 2000-2009	0.5235722	0.2746137	577.455760	381.987956	7	21
Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2400	0.2511966	191.6113678	62.163948	0.9356436	1982-1999 –> 2000-2009	0.5262029	0.2750064	621.074000	123.600671	10	25
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2400	0.2579173	320.3461786	191.340089	0.8440210	1982-1999 –> 2000-2009	0.5265510	0.2686337	675.330149	428.739609	12	19
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2400	0.2579264	320.5167215	173.965235	0.8440920	1982-1999 –> 2000-2009	0.5265911	0.2686647	675.876010	383.904305	13	21
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2711	0.2085824	-791.0727017	88.648579	1.0252994	2000-2009 –> 2010-2019	0.4522306	0.2436482	-743.911768	159.848708	1	5
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2711	0.2108252	-733.0835149	643.308945	1.0395945	2000-2009 –> 2010-2019	0.4538607	0.2430355	-698.007319	1070.484168	2	5
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2711	0.2108695	-731.9448553	82.898246	1.0404240	2000-2009 –> 2010-2019	0.4538931	0.2430236	-697.103637	145.790009	3	5
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2711	0.2108762	-731.7727656	82.944629	1.0406224	2000-2009 –> 2010-2019	0.4538973	0.2430211	-696.981487	145.846236	4	5
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2711	0.2115210	-715.2175355	242.301592	1.1534915	2000-2009 –> 2010-2019	0.4612284	0.2497074	-550.147185	401.383463	5	12
Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2711	0.2123749	-693.3746196	286.291651	1.1731225	2000-2009 –> 2010-2019	0.4613334	0.2489585	-542.720474	472.354379	6	12
Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	2711	0.2150476	-627.5640674	606.563679	0.8824676	2000-2009 –> 2010-2019	0.4618224	0.2467748	-521.198938	1029.344924	8	13
Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2711	0.2126200	-689.1200457	88.647649	1.1686810	2000-2009 –> 2010-2019	0.4623384	0.2497184	-525.837517	159.627172	7	15
Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2711	0.2156668	-611.9753160	82.414281	1.2178260	2000-2009 –> 2010-2019	0.4668634	0.2511966	-420.363948	144.578230	9	18
Pacific	(28.1,28.2]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2711	0.2174115	-568.2882624	79.838466	1.2730396	2000-2009 –> 2010-2019	0.4736344	0.2562228	-281.580544	138.626448	10	20
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	5642	0.2686762	1195.3229657	467.022550	1.1015272	1982-1999 –> 2000-2009	0.5677094	0.2990332	3119.198651	960.852471	1	2
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5642	0.2727079	1363.3913319	549.446659	1.2223932	1982-1999 –> 2000-2009	0.5793047	0.3065968	3512.578147	1112.948674	3	5
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	5642	0.2720063	1334.3219703	22.358421	1.2360768	1982-1999 –> 2000-2009	0.5834566	0.3114503	3625.179106	43.049731	2	5
Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	5642	0.2764305	1514.3818646	18.970872	1.2260146	1982-1999 –> 2000-2009	0.5937410	0.3173105	3971.379892	35.045131	4	8
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5642	0.2853178	1873.4543359	435.824843	1.3006008	1982-1999 –> 2000-2009	0.6106746	0.3253568	4558.327032	781.513583	8	14
Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	5642	0.2853180	1871.4645376	406.500359	1.2993990	1982-1999 –> 2000-2009	0.6106749	0.3253569	4554.340679	741.929917	9	16
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5642	0.2853462	1874.5802267	332.801211	1.3004310	1982-1999 –> 2000-2009	0.6107227	0.3253764	4559.998019	597.338334	10	18
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	5642	0.2853594	1875.0990052	368.274947	1.2998605	1982-1999 –> 2000-2009	0.6107400	0.3253806	4560.632505	665.090473	11	20
Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	5642	0.2859846	1897.7974291	3.479443	1.2546015	1982-1999 –> 2000-2009	0.6114966	0.3255120	4584.971140	6.923415	13	23
Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	5642	0.2860568	1900.6455194	320.981158	1.2880822	1982-1999 –> 2000-2009	0.6120566	0.3259998	4601.327765	567.716271	14	26
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	8598	0.2631015	1453.7050684	554.513029	1.4208052	2000-2009 –> 2010-2019	0.5317777	0.2686762	2649.028034	1021.535579	2	3
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	8598	0.2622152	1395.6779676	599.775045	1.4721939	2000-2009 –> 2010-2019	0.5349231	0.2727079	2759.069299	1149.221704	1	4
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	8598	0.2632756	1465.0805160	26.007476	1.5188192	2000-2009 –> 2010-2019	0.5352819	0.2720063	2799.402486	48.365897	3	5
Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	8598	0.2636652	1488.5067321	24.107977	1.4573001	2000-2009 –> 2010-2019	0.5400957	0.2764305	3002.888597	43.078848	4	8
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	8598	0.2676202	1746.5353063	659.722873	1.6223728	2000-2009 –> 2010-2019	0.5529380	0.2853178	3619.989642	1095.547716	6	14
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	8598	0.2676333	1747.3763182	500.513699	1.6230987	2000-2009 –> 2010-2019	0.5529796	0.2853462	3621.956545	833.314910	8	18
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	8598	0.2676330	1747.3557999	528.676462	1.6232005	2000-2009 –> 2010-2019	0.5529924	0.2853594	3622.454805	896.951409	7	18
Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	8598	0.2676336	1745.3961626	2.974301	1.6228193	2000-2009 –> 2010-2019	0.5536183	0.2859846	3643.193592	6.453743	9	22
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	8598	0.2671468	1716.0849471	253.244203	1.6110127	2000-2009 –> 2010-2019	0.5538404	0.2866937	3643.822977	471.968341	5	22
Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	8598	0.2698969	1892.2052921	645.705931	1.5155234	2000-2009 –> 2010-2019	0.5546601	0.2847631	3743.703308	1269.181342	18	23
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1646	0.1337968	-1936.4912537	589.945071	0.5408340	1982-1999 –> 2000-2009	0.2423502	0.1085534	-3830.238163	1136.983366	1	2
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1646	0.1348652	-1910.3101219	306.384545	0.6261560	1982-1999 –> 2000-2009	0.2462690	0.1114039	-3742.367771	699.596313	2	9
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1646	0.1358888	-1885.4165882	165.520803	0.5503656	1982-1999 –> 2000-2009	0.2467745	0.1108856	-3728.572089	310.738732	3	6
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1646	0.1362606	-1876.4239687	808.043710	0.5350937	1982-1999 –> 2000-2009	0.2470189	0.1107584	-3722.312720	1637.496562	4	6
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1646	0.1365722	-1868.9024158	124.655806	0.5391039	1982-1999 –> 2000-2009	0.2475203	0.1109481	-3710.718483	240.146272	5	9
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1646	0.1365959	-1868.3321359	125.601735	0.5392986	1982-1999 –> 2000-2009	0.2475656	0.1109697	-3709.683811	241.860062	6	11
Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1646	0.1367218	-1867.2988133	76.023101	0.5412724	1982-1999 –> 2000-2009	0.2478618	0.1111400	-3707.001375	136.039343	8	14
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1646	0.1367093	-1865.5995679	294.580782	0.6279829	1982-1999 –> 2000-2009	0.2484449	0.1117356	-3690.581612	704.130618	7	15
Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1646	0.1372870	-1853.7190523	118.619910	0.5931199	1982-1999 –> 2000-2009	0.2490432	0.1117562	-3680.262142	212.067951	9	19
Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1646	0.1380734	-1834.9160962	93.051606	0.5776780	1982-1999 –> 2000-2009	0.2498255	0.1117522	-3661.544788	178.550403	10	19
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1267	0.1639673	-972.1046642	758.513717	0.9057806	2000-2009 –> 2010-2019	0.2977642	0.1337968	-2908.595918	1348.458788	1	2
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1267	0.1665152	-933.0317984	274.038974	0.8588306	2000-2009 –> 2010-2019	0.3013804	0.1348652	-2843.341920	580.423518	4	6
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1267	0.1665147	-933.0395022	225.783893	0.8695890	2000-2009 –> 2010-2019	0.3024036	0.1358888	-2818.456090	391.304697	3	6
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1267	0.1665103	-933.1065638	306.662481	0.8537399	2000-2009 –> 2010-2019	0.3032196	0.1367093	-2798.706132	601.243263	2	8
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1267	0.1669449	-926.5010081	154.659444	0.9062834	2000-2009 –> 2010-2019	0.3035408	0.1365959	-2794.833144	280.261179	6	11
Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1267	0.1670425	-925.0211324	153.648255	0.9061550	2000-2009 –> 2010-2019	0.3036147	0.1365722	-2793.923548	278.304061	7	11
Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1267	0.1665356	-934.7224891	164.835261	0.8644093	2000-2009 –> 2010-2019	0.3038225	0.1372870	-2788.441541	283.455170	5	13
Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1267	0.1670651	-926.6777679	106.057826	0.9020071	2000-2009 –> 2010-2019	0.3051385	0.1380734	-2761.593864	199.109432	8	17
Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1267	0.1685923	-903.6186473	90.199108	0.8945714	2000-2009 –> 2010-2019	0.3053141	0.1367218	-2770.917461	166.222209	10	17
Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1267	0.1671968	-924.6809387	128.143454	0.8903917	2000-2009 –> 2010-2019	0.3057341	0.1385373	-2748.553541	227.866509	9	19
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	22	0.2051114	6.7284003	278.775798	0.6404091	1982-1999 –> 2000-2009	0.8738289	0.6687176	69.522562	956.593218	1	2
SO	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	22	0.2083864	7.4254086	288.117977	0.6170004	1982-1999 –> 2000-2009	0.8905245	0.6821381	71.173344	1041.475913	2	4
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	22	0.2403368	13.7018706	309.007838	0.5563032	1982-1999 –> 2000-2009	0.9601213	0.7197846	80.028362	999.711720	3	6
SO	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	22	0.5006680	45.9935683	20.450394	0.9799100	1982-1999 –> 2000-2009	1.3550064	0.8543384	120.546077	92.243345	4	10
SO	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	22	0.5833252	52.7168382	328.007552	1.2607071	1982-1999 –> 2000-2009	1.4016095	0.8182843	125.199707	1058.816706	6	11
SO	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	22	0.6563230	57.9048000	359.740300	1.4151918	1982-1999 –> 2000-2009	1.4683157	0.8119927	130.017181	1308.246632	9	13
SO	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	22	0.5770284	52.2392921	20.479171	1.1213309	1982-1999 –> 2000-2009	1.5054516	0.9284231	130.783493	92.703465	5	14
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	22	0.5876489	53.0417673	28.661348	1.1257809	1982-1999 –> 2000-2009	1.5130389	0.9253900	131.428896	116.574602	7	15
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	22	0.6024406	54.1355853	31.770852	1.1447425	1982-1999 –> 2000-2009	1.5246437	0.9222030	132.357121	185.694636	8	15
