eMLR - model fitting

workflowr

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• Past versions

Last updated: 2020-11-20

Checks: 7 0

Knit directory: Cant_eMLR/

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

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

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Repository version: 6b50088

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 6b50088. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:

Ignored files:
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    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1996-05-01_n_518_cruise_334_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1996-06-07_n_1030_cruise_288_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1996-06-25_n_242_cruise_618_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1996-09-09_n_552_cruise_68_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1996-09-26_n_85_cruise_40_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1996-11-17_n_738_cruise_258_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1997-04-26_n_20_cruise_648_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1997-05-26_n_1040_cruise_160_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1997-05-27_n_309_cruise_42_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1997-06-14_n_1462_cruise_259_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1997-07-30_n_1132_cruise_260_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1997-08-25_n_798_cruise_261_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1997-11-22_n_211_cruise_464_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1997-12-20_n_514_cruise_434_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1998-02-11_n_1024_cruise_341_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1998-03-14_n_196_cruise_69_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1998-06-07_n_44_cruise_448_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1998-06-28_n_52_cruise_449_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1998-08-03_n_187_cruise_450_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1998-10-09_n_33_cruise_409_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1998-11-24_n_251_cruise_465_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1999-01-07_n_120_cruise_466_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1999-05-17_n_107_cruise_467_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1999-05-31_n_338_cruise_461_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1999-06-23_n_381_cruise_46_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1999-09-05_n_89_cruise_468_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_1999-10-14_n_33_cruise_410_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2000-01-20_n_186_cruise_472_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2000-05-22_n_433_cruise_24_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2000-10-14_n_26_cruise_411_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2000-10-16_n_380_cruise_437_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2000-10-26_n_605_cruise_82_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2001-06-15_n_1143_cruise_83_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2001-06-23_n_381_cruise_476_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2001-08-14_n_870_cruise_477_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2001-09-04_n_32_cruise_478_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2001-09-12_n_392_cruise_438_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2001-11-17_n_912_cruise_70_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2002-04-01_n_46_cruise_682_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2002-05-29_n_26_cruise_706_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2002-06-27_n_147_cruise_263_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2002-06-28_n_769_cruise_392_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-03-13_n_768_cruise_484_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-07-03_n_14_cruise_591_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-07-23_n_20_cruise_592_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-08-10_n_1153_cruise_56_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-09-07_n_2722_cruise_486_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-10-06_n_1055_cruise_264_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-10-10_n_102_cruise_633_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-11-03_n_976_cruise_265_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2003-11-19_n_1221_cruise_487_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-01-01_n_1682_cruise_488_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-01-23_n_13_cruise_593_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-04-06_n_61_cruise_489_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-04-22_n_913_cruise_695_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-04-29_n_59_cruise_556_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-05-22_n_202_cruise_167_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-05-26_n_10_cruise_463_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-06-20_n_14_cruise_594_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-06-22_n_806_cruise_393_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-07-12_n_63_cruise_595_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-07-20_n_3228_cruise_272_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-08-17_n_956_cruise_490_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-10-23_n_83_cruise_492_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-10-27_n_59_cruise_596_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2004-11-27_n_926_cruise_493_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-01-10_n_691_cruise_72_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-01-24_n_14_cruise_597_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-01-25_n_2240_cruise_350_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-01-25_n_59_cruise_558_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-03-08_n_67_cruise_494_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-04-28_n_60_cruise_559_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-05-25_n_890_cruise_683_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-05-30_n_242_cruise_168_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-06-11_n_1558_cruise_495_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-07-17_n_66_cruise_599_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-09-14_n_1837_cruise_266_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-09-21_n_499_cruise_666_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-09-30_n_178_cruise_496_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-10-25_n_69_cruise_600_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2005-12-08_n_2641_cruise_497_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2006-01-24_n_68_cruise_561_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2006-03-08_n_1719_cruise_306_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2006-04-25_n_38_cruise_562_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2006-06-04_n_587_cruise_25_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2006-06-16_n_1_cruise_602_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2006-06-21_n_968_cruise_498_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2006-07-11_n_37_cruise_603_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2006-10-26_n_68_cruise_604_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-01-23_n_85_cruise_564_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-02-28_n_1671_cruise_352_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-03-09_n_1058_cruise_501_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-04-11_n_1995_cruise_353_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-04-30_n_63_cruise_565_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-05-31_n_600_cruise_327_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-07-03_n_47_cruise_606_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-07-31_n_33_cruise_607_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-08-14_n_1209_cruise_502_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-09-16_n_478_cruise_667_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-09-18_n_299_cruise_503_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-10-30_n_1828_cruise_504_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-10-31_n_63_cruise_566_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2007-12-07_n_1654_cruise_505_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-01-08_n_551_cruise_74_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-01-16_n_3261_cruise_345_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-02-01_n_79_cruise_608_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-02-21_n_1640_cruise_354_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-03-02_n_996_cruise_385_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-03-15_n_927_cruise_19_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-04-06_n_841_cruise_75_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-04-28_n_57_cruise_568_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-05-28_n_416_cruise_171_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-06-22_n_868_cruise_394_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2008-10-21_n_363_cruise_506_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-01-07_n_345_cruise_674_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-02-16_n_672_cruise_675_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-02-27_n_1170_cruise_84_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-03-29_n_1063_cruise_676_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-04-17_n_3605_cruise_355_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-05-18_n_2663_cruise_507_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-05-23_n_317_cruise_172_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-07-12_n_145_cruise_635_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-08-02_n_127_cruise_26_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-11-10_n_319_cruise_63_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2009-11-18_n_158_cruise_1059_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-01-01_n_4235_cruise_273_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-01-25_n_932_cruise_699_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-03-30_n_2340_cruise_346_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-04-03_n_377_cruise_703_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-05-21_n_266_cruise_173_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-05-26_n_168_cruise_1085_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-06-19_n_842_cruise_395_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-06-26_n_157_cruise_1063_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-07-25_n_1356_cruise_609_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-08-19_n_88_cruise_1064_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-10-16_n_161_cruise_2028_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-11-15_n_87_cruise_2029_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2010-12-22_n_1297_cruise_20_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-01-17_n_108_cruise_1065_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-01-30_n_270_cruise_1087_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-02-18_n_121_cruise_1066_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-03-21_n_2140_cruise_295_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-05-18_n_516_cruise_174_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-06-25_n_250_cruise_1067_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-07-07_n_2466_cruise_517_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-10-08_n_887_cruise_347_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2011-10-26_n_214_cruise_2031_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-01-28_n_253_cruise_1090_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-02-06_n_591_cruise_1002_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-02-19_n_242_cruise_1069_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-04-03_n_1103_cruise_329_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-04-15_n_111_cruise_2033_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-05-01_n_1390_cruise_330_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-06-07_n_152_cruise_1029_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-06-26_n_388_cruise_1092_.png
    Deleted:    output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-07-05_n_715_cruise_1031_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-07-20_n_793_cruise_1071_.png
    Modified:   output/figure/eMLR/data_preparation/all_cruises_clean/GLODAP_cruise_date_2012-08-14_n_1250_cruise_518_.png
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---

1 Libraries

Loading libraries specific to the the analysis performed in this section.

library(lubridate)
library(GGally)
library(olsrr)
library(knitr)
library(kableExtra)
library(broom)
library(corrr)
library(GGally)

2 Required data

Required are:

• cleaned and prepared GLODAPv2_2020 file

GLODAP <-
  read_csv(
    here::here(
      "data/interim",
      "GLODAPv2.2020_MLR_fitting_ready.csv"
    )
  )

3 Model fitting

Individual linear regression models were fitted for C* as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. The root mean squared error (RMSE) was calculated for each fitted model.