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	22	0.6966206	60.5266613	25.221251	1.3820153	1982-1999 –> 2000-2009	1.7102299	1.0136093	143.284553	127.349530	10	20
SO	(26,26.5]	4	cstar_tref ~ sal + temp + aou + silicate	8	0.1168449	0.3524964	399.043205	0.2318654	2000-2009 –> 2010-2019	1.0023111	0.8854662	69.433586	406.335827	12	13
SO	(26,26.5]	3	cstar_tref ~ sal + temp + phosphate_star	8	0.1669345	4.0605595	546.368720	0.2875084	2000-2009 –> 2010-2019	1.6056388	1.4387043	92.498542	559.301761	28	31
SO	(26,26.5]	4	cstar_tref ~ sal + temp + nitrate + silicate	8	0.1741677	6.7392337	347.795412	0.3708330	2000-2009 –> 2010-2019	1.6110233	1.4368556	97.120642	356.281583	31	33
SO	(26,26.5]	4	cstar_tref ~ sal + temp + silicate + phosphate	8	0.1694577	6.3005858	328.337597	0.3581004	2000-2009 –> 2010-2019	1.6369952	1.4675375	97.611657	337.692476	30	34
SO	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	8	0.1098458	-0.6358211	614.084138	0.2155016	2000-2009 –> 2010-2019	1.8066770	1.6968311	97.063023	632.814478	2	7
SO	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	8	0.1091704	-0.7345121	596.701632	0.2136923	2000-2009 –> 2010-2019	1.8407357	1.7315653	97.855919	615.526844	1	8
SO	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	8	0.1116572	-0.3741362	657.860486	0.2173968	2000-2009 –> 2010-2019	1.8490316	1.7373745	98.363661	677.379720	4	12
SO	(26,26.5]	3	cstar_tref ~ temp + nitrate + phosphate_star	8	0.1448941	1.7949824	47.587008	0.2173103	2000-2009 –> 2010-2019	1.8631302	1.7182361	98.045400	61.089062	21	27
SO	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	8	0.1136787	-0.0870554	324.166013	0.2352844	2000-2009 –> 2010-2019	1.8699790	1.7563004	99.127460	336.849827	9	18
SO	(26,26.5]	3	cstar_tref ~ temp + phosphate + phosphate_star	8	0.1451054	1.8182983	44.318902	0.2174659	2000-2009 –> 2010-2019	1.9078462	1.7627408	99.193868	58.192349	22	32
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	95	1.0753662	297.4039655	54.283682	2.9643077	1982-1999 –> 2000-2009	2.2447907	1.1694244	585.532303	177.208508	2	3
SO	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	95	1.0583666	294.3764108	55.875777	3.1273826	1982-1999 –> 2000-2009	2.3217610	1.2633944	595.953280	180.642755	1	3
SO	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	95	1.1052284	300.6081957	54.274811	3.0883117	1982-1999 –> 2000-2009	2.4042178	1.2989894	605.019567	176.438909	3	7
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	95	1.2609827	327.6576756	50.944594	3.4238566	1982-1999 –> 2000-2009	2.5524502	1.2914675	633.058559	204.207885	5	8
SO	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	95	1.2514930	326.2224027	73.425732	3.4801192	1982-1999 –> 2000-2009	2.6597897	1.4082966	646.691984	260.914930	4	10
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	95	1.3527034	340.9982965	56.992762	3.5331615	1982-1999 –> 2000-2009	2.7253490	1.3726456	657.006355	201.232325	8	13
SO	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	95	1.2845927	329.1822497	43.981867	3.5454369	1982-1999 –> 2000-2009	2.7334600	1.4488673	652.593631	196.341027	6	13
SO	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	95	1.3238834	336.9065105	58.942074	3.5356114	1982-1999 –> 2000-2009	2.8065644	1.4826810	666.332053	210.837824	7	15
SO	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	95	1.3705324	341.4861895	56.963024	3.6392743	1982-1999 –> 2000-2009	2.9100317	1.5394993	675.455048	201.184214	9	18
SO	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	95	1.4659894	356.2790864	231.646941	3.7276890	1982-1999 –> 2000-2009	3.1300118	1.6640224	705.781769	754.975604	10	20
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	23	0.6604643	60.1898095	99.241726	1.3849683	2000-2009 –> 2010-2019	1.7358305	1.0753662	357.593775	153.525408	3	5
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	23	0.6578918	60.0102921	86.441181	1.4130519	2000-2009 –> 2010-2019	1.9188745	1.2609827	387.667968	137.385775	2	7
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	23	0.6576319	59.9921149	61.293995	1.4355823	2000-2009 –> 2010-2019	2.0103353	1.3527034	400.990411	118.286756	1	9
SO	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	23	1.1120371	84.1560750	93.362568	2.2556977	2000-2009 –> 2010-2019	2.1704037	1.0583666	378.532486	149.238346	5	6
SO	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	23	0.6725915	61.0267858	742.336285	1.5109717	2000-2009 –> 2010-2019	2.1798021	1.5072106	422.574628	1225.028295	4	15
SO	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	23	1.1124654	82.1737877	70.593260	2.2106254	2000-2009 –> 2010-2019	2.2176937	1.1052284	382.781983	124.868070	6	9
SO	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	23	1.1950226	87.4667675	77.712869	2.3670832	2000-2009 –> 2010-2019	2.4465157	1.2514930	413.689170	151.138601	7	11
SO	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	23	1.1962641	85.5145327	48.619396	2.2884511	2000-2009 –> 2010-2019	2.4808569	1.2845927	414.696782	92.601263	8	14
SO	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	23	1.2723463	90.3508553	44.782926	2.3566465	2000-2009 –> 2010-2019	2.5962297	1.3238834	427.257366	103.725000	9	16
SO	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	23	1.2743812	88.4243672	35.057609	2.4146413	2000-2009 –> 2010-2019	2.6449137	1.3705324	429.910557	92.020633	10	19
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	286	1.8636377	1181.7201900	53.768059	7.2849355	1982-1999 –> 2000-2009	3.5633584	1.6997207	2419.944927	105.984770	1	3
SO	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	286	2.0215448	1228.2418991	49.627554	7.3943899	1982-1999 –> 2000-2009	3.7196292	1.6980844	2465.861799	101.468096	3	4
SO	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	286	2.0426407	1232.1800709	49.607841	6.9218769	1982-1999 –> 2000-2009	3.7514593	1.7088186	2471.757299	100.551840	4	7
SO	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	286	2.0035604	1223.1304089	55.400147	7.7966925	1982-1999 –> 2000-2009	3.8169966	1.8134361	2502.024147	112.538055	2	6
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	286	2.0704393	1241.9120176	50.525652	8.1764362	1982-1999 –> 2000-2009	3.9484004	1.8779611	2542.762656	112.310780	5	12
SO	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	286	2.1977741	1276.0514270	57.937469	7.9487615	1982-1999 –> 2000-2009	4.0162915	1.8185174	2556.702345	119.623299	6	11
SO	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	286	2.2194790	1279.6727007	52.761734	7.3891510	1982-1999 –> 2000-2009	4.0480845	1.8286055	2561.797808	108.767045	7	13
SO	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	286	2.2647959	1293.2340538	48.254189	8.4578897	1982-1999 –> 2000-2009	4.1568394	1.8920435	2598.776340	105.956516	8	16
SO	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	286	2.2968676	1299.2773142	47.543466	7.6711268	1982-1999 –> 2000-2009	4.1946578	1.8977902	2604.724116	105.162162	10	19
SO	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	286	2.2790405	1296.8204145	360.267754	8.6636306	1982-1999 –> 2000-2009	4.3247219	2.0456814	2651.392845	762.966217	9	20
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	157	1.4820144	583.0750032	66.462271	4.1196343	2000-2009 –> 2010-2019	3.3456521	1.8636377	1764.795193	120.230330	4	5
SO	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	157	1.5292351	592.9237568	66.660546	4.4271722	2000-2009 –> 2010-2019	3.5327956	2.0035604	1816.054166	122.060693	7	9
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	157	1.5979686	606.7289219	64.887989	4.9172240	2000-2009 –> 2010-2019	3.6684079	2.0704393	1848.640940	115.413640	8	13
SO	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	157	1.6749333	621.4995331	45.587897	6.1664374	2000-2009 –> 2010-2019	3.6964782	2.0215448	1849.741432	95.215452	11	14
SO	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	157	1.6751245	619.5353744	45.003678	6.1575067	2000-2009 –> 2010-2019	3.7177652	2.0426407	1851.715445	94.611518	12	16
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	157	1.4191950	569.4748999	25.119878	4.5675075	2000-2009 –> 2010-2019	3.8319866	2.4127916	1898.916438	58.665091	1	14
SO	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	157	1.4280946	571.4378080	28.943330	4.6225068	2000-2009 –> 2010-2019	3.8581877	2.4300931	1904.966356	68.711958	2	16
SO	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	157	1.4728921	581.1362466	23.507723	4.8367368	2000-2009 –> 2010-2019	3.9297022	2.4568102	1920.919201	55.803466	3	20
SO	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	157	1.7543213	636.0404650	56.316237	6.4974684	2000-2009 –> 2010-2019	3.9520954	2.1977741	1912.091892	114.253706	14	20
SO	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	157	1.4929579	583.3851242	23.457489	4.9362792	2000-2009 –> 2010-2019	3.9672319	2.4742740	1925.219662	52.566294	5	25
SO	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	871	1.6884696	3398.2897799	30.655781	7.4848109	1982-1999 –> 2000-2009	3.2632146	1.5747450	6607.682169	65.031322	1	3
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	871	1.6990075	3409.1280709	40.648207	7.1541719	1982-1999 –> 2000-2009	3.2734366	1.5744291	6618.178174	84.920544	2	3
SO	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	871	1.7023369	3412.5383520	31.342983	7.1391314	1982-1999 –> 2000-2009	3.2788721	1.5765351	6623.868989	65.627744	3	6
SO	(27,27.25]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	871	1.7135189	3421.9434785	29.193780	6.8477056	1982-1999 –> 2000-2009	3.2980206	1.5845016	6639.873113	63.478497	4	8
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	871	1.7483390	3458.9873988	60.459502	7.4628723	1982-1999 –> 2000-2009	3.3723711	1.6240321	6720.956415	114.022714	6	11
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	871	1.7466317	3457.2854739	41.995511	9.2748605	1982-1999 –> 2000-2009	3.4654856	1.7188539	6816.062716	78.285245	5	11
SO	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	871	1.9226011	3624.4997355	645.525588	8.5470301	1982-1999 –> 2000-2009	3.7325909	1.8099898	7071.414860	1289.915258	7	14
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	871	1.9355752	3636.2156023	235.436773	9.1443771	1982-1999 –> 2000-2009	3.8467207	1.9111455	7175.905747	509.156684	8	16
SO	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate_star	871	1.9555072	3652.0625547	29.413740	8.0982212	1982-1999 –> 2000-2009	3.8717845	1.9162773	7194.327474	61.306862	11	20
SO	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	871	1.9355847	3636.2241559	246.405494	9.7153154	1982-1999 –> 2000-2009	3.8723342	1.9367496	7198.618201	526.795118	9	19
SO	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	434	1.2397314	1432.1672726	40.898826	5.9680659	2000-2009 –> 2010-2019	2.9282009	1.6884696	4830.457052	71.554608	1	2
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	434	1.3004761	1473.6886486	56.754450	6.2452548	2000-2009 –> 2010-2019	2.9994836	1.6990075	4882.816720	97.402657	5	7