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)
      
      lm_full <- lm(Cstar ~ 
                sal  + 
                tem  + 
                aou  + 
                oxygen  + 
                silicate  + 
                phosphate  + 
                phosphate_star, 
              data = GLODAP_basin_era_slab)
      
      lm_all <- ols_step_all_possible(lm_full)
      
      lm_all <- as_tibble(lm_all$result)
      
      lm_all <- lm_all %>% 
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("lm_all_stats")) {
        lm_all_stats <- bind_rows(lm_all_stats, lm_all)
      }
      
      if (!exists("lm_all_stats")) {
        lm_all_stats <- lm_all
      }
      
      rm(lm_full, lm_all)
      
    }
    
  }
  
}

lm_all_stats %>%
  write_csv(here::here("data/eMLR",
                       "lm_all_stats.csv"))

rm(i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab,
   lm_all_stats)

RMSE was plotted against the number of predictors (limited to 2 - 5).

lm_all_stats <- read_csv(here::here("data/eMLR",
                                    "lm_all_stats.csv"))

lm_all_stats <- lm_all_stats %>% 
  filter(n >= parameters$predictors_min,
         n <= parameters$predictors_max)

lm_all_stats %>% 
  ggplot(aes(n, rmse, col = basin)) +
  geom_hline(yintercept = 10) + 
  geom_point(shape = 21) +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1")

3.1 RMSE alternatives

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

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

3.2 Predictor selection

Within each basin and slab, the 10 linear regression models with lowest summed RMSE across all eras were selected.

lm_all_stats <- lm_all_stats %>%
  select(basin, era, gamma_slab, predictors, rmse)

lm_all_stats_wide <- lm_all_stats %>%
  pivot_wider(names_from = era,
              values_from = rmse,
              names_prefix = "rmse_")

lm_all_stats_wide <- lm_all_stats_wide %>%
  mutate(
    rmse_sum_JGOFS_GO = rmse_JGOFS_WOCE + rmse_GO_SHIP,
    rmse_sum_GO_new = rmse_GO_SHIP + rmse_new_era
  )

lm_all_stats <- lm_all_stats_wide %>%
  pivot_longer(
    c(rmse_sum_JGOFS_GO, rmse_sum_GO_new),
    names_to = "eras",
    values_to = "rmse_sum",
    names_prefix = "rmse_sum_"
  )

lm_best <- lm_all_stats %>%
  group_by(basin, gamma_slab, eras) %>%
  slice_min(order_by = rmse_sum,
            with_ties = FALSE,
            n = parameters$MLR_number) %>%
  ungroup() %>% 
  arrange(basin, gamma_slab, eras, predictors)