SO	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	434	1.3051092	1476.7754894	40.907884	6.2281594	2000-2009 –> 2010-2019	3.0074461	1.7023369	4889.313841	72.250867	6	9
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	434	1.3240313	1489.2698094	91.409137	6.2070531	2000-2009 –> 2010-2019	3.0723702	1.7483390	4948.257208	151.868639	10	16
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	434	1.3635460	1514.7956018	62.205612	3.8136716	2000-2009 –> 2010-2019	3.1101777	1.7466317	4972.081076	104.201123	19	24
SO	(27,27.25]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	434	1.5373472	1616.9292700	40.792047	4.8335136	2000-2009 –> 2010-2019	3.2508661	1.7135189	5038.872748	69.985828	34	38
SO	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	434	1.3408346	1500.2163340	230.356260	6.8733311	2000-2009 –> 2010-2019	3.2764193	1.9355847	5136.440490	476.761754	11	20
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	434	1.3410490	1500.3551020	223.878311	6.9233836	2000-2009 –> 2010-2019	3.2766242	1.9355752	5136.570704	459.315083	13	21
SO	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	434	1.3410637	1498.3646104	40.896989	6.9135167	2000-2009 –> 2010-2019	3.2774472	1.9363835	5133.307534	70.206006	14	24
SO	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	434	1.3865602	1529.3236003	843.888444	6.3473153	2000-2009 –> 2010-2019	3.3091612	1.9226011	5153.823336	1489.414032	22	29
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1381	1.7023178	5402.4666118	616.479531	6.5521668	1982-1999 –> 2000-2009	2.8784518	1.1761340	10049.298648	1389.706589	2	4
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1381	1.7024381	5402.6617787	851.465528	6.5434304	1982-1999 –> 2000-2009	2.8809769	1.1785388	10055.478591	1814.269937	3	8
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1381	1.7060473	5408.5111577	751.010310	6.5207260	1982-1999 –> 2000-2009	2.8897345	1.1836872	10074.099534	1618.751366	5	14
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1381	1.7021448	5402.1859530	90.731002	6.4824919	1982-1999 –> 2000-2009	2.8929255	1.1907807	10085.280672	226.806804	1	12
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1381	1.7124090	5418.7912631	104.146606	6.3181436	1982-1999 –> 2000-2009	2.8937946	1.1813856	10078.676880	253.378448	7	14
SO	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1381	1.7025312	5400.8128241	89.716508	6.5284917	1982-1999 –> 2000-2009	2.8945880	1.1920569	10085.045912	225.775391	4	16
SO	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1381	1.7344901	5454.1788018	432.303686	7.1726388	1982-1999 –> 2000-2009	2.9091282	1.1746381	10097.281771	982.326618	14	15
SO	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1381	1.7338013	5453.0818561	607.693072	7.1810100	1982-1999 –> 2000-2009	2.9111084	1.1773070	10102.834664	1328.823417	13	17
SO	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1381	1.7384793	5460.5239427	447.753948	7.1474781	1982-1999 –> 2000-2009	2.9213256	1.1828463	10124.030235	986.659606	15	23
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1381	1.7122987	5418.6133689	110.721954	6.4739187	1982-1999 –> 2000-2009	2.9213983	1.2090995	10146.439632	273.073061	6	22
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	745	1.7745428	2982.7972128	590.103739	6.3076060	2000-2009 –> 2010-2019	3.4768606	1.7023178	8385.263825	1206.583270	2	4
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	745	1.7650387	2974.7956152	148.710499	5.6953493	2000-2009 –> 2010-2019	3.4774477	1.7124090	8393.586878	252.857105	1	8
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	745	1.7764361	2984.3860822	129.114613	5.8671800	2000-2009 –> 2010-2019	3.4785809	1.7021448	8386.572035	219.845615	3	4
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	745	1.7767724	2984.6681341	723.314726	6.2539420	2000-2009 –> 2010-2019	3.4792105	1.7024381	8387.329913	1574.780253	4	7
SO	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	745	1.7788520	2984.4110604	124.132689	6.1355068	2000-2009 –> 2010-2019	3.4813832	1.7025312	8385.223884	213.849197	5	9
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	745	1.7816788	2988.7769117	692.712475	6.3112074	2000-2009 –> 2010-2019	3.4877261	1.7060473	8397.288069	1443.722786	6	11
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	745	1.8068886	3009.7118593	197.884053	5.8392181	2000-2009 –> 2010-2019	3.5191873	1.7122987	8428.325228	308.606007	14	20
SO	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	745	1.8069444	3007.7578761	145.658980	5.7968038	2000-2009 –> 2010-2019	3.5210759	1.7141316	8427.326062	244.349710	15	24
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	745	1.8104719	3012.6638200	130.785596	5.8236578	2000-2009 –> 2010-2019	3.5232015	1.7127296	8431.972095	221.491507	20	28
SO	(27.25,27.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	745	1.8104840	3010.6737925	123.614808	5.8038707	2000-2009 –> 2010-2019	3.5251466	1.7146626	8431.097584	213.757112	21	31
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2366	1.3344574	8093.7163090	269.669646	5.0684655	1982-1999 –> 2000-2009	2.4358445	1.1013871	14945.692478	495.054186	1	2
SO	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + nitrate	2366	1.3348894	8093.2478398	155.291244	5.1671221	1982-1999 –> 2000-2009	2.4729494	1.1380601	15091.013468	375.896051	2	16
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2366	1.3839110	8265.9081923	80.294689	5.0507984	1982-1999 –> 2000-2009	2.5091782	1.1252671	15214.667112	199.075693	3	5
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	2366	1.3890119	8281.3173610	44.347893	5.1067010	1982-1999 –> 2000-2009	2.5143472	1.1253353	15228.349740	95.729525	4	7
SO	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2366	1.4047546	8334.6469369	38.564880	5.5119103	1982-1999 –> 2000-2009	2.5305613	1.1258068	15283.569253	121.385658	8	12
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2366	1.4017992	8326.6812434	330.950025	5.1271613	1982-1999 –> 2000-2009	2.5310921	1.1292929	15291.553626	565.788170	7	14
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2366	1.3959340	8304.8406093	491.489008	4.9568616	1982-1999 –> 2000-2009	2.5348132	1.1388792	15305.852583	925.648052	5	20
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2366	1.4084200	8348.9780097	77.541534	5.1254637	1982-1999 –> 2000-2009	2.5401061	1.1316862	15323.402328	193.748742	9	18
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2366	1.4130325	8364.4496989	174.235362	5.1386991	1982-1999 –> 2000-2009	2.5456207	1.1325883	15342.469191	353.384471	10	21
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	2366	1.4155895	8371.0049773	72.288461	4.8081910	1982-1999 –> 2000-2009	2.5511154	1.1355260	15358.712575	131.448757	11	24
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1258	1.7565592	5001.4552778	574.843066	6.0079271	2000-2009 –> 2010-2019	3.0910166	1.3344574	13095.171587	844.512711	1	2
SO	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + nitrate	1258	1.7599906	5004.3654963	412.251863	6.1543451	2000-2009 –> 2010-2019	3.0948800	1.3348894	13097.613336	567.543107	6	8
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1258	1.7593761	5005.4868510	197.546211	6.2301683	2000-2009 –> 2010-2019	3.1432871	1.3839110	13271.395043	277.840901	4	7
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	1258	1.7576306	5000.9893984	83.664583	5.9996196	2000-2009 –> 2010-2019	3.1466424	1.3890119	13282.306759	128.012476	3	7
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1258	1.7574498	5000.7306132	590.314144	6.2955207	2000-2009 –> 2010-2019	3.1533838	1.3959340	13305.571222	1081.803152	2	7
SO	(27.5,27.75]	3	cstar_tref ~ sal + aou + nitrate	1258	1.7599946	5002.3711562	83.175582	6.1506412	2000-2009 –> 2010-2019	3.1611896	1.4011950	13323.012261	124.303174	7	13
SO	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1258	1.7677807	5015.4772051	74.403605	6.3085080	2000-2009 –> 2010-2019	3.1725352	1.4047546	13350.124142	112.968484	12	20
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1258	1.7767126	5030.1575311	700.389022	6.1604121	2000-2009 –> 2010-2019	3.1785118	1.4017992	13356.838774	1031.339048	27	34
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1258	1.7748696	5027.5463993	188.901052	6.2020352	2000-2009 –> 2010-2019	3.1832896	1.4084200	13376.524409	266.442587	22	31
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1258	1.7777488	5031.6245741	325.277195	6.1844034	2000-2009 –> 2010-2019	3.1907813	1.4130325	13396.074273	499.512557	29	39
SO	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	923	1.0962766	2803.0439610	950.894772	5.4715959	1982-1999 –> 2000-2009	2.0676741	0.9713975	5443.990939	1236.452161	1	2
SO	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	923	1.1085776	2821.6420104	933.851361	5.4935805	1982-1999 –> 2000-2009	2.1098414	1.0012638	5517.822901	1219.380265	2	9
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	923	1.1466818	2886.0269243	265.300926	5.7038762	1982-1999 –> 2000-2009	2.1303824	0.9837007	5550.761184	362.886081	4	6
SO	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	923	1.1473900	2885.1666870	100.308523	5.7729109	1982-1999 –> 2000-2009	2.1669958	1.0196058	5615.656942	179.790578	5	31
SO	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	923	1.1771908	2932.5001834	155.998381	5.8664354	1982-1999 –> 2000-2009	2.1756348	0.9984440	5623.350927	216.611392	6	11
SO	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	923	1.1910568	2956.1170072	785.379338	6.0520859	1982-1999 –> 2000-2009	2.1838754	0.9928186	5638.288972	1049.015714	9	12
SO	(27.75,27.85]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	923	1.1911430	2954.2505201	391.423182	6.0169582	1982-1999 –> 2000-2009	2.1874134	0.9962704	5640.982269	615.425322	10	14
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	923	1.1869155	2949.6872996	64.080359	6.2007981	1982-1999 –> 2000-2009	2.1885857	1.0016701	5648.635074	106.254280	7	16
SO	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	923	1.1870312	2947.8672705	15.274819	6.1632520	1982-1999 –> 2000-2009	2.1913737	1.0043424	5649.850525	37.742829	8	18
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	923	1.1959920	2963.7501741	372.204781	6.0593512	1982-1999 –> 2000-2009	2.1956465	0.9996545	5658.890808	526.806341	12	18
SO	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	627	1.6450369	2415.5434997	981.694163	5.2736619	2000-2009 –> 2010-2019	2.7536145	1.1085776	5237.185510	1915.545524	1	2
SO	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	627	1.7181842	2470.0990147	976.698582	8.3682475	2000-2009 –> 2010-2019	2.8571717	1.1389875	5341.697490	1901.010526	2	4
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	627	1.7818356	2517.7145588	394.240433	6.0334212	2000-2009 –> 2010-2019	2.9285174	1.1466818	5403.741483	659.541359	3	6
SO	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	627	1.8005520	2528.8179196	188.454864	6.2188272	2000-2009 –> 2010-2019	2.9479420	1.1473900	5413.984607	288.763387	15	19