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

basin	gamma_slab	predictors	rmse_GO_SHIP	rmse_JGOFS_WOCE	rmse_new_era	eras	rmse_sum
Atlantic	(-Inf,26]	sal aou oxygen silicate phosphate	6.443592	6.690887	2.723262	GO_new	9.166854
Atlantic	(-Inf,26]	sal aou oxygen silicate phosphate_star	6.443592	6.690887	2.723262	GO_new	9.166854
Atlantic	(-Inf,26]	sal aou silicate phosphate phosphate_star	6.443592	6.690887	2.723262	GO_new	9.166854
Atlantic	(-Inf,26]	sal tem aou oxygen phosphate	6.570724	6.262613	2.593086	GO_new	9.163810
Atlantic	(-Inf,26]	sal tem aou oxygen phosphate_star	6.570724	6.262613	2.593086	GO_new	9.163810
Atlantic	(-Inf,26]	sal tem aou phosphate phosphate_star	6.570724	6.262613	2.593086	GO_new	9.163810
Atlantic	(-Inf,26]	sal tem aou silicate phosphate	6.507397	6.607697	2.685329	GO_new	9.192726
Atlantic	(-Inf,26]	sal tem aou silicate phosphate_star	6.517881	6.584181	2.678819	GO_new	9.196700
Atlantic	(-Inf,26]	sal tem oxygen silicate phosphate_star	6.520974	6.563492	2.679213	GO_new	9.200188
Atlantic	(-Inf,26]	sal tem silicate phosphate phosphate_star	6.520974	6.563492	2.679213	GO_new	9.200188
Atlantic	(-Inf,26]	sal aou oxygen silicate phosphate	6.443592	6.690887	2.723262	JGOFS_GO	13.134479
Atlantic	(-Inf,26]	sal aou oxygen silicate phosphate_star	6.443592	6.690887	2.723262	JGOFS_GO	13.134479
Atlantic	(-Inf,26]	sal tem aou oxygen phosphate	6.570724	6.262613	2.593086	JGOFS_GO	12.833337
Atlantic	(-Inf,26]	sal tem aou oxygen phosphate_star	6.570724	6.262613	2.593086	JGOFS_GO	12.833337
Atlantic	(-Inf,26]	sal tem aou phosphate phosphate_star	6.570724	6.262613	2.593086	JGOFS_GO	12.833337
Atlantic	(-Inf,26]	sal tem aou silicate phosphate	6.507397	6.607697	2.685329	JGOFS_GO	13.115094
Atlantic	(-Inf,26]	sal tem aou silicate phosphate_star	6.517881	6.584181	2.678819	JGOFS_GO	13.102062
Atlantic	(-Inf,26]	sal tem oxygen silicate phosphate	6.520974	6.563492	2.679213	JGOFS_GO	13.084466
Atlantic	(-Inf,26]	sal tem oxygen silicate phosphate_star	6.520974	6.563492	2.679213	JGOFS_GO	13.084466
Atlantic	(-Inf,26]	sal tem silicate phosphate phosphate_star	6.520974	6.563492	2.679213	JGOFS_GO	13.084466
Atlantic	(26,26.5]	sal tem aou oxygen phosphate	5.119954	4.879713	2.725092	GO_new	7.845046
Atlantic	(26,26.5]	sal tem aou oxygen phosphate_star	5.119954	4.879713	2.725092	GO_new	7.845046
Atlantic	(26,26.5]	sal tem aou phosphate phosphate_star	5.119954	4.879713	2.725092	GO_new	7.845046
Atlantic	(26,26.5]	tem aou oxygen phosphate	5.125667	4.884808	2.805619	GO_new	7.931286
Atlantic	(26,26.5]	tem aou oxygen phosphate phosphate_star	5.125667	4.884808	2.805619	GO_new	7.931286
Atlantic	(26,26.5]	tem aou oxygen phosphate_star	5.125667	4.884808	2.805619	GO_new	7.931286
Atlantic	(26,26.5]	tem aou oxygen silicate phosphate	5.114177	4.843389	2.799017	GO_new	7.913194
Atlantic	(26,26.5]	tem aou oxygen silicate phosphate_star	5.114177	4.843389	2.799017	GO_new	7.913194
Atlantic	(26,26.5]	tem aou phosphate phosphate_star	5.125667	4.884808	2.805619	GO_new	7.931286
Atlantic	(26,26.5]	tem aou silicate phosphate phosphate_star	5.114177	4.843389	2.799017	GO_new	7.913194
Atlantic	(26,26.5]	sal tem aou oxygen phosphate	5.119954	4.879713	2.725092	JGOFS_GO	9.999667
Atlantic	(26,26.5]	sal tem aou oxygen phosphate_star	5.119954	4.879713	2.725092	JGOFS_GO	9.999667
Atlantic	(26,26.5]	sal tem aou phosphate phosphate_star	5.119954	4.879713	2.725092	JGOFS_GO	9.999667
Atlantic	(26,26.5]	tem aou oxygen phosphate	5.125667	4.884808	2.805619	JGOFS_GO	10.010475
Atlantic	(26,26.5]	tem aou oxygen phosphate phosphate_star	5.125667	4.884808	2.805619	JGOFS_GO	10.010475
Atlantic	(26,26.5]	tem aou oxygen phosphate_star	5.125667	4.884808	2.805619	JGOFS_GO	10.010475
Atlantic	(26,26.5]	tem aou oxygen silicate phosphate	5.114177	4.843389	2.799017	JGOFS_GO	9.957565
Atlantic	(26,26.5]	tem aou oxygen silicate phosphate_star	5.114177	4.843389	2.799017	JGOFS_GO	9.957565
Atlantic	(26,26.5]	tem aou phosphate phosphate_star	5.125667	4.884808	2.805619	JGOFS_GO	10.010475
Atlantic	(26,26.5]	tem aou silicate phosphate phosphate_star	5.114177	4.843389	2.799017	JGOFS_GO	9.957565
Atlantic	(26.5,26.75]	sal tem aou oxygen phosphate	4.236994	3.838780	3.119611	GO_new	7.356605
Atlantic	(26.5,26.75]	sal tem aou oxygen phosphate_star	4.236994	3.838780	3.119611	GO_new	7.356605
Atlantic	(26.5,26.75]	sal tem aou phosphate phosphate_star	4.236994	3.838780	3.119611	GO_new	7.356605
Atlantic	(26.5,26.75]	sal tem aou silicate phosphate_star	4.190807	3.959117	3.167058	GO_new	7.357865
Atlantic	(26.5,26.75]	sal tem oxygen silicate phosphate	4.190769	3.955370	3.163997	GO_new	7.354767
Atlantic	(26.5,26.75]	sal tem oxygen silicate phosphate_star	4.190769	3.955370	3.163997	GO_new	7.354767
Atlantic	(26.5,26.75]	sal tem silicate phosphate phosphate_star	4.190769	3.955370	3.163997	GO_new	7.354767
Atlantic	(26.5,26.75]	tem aou oxygen silicate phosphate	4.224299	3.865710	3.114482	GO_new	7.338782
Atlantic	(26.5,26.75]	tem aou oxygen silicate phosphate_star	4.224299	3.865710	3.114482	GO_new	7.338782
Atlantic	(26.5,26.75]	tem aou silicate phosphate phosphate_star	4.224299	3.865710	3.114482	GO_new	7.338782
Atlantic	(26.5,26.75]	sal tem aou oxygen phosphate	4.236994	3.838780	3.119611	JGOFS_GO	8.075774
Atlantic	(26.5,26.75]	sal tem aou oxygen phosphate_star	4.236994	3.838780	3.119611	JGOFS_GO	8.075774
Atlantic	(26.5,26.75]	sal tem aou phosphate phosphate_star	4.236994	3.838780	3.119611	JGOFS_GO	8.075774
Atlantic	(26.5,26.75]	sal tem aou silicate phosphate_star	4.190807	3.959117	3.167058	JGOFS_GO	8.149924
Atlantic	(26.5,26.75]	sal tem oxygen silicate phosphate	4.190769	3.955370	3.163997	JGOFS_GO	8.146139
Atlantic	(26.5,26.75]	sal tem oxygen silicate phosphate_star	4.190769	3.955370	3.163997	JGOFS_GO	8.146139
Atlantic	(26.5,26.75]	sal tem silicate phosphate phosphate_star	4.190769	3.955370	3.163997	JGOFS_GO	8.146139
Atlantic	(26.5,26.75]	tem aou oxygen silicate phosphate	4.224299	3.865710	3.114482	JGOFS_GO	8.090010
Atlantic	(26.5,26.75]	tem aou oxygen silicate phosphate_star	4.224299	3.865710	3.114482	JGOFS_GO	8.090010
Atlantic	(26.5,26.75]	tem aou silicate phosphate phosphate_star	4.224299	3.865710	3.114482	JGOFS_GO	8.090010
Atlantic	(26.75,27]	sal tem aou silicate phosphate	4.356890	4.437273	3.681709	GO_new	8.038600
Atlantic	(26.75,27]	sal tem aou silicate phosphate_star	4.331698	4.414428	3.685812	GO_new	8.017510
Atlantic	(26.75,27]	sal tem oxygen silicate phosphate	4.334399	4.414898	3.685259	GO_new	8.019658
Atlantic	(26.75,27]	sal tem oxygen silicate phosphate_star	4.334399	4.414898	3.685259	GO_new	8.019658
Atlantic	(26.75,27]	sal tem silicate phosphate phosphate_star	4.334399	4.414898	3.685259	GO_new	8.019658
Atlantic	(26.75,27]	tem aou oxygen silicate phosphate	4.367859	4.472974	3.699599	GO_new	8.067458
Atlantic	(26.75,27]	tem aou oxygen silicate phosphate_star	4.367859	4.472974	3.699599	GO_new	8.067458
Atlantic	(26.75,27]	tem aou silicate phosphate phosphate_star	4.367859	4.472974	3.699599	GO_new	8.067458
Atlantic	(26.75,27]	tem aou silicate phosphate_star	4.368996	4.473575	3.703951	GO_new	8.072947
Atlantic	(26.75,27]	tem oxygen silicate phosphate	4.370117	4.474040	3.703325	GO_new	8.073442
Atlantic	(26.75,27]	sal tem aou oxygen phosphate	4.360002	4.429072	3.792996	JGOFS_GO	8.789075
Atlantic	(26.75,27]	sal tem aou oxygen phosphate_star	4.360002	4.429072	3.792996	JGOFS_GO	8.789075
Atlantic	(26.75,27]	sal tem aou phosphate phosphate_star	4.360002	4.429072	3.792996	JGOFS_GO	8.789075
Atlantic	(26.75,27]	sal tem aou phosphate_star	4.364832	4.429663	3.798562	JGOFS_GO	8.794495
Atlantic	(26.75,27]	sal tem aou silicate phosphate	4.356890	4.437273	3.681709	JGOFS_GO	8.794164
Atlantic	(26.75,27]	sal tem aou silicate phosphate_star	4.331698	4.414428	3.685812	JGOFS_GO	8.746126
Atlantic	(26.75,27]	sal tem oxygen phosphate_star	4.367237	4.430224	3.797318	JGOFS_GO	8.797460
Atlantic	(26.75,27]	sal tem oxygen silicate phosphate	4.334399	4.414898	3.685259	JGOFS_GO	8.749298
Atlantic	(26.75,27]	sal tem oxygen silicate phosphate_star	4.334399	4.414898	3.685259	JGOFS_GO	8.749298
Atlantic	(26.75,27]	sal tem silicate phosphate phosphate_star	4.334399	4.414898	3.685259	JGOFS_GO	8.749298
Atlantic	(27,27.25]	sal aou oxygen silicate phosphate	4.968892	5.285521	4.739592	GO_new	9.708484
Atlantic	(27,27.25]	sal aou oxygen silicate phosphate_star	4.968892	5.285521	4.739592	GO_new	9.708484
Atlantic	(27,27.25]	sal tem aou silicate phosphate	4.788056	5.136310	4.763216	GO_new	9.551272
Atlantic	(27,27.25]	sal tem aou silicate phosphate_star	4.707344	5.107561	4.790733	GO_new	9.498077
Atlantic	(27,27.25]	sal tem oxygen silicate phosphate	4.721445	5.108732	4.785806	GO_new	9.507251
Atlantic	(27,27.25]	sal tem oxygen silicate phosphate_star	4.721445	5.108732	4.785806	GO_new	9.507251
Atlantic	(27,27.25]	sal tem silicate phosphate phosphate_star	4.721445	5.108732	4.785806	GO_new	9.507251
Atlantic	(27,27.25]	tem aou oxygen silicate phosphate	4.707474	5.158136	4.873179	GO_new	9.580653
Atlantic	(27,27.25]	tem aou oxygen silicate phosphate_star	4.707474	5.158136	4.873179	GO_new	9.580653
Atlantic	(27,27.25]	tem aou silicate phosphate phosphate_star	4.707474	5.158136	4.873179	GO_new	9.580653
Atlantic	(27,27.25]	sal tem aou silicate phosphate_star	4.707344	5.107561	4.790733	JGOFS_GO	9.814905
Atlantic	(27,27.25]	sal tem oxygen silicate phosphate	4.721445	5.108732	4.785806	JGOFS_GO	9.830177
Atlantic	(27,27.25]	sal tem oxygen silicate phosphate_star	4.721445	5.108732	4.785806	JGOFS_GO	9.830177
Atlantic	(27,27.25]	sal tem silicate phosphate phosphate_star	4.721445	5.108732	4.785806	JGOFS_GO	9.830177
Atlantic	(27,27.25]	tem aou oxygen silicate phosphate	4.707474	5.158136	4.873179	JGOFS_GO	9.865609
Atlantic	(27,27.25]	tem aou oxygen silicate phosphate_star	4.707474	5.158136	4.873179	JGOFS_GO	9.865609
Atlantic	(27,27.25]	tem aou silicate phosphate phosphate_star	4.707474	5.158136	4.873179	JGOFS_GO	9.865609
Atlantic	(27,27.25]	tem aou silicate phosphate_star	4.742552	5.158848	5.006370	JGOFS_GO	9.901400
Atlantic	(27,27.25]	tem oxygen silicate phosphate_star	4.755685	5.159542	4.997198	JGOFS_GO	9.915227
Atlantic	(27,27.25]	tem silicate phosphate phosphate_star	4.755685	5.159542	4.997198	JGOFS_GO	9.915227
Atlantic	(27.25,27.5]	sal aou oxygen silicate phosphate	4.272246	4.532203	3.863654	GO_new	8.135900
Atlantic	(27.25,27.5]	sal aou oxygen silicate phosphate_star	4.272246	4.532203	3.863654	GO_new	8.135900
Atlantic	(27.25,27.5]	sal aou silicate phosphate phosphate_star	4.272246	4.532203	3.863654	GO_new	8.135900
Atlantic	(27.25,27.5]	sal tem aou silicate phosphate	4.208929	4.510777	3.905331	GO_new	8.114260
Atlantic	(27.25,27.5]	sal tem oxygen silicate phosphate	4.190035	4.509306	3.940069	GO_new	8.130105
Atlantic	(27.25,27.5]	sal tem oxygen silicate phosphate_star	4.190035	4.509306	3.940069	GO_new	8.130105
Atlantic	(27.25,27.5]	sal tem silicate phosphate phosphate_star	4.190035	4.509306	3.940069	GO_new	8.130105
Atlantic	(27.25,27.5]	tem aou oxygen silicate phosphate	4.278962	4.558877	3.847627	GO_new	8.126589
Atlantic	(27.25,27.5]	tem aou oxygen silicate phosphate_star	4.278962	4.558877	3.847627	GO_new	8.126589
Atlantic	(27.25,27.5]	tem aou silicate phosphate phosphate_star	4.278962	4.558877	3.847627	GO_new	8.126589
Atlantic	(27.25,27.5]	sal tem aou oxygen phosphate	4.187124	4.509827	3.985409	JGOFS_GO	8.696952
Atlantic	(27.25,27.5]	sal tem aou oxygen phosphate_star	4.187124	4.509827	3.985409	JGOFS_GO	8.696952
Atlantic	(27.25,27.5]	sal tem aou phosphate phosphate_star	4.187124	4.509827	3.985409	JGOFS_GO	8.696952
Atlantic	(27.25,27.5]	sal tem aou silicate phosphate_star	4.186174	4.512357	3.960480	JGOFS_GO	8.698531
Atlantic	(27.25,27.5]	sal tem oxygen phosphate	4.190387	4.511502	4.064790	JGOFS_GO	8.701889
Atlantic	(27.25,27.5]	sal tem oxygen phosphate phosphate_star	4.190387	4.511502	4.064790	JGOFS_GO	8.701889
Atlantic	(27.25,27.5]	sal tem oxygen phosphate_star	4.190387	4.511502	4.064790	JGOFS_GO	8.701889
Atlantic	(27.25,27.5]	sal tem oxygen silicate phosphate	4.190035	4.509306	3.940069	JGOFS_GO	8.699342
Atlantic	(27.25,27.5]	sal tem oxygen silicate phosphate_star	4.190035	4.509306	3.940069	JGOFS_GO	8.699342
Atlantic	(27.25,27.5]	sal tem silicate phosphate phosphate_star	4.190035	4.509306	3.940069	JGOFS_GO	8.699342
Atlantic	(27.5,27.75]	sal aou oxygen silicate phosphate	4.356329	4.416547	4.458187	GO_new	8.814516
Atlantic	(27.5,27.75]	sal aou silicate phosphate phosphate_star	4.356329	4.416547	4.458187	GO_new	8.814516
Atlantic	(27.5,27.75]	sal tem aou silicate phosphate	4.345371	4.417100	4.446332	GO_new	8.791704
Atlantic	(27.5,27.75]	sal tem aou silicate phosphate_star	4.365838	4.438431	4.413150	GO_new	8.778989
Atlantic	(27.5,27.75]	sal tem oxygen silicate phosphate	4.346890	4.424845	4.431690	GO_new	8.778580
Atlantic	(27.5,27.75]	sal tem oxygen silicate phosphate_star	4.346890	4.424845	4.431690	GO_new	8.778580
Atlantic	(27.5,27.75]	sal tem silicate phosphate phosphate_star	4.346890	4.424845	4.431690	GO_new	8.778580
Atlantic	(27.5,27.75]	tem aou oxygen silicate phosphate	4.387136	4.441152	4.408584	GO_new	8.795720
Atlantic	(27.5,27.75]	tem aou oxygen silicate phosphate_star	4.387136	4.441152	4.408584	GO_new	8.795720
Atlantic	(27.5,27.75]	tem aou silicate phosphate phosphate_star	4.387136	4.441152	4.408584	GO_new	8.795720
Atlantic	(27.5,27.75]	sal aou oxygen silicate phosphate	4.356329	4.416547	4.458187	JGOFS_GO	8.772877
Atlantic	(27.5,27.75]	sal aou oxygen silicate phosphate_star	4.356329	4.416547	4.458187	JGOFS_GO	8.772877
Atlantic	(27.5,27.75]	sal aou silicate phosphate phosphate_star	4.356329	4.416547	4.458187	JGOFS_GO	8.772877
Atlantic	(27.5,27.75]	sal tem aou silicate phosphate	4.345371	4.417100	4.446332	JGOFS_GO	8.762471
Atlantic	(27.5,27.75]	sal tem aou silicate phosphate_star	4.365838	4.438431	4.413150	JGOFS_GO	8.804269
Atlantic	(27.5,27.75]	sal tem oxygen silicate phosphate	4.346890	4.424845	4.431690	JGOFS_GO	8.771735
Atlantic	(27.5,27.75]	sal tem oxygen silicate phosphate_star	4.346890	4.424845	4.431690	JGOFS_GO	8.771735
Atlantic	(27.5,27.75]	sal tem silicate phosphate phosphate_star	4.346890	4.424845	4.431690	JGOFS_GO	8.771735
Atlantic	(27.5,27.75]	tem aou oxygen silicate phosphate	4.387136	4.441152	4.408584	JGOFS_GO	8.828288