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	627	1.7884083	2522.3317468	262.106484	6.6900509	2000-2009 –> 2010-2019	2.9906447	1.2022364	5495.695013	423.745806	4	18
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	627	1.7944384	2526.5528395	119.688153	6.6596746	2000-2009 –> 2010-2019	2.9949208	1.2004824	5497.220851	210.376041	6	18
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	627	1.7992583	2529.9165921	540.301196	6.6532672	2000-2009 –> 2010-2019	2.9952503	1.1959920	5493.666766	912.505977	13	23
SO	(27.75,27.85]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	627	1.7955843	2525.3533476	841.853039	6.6059256	2000-2009 –> 2010-2019	2.9981991	1.2026148	5497.297583	1524.047303	9	24
SO	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	627	1.8291345	2548.5679413	168.173186	6.1508921	2000-2009 –> 2010-2019	3.0063253	1.1771908	5481.068125	324.171567	21	26
SO	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	627	1.7929774	2523.5314373	83.954607	6.6953405	2000-2009 –> 2010-2019	3.0066855	1.2137080	5512.425569	176.680283	5	27
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1043	1.3794359	3644.9191080	135.071193	6.8443202	1982-1999 –> 2000-2009	2.5118150	1.1323791	7017.051430	306.059179	1	13
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1043	1.4083076	3688.1286303	64.338931	6.7628203	1982-1999 –> 2000-2009	2.5256837	1.1173761	7031.238271	137.403248	3	7
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1043	1.4509857	3750.4049082	158.931831	6.8111255	1982-1999 –> 2000-2009	2.5529081	1.1019224	7063.209712	317.079552	6	7
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1043	1.4593401	3762.3811716	237.540282	6.3633617	1982-1999 –> 2000-2009	2.5615665	1.1022264	7075.786173	719.574440	18	20
SO	(27.85,27.95]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1043	1.4649863	3768.4362906	158.931244	6.3632740	1982-1999 –> 2000-2009	2.5672793	1.1022930	7079.972733	315.754246	24	27
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1043	1.4552121	3756.4721538	163.964006	6.3071748	1982-1999 –> 2000-2009	2.5741284	1.1189163	7102.579162	602.428945	11	16
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1043	1.4542219	3755.0522111	103.457452	6.7558516	1982-1999 –> 2000-2009	2.5748227	1.1206008	7104.432586	213.808921	10	16
SO	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	1043	1.4111317	3690.3074495	29.377656	6.6884268	1982-1999 –> 2000-2009	2.5798921	1.1687605	7129.251328	65.452321	4	35
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1043	1.4538195	3754.4749883	220.512630	6.2608808	1982-1999 –> 2000-2009	2.5811939	1.1273744	7116.968859	778.087433	9	17
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1043	1.4502653	3749.3690108	44.893054	6.5634955	1982-1999 –> 2000-2009	2.5816032	1.1313379	7119.499626	87.278741	5	15
SO	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	824	1.6584655	3186.1219521	878.597602	6.7338226	2000-2009 –> 2010-2019	3.0457435	1.3872780	6842.866431	1382.139703	2	5
SO	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	824	1.6570647	3184.7294805	927.914679	6.7171720	2000-2009 –> 2010-2019	3.0461729	1.3891081	6844.224028	1423.758372	1	6
SO	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	824	1.6625742	3190.1996756	936.156224	6.7787672	2000-2009 –> 2010-2019	3.0493954	1.3868212	6846.257187	1530.107639	3	5
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	824	1.8166690	3336.2742796	201.289152	6.5021195	2000-2009 –> 2010-2019	3.1961049	1.3794359	6981.193388	336.360345	5	6
SO	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	824	1.8242167	3341.1070489	198.824289	6.7731489	2000-2009 –> 2010-2019	3.2121961	1.3879794	6996.905897	331.188968	7	11
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	824	1.8807273	3393.3840182	100.449143	6.5338807	2000-2009 –> 2010-2019	3.2890349	1.4083076	7081.512649	164.788074	10	16
SO	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	824	1.9236664	3428.5866263	35.141700	9.0361521	2000-2009 –> 2010-2019	3.3347981	1.4111317	7118.894076	64.519356	16	23
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	824	1.9198934	3427.3511185	219.990574	9.6329581	2000-2009 –> 2010-2019	3.3708791	1.4509857	7177.756027	378.922405	12	21
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	824	1.9207882	3428.1189797	120.995430	9.4913507	2000-2009 –> 2010-2019	3.3750100	1.4542219	7183.171191	224.452882	13	26
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	824	1.9213384	3428.5910276	78.190084	9.4933315	2000-2009 –> 2010-2019	3.3796073	1.4582689	7189.440335	178.750847	14	32
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1364	1.3148813	4631.6444725	401.014187	5.4444113	1982-1999 –> 2000-2009	2.3611644	1.0462832	8771.710940	884.734414	1	2
SO	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1364	1.3149147	4629.7138385	394.119200	5.4366786	1982-1999 –> 2000-2009	2.3643364	1.0494216	8776.220634	860.094848	2	6
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1364	1.3206846	4643.6580749	202.454072	5.7994141	1982-1999 –> 2000-2009	2.3685052	1.0478207	8787.862596	427.654694	3	5
SO	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1364	1.3207151	4641.7212705	193.977978	5.7993671	1982-1999 –> 2000-2009	2.3685802	1.0478650	8784.045002	355.781636	4	7
SO	(27.95,28.05]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1364	1.3208275	4641.9532450	196.812389	5.7604191	1982-1999 –> 2000-2009	2.3826628	1.0618354	8821.598901	412.499370	5	10
SO	(27.95,28.05]	3	cstar_tref ~ aou + phosphate + phosphate_star	1364	1.3209259	4640.1565167	181.710061	5.7492921	1982-1999 –> 2000-2009	2.3965040	1.0755781	8854.039931	327.071876	6	12
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1364	1.3209847	4644.2780041	79.370377	5.5124259	1982-1999 –> 2000-2009	2.4080529	1.0870682	8892.105637	208.079285	7	17
SO	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	1364	1.3211530	4642.6255233	32.457713	5.5091337	1982-1999 –> 2000-2009	2.4104535	1.0893005	8894.234077	58.230343	8	22
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1364	1.3323412	4667.6303979	328.036066	5.4652512	1982-1999 –> 2000-2009	2.4135213	1.0811801	8900.152817	813.085653	9	16
SO	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1364	1.3339241	4668.8694223	297.244048	5.4131173	1982-1999 –> 2000-2009	2.4160206	1.0820965	8901.779496	699.641246	11	19
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1730	1.2534109	5705.0325473	212.968682	6.2820348	2000-2009 –> 2010-2019	2.5868396	1.3334287	10374.888741	422.094608	1	11
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1730	1.3057839	5846.6676424	204.954970	6.3539970	2000-2009 –> 2010-2019	2.6264685	1.3206846	10490.325717	407.409042	2	5
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1730	1.3227577	5891.3541833	65.692626	6.2730519	2000-2009 –> 2010-2019	2.6437424	1.3209847	10535.632187	145.063003	3	10
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1730	1.3330894	5918.2741102	73.709496	6.4441403	2000-2009 –> 2010-2019	2.6789154	1.3458260	10613.376170	157.534952	4	18
SO	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1730	1.3693462	6009.1209498	204.911666	7.5097373	2000-2009 –> 2010-2019	2.6900614	1.3207151	10650.842220	398.889645	11	15
SO	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	1730	1.3729215	6018.1430864	34.004966	7.4374782	2000-2009 –> 2010-2019	2.6940745	1.3211530	10660.768610	66.462678	12	20
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1730	1.3821118	6043.2270073	604.757061	6.9580807	2000-2009 –> 2010-2019	2.6969931	1.3148813	10674.871480	1005.771248	13	14
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1730	1.3440418	5946.5846762	27.518213	6.6479290	2000-2009 –> 2010-2019	2.7019874	1.3579457	10666.143418	84.392807	7	29
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1730	1.3394618	5934.7742384	38.077828	6.5332324	2000-2009 –> 2010-2019	2.7040474	1.3645856	10667.639472	94.758672	6	32
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1730	1.3368470	5928.0132502	56.175900	6.5353029	2000-2009 –> 2010-2019	2.7045089	1.3676619	10667.021657	129.829098	5	33
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	862	0.9213869	2319.0971685	351.756619	4.5653923	1982-1999 –> 2000-2009	1.7893221	0.8679352	4890.252436	853.044991	1	4
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	862	0.9400483	2353.6654077	331.534406	4.6031973	1982-1999 –> 2000-2009	1.7939070	0.8538587	4892.085265	851.352632	2	3
SO	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	862	0.9494244	2368.7755826	280.161586	4.6302569	1982-1999 –> 2000-2009	1.8070565	0.8576321	4914.023264	476.780433	5	7
SO	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	862	0.9459244	2362.4083159	314.040678	4.6811406	1982-1999 –> 2000-2009	1.8151681	0.8692437	4934.579578	633.355083	3	7
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	862	0.9515337	2374.6013781	314.222426	4.9998331	1982-1999 –> 2000-2009	1.8512323	0.8996986	5017.714117	832.331501	7	14
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	862	0.9481049	2368.3779305	434.684633	4.9714584	1982-1999 –> 2000-2009	1.8514893	0.9033843	5019.675203	1049.521569	4	13
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	862	0.9502958	2372.3570308	108.071329	4.9819228	1982-1999 –> 2000-2009	1.8569317	0.9066360	5030.847403	347.194461	6	18
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	862	0.9757225	2417.8791736	103.966344	5.0399677	1982-1999 –> 2000-2009	1.8626733	0.8869508	5032.422690	424.566747	14	19
SO	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	862	0.9558714	2380.4426661	107.739665	4.9537860	1982-1999 –> 2000-2009	1.8630611	0.9071897	5038.155310	314.014552	8	22
SO	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	862	0.9705822	2406.7727659	291.360412	5.0878392	1982-1999 –> 2000-2009	1.8710871	0.9005050	5049.678892	613.837065	12	20
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1029	1.1593641	3238.4953762	395.434396	6.1187421	2000-2009 –> 2010-2019	2.0807510	0.9213869	5557.592545	747.191015	2	3
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1029	1.1745561	3265.2876834	210.010055	6.1628546	2000-2009 –> 2010-2019	2.1146044	0.9400483	5618.953091	541.544461	4	6
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1029	1.1710358	3259.1104330	533.958905	6.3232622	2000-2009 –> 2010-2019	2.1191408	0.9481049	5627.488363	968.643537	3	7
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1029	1.1759478	3267.7247693	404.172944	6.3695092	2000-2009 –> 2010-2019	2.1274815	0.9515337	5642.326147	718.395370	5	12
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1029	1.1829198	3279.8901705	78.708327	6.3309498	2000-2009 –> 2010-2019	2.1332155	0.9502958	5652.247201	186.779656	9	15
SO	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	1029	1.1854680	3282.3188347	78.067847	6.2838327	2000-2009 –> 2010-2019	2.1413395	0.9558714	5662.761501	185.807512	10	18