Atlantic	(27.5,27.75]	tem aou silicate phosphate phosphate_star	4.387136	4.441152	4.408584	JGOFS_GO	8.828288
Atlantic	(27.75,27.85]	sal aou oxygen silicate phosphate	4.698470	4.595052	6.733110	GO_new	11.431580
Atlantic	(27.75,27.85]	sal aou oxygen silicate phosphate_star	4.698470	4.595052	6.733110	GO_new	11.431580
Atlantic	(27.75,27.85]	sal aou silicate phosphate phosphate_star	4.698470	4.595052	6.733110	GO_new	11.431580
Atlantic	(27.75,27.85]	sal tem aou silicate phosphate	4.698226	4.594896	6.764984	GO_new	11.463209
Atlantic	(27.75,27.85]	sal tem aou silicate phosphate_star	4.706344	4.598592	6.724646	GO_new	11.430989
Atlantic	(27.75,27.85]	sal tem oxygen silicate phosphate_star	4.699260	4.595098	6.764729	GO_new	11.463989
Atlantic	(27.75,27.85]	sal tem silicate phosphate phosphate_star	4.699260	4.595098	6.764729	GO_new	11.463989
Atlantic	(27.75,27.85]	tem aou oxygen silicate phosphate	4.724860	4.630976	6.653574	GO_new	11.378434
Atlantic	(27.75,27.85]	tem aou oxygen silicate phosphate_star	4.724860	4.630976	6.653574	GO_new	11.378434
Atlantic	(27.75,27.85]	tem aou silicate phosphate phosphate_star	4.724860	4.630976	6.653574	GO_new	11.378434
Atlantic	(27.75,27.85]	sal aou oxygen silicate phosphate	4.698470	4.595052	6.733110	JGOFS_GO	9.293523
Atlantic	(27.75,27.85]	sal aou oxygen silicate phosphate_star	4.698470	4.595052	6.733110	JGOFS_GO	9.293523
Atlantic	(27.75,27.85]	sal aou silicate phosphate phosphate_star	4.698470	4.595052	6.733110	JGOFS_GO	9.293523
Atlantic	(27.75,27.85]	sal oxygen silicate phosphate	4.703764	4.595129	6.786839	JGOFS_GO	9.298893
Atlantic	(27.75,27.85]	sal oxygen silicate phosphate_star	4.703764	4.595129	6.786839	JGOFS_GO	9.298893
Atlantic	(27.75,27.85]	sal silicate phosphate phosphate_star	4.703764	4.595129	6.786839	JGOFS_GO	9.298893
Atlantic	(27.75,27.85]	sal tem aou silicate phosphate	4.698226	4.594896	6.764984	JGOFS_GO	9.293121
Atlantic	(27.75,27.85]	sal tem oxygen silicate phosphate	4.699260	4.595098	6.764729	JGOFS_GO	9.294357
Atlantic	(27.75,27.85]	sal tem oxygen silicate phosphate_star	4.699260	4.595098	6.764729	JGOFS_GO	9.294357
Atlantic	(27.75,27.85]	sal tem silicate phosphate phosphate_star	4.699260	4.595098	6.764729	JGOFS_GO	9.294357
Atlantic	(27.85,27.95]	sal aou oxygen silicate phosphate	4.891497	3.942064	4.896287	GO_new	9.787783
Atlantic	(27.85,27.95]	sal aou oxygen silicate phosphate_star	4.891497	3.942064	4.896287	GO_new	9.787783
Atlantic	(27.85,27.95]	sal aou silicate phosphate phosphate_star	4.891497	3.942064	4.896287	GO_new	9.787783
Atlantic	(27.85,27.95]	sal aou silicate phosphate_star	4.922570	3.992602	4.990023	GO_new	9.912593
Atlantic	(27.85,27.95]	sal tem aou silicate phosphate	4.893816	3.949801	4.931832	GO_new	9.825648
Atlantic	(27.85,27.95]	sal tem aou silicate phosphate_star	4.890751	3.943447	4.909190	GO_new	9.799941
Atlantic	(27.85,27.95]	sal tem oxygen silicate phosphate	4.892756	3.949398	4.933393	GO_new	9.826149
Atlantic	(27.85,27.95]	sal tem oxygen silicate phosphate_star	4.892756	3.949398	4.933393	GO_new	9.826149
Atlantic	(27.85,27.95]	sal tem silicate phosphate	4.987923	3.952715	4.941563	GO_new	9.929486
Atlantic	(27.85,27.95]	sal tem silicate phosphate phosphate_star	4.892756	3.949398	4.933393	GO_new	9.826149
Atlantic	(27.85,27.95]	sal aou oxygen silicate phosphate	4.891497	3.942064	4.896287	JGOFS_GO	8.833560
Atlantic	(27.85,27.95]	sal aou oxygen silicate phosphate_star	4.891497	3.942064	4.896287	JGOFS_GO	8.833560
Atlantic	(27.85,27.95]	sal aou silicate phosphate phosphate_star	4.891497	3.942064	4.896287	JGOFS_GO	8.833560
Atlantic	(27.85,27.95]	sal aou silicate phosphate_star	4.922570	3.992602	4.990023	JGOFS_GO	8.915172
Atlantic	(27.85,27.95]	sal tem aou silicate phosphate	4.893816	3.949801	4.931832	JGOFS_GO	8.843617
Atlantic	(27.85,27.95]	sal tem aou silicate phosphate_star	4.890751	3.943447	4.909190	JGOFS_GO	8.834199
Atlantic	(27.85,27.95]	sal tem oxygen silicate phosphate	4.892756	3.949398	4.933393	JGOFS_GO	8.842154
Atlantic	(27.85,27.95]	sal tem oxygen silicate phosphate_star	4.892756	3.949398	4.933393	JGOFS_GO	8.842154
Atlantic	(27.85,27.95]	sal tem silicate phosphate	4.987923	3.952715	4.941563	JGOFS_GO	8.940638
Atlantic	(27.85,27.95]	sal tem silicate phosphate phosphate_star	4.892756	3.949398	4.933393	JGOFS_GO	8.842154
Atlantic	(27.95,28.05]	sal aou oxygen silicate phosphate	5.739076	3.718335	5.080115	GO_new	10.819190
Atlantic	(27.95,28.05]	sal aou oxygen silicate phosphate_star	5.739076	3.718335	5.080115	GO_new	10.819190
Atlantic	(27.95,28.05]	sal aou silicate phosphate phosphate_star	5.739076	3.718335	5.080115	GO_new	10.819190
Atlantic	(27.95,28.05]	sal aou silicate phosphate_star	5.739109	3.718339	5.088156	GO_new	10.827265
Atlantic	(27.95,28.05]	sal tem aou oxygen phosphate	5.849683	4.062895	4.910700	GO_new	10.760383
Atlantic	(27.95,28.05]	sal tem aou oxygen phosphate_star	5.849683	4.062895	4.910700	GO_new	10.760383
Atlantic	(27.95,28.05]	sal tem aou phosphate phosphate_star	5.849683	4.062895	4.910700	GO_new	10.760383
Atlantic	(27.95,28.05]	sal tem aou silicate phosphate_star	5.737730	3.718002	5.088058	GO_new	10.825788
Atlantic	(27.95,28.05]	sal tem oxygen silicate phosphate_star	5.757884	3.735580	5.153075	GO_new	10.910958
Atlantic	(27.95,28.05]	sal tem silicate phosphate phosphate_star	5.757884	3.735580	5.153075	GO_new	10.910958
Atlantic	(27.95,28.05]	sal aou oxygen silicate phosphate	5.739076	3.718335	5.080115	JGOFS_GO	9.457411
Atlantic	(27.95,28.05]	sal aou oxygen silicate phosphate_star	5.739076	3.718335	5.080115	JGOFS_GO	9.457411
Atlantic	(27.95,28.05]	sal aou silicate phosphate phosphate_star	5.739076	3.718335	5.080115	JGOFS_GO	9.457411
Atlantic	(27.95,28.05]	sal aou silicate phosphate_star	5.739109	3.718339	5.088156	JGOFS_GO	9.457448
Atlantic	(27.95,28.05]	sal oxygen silicate phosphate_star	5.802526	3.820603	5.205036	JGOFS_GO	9.623129
Atlantic	(27.95,28.05]	sal tem aou silicate phosphate	5.770819	3.744744	5.174879	JGOFS_GO	9.515563
Atlantic	(27.95,28.05]	sal tem aou silicate phosphate_star	5.737730	3.718002	5.088058	JGOFS_GO	9.455732
Atlantic	(27.95,28.05]	sal tem oxygen silicate phosphate	5.757884	3.735580	5.153075	JGOFS_GO	9.493463
Atlantic	(27.95,28.05]	sal tem oxygen silicate phosphate_star	5.757884	3.735580	5.153075	JGOFS_GO	9.493463
Atlantic	(27.95,28.05]	sal tem silicate phosphate phosphate_star	5.757884	3.735580	5.153075	JGOFS_GO	9.493463
Atlantic	(28.05,28.1]	sal tem aou oxygen phosphate	5.932727	3.594746	4.579861	GO_new	10.512589
Atlantic	(28.05,28.1]	sal tem aou oxygen phosphate_star	5.932727	3.594746	4.579861	GO_new	10.512589
Atlantic	(28.05,28.1]	sal tem aou phosphate phosphate_star	5.932727	3.594746	4.579861	GO_new	10.512589
Atlantic	(28.05,28.1]	tem aou oxygen phosphate	6.026656	3.736781	4.580902	GO_new	10.607558
Atlantic	(28.05,28.1]	tem aou oxygen phosphate phosphate_star	6.026656	3.736781	4.580902	GO_new	10.607558
Atlantic	(28.05,28.1]	tem aou oxygen phosphate_star	6.026656	3.736781	4.580902	GO_new	10.607558
Atlantic	(28.05,28.1]	tem aou oxygen silicate phosphate	5.936735	3.680960	4.520107	GO_new	10.456843
Atlantic	(28.05,28.1]	tem aou oxygen silicate phosphate_star	5.936735	3.680960	4.520107	GO_new	10.456843
Atlantic	(28.05,28.1]	tem aou phosphate phosphate_star	6.026656	3.736781	4.580902	GO_new	10.607558
Atlantic	(28.05,28.1]	tem aou silicate phosphate phosphate_star	5.936735	3.680960	4.520107	GO_new	10.456843
Atlantic	(28.05,28.1]	sal tem aou oxygen phosphate	5.932727	3.594746	4.579861	JGOFS_GO	9.527473
Atlantic	(28.05,28.1]	sal tem aou oxygen phosphate_star	5.932727	3.594746	4.579861	JGOFS_GO	9.527473
Atlantic	(28.05,28.1]	sal tem aou phosphate phosphate_star	5.932727	3.594746	4.579861	JGOFS_GO	9.527473
Atlantic	(28.05,28.1]	sal tem aou silicate phosphate_star	6.083547	3.641505	5.079364	JGOFS_GO	9.725052
Atlantic	(28.05,28.1]	tem aou oxygen phosphate	6.026656	3.736781	4.580902	JGOFS_GO	9.763437
Atlantic	(28.05,28.1]	tem aou oxygen phosphate phosphate_star	6.026656	3.736781	4.580902	JGOFS_GO	9.763437
Atlantic	(28.05,28.1]	tem aou oxygen phosphate_star	6.026656	3.736781	4.580902	JGOFS_GO	9.763437
Atlantic	(28.05,28.1]	tem aou oxygen silicate phosphate	5.936735	3.680960	4.520107	JGOFS_GO	9.617695
Atlantic	(28.05,28.1]	tem aou oxygen silicate phosphate_star	5.936735	3.680960	4.520107	JGOFS_GO	9.617695
Atlantic	(28.05,28.1]	tem aou silicate phosphate phosphate_star	5.936735	3.680960	4.520107	JGOFS_GO	9.617695
Atlantic	(28.1,28.15]	sal tem aou oxygen phosphate	6.663145	3.416164	4.691997	GO_new	11.355142
Atlantic	(28.1,28.15]	sal tem aou oxygen phosphate_star	6.663145	3.416164	4.691997	GO_new	11.355142
Atlantic	(28.1,28.15]	sal tem aou phosphate phosphate_star	6.663145	3.416164	4.691997	GO_new	11.355142
Atlantic	(28.1,28.15]	sal tem aou phosphate_star	6.670569	3.433060	4.737733	GO_new	11.408302
Atlantic	(28.1,28.15]	sal tem aou silicate phosphate_star	6.662297	3.389809	4.737720	GO_new	11.400017
Atlantic	(28.1,28.15]	sal tem oxygen silicate phosphate_star	6.667020	3.386968	4.747359	GO_new	11.414378
Atlantic	(28.1,28.15]	sal tem silicate phosphate phosphate_star	6.667020	3.386968	4.747359	GO_new	11.414378
Atlantic	(28.1,28.15]	tem aou oxygen silicate phosphate	6.711929	3.433177	4.688406	GO_new	11.400335
Atlantic	(28.1,28.15]	tem aou oxygen silicate phosphate_star	6.711929	3.433177	4.688406	GO_new	11.400335
Atlantic	(28.1,28.15]	tem aou silicate phosphate phosphate_star	6.711929	3.433177	4.688406	GO_new	11.400335
Atlantic	(28.1,28.15]	sal tem aou oxygen phosphate	6.663145	3.416164	4.691997	JGOFS_GO	10.079309
Atlantic	(28.1,28.15]	sal tem aou oxygen phosphate_star	6.663145	3.416164	4.691997	JGOFS_GO	10.079309
Atlantic	(28.1,28.15]	sal tem aou phosphate phosphate_star	6.663145	3.416164	4.691997	JGOFS_GO	10.079309
Atlantic	(28.1,28.15]	sal tem aou silicate phosphate_star	6.662297	3.389809	4.737720	JGOFS_GO	10.052106
Atlantic	(28.1,28.15]	sal tem oxygen phosphate	6.672915	3.428923	4.748511	JGOFS_GO	10.101838
Atlantic	(28.1,28.15]	sal tem oxygen phosphate phosphate_star	6.672915	3.428923	4.748511	JGOFS_GO	10.101838
Atlantic	(28.1,28.15]	sal tem oxygen silicate phosphate	6.667020	3.386968	4.747359	JGOFS_GO	10.053988
Atlantic	(28.1,28.15]	sal tem oxygen silicate phosphate_star	6.667020	3.386968	4.747359	JGOFS_GO	10.053988
Atlantic	(28.1,28.15]	sal tem phosphate phosphate_star	6.672915	3.428923	4.748511	JGOFS_GO	10.101838
Atlantic	(28.1,28.15]	sal tem silicate phosphate phosphate_star	6.667020	3.386968	4.747359	JGOFS_GO	10.053988
Atlantic	(28.15,28.2]	sal aou oxygen silicate phosphate	3.511607	3.499674	2.921850	GO_new	6.433457
Atlantic	(28.15,28.2]	sal aou oxygen silicate phosphate_star	3.511607	3.499674	2.921850	GO_new	6.433457
Atlantic	(28.15,28.2]	sal aou silicate phosphate phosphate_star	3.511607	3.499674	2.921850	GO_new	6.433457
Atlantic	(28.15,28.2]	sal tem aou oxygen phosphate	3.510457	3.477244	2.910935	GO_new	6.421391
Atlantic	(28.15,28.2]	sal tem aou oxygen phosphate_star	3.510457	3.477244	2.910935	GO_new	6.421391
Atlantic	(28.15,28.2]	sal tem aou phosphate	3.535043	3.479617	2.910953	GO_new	6.445995
Atlantic	(28.15,28.2]	sal tem aou phosphate phosphate_star	3.510457	3.477244	2.910935	GO_new	6.421391
Atlantic	(28.15,28.2]	sal tem aou silicate phosphate	3.512351	3.478118	2.904862	GO_new	6.417213
Atlantic	(28.15,28.2]	sal tem oxygen silicate phosphate_star	3.546627	3.491210	2.912668	GO_new	6.459295
Atlantic	(28.15,28.2]	sal tem silicate phosphate phosphate_star	3.546627	3.491210	2.912668	GO_new	6.459295
Atlantic	(28.15,28.2]	sal aou oxygen phosphate	3.516783	3.506703	2.979097	JGOFS_GO	7.023487
Atlantic	(28.15,28.2]	sal aou oxygen phosphate_star	3.516783	3.506703	2.979097	JGOFS_GO	7.023487
Atlantic	(28.15,28.2]	sal aou oxygen silicate phosphate	3.511607	3.499674	2.921850	JGOFS_GO	7.011281
Atlantic	(28.15,28.2]	sal aou oxygen silicate phosphate_star	3.511607	3.499674	2.921850	JGOFS_GO	7.011281
Atlantic	(28.15,28.2]	sal aou silicate phosphate phosphate_star	3.511607	3.499674	2.921850	JGOFS_GO	7.011281
Atlantic	(28.15,28.2]	sal tem aou oxygen phosphate	3.510457	3.477244	2.910935	JGOFS_GO	6.987701
Atlantic	(28.15,28.2]	sal tem aou oxygen phosphate_star	3.510457	3.477244	2.910935	JGOFS_GO	6.987701
Atlantic	(28.15,28.2]	sal tem aou phosphate	3.535043	3.479617	2.910953	JGOFS_GO	7.014660
Atlantic	(28.15,28.2]	sal tem aou phosphate phosphate_star	3.510457	3.477244	2.910935	JGOFS_GO	6.987701
Atlantic	(28.15,28.2]	sal tem aou silicate phosphate	3.512351	3.478118	2.904862	JGOFS_GO	6.990469
Atlantic	(28.2, Inf]	sal aou oxygen silicate phosphate	3.020446	2.883699	2.879999	GO_new	5.900445
Atlantic	(28.2, Inf]	sal aou oxygen silicate phosphate_star	3.020446	2.883699	2.879999	GO_new	5.900445
Atlantic	(28.2, Inf]	sal aou silicate phosphate	3.020834	3.087835	2.899498	GO_new	5.920332
Atlantic	(28.2, Inf]	sal aou silicate phosphate phosphate_star	3.020446	2.883699	2.879999	GO_new	5.900445
Atlantic	(28.2, Inf]	sal oxygen silicate phosphate_star	3.039987	3.202278	2.880994	GO_new	5.920981
Atlantic	(28.2, Inf]	sal silicate phosphate phosphate_star	3.039987	3.202278	2.880994	GO_new	5.920981
Atlantic	(28.2, Inf]	sal tem aou silicate phosphate	3.020688	2.947850	2.899236	GO_new	5.919924
Atlantic	(28.2, Inf]	sal tem oxygen silicate phosphate	3.036917	3.014764	2.880381	GO_new	5.917298
Atlantic	(28.2, Inf]	sal tem oxygen silicate phosphate_star	3.036917	3.014764	2.880381	GO_new	5.917298
Atlantic	(28.2, Inf]	sal tem silicate phosphate phosphate_star	3.036917	3.014764	2.880381	GO_new	5.917298
Atlantic	(28.2, Inf]	sal aou oxygen phosphate	3.025275	2.895356	2.914614	JGOFS_GO	5.920631
Atlantic	(28.2, Inf]	sal aou oxygen phosphate phosphate_star	3.025275	2.895356	2.914614	JGOFS_GO	5.920631
Atlantic	(28.2, Inf]	sal aou oxygen phosphate_star	3.025275	2.895356	2.914614	JGOFS_GO	5.920631
Atlantic	(28.2, Inf]	sal aou oxygen silicate phosphate	3.020446	2.883699	2.879999	JGOFS_GO	5.904145
Atlantic	(28.2, Inf]	sal aou oxygen silicate phosphate_star	3.020446	2.883699	2.879999	JGOFS_GO	5.904145
Atlantic	(28.2, Inf]	sal aou phosphate phosphate_star	3.025275	2.895356	2.914614	JGOFS_GO	5.920631
Atlantic	(28.2, Inf]	sal aou silicate phosphate phosphate_star	3.020446	2.883699	2.879999	JGOFS_GO	5.904145