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1029	1.1773593	3270.1934463	445.375816	6.4126936	2000-2009 –> 2010-2019	2.1444467	0.9670875	5672.747491	812.686986	6	16
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1029	1.1485119	3219.1407381	211.765912	6.0957293	2000-2009 –> 2010-2019	2.1549271	1.0064153	5690.415374	556.001625	1	25
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1029	1.1867892	3286.6111586	42.332095	6.4322632	2000-2009 –> 2010-2019	2.1673120	0.9805228	5712.951104	115.944620	11	27
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1029	1.1965691	3303.5008139	84.238759	6.4342924	2000-2009 –> 2010-2019	2.1722916	0.9757225	5721.379988	188.205104	15	29
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	505	0.4185068	567.3552558	494.878926	1.9049266	1982-1999 –> 2000-2009	0.7964495	0.3779427	1011.227751	1136.874074	2	3
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	505	0.4195189	569.7948416	652.118645	1.9024136	1982-1999 –> 2000-2009	0.7998085	0.3802896	1019.634985	1543.680791	3	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	505	0.4199321	570.7890227	413.162433	1.9063786	1982-1999 –> 2000-2009	0.8001709	0.3802388	1020.500286	887.775042	4	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	505	0.4206725	572.5683362	449.234485	1.9414484	1982-1999 –> 2000-2009	0.8011675	0.3804950	1022.928925	997.099705	5	9
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	505	0.4277166	587.3405963	296.121998	1.9986861	1982-1999 –> 2000-2009	0.8082220	0.3805053	1035.727433	533.310514	7	12
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	505	0.4180448	566.2396464	445.458352	1.8020679	1982-1999 –> 2000-2009	0.8337486	0.4157038	1101.914173	1135.558163	1	22
SO	(28.1,28.15]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	505	0.4893894	723.3851663	204.276810	2.2528855	1982-1999 –> 2000-2009	0.8726063	0.3832169	1178.617238	394.772573	11	17
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + silicate	505	0.4240282	578.5931523	9.037243	1.8395207	1982-1999 –> 2000-2009	0.8821385	0.4581102	1205.907645	22.914793	6	31
SO	(28.1,28.15]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	505	0.4954574	735.8312731	211.553566	1.9634675	1982-1999 –> 2000-2009	0.8866558	0.3911984	1210.935069	524.246265	12	20
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	505	0.5032530	751.5991366	70.462063	2.3035822	1982-1999 –> 2000-2009	0.8914062	0.3881531	1219.169350	134.599566	14	21
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	352	0.5015795	527.1776082	389.762714	1.6227207	2000-2009 –> 2010-2019	0.9196244	0.4180448	1093.417255	835.221066	5	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	352	0.5012330	526.6910838	392.924120	1.6314006	2000-2009 –> 2010-2019	0.9197399	0.4185068	1094.046340	887.803046	1	3
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	352	0.5014610	527.0111461	619.540586	1.6326407	2000-2009 –> 2010-2019	0.9209799	0.4195189	1096.805988	1271.659231	3	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	352	0.5015320	527.1108678	417.970934	1.6321252	2000-2009 –> 2010-2019	0.9214641	0.4199321	1097.899890	831.133366	4	8
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	352	0.5014261	526.9621577	452.952128	1.6409116	2000-2009 –> 2010-2019	0.9220986	0.4206725	1099.530494	902.186613	2	7
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + silicate	352	0.5016293	525.2474730	10.507707	1.6354692	2000-2009 –> 2010-2019	0.9256576	0.4240282	1103.840625	19.544951	6	12
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	352	0.5017433	525.4074351	347.484528	1.6292867	2000-2009 –> 2010-2019	0.9294599	0.4277166	1112.748031	643.606526	7	14
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + nitrate + silicate	352	0.5018103	525.5014271	23.646478	1.6490505	2000-2009 –> 2010-2019	0.9349958	0.4331855	1125.674190	47.741312	8	16
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + silicate + phosphate	352	0.5020786	525.8776605	34.662681	1.6364406	2000-2009 –> 2010-2019	0.9365891	0.4345105	1129.135079	69.993804	9	18
SO	(28.1,28.15]	3	cstar_tref ~ sal + temp + silicate	352	0.5027784	524.8582038	7.143243	1.6329717	2000-2009 –> 2010-2019	0.9679604	0.4651821	1195.006516	13.762480	10	20
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1557	1.0095891	4462.2927289	889.464485	5.6252436	1982-1999 –> 2000-2009	1.9277049	0.9181158	9890.330195	1500.128986	2	10
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1557	1.0172390	4485.7993348	662.290517	5.7372329	1982-1999 –> 2000-2009	1.9361565	0.9189175	9917.380686	1255.786100	4	15
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1557	1.0197307	4493.4176828	394.391145	5.8132394	1982-1999 –> 2000-2009	1.9383182	0.9185875	9923.540543	779.996709	5	14
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1557	1.0267517	4514.7846541	488.527166	5.9193877	1982-1999 –> 2000-2009	1.9463801	0.9196284	9949.505340	978.491590	6	18
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1557	1.0310806	4527.8858763	167.270664	6.1844617	1982-1999 –> 2000-2009	1.9553355	0.9242550	9982.981041	317.669692	7	30
SO	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	1557	1.0329323	4531.4732254	166.811782	6.2391374	1982-1999 –> 2000-2009	1.9582752	0.9253430	9989.344857	307.604281	8	35
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1557	0.9920479	4407.7128501	988.774707	4.5242861	1982-1999 –> 2000-2009	1.9735571	0.9815091	10106.827678	1545.087032	1	38
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1557	1.0640091	4625.7793728	695.733837	6.6393448	1982-1999 –> 2000-2009	1.9767391	0.9127300	10029.930247	1238.527854	9	10
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1557	1.0799438	4672.0691354	133.951629	6.8730804	1982-1999 –> 2000-2009	1.9940119	0.9140682	10082.168028	270.784626	10	12
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1557	1.0826323	4679.8117101	60.825260	6.8758516	1982-1999 –> 2000-2009	1.9983455	0.9157132	10097.210825	137.231257	12	15
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1851	0.8689792	4747.0162540	727.323549	4.7294297	2000-2009 –> 2010-2019	1.8610272	0.9920479	9154.729104	1716.098256	25	26
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1851	0.8638842	4725.2467802	642.572089	5.0030508	2000-2009 –> 2010-2019	1.8734733	1.0095891	9187.539509	1532.036574	14	16
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1851	0.8632356	4722.4659895	490.471181	5.0339119	2000-2009 –> 2010-2019	1.8804746	1.0172390	9208.265324	1152.761699	12	16
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1851	0.8629861	4721.3958398	353.296816	5.0251256	2000-2009 –> 2010-2019	1.8827168	1.0197307	9214.813523	747.687961	10	15
SO	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1851	0.8720489	4758.0703005	716.817160	4.7483729	2000-2009 –> 2010-2019	1.8876828	1.0156339	9236.952366	1505.347201	47	50
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1851	0.8631515	4722.1053205	399.155684	5.0281266	2000-2009 –> 2010-2019	1.8899032	1.0267517	9236.889975	887.682850	11	17
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1851	0.8593882	4705.9295441	143.908868	4.9296820	2000-2009 –> 2010-2019	1.8904688	1.0310806	9233.815420	311.179532	4	11
SO	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	1851	0.8647778	4727.0741106	136.470975	5.2062419	2000-2009 –> 2010-2019	1.8977101	1.0329323	9258.547336	303.282757	19	27
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1851	0.8603173	4709.9296343	613.414002	4.9259723	2000-2009 –> 2010-2019	1.9243264	1.0640091	9335.709007	1309.147839	6	15
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1851	0.8588386	4703.5614221	132.824410	4.9614317	2000-2009 –> 2010-2019	1.9387824	1.0799438	9375.630558	266.776040	2	12
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	672	0.3002959	304.2387689	311.745776	2.0445555	1982-1999 –> 2000-2009	0.6268228	0.3265269	815.733380	1026.824654	2	3
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	672	0.3001809	303.7240641	251.471059	2.0265090	1982-1999 –> 2000-2009	0.6278474	0.3276666	821.002467	776.818879	1	5
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	672	0.3003926	304.6718442	398.376538	2.0418160	1982-1999 –> 2000-2009	0.6279659	0.3275733	821.477648	1177.829444	3	5
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	672	0.3004266	304.8237687	222.913416	2.0419475	1982-1999 –> 2000-2009	0.6280638	0.3276372	821.953625	686.375865	4	7
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	672	0.3016880	310.4551029	340.771124	2.0485338	1982-1999 –> 2000-2009	0.6307725	0.3290845	834.901409	1173.268173	5	11
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	672	0.3045138	320.9853548	117.946444	2.1653906	1982-1999 –> 2000-2009	0.6330242	0.3285104	840.533161	321.145202	6	11
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + silicate	672	0.3045819	321.2856435	4.770202	1.8974903	1982-1999 –> 2000-2009	0.6548686	0.3502867	947.378015	16.136590	7	14
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + nitrate + silicate	672	0.3103490	346.4957044	11.903776	1.7923586	1982-1999 –> 2000-2009	0.6744175	0.3640685	1036.647660	29.039222	8	17
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate	672	0.3133835	359.5730616	17.518213	1.7958028	1982-1999 –> 2000-2009	0.6827883	0.3694048	1073.879835	42.538570	9	20
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate	672	0.3643006	561.9147039	288.161842	1.9851173	1982-1999 –> 2000-2009	0.7432399	0.3789393	1318.523124	764.172419	11	26
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	436	0.3707638	386.1246525	522.120699	1.2007657	2000-2009 –> 2010-2019	0.6710597	0.3002959	690.363421	833.866475	1	3
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	436	0.3714215	387.6700425	402.342129	1.2105667	2000-2009 –> 2010-2019	0.6718481	0.3004266	692.493811	625.255545	2	6
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	436	0.3716595	388.2286426	586.783005	1.2118604	2000-2009 –> 2010-2019	0.6720521	0.3003926	692.900487	985.159543	3	6
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	436	0.3730339	391.4474235	451.098431	1.2005139	2000-2009 –> 2010-2019	0.6732148	0.3001809	695.171488	702.569491	4	5
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	436	0.3772627	401.2770926	786.848550	1.2183445	2000-2009 –> 2010-2019	0.6789508	0.3016880	711.732195	1127.619674	7	12
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	436	0.3758932	396.1057836	340.759957	1.1647764	2000-2009 –> 2010-2019	0.6804070	0.3045138	717.091138	458.706401	5	11
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + silicate	436	0.3777692	400.4468705	7.311962	1.2275333	2000-2009 –> 2010-2019	0.6823511	0.3045819	721.732514	12.082164	9	16
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + nitrate + silicate	436	0.3775954	400.0457520	32.194612	1.2297889	2000-2009 –> 2010-2019	0.6879444	0.3103490	746.541456	44.098388	8	16