Atlantic	(28.2, Inf]	sal tem aou oxygen phosphate	3.022525	2.893443	2.911463	JGOFS_GO	5.915967
Atlantic	(28.2, Inf]	sal tem aou oxygen phosphate_star	3.022525	2.893443	2.911463	JGOFS_GO	5.915967
Atlantic	(28.2, Inf]	sal tem aou phosphate phosphate_star	3.022525	2.893443	2.911463	JGOFS_GO	5.915967
Indo-Pacific	(-Inf,26]	sal aou oxygen silicate phosphate	6.380738	11.399859	5.447504	GO_new	11.828242
Indo-Pacific	(-Inf,26]	sal aou oxygen silicate phosphate_star	6.380738	11.399859	5.447504	GO_new	11.828242
Indo-Pacific	(-Inf,26]	sal aou silicate phosphate phosphate_star	6.380738	11.399859	5.447504	GO_new	11.828242
Indo-Pacific	(-Inf,26]	sal tem aou oxygen phosphate	6.769375	11.746900	5.869605	GO_new	12.638980
Indo-Pacific	(-Inf,26]	sal tem aou silicate phosphate	6.497882	11.432500	5.681893	GO_new	12.179775
Indo-Pacific	(-Inf,26]	sal tem aou silicate phosphate_star	6.552718	11.456988	5.771181	GO_new	12.323900
Indo-Pacific	(-Inf,26]	sal tem oxygen silicate phosphate	6.554278	11.456084	5.793282	GO_new	12.347560
Indo-Pacific	(-Inf,26]	sal tem oxygen silicate phosphate_star	6.554278	11.456084	5.793282	GO_new	12.347560
Indo-Pacific	(-Inf,26]	sal tem silicate phosphate phosphate_star	6.554278	11.456084	5.793282	GO_new	12.347560
Indo-Pacific	(-Inf,26]	sal tem silicate phosphate_star	6.555444	11.459463	5.929318	GO_new	12.484762
Indo-Pacific	(-Inf,26]	sal aou oxygen silicate phosphate	6.380738	11.399859	5.447504	JGOFS_GO	17.780597
Indo-Pacific	(-Inf,26]	sal aou oxygen silicate phosphate_star	6.380738	11.399859	5.447504	JGOFS_GO	17.780597
Indo-Pacific	(-Inf,26]	sal aou silicate phosphate phosphate_star	6.380738	11.399859	5.447504	JGOFS_GO	17.780597
Indo-Pacific	(-Inf,26]	sal tem aou phosphate phosphate_star	6.769375	11.746900	5.869605	JGOFS_GO	18.516275
Indo-Pacific	(-Inf,26]	sal tem aou silicate phosphate	6.497882	11.432500	5.681893	JGOFS_GO	17.930382
Indo-Pacific	(-Inf,26]	sal tem aou silicate phosphate_star	6.552718	11.456988	5.771181	JGOFS_GO	18.009706
Indo-Pacific	(-Inf,26]	sal tem oxygen silicate phosphate	6.554278	11.456084	5.793282	JGOFS_GO	18.010363
Indo-Pacific	(-Inf,26]	sal tem oxygen silicate phosphate_star	6.554278	11.456084	5.793282	JGOFS_GO	18.010363
Indo-Pacific	(-Inf,26]	sal tem silicate phosphate phosphate_star	6.554278	11.456084	5.793282	JGOFS_GO	18.010363
Indo-Pacific	(-Inf,26]	sal tem silicate phosphate_star	6.555444	11.459463	5.929318	JGOFS_GO	18.014908
Indo-Pacific	(26,26.5]	sal aou oxygen silicate phosphate	4.747290	7.453793	3.954811	GO_new	8.702101
Indo-Pacific	(26,26.5]	sal aou oxygen silicate phosphate_star	4.747290	7.453793	3.954811	GO_new	8.702101
Indo-Pacific	(26,26.5]	sal aou silicate phosphate phosphate_star	4.747290	7.453793	3.954811	GO_new	8.702101
Indo-Pacific	(26,26.5]	sal tem aou oxygen phosphate	4.966446	7.630642	4.313716	GO_new	9.280162
Indo-Pacific	(26,26.5]	sal tem aou phosphate phosphate_star	4.966446	7.630642	4.313716	GO_new	9.280162
Indo-Pacific	(26,26.5]	sal tem aou silicate phosphate	4.761068	7.519139	4.052412	GO_new	8.813480
Indo-Pacific	(26,26.5]	sal tem aou silicate phosphate_star	4.797335	7.563192	4.114310	GO_new	8.911645
Indo-Pacific	(26,26.5]	sal tem oxygen silicate phosphate	4.790904	7.554875	4.101108	GO_new	8.892012
Indo-Pacific	(26,26.5]	sal tem oxygen silicate phosphate_star	4.790904	7.554875	4.101108	GO_new	8.892012
Indo-Pacific	(26,26.5]	sal tem silicate phosphate phosphate_star	4.790904	7.554875	4.101108	GO_new	8.892012
Indo-Pacific	(26,26.5]	sal aou oxygen silicate phosphate	4.747290	7.453793	3.954811	JGOFS_GO	12.201083
Indo-Pacific	(26,26.5]	sal aou oxygen silicate phosphate_star	4.747290	7.453793	3.954811	JGOFS_GO	12.201083
Indo-Pacific	(26,26.5]	sal aou silicate phosphate phosphate_star	4.747290	7.453793	3.954811	JGOFS_GO	12.201083
Indo-Pacific	(26,26.5]	sal tem aou oxygen phosphate	4.966446	7.630642	4.313716	JGOFS_GO	12.597088
Indo-Pacific	(26,26.5]	sal tem aou phosphate phosphate_star	4.966446	7.630642	4.313716	JGOFS_GO	12.597088
Indo-Pacific	(26,26.5]	sal tem aou silicate phosphate	4.761068	7.519139	4.052412	JGOFS_GO	12.280207
Indo-Pacific	(26,26.5]	sal tem aou silicate phosphate_star	4.797335	7.563192	4.114310	JGOFS_GO	12.360527
Indo-Pacific	(26,26.5]	sal tem oxygen silicate phosphate	4.790904	7.554875	4.101108	JGOFS_GO	12.345779
Indo-Pacific	(26,26.5]	sal tem oxygen silicate phosphate_star	4.790904	7.554875	4.101108	JGOFS_GO	12.345779
Indo-Pacific	(26,26.5]	sal tem silicate phosphate phosphate_star	4.790904	7.554875	4.101108	JGOFS_GO	12.345779
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate	5.368081	5.673179	4.666251	GO_new	10.034332
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate phosphate_star	5.368081	5.673179	4.666251	GO_new	10.034332
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate_star	5.368081	5.673179	4.666251	GO_new	10.034332
Indo-Pacific	(26.5,26.75]	sal aou oxygen silicate phosphate	5.367518	5.600090	4.591217	GO_new	9.958735
Indo-Pacific	(26.5,26.75]	sal aou oxygen silicate phosphate_star	5.367518	5.600090	4.591217	GO_new	9.958735
Indo-Pacific	(26.5,26.75]	sal aou phosphate phosphate_star	5.368081	5.673179	4.666251	GO_new	10.034332
Indo-Pacific	(26.5,26.75]	sal aou silicate phosphate phosphate_star	5.367518	5.600090	4.591217	GO_new	9.958735
Indo-Pacific	(26.5,26.75]	sal tem aou oxygen phosphate	5.367244	5.673134	4.651174	GO_new	10.018418
Indo-Pacific	(26.5,26.75]	sal tem aou oxygen phosphate_star	5.367244	5.673134	4.651174	GO_new	10.018418
Indo-Pacific	(26.5,26.75]	sal tem aou phosphate phosphate_star	5.367244	5.673134	4.651174	GO_new	10.018418
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate	5.368081	5.673179	4.666251	JGOFS_GO	11.041260
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate phosphate_star	5.368081	5.673179	4.666251	JGOFS_GO	11.041260
Indo-Pacific	(26.5,26.75]	sal aou oxygen phosphate_star	5.368081	5.673179	4.666251	JGOFS_GO	11.041260
Indo-Pacific	(26.5,26.75]	sal aou oxygen silicate phosphate	5.367518	5.600090	4.591217	JGOFS_GO	10.967607
Indo-Pacific	(26.5,26.75]	sal aou oxygen silicate phosphate_star	5.367518	5.600090	4.591217	JGOFS_GO	10.967607
Indo-Pacific	(26.5,26.75]	sal aou phosphate phosphate_star	5.368081	5.673179	4.666251	JGOFS_GO	11.041260
Indo-Pacific	(26.5,26.75]	sal aou silicate phosphate phosphate_star	5.367518	5.600090	4.591217	JGOFS_GO	10.967607
Indo-Pacific	(26.5,26.75]	sal tem aou oxygen phosphate	5.367244	5.673134	4.651174	JGOFS_GO	11.040379
Indo-Pacific	(26.5,26.75]	sal tem aou oxygen phosphate_star	5.367244	5.673134	4.651174	JGOFS_GO	11.040379
Indo-Pacific	(26.5,26.75]	sal tem aou phosphate phosphate_star	5.367244	5.673134	4.651174	JGOFS_GO	11.040379
Indo-Pacific	(26.75,27]	sal tem aou oxygen phosphate	5.013108	6.316583	4.317585	GO_new	9.330693
Indo-Pacific	(26.75,27]	sal tem aou oxygen phosphate_star	5.013108	6.316583	4.317585	GO_new	9.330693
Indo-Pacific	(26.75,27]	sal tem aou phosphate phosphate_star	5.013108	6.316583	4.317585	GO_new	9.330693
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate	5.019334	6.316626	4.326293	GO_new	9.345627