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate	436	0.3762912	397.0285888	46.355720	1.2482368	2000-2009 –> 2010-2019	0.6896747	0.3133835	756.601650	63.873933	6	15
SO	(28.15,28.2]	3	cstar_tref ~ sal + temp + silicate	436	0.3781219	399.2605928	6.564823	1.2063879	2000-2009 –> 2010-2019	0.7266361	0.3485143	899.635748	10.770812	10	20
SO	(28.2, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	5563	0.7216425	12171.5264950	556.217821	4.9406752	1982-1999 –> 2000-2009	1.2420414	0.5203989	21062.434878	1335.276839	22	23
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5563	0.6863738	11614.0305002	221.866802	4.4320984	1982-1999 –> 2000-2009	1.2461097	0.5597359	21349.640861	409.846264	1	5
SO	(28.2, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5563	0.7253095	12227.9200514	692.752281	4.9139409	1982-1999 –> 2000-2009	1.2502589	0.5249493	21219.750457	1192.041388	23	25
SO	(28.2, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5563	0.7300977	12301.1278962	947.363369	4.9140091	1982-1999 –> 2000-2009	1.2608779	0.5307802	21421.005863	1463.004160	25	28
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	5563	0.6897251	11668.2220094	30.163152	4.2654411	1982-1999 –> 2000-2009	1.2938440	0.6041189	22288.372976	42.684009	2	7
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	5563	0.6902605	11676.8545098	206.598468	4.1794179	1982-1999 –> 2000-2009	1.2971164	0.6068559	22349.404931	388.517711	3	9
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5563	0.6923167	11709.9482507	94.075897	4.1573853	1982-1999 –> 2000-2009	1.3053514	0.6130348	22499.928232	126.817641	4	11
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5563	0.6944761	11744.5977709	147.259146	4.1938574	1982-1999 –> 2000-2009	1.3088522	0.6143761	22559.914564	179.322299	5	14
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	5563	0.6978378	11798.3242465	214.228387	4.1592437	1982-1999 –> 2000-2009	1.3216095	0.6237717	22789.574136	277.172338	6	16
SO	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	5563	0.7054351	11916.7984815	7.602981	4.4781098	1982-1999 –> 2000-2009	1.3332197	0.6277846	22980.383931	16.813244	13	25
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3316	0.7332407	7366.6149617	123.025957	3.9954707	2000-2009 –> 2010-2019	1.4235011	0.6902605	19043.469471	329.624425	1	4
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	3316	0.7366938	7397.7741479	12.117995	4.0455476	2000-2009 –> 2010-2019	1.4264189	0.6897251	19065.996157	42.281147	3	5
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3316	0.7401223	7428.5669119	133.516432	4.1648136	2000-2009 –> 2010-2019	1.4264961	0.6863738	19042.597412	355.383234	5	6
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3316	0.7361308	7392.7035929	34.131675	3.9980782	2000-2009 –> 2010-2019	1.4284474	0.6923167	19102.651844	128.207572	2	6
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3316	0.7369407	7399.9967947	33.656138	4.0103177	2000-2009 –> 2010-2019	1.4314168	0.6944761	19144.594566	180.915284	4	9
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3316	0.7409967	7436.3979230	58.941099	4.0173262	2000-2009 –> 2010-2019	1.4388345	0.6978378	19234.722170	273.169487	6	12
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3316	0.7427939	7452.4638731	190.324695	4.1728287	2000-2009 –> 2010-2019	1.4451695	0.7023756	19322.902529	437.525663	7	16
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3316	0.7458457	7479.6552544	28.771519	4.0334488	2000-2009 –> 2010-2019	1.4483266	0.7024809	19351.762600	114.560227	9	19
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3316	0.7455002	7476.5826104	38.746703	4.2229651	2000-2009 –> 2010-2019	1.4488536	0.7033535	19362.500990	148.954677	8	19
SO	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	3316	0.7531627	7542.4010935	5.678146	4.3451495	2000-2009 –> 2010-2019	1.4585979	0.7054351	19459.199575	13.281127	12	25
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2028	0.8067769	4898.3587057	458.862966	6.3892195	1982-1999 –> 2000-2009	1.5185095	0.7117326	11178.525609	927.870850	1	8
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2028	0.8127079	4928.0670191	216.690081	6.6962828	1982-1999 –> 2000-2009	1.5236057	0.7108978	11201.418240	416.484508	7	11
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2028	0.8067817	4898.3825853	652.847222	6.4016089	1982-1999 –> 2000-2009	1.5257043	0.7189227	11236.928858	1340.614915	2	15
SO	(28.2,28.3]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2028	0.8163748	4946.3263953	974.429860	6.7845079	1982-1999 –> 2000-2009	1.5266556	0.7102808	11214.634434	1609.802127	19	21
SO	(28.2,28.3]	4	cstar_tref ~ sal + temp + aou + nitrate	2028	0.8157280	4941.1115556	182.213451	6.7417783	1982-1999 –> 2000-2009	1.5276834	0.7119554	11221.096609	327.529962	13	22
SO	(28.2,28.3]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2028	0.8185583	4955.1602347	643.802690	6.7488831	1982-1999 –> 2000-2009	1.5290263	0.7104680	11222.998577	1084.563016	30	33
SO	(28.2,28.3]	4	cstar_tref ~ sal + temp + aou + phosphate	2028	0.8184958	4954.8505335	97.248052	6.7368554	1982-1999 –> 2000-2009	1.5362219	0.7177261	11281.721867	188.208092	27	39
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2028	0.8138603	4933.8145209	71.668481	6.6971876	1982-1999 –> 2000-2009	1.5369916	0.7231313	11306.262363	140.626949	9	25
SO	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2028	0.8152680	4938.8236894	38.637339	6.6641365	1982-1999 –> 2000-2009	1.5384290	0.7231610	11309.510240	78.040452	12	29
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2028	0.8163464	4946.1852774	72.850586	6.7775196	1982-1999 –> 2000-2009	1.5397528	0.7234064	11320.842124	145.679496	17	35
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2260	0.6508456	4486.3400823	287.954606	3.1399571	2000-2009 –> 2010-2019	1.4576226	0.8067769	9384.698788	746.817572	6	7
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2260	0.6511613	4488.5316219	403.706863	3.0731087	2000-2009 –> 2010-2019	1.4579430	0.8067817	9386.914207	1056.554085	7	9
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2260	0.6473961	4462.3199899	226.655732	3.1669206	2000-2009 –> 2010-2019	1.4601040	0.8127079	9390.387009	443.345813	1	8
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2260	0.6487297	4471.6209764	69.920160	2.9594862	2000-2009 –> 2010-2019	1.4625900	0.8138603	9405.435497	141.588641	5	14
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2260	0.6475106	4463.1191292	216.547248	3.0611706	2000-2009 –> 2010-2019	1.4638574	0.8163468	9409.306401	372.123358	2	20
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2260	0.6476408	4464.0280535	61.390334	3.0241277	2000-2009 –> 2010-2019	1.4640360	0.8163952	9410.455959	132.484884	3	23
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2260	0.6477674	4464.9116259	71.616215	2.9952474	2000-2009 –> 2010-2019	1.4641138	0.8163464	9411.096903	144.466801	4	21
SO	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2260	0.6581886	4535.0500089	261.666393	3.0176351	2000-2009 –> 2010-2019	1.4671439	0.8089553	9442.345478	459.380066	11	14
SO	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + silicate	2260	0.6564519	4523.1077439	38.052457	3.2303726	2000-2009 –> 2010-2019	1.4694287	0.8129768	9450.516544	66.061460	10	18
SO	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2260	0.6555954	4517.2064629	47.031803	3.3345773	2000-2009 –> 2010-2019	1.4708634	0.8152680	9456.030152	85.669142	8	20
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3890	1.0649236	11542.7275801	475.063997	6.1817082	1982-1999 –> 2000-2009	2.0397125	0.9747889	26190.258588	1011.180042	5	7
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3890	1.0536502	11459.9282715	196.040046	6.0466414	1982-1999 –> 2000-2009	2.0419989	0.9883487	26252.540781	397.828097	3	7
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3890	1.0534187	11458.2192242	392.186165	6.0522952	1982-1999 –> 2000-2009	2.0496412	0.9962225	26334.165467	732.648996	2	11
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	3890	1.0533037	11457.3698530	522.962945	6.0364882	1982-1999 –> 2000-2009	2.0673677	1.0140640	26519.733417	1089.319177	1	14
SO	(28.3, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3890	1.0536517	11457.9397033	46.485367	6.0459454	1982-1999 –> 2000-2009	2.0733881	1.0197364	26576.884481	104.863960	4	23
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3890	1.0822899	11668.5769059	73.801081	5.8364261	1982-1999 –> 2000-2009	2.0743218	0.9920319	26500.252883	125.178512	9	15
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3890	1.1092875	11860.2675269	330.407511	5.7707137	1982-1999 –> 2000-2009	2.0778364	0.9685489	26440.354790	680.522858	22	23
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	3890	1.0887008	11714.5257925	81.746156	5.7968330	1982-1999 –> 2000-2009	2.0825834	0.9938826	26565.775601	157.513156	10	17
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3890	1.0676582	11562.6800049	518.424165	6.0395696	1982-1999 –> 2000-2009	2.0830108	1.0153526	26638.380830	911.308338	7	22
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3890	1.1024711	11812.3129735	109.944520	5.6347560	1982-1999 –> 2000-2009	2.0878332	0.9853620	26573.141368	209.793301	17	20
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	5069	1.0663379	15050.3648074	268.475785	7.3539579	2000-2009 –> 2010-2019	2.1197566	1.0534187	26508.584031	660.661950	5	7
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5069	1.0690905	15076.5010283	195.171649	7.3530839	2000-2009 –> 2010-2019	2.1227406	1.0536502	26536.429300	391.211695	11	14
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	5069	1.0723874	15107.7173326	615.532548	7.1244556	2000-2009 –> 2010-2019	2.1256911	1.0533037	26565.087186	1138.495493	13	14
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	5069	1.0679944	15066.1014777	431.105582	7.4007509	2000-2009 –> 2010-2019	2.1329180	1.0649236	26608.829058	906.169578	9	14
SO	(28.3, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate	5069	1.0837961	15213.0019441	64.179469	7.0547289	2000-2009 –> 2010-2019	2.1374478	1.0536517	26670.941647	110.664837	21	25
SO	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	5069	1.0569490	14960.7067308	652.480250	7.5394136	2000-2009 –> 2010-2019	2.1462025	1.0892535	26679.181186	1155.432471	2	13
SO	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	5069	1.0682718	15066.7350198	168.177073	7.4160818	2000-2009 –> 2010-2019	2.1576716	1.0893997	26784.253518	378.972705	10	22
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5069	1.0963910	15332.1369004	427.396661	7.4935350	2000-2009 –> 2010-2019	2.1640492	1.0676582	26894.816905	945.820826	23	30
SO	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5069	1.0643955	15031.8809422	783.838138	7.2246926	2000-2009 –> 2010-2019	2.1679370	1.1035415	26851.744065	1492.839336	3	22
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	5069	1.0554160	14945.9917422	641.949282	7.4921364	2000-2009 –> 2010-2019	2.1752334	1.1198175	26879.762616	1135.824534	1	29

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

basin	gamma_slab	eras	rmse_sum_mean	ais_sum_mean
Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	2.4305589	627.63421
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	1.9433532	460.16291
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	8.4937253	6125.26768
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	7.8318327	4442.34815
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	6.7591508	7556.33944
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	7.5186310	6344.93753
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	3.6813667	9106.54924
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	4.3594939	9385.46702
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	2.7837431	9184.34465
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	3.0292573	8774.21066
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	2.2893192	9043.45264
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	2.8129644	9729.79787
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	2.3053742	13770.05634
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	2.5270155	13360.96346
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	1.7768085	3918.75341
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	1.8955783	4300.60894
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	3.6265210	5554.34556
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	3.8424812	5516.80623
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	4.5014875	10773.65562
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	4.4437345	8589.02318
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	0.3265475	-938.04528
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	0.3152306	-848.29078
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	0.3306923	-1240.64468
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	0.3354828	-1062.49732
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	0.4014061	-1475.91418
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	0.4167859	-1038.32773
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	0.3552716	-3292.70642
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	0.3794151	-1969.08342
Indian	(-Inf,26]	1982-1999 –> 2000-2009	3.4299580	3068.48467
Indian	(-Inf,26]	2000-2009 –> 2010-2019	3.0773284	1597.39627
Indian	(26,26.5]	1982-1999 –> 2000-2009	3.6955329	6004.90024
Indian	(26,26.5]	2000-2009 –> 2010-2019	2.8481482	2771.66428
Indian	(26.5,26.75]	1982-1999 –> 2000-2009	2.5359979	4711.43116
Indian	(26.5,26.75]	2000-2009 –> 2010-2019	2.0809538	2379.76942
Indian	(26.75,27]	1982-1999 –> 2000-2009	2.4644753	6598.77291
Indian	(26.75,27]	2000-2009 –> 2010-2019	2.3449196	4023.10433
Indian	(27,27.25]	1982-1999 –> 2000-2009	2.7528671	6307.12394
Indian	(27,27.25]	2000-2009 –> 2010-2019	2.7210517	3795.12778
Indian	(27.25,27.5]	1982-1999 –> 2000-2009	2.7485586	7347.47664
Indian	(27.25,27.5]	2000-2009 –> 2010-2019	2.9170723	4290.69036
Indian	(27.5,27.75]	1982-1999 –> 2000-2009	2.0568086	7410.73984
Indian	(27.5,27.75]	2000-2009 –> 2010-2019	2.3864124	4960.95278
Indian	(27.75,27.85]	1982-1999 –> 2000-2009	1.2207772	1878.27524
Indian	(27.75,27.85]	2000-2009 –> 2010-2019	1.4180996	1441.18546
Indian	(27.85,27.95]	1982-1999 –> 2000-2009	1.2306783	2204.38634
Indian	(27.85,27.95]	2000-2009 –> 2010-2019	1.3193490	1520.45014
Indian	(27.95,28.05]	1982-1999 –> 2000-2009	1.3802644	2967.58649
Indian	(27.95,28.05]	2000-2009 –> 2010-2019	1.1757168	1454.79887
Indian	(28.05,28.1]	1982-1999 –> 2000-2009	0.8768719	1002.19193
Indian	(28.05,28.1]	2000-2009 –> 2010-2019	0.8310478	396.27539
Indian	(28.1,28.2]	1982-1999 –> 2000-2009	0.7047634	1420.13603
Indian	(28.1,28.2]	2000-2009 –> 2010-2019	0.6186814	560.29573
Indian	(28.2,28.3]	1982-1999 –> 2000-2009	0.4624010	-699.52703
Indian	(28.2,28.3]	2000-2009 –> 2010-2019	0.4417652	-413.72542
Indian	(28.3, Inf]	1982-1999 –> 2000-2009	0.1564735	-4193.03210
Indian	(28.3, Inf]	2000-2009 –> 2010-2019	0.1252312	-2600.71200
N_Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	1.3705236	35.95296
N_Atlantic	(26,26.5]	1982-1999 –> 2000-2009	2.0267268	210.57989
N_Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	2.2901030	1281.72012
N_Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	2.0056344	922.67337
N_Atlantic	(26.75,27]	1982-1999 –> 2000-2009	2.6238657	2910.98754
N_Atlantic	(26.75,27]	2000-2009 –> 2010-2019	3.1291049	1938.19234
N_Atlantic	(27,27.25]	1982-1999 –> 2000-2009	2.7448042	6023.23520
N_Atlantic	(27,27.25]	2000-2009 –> 2010-2019	3.2543959	5321.92313
N_Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	3.6418627	16730.13728
N_Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	4.1481776	14299.98219
N_Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	2.3666875	35284.62138
N_Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	2.5530822	26284.31286
N_Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	0.7056114	3073.76127
N_Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	0.7428575	2325.51813
N_Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	0.5886596	1476.45449
N_Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	0.6518622	1373.82764
N_Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	0.6331535	1492.10912
N_Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	0.6031785	1464.98155
N_Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	0.2426722	-3046.01392
N_Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	0.2068142	-2166.03914
N_Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	0.2661577	-3834.29216
N_Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	0.2547488	-2818.63980
N_Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	0.2758893	-6325.43267
N_Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	0.2686949	-4750.26654
N_Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	0.3053678	-172.57279
N_Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	0.4089726	-122.50890
N_Pacific	(-Inf,26]	1982-1999 –> 2000-2009	2.5705072	383.76091
N_Pacific	(-Inf,26]	2000-2009 –> 2010-2019	3.1403749	600.79352
N_Pacific	(26,26.5]	1982-1999 –> 2000-2009	2.7422405	2476.73036
N_Pacific	(26,26.5]	2000-2009 –> 2010-2019	2.3815567	2436.65924
N_Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	1.7446931	2572.82861
N_Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	2.2455334	3686.34187
N_Pacific	(26.75,27]	1982-1999 –> 2000-2009	1.7825574	3902.36512
N_Pacific	(26.75,27]	2000-2009 –> 2010-2019	1.7445767	4042.85665
N_Pacific	(27,27.25]	1982-1999 –> 2000-2009	1.3434985	4525.50519
N_Pacific	(27,27.25]	2000-2009 –> 2010-2019	1.2696055	4321.99035
N_Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	0.5614983	739.17414
N_Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	0.5022856	221.54321
N_Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	0.4033783	-1076.02976
N_Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	0.3309324	-2074.82787
N_Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	0.1332993	-2088.82887
N_Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	0.1406928	-2081.75992
N_Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	0.2590595	-1244.31861
N_Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	0.2152209	-1851.52124
N_Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	0.2686594	-986.04553
N_Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	0.2086966	-1985.79586
N_Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	0.1867112	-1286.40113
N_Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	0.1692294	-1926.94430
N_Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	0.1454564	-3159.73632
N_Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	0.1462116	-4148.31604
N_Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	0.2159873	-7146.28324
N_Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	0.1916769	-13580.65445
N_Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	0.0084616	-237.42253
N_Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	0.0091782	-277.84094
Pacific	(-Inf,26]	1982-1999 –> 2000-2009	9.8050729	26231.23658
Pacific	(-Inf,26]	2000-2009 –> 2010-2019	9.6408927	38753.57819
Pacific	(26,26.5]	1982-1999 –> 2000-2009	6.0706050	20183.24053
Pacific	(26,26.5]	2000-2009 –> 2010-2019	5.9718546	22636.78134
Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	3.6219537	12075.44976
Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	4.2405092	14983.22673
Pacific	(26.75,27]	1982-1999 –> 2000-2009	3.6198669	14805.01470
Pacific	(26.75,27]	2000-2009 –> 2010-2019	4.4955652	19359.58772
Pacific	(27,27.25]	1982-1999 –> 2000-2009	2.8778069	13720.50792
Pacific	(27,27.25]	2000-2009 –> 2010-2019	3.3472065	20514.37349
Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	2.4391487	17838.26889
Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	2.8174780	24800.86115
Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	1.7141557	13849.82951
Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	2.0242198	20430.30686
Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	0.8985527	2708.43002
Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	0.9871898	4135.05199
Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	0.6588550	1635.83100
Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	0.7175261	2775.42956
Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	0.5824136	1071.18060
Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	0.5469650	916.54498
Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	0.3803092	-893.61299
Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	0.3891521	-1037.66862
Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	0.5094377	396.03826
Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	0.4601102	-567.78528
Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	0.5990577	4164.79329
Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	0.5463107	3310.55093
Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	0.2472674	-3718.32830
Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	0.3031933	-2802.73632
SO	(26,26.5]	1982-1999 –> 2000-2009	1.3202770	113.43413
SO	(26,26.5]	2000-2009 –> 2010-2019	1.6993368	94.63138
SO	(26.5,26.75]	1982-1999 –> 2000-2009	2.6488426	642.34245
SO	(26.5,26.75]	2000-2009 –> 2010-2019	2.2401456	401.56951
SO	(26.75,27]	1982-1999 –> 2000-2009	3.9540439	2537.57443
SO	(26.75,27]	2000-2009 –> 2010-2019	3.7500303	1869.30607
SO	(27,27.25]	1982-1999 –> 2000-2009	3.5274831	6866.68879
SO	(27,27.25]	2000-2009 –> 2010-2019	3.1508197	5012.19407
SO	(27.25,27.5]	1982-1999 –> 2000-2009	2.8993432	10089.84665
SO	(27.25,27.5]	2000-2009 –> 2010-2019	3.4969820	8405.39856
SO	(27.5,27.75]	1982-1999 –> 2000-2009	2.5165628	15238.52824
SO	(27.5,27.75]	2000-2009 –> 2010-2019	3.1515517	13285.46318
SO	(27.75,27.85]	1982-1999 –> 2000-2009	2.1597423	5598.82305
SO	(27.75,27.85]	2000-2009 –> 2010-2019	2.9479271	5437.39830
SO	(27.85,27.95]	1982-1999 –> 2000-2009	2.5610893	7083.99899
SO	(27.85,27.95]	2000-2009 –> 2010-2019	3.2298942	7026.22212
SO	(27.95,28.05]	1982-1999 –> 2000-2009	2.3889801	8838.37500
SO	(27.95,28.05]	2000-2009 –> 2010-2019	2.6727639	10600.15097
SO	(28.05,28.1]	1982-1999 –> 2000-2009	1.8361929	4981.94342
SO	(28.05,28.1]	2000-2009 –> 2010-2019	2.1355510	5655.88628
SO	(28.1,28.15]	1982-1999 –> 2000-2009	0.8372374	1102.65629
SO	(28.1,28.15]	2000-2009 –> 2010-2019	0.9298570	1114.81044
SO	(28.1,28.2]	1982-1999 –> 2000-2009	1.9604824	9996.92194
SO	(28.1,28.2]	2000-2009 –> 2010-2019	1.8926565	9244.28921
SO	(28.15,28.2]	1982-1999 –> 2000-2009	0.6529811	933.20303
SO	(28.15,28.2]	2000-2009 –> 2010-2019	0.6834139	732.42639
SO	(28.2, Inf]	1982-1999 –> 2000-2009	1.2859281	22052.04108
SO	(28.2, Inf]	2000-2009 –> 2010-2019	1.4376062	19213.03973
SO	(28.2,28.3]	1982-1999 –> 2000-2009	1.5302580	11249.39389
SO	(28.2,28.3]	2000-2009 –> 2010-2019	1.4637703	9414.71869
SO	(28.3, Inf]	1982-1999 –> 2000-2009	2.0677694	26459.14882
SO	(28.3, Inf]	2000-2009 –> 2010-2019	2.1449648	26697.96295

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[2]
      print(i_basin)
      print(i_era)
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin, era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.7 Cant coeffcients

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

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

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

5.8 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

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

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors")
}

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors pooled")
}

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

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

lm_all_fitted_wide_eras %>%
  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)) +
  facet_grid(eras ~ basin)

Past versions of rmse_correlation_across_eras_all_models-1.png

Version	Author	Date
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
6c53dbf	Donghe-Zhu	2021-03-25
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
9ef3222	Donghe-Zhu	2021-03-05
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
02b976d	Donghe-Zhu	2021-02-24
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
e3bba84	Donghe-Zhu	2021-02-15
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
61666de	Donghe-Zhu	2021-01-31
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
442010d	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

rm(max_rmse)

6.2.2 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)) +
  facet_grid(eras ~ basin)

Past versions of rmse_correlation_across_eras_best_models-1.png

Version	Author	Date
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
6c53dbf	Donghe-Zhu	2021-03-25
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
4168b43	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
fd528ed	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
60689fb	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
6f50bc6	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
9ef3222	Donghe-Zhu	2021-03-05
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c407a50	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
b71c719	Donghe-Zhu	2021-03-01
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
e152917	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
401eab3	Donghe-Zhu	2021-02-15
e3bba84	Donghe-Zhu	2021-02-15
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
e2ffc14	Donghe-Zhu	2021-02-05
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
a518739	Donghe-Zhu	2021-02-01
61666de	Donghe-Zhu	2021-01-31
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
442010d	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

rm(max_rmse)

6.3 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_all_stats <- lm_best_long %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n,
              names_from = term,
              values_fill = 0)

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

	aou	nitrate	phosphate	phosphate_star	sal	silicate	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	6	5	5	7	10	5	10
(26,26.5]	7	6	6	7	10	6	8
(26.5,26.75]	8	5	8	6	5	10	6
(26.75,27]	8	5	8	6	5	10	6
(27,27.25]	8	6	7	5	10	5	7
(27.25,27.5]	9	10	7	7	4	3	7
(27.5,27.75]	7	5	3	5	8	8	9
(27.75,27.85]	7	3	4	5	10	7	9
(27.85,27.95]	6	4	4	6	10	5	10
(27.95,28.05]	3	5	6	6	9	4	9
(28.05,28.1]	7	6	3	5	10	8	6
(28.1,28.15]	7	5	5	4	9	9	6
(28.15,28.2]	10	10	2	5	8	5	5
(28.2, Inf]	9	10	2	3	4	7	5
total	102.00	85.00	70.00	77.00	112.00	92.00	103.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	5	10	5	4	10	4	9
(26,26.5]	7	6	6	7	10	6	8
(26.5,26.75]	8	9	8	6	4	5	8
(26.75,27]	8	6	7	6	6	10	6
(27,27.25]	7	9	7	6	10	4	4
(27.25,27.5]	9	10	6	5	6	5	6
(27.5,27.75]	7	4	4	5	9	9	8
(27.75,27.85]	7	3	4	5	10	7	9
(27.85,27.95]	6	2	6	6	10	5	8
(27.95,28.05]	4	4	6	6	9	4	10
(28.05,28.1]	6	5	4	5	10	9	6
(28.1,28.15]	7	6	3	5	10	8	6
(28.15,28.2]	10	10	2	5	8	5	5
(28.2, Inf]	9	10	2	3	4	7	5
total	100.00	94.00	70.00	74.00	116.00	88.00	98.00
Indian - 1982-1999 --> 2000-2009
(-Inf,26]	6	4	6	7	10	4	10
(26,26.5]	6	4	6	7	4	10	10
(26.5,26.75]	4	5	5	8	5	10	10
(26.75,27]	5	5	4	8	5	10	10
(27,27.25]	5	5	7	7	10	8	6
(27.25,27.5]	4	6	5	9	10	6	8
(27.5,27.75]	3	10	4	7	7	8	9
(27.75,27.85]	4	2	4	6	9	10	6
(27.85,27.95]	4	3	3	7	9	9	7
(27.95,28.05]	5	2	4	7	7	7	10
(28.05,28.1]	6	2	4	8	5	5	9
(28.1,28.2]	6	6	5	6	8	6	10
(28.2,28.3]	8	10	7	4	6	6	7
(28.3, Inf]	5	4	5	9	10	10	4
total	71.00	68.00	69.00	100.00	105.00	109.00	116.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26]	5	6	6	8	8	6	10
(26,26.5]	6	4	6	7	4	10	10
(26.5,26.75]	5	5	5	8	4	10	10
(26.75,27]	5	5	5	8	4	10	10
(27,27.25]	6	6	5	8	10	8	6
(27.25,27.5]	4	8	5	7	10	8	7
(27.5,27.75]	4	7	4	7	7	10	8
(27.75,27.85]	3	2	4	7	10	10	6
(27.85,27.95]	3	3	4	7	9	10	7
(27.95,28.05]	6	1	4	8	5	5	10
(28.05,28.1]	5	2	4	9	5	5	10
(28.1,28.2]	7	5	5	6	7	6	10
(28.2,28.3]	8	10	7	4	6	6	7
(28.3, Inf]	5	4	5	9	10	10	4
total	72.00	68.00	69.00	103.00	99.00	114.00	115.00
N_Atlantic - 1982-1999 --> 2000-2009
(26,26.5]	1	3	3	2	1	6	4
(26.5,26.75]	6	6	5	7	6	10	9
(26.75,27]	6	6	4	7	4	10	10
(27,27.25]	8	7	6	7	5	10	7
(27.25,27.5]	5	5	4	9	4	10	10
(27.5,27.75]	6	5	5	10	6	7	10
(27.75,27.85]	7	5	5	5	10	9	5
(27.85,27.95]	7	5	4	6	10	10	5
(27.95,28.05]	8	5	4	5	8	9	7
(28.05,28.1]	8	10	4	5	10	3	5
(28.1,28.15]	8	10	5	5	10	3	5
(28.15,28.2]	8	10	4	5	10	3	5
(28.2, Inf]	6	7	1	4	10	5	3
total	84.00	84.00	54.00	77.00	94.00	95.00	85.00
N_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	2	0	0	1	0	0	1
(26.5,26.75]	5	5	3	8	6	10	10
(26.75,27]	6	4	6	7	4	10	10
(27,27.25]	5	7	5	8	4	10	9
(27.25,27.5]	5	6	4	8	4	10	10
(27.5,27.75]	7	6	7	8	6	6	10
(27.75,27.85]	7	5	5	5	10	9	5
(27.85,27.95]	6	5	4	6	10	10	5
(27.95,28.05]	8	5	5	5	7	8	7
(28.05,28.1]	8	10	4	5	10	3	5
(28.1,28.15]	7	10	4	6	10	3	6
(28.15,28.2]	9	8	3	4	10	5	7
(28.2, Inf]	3	3	4	3	7	3	5
total	78.00	74.00	54.00	74.00	88.00	87.00	90.00
N_Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	4	8	5	9	4	7	10
(26,26.5]	5	6	6	8	4	10	9
(26.5,26.75]	5	5	5	8	4	10	10
(26.75,27]	6	5	6	8	5	8	10
(27,27.25]	7	10	7	7	3	4	9
(27.25,27.5]	6	4	6	7	10	10	4
(27.5,27.75]	6	5	7	6	10	10	5
(27.75,27.85]	7	10	7	7	3	3	9
(27.85,27.95]	7	5	8	6	5	10	7
(27.95,28.05]	5	5	6	7	9	10	6
(28.05,28.1]	6	5	5	7	10	10	4
(28.1,28.2]	6	5	5	7	10	10	4
(28.2,28.3]	4	6	4	10	10	6	5
(28.3, Inf]	6	6	5	9	4	3	5
total	80.00	85.00	82.00	106.00	91.00	111.00	97.00
N_Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	6	7	6	7	4	7	10
(26,26.5]	5	6	6	8	4	10	9
(26.5,26.75]	5	6	5	9	3	10	9
(26.75,27]	6	5	6	8	5	8	10
(27,27.25]	7	10	7	6	4	4	9
(27.25,27.5]	6	4	6	7	10	10	4
(27.5,27.75]	5	5	6	7	10	10	5
(27.75,27.85]	6	9	7	7	4	4	10
(27.85,27.95]	7	5	7	6	4	10	8
(27.95,28.05]	6	6	7	6	10	7	7
(28.05,28.1]	4	5	4	9	10	10	4
(28.1,28.2]	4	5	5	9	8	10	5
(28.2,28.3]	4	5	5	10	10	5	6
(28.3, Inf]	4	10	3	2	10	3	4
total	75.00	88.00	80.00	101.00	96.00	108.00	100.00
Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	8	10	6	6	6	5	8
(26,26.5]	8	4	8	7	4	10	7
(26.5,26.75]	7	5	6	7	5	8	10
(26.75,27]	6	10	6	7	4	4	10
(27,27.25]	6	10	6	7	4	4	10
(27.25,27.5]	6	10	6	7	4	4	10
(27.5,27.75]	6	5	6	7	9	10	5
(27.75,27.85]	6	7	6	8	6	6	8
(27.85,27.95]	6	5	6	8	4	8	10
(27.95,28.05]	5	4	5	8	4	10	9
(28.05,28.1]	6	2	6	6	5	10	8
(28.1,28.2]	7	5	5	7	10	8	6
(28.2,28.3]	5	10	4	8	10	4	5
(28.3, Inf]	4	4	5	9	10	10	5
total	86.00	91.00	81.00	102.00	85.00	101.00	111.00
Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	8	10	6	6	6	5	8
(26,26.5]	8	4	7	7	3	10	8
(26.5,26.75]	7	6	7	6	6	7	10
(26.75,27]	5	10	5	8	4	5	10
(27,27.25]	6	10	6	7	4	4	10
(27.25,27.5]	6	10	6	7	4	4	10
(27.5,27.75]	6	6	5	6	10	10	6
(27.75,27.85]	4	7	4	9	8	10	6
(27.85,27.95]	6	8	6	8	7	8	7
(27.95,28.05]	5	4	5	8	4	10	9
(28.05,28.1]	6	2	6	6	5	10	8
(28.1,28.2]	5	4	5	8	10	10	4
(28.2,28.3]	5	9	4	7	10	6	7
(28.3, Inf]	4	4	4	9	10	10	5
total	81.00	94.00	76.00	102.00	91.00	109.00	108.00
SO - 1982-1999 --> 2000-2009
(26,26.5]	7	7	5	6	8	7	10
(26.5,26.75]	7	10	7	7	3	4	9
(26.75,27]	7	10	7	7	4	3	9
(27,27.25]	6	4	4	8	10	7	9
(27.25,27.5]	6	9	4	7	7	6	10
(27.5,27.75]	7	6	4	4	10	7	7
(27.75,27.85]	8	7	3	6	8	7	6
(27.85,27.95]	9	7	5	6	9	6	6
(27.95,28.05]	10	6	8	6	5	4	4
(28.05,28.1]	10	7	7	5	7	4	6
(28.1,28.15]	7	2	5	6	9	8	8
(28.1,28.2]	8	8	5	6	10	5	7
(28.15,28.2]	4	4	4	4	10	9	10
(28.2, Inf]	8	10	6	6	7	5	7
(28.2,28.3]	6	6	6	6	10	4	8
(28.3, Inf]	6	8	7	5	10	5	8
total	116.00	111.00	87.00	95.00	127.00	91.00	124.00
SO - 2000-2009 --> 2010-2019
(26,26.5]	3	3	3	7	5	7	9
(26.5,26.75]	7	10	7	7	4	3	9
(26.75,27]	5	7	4	9	7	6	10
(27,27.25]	5	5	4	8	10	7	9
(27.25,27.5]	5	6	4	8	10	4	10
(27.5,27.75]	7	7	3	4	10	6	7
(27.75,27.85]	9	5	3	6	6	8	7
(27.85,27.95]	9	7	5	6	5	10	6
(27.95,28.05]	8	5	5	7	8	9	6
(28.05,28.1]	8	8	5	6	10	5	7
(28.1,28.15]	4	3	3	4	10	10	10
(28.1,28.2]	9	8	5	6	9	5	6
(28.15,28.2]	4	3	3	4	10	10	10
(28.2, Inf]	8	8	5	6	10	5	7
(28.2,28.3]	6	7	5	5	10	6	8
(28.3, Inf]	4	10	9	6	9	4	6
total	101.00	102.00	73.00	99.00	133.00	105.00	127.00

6.4 RMSE alternatives

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all_fitted_wide_eras %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Past versions of aic_vs_rmse_all_models-1.png

Version	Author	Date
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
6c53dbf	Donghe-Zhu	2021-03-25
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
9ef3222	Donghe-Zhu	2021-03-05
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
02b976d	Donghe-Zhu	2021-02-24
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
e3bba84	Donghe-Zhu	2021-02-15
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
61666de	Donghe-Zhu	2021-01-31
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
442010d	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Past versions of aic_vs_rmse_selected_models-1.png

Version	Author	Date
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
6c53dbf	Donghe-Zhu	2021-03-25
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
4168b43	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
fd528ed	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
60689fb	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
6f50bc6	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
9ef3222	Donghe-Zhu	2021-03-05
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c407a50	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
b71c719	Donghe-Zhu	2021-03-01
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
e152917	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
401eab3	Donghe-Zhu	2021-02-15
e3bba84	Donghe-Zhu	2021-02-15
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
e2ffc14	Donghe-Zhu	2021-02-05
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
a518739	Donghe-Zhu	2021-02-01
61666de	Donghe-Zhu	2021-01-31
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
442010d	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[25] 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         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               MASS_7.3-53             
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              tweenr_1.0.2            
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[76] openxlsx_4.2.3           xfun_0.20                RcppEigen_0.3.3.9.1     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_1.0.1