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate phosphate_star	5.019334	6.316626	4.326293	GO_new	9.345627
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate_star	5.019334	6.316626	4.326293	GO_new	9.345627
Indo-Pacific	(26.75,27]	tem aou oxygen silicate phosphate	4.988531	6.295907	4.310810	GO_new	9.299341
Indo-Pacific	(26.75,27]	tem aou oxygen silicate phosphate_star	4.988531	6.295907	4.310810	GO_new	9.299341
Indo-Pacific	(26.75,27]	tem aou phosphate phosphate_star	5.019334	6.316626	4.326293	GO_new	9.345627
Indo-Pacific	(26.75,27]	tem aou silicate phosphate phosphate_star	4.988531	6.295907	4.310810	GO_new	9.299341
Indo-Pacific	(26.75,27]	sal tem aou oxygen phosphate	5.013108	6.316583	4.317585	JGOFS_GO	11.329691
Indo-Pacific	(26.75,27]	sal tem aou oxygen phosphate_star	5.013108	6.316583	4.317585	JGOFS_GO	11.329691
Indo-Pacific	(26.75,27]	sal tem aou phosphate phosphate_star	5.013108	6.316583	4.317585	JGOFS_GO	11.329691
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate	5.019334	6.316626	4.326293	JGOFS_GO	11.335960
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate phosphate_star	5.019334	6.316626	4.326293	JGOFS_GO	11.335960
Indo-Pacific	(26.75,27]	tem aou oxygen phosphate_star	5.019334	6.316626	4.326293	JGOFS_GO	11.335960
Indo-Pacific	(26.75,27]	tem aou oxygen silicate phosphate	4.988531	6.295907	4.310810	JGOFS_GO	11.284438
Indo-Pacific	(26.75,27]	tem aou oxygen silicate phosphate_star	4.988531	6.295907	4.310810	JGOFS_GO	11.284438
Indo-Pacific	(26.75,27]	tem aou phosphate phosphate_star	5.019334	6.316626	4.326293	JGOFS_GO	11.335960
Indo-Pacific	(26.75,27]	tem aou silicate phosphate phosphate_star	4.988531	6.295907	4.310810	JGOFS_GO	11.284438
Indo-Pacific	(27,27.25]	sal aou oxygen silicate phosphate	4.779328	6.121345	4.159764	GO_new	8.939092
Indo-Pacific	(27,27.25]	sal aou oxygen silicate phosphate_star	4.779328	6.121345	4.159764	GO_new	8.939092
Indo-Pacific	(27,27.25]	sal aou silicate phosphate phosphate_star	4.779328	6.121345	4.159764	GO_new	8.939092
Indo-Pacific	(27,27.25]	sal tem aou oxygen phosphate	4.755452	5.989123	4.170923	GO_new	8.926375
Indo-Pacific	(27,27.25]	sal tem aou oxygen phosphate_star	4.755452	5.989123	4.170923	GO_new	8.926375
Indo-Pacific	(27,27.25]	sal tem aou phosphate phosphate_star	4.755452	5.989123	4.170923	GO_new	8.926375
Indo-Pacific	(27,27.25]	sal tem aou silicate phosphate	4.786927	6.155580	4.175477	GO_new	8.962404
Indo-Pacific	(27,27.25]	tem aou oxygen silicate phosphate	4.700012	5.922267	4.084458	GO_new	8.784470
Indo-Pacific	(27,27.25]	tem aou oxygen silicate phosphate_star	4.700012	5.922267	4.084458	GO_new	8.784470
Indo-Pacific	(27,27.25]	tem aou silicate phosphate phosphate_star	4.700012	5.922267	4.084458	GO_new	8.784470
Indo-Pacific	(27,27.25]	sal aou oxygen silicate phosphate	4.779328	6.121345	4.159764	JGOFS_GO	10.900673
Indo-Pacific	(27,27.25]	sal aou oxygen silicate phosphate_star	4.779328	6.121345	4.159764	JGOFS_GO	10.900673
Indo-Pacific	(27,27.25]	sal aou silicate phosphate phosphate_star	4.779328	6.121345	4.159764	JGOFS_GO	10.900673
Indo-Pacific	(27,27.25]	sal tem aou oxygen phosphate	4.755452	5.989123	4.170923	JGOFS_GO	10.744575
Indo-Pacific	(27,27.25]	sal tem aou oxygen phosphate_star	4.755452	5.989123	4.170923	JGOFS_GO	10.744575
Indo-Pacific	(27,27.25]	sal tem aou phosphate phosphate_star	4.755452	5.989123	4.170923	JGOFS_GO	10.744575
Indo-Pacific	(27,27.25]	tem aou oxygen silicate phosphate	4.700012	5.922267	4.084458	JGOFS_GO	10.622279
Indo-Pacific	(27,27.25]	tem aou oxygen silicate phosphate_star	4.700012	5.922267	4.084458	JGOFS_GO	10.622279
Indo-Pacific	(27,27.25]	tem aou phosphate phosphate_star	4.885953	6.053924	4.314703	JGOFS_GO	10.939877
Indo-Pacific	(27,27.25]	tem aou silicate phosphate phosphate_star	4.700012	5.922267	4.084458	JGOFS_GO	10.622279
Indo-Pacific	(27.25,27.5]	sal aou oxygen silicate phosphate	4.232137	5.146212	3.271593	GO_new	7.503731
Indo-Pacific	(27.25,27.5]	sal aou oxygen silicate phosphate_star	4.232137	5.146212	3.271593	GO_new	7.503731
Indo-Pacific	(27.25,27.5]	sal aou silicate phosphate	4.293307	5.648618	3.305317	GO_new	7.598624
Indo-Pacific	(27.25,27.5]	sal aou silicate phosphate phosphate_star	4.232137	5.146212	3.271593	GO_new	7.503731
Indo-Pacific	(27.25,27.5]	sal tem aou silicate phosphate	4.260601	5.403105	3.275469	GO_new	7.536069
Indo-Pacific	(27.25,27.5]	sal tem aou silicate phosphate_star	4.316632	5.629242	3.285669	GO_new	7.602301
Indo-Pacific	(27.25,27.5]	sal tem oxygen silicate phosphate	4.297270	5.585947	3.281967	GO_new	7.579237
Indo-Pacific	(27.25,27.5]	sal tem oxygen silicate phosphate_star	4.297270	5.585947	3.281967	GO_new	7.579237
Indo-Pacific	(27.25,27.5]	sal tem silicate phosphate phosphate_star	4.297270	5.585947	3.281967	GO_new	7.579237
Indo-Pacific	(27.25,27.5]	tem aou oxygen silicate phosphate_star	4.107583	4.762747	3.575791	GO_new	7.683374
Indo-Pacific	(27.25,27.5]	sal tem aou oxygen phosphate	4.315549	4.798485	3.635787	JGOFS_GO	9.114034
Indo-Pacific	(27.25,27.5]	sal tem aou oxygen phosphate_star	4.315549	4.798485	3.635787	JGOFS_GO	9.114034
Indo-Pacific	(27.25,27.5]	sal tem aou phosphate phosphate_star	4.315549	4.798485	3.635787	JGOFS_GO	9.114034
Indo-Pacific	(27.25,27.5]	tem aou oxygen phosphate	4.353361	4.812083	3.754739	JGOFS_GO	9.165444
Indo-Pacific	(27.25,27.5]	tem aou oxygen phosphate phosphate_star	4.353361	4.812083	3.754739	JGOFS_GO	9.165444
Indo-Pacific	(27.25,27.5]	tem aou oxygen phosphate_star	4.353361	4.812083	3.754739	JGOFS_GO	9.165444
Indo-Pacific	(27.25,27.5]	tem aou oxygen silicate phosphate	4.107583	4.762747	3.575791	JGOFS_GO	8.870330
Indo-Pacific	(27.25,27.5]	tem aou oxygen silicate phosphate_star	4.107583	4.762747	3.575791	JGOFS_GO	8.870330
Indo-Pacific	(27.25,27.5]	tem aou phosphate phosphate_star	4.353361	4.812083	3.754739	JGOFS_GO	9.165444
Indo-Pacific	(27.25,27.5]	tem aou silicate phosphate phosphate_star	4.107583	4.762747	3.575791	JGOFS_GO	8.870330
Indo-Pacific	(27.5,27.75]	sal aou oxygen silicate phosphate	3.808884	4.667912	2.976966	GO_new	6.785851
Indo-Pacific	(27.5,27.75]	sal aou oxygen silicate phosphate_star	3.808884	4.667912	2.976966	GO_new	6.785851
Indo-Pacific	(27.5,27.75]	sal aou silicate phosphate	3.983730	5.550076	3.118188	GO_new	7.101918
Indo-Pacific	(27.5,27.75]	sal aou silicate phosphate phosphate_star	3.808884	4.667912	2.976966	GO_new	6.785851
Indo-Pacific	(27.5,27.75]	sal tem aou silicate phosphate	3.806962	4.850677	2.975468	GO_new	6.782430
Indo-Pacific	(27.5,27.75]	sal tem aou silicate phosphate_star	3.818621	4.989376	2.974864	GO_new	6.793484
Indo-Pacific	(27.5,27.75]	sal tem oxygen silicate phosphate	3.814788	4.982888	2.974898	GO_new	6.789686
Indo-Pacific	(27.5,27.75]	sal tem oxygen silicate phosphate_star	3.814788	4.982888	2.974898	GO_new	6.789686
Indo-Pacific	(27.5,27.75]	sal tem silicate phosphate phosphate_star	3.814788	4.982888	2.974898	GO_new	6.789686
Indo-Pacific	(27.5,27.75]	tem aou oxygen silicate phosphate_star	4.020120	4.433049	3.303266	GO_new	7.323386
Indo-Pacific	(27.5,27.75]	sal aou oxygen silicate phosphate	3.808884	4.667912	2.976966	JGOFS_GO	8.476796
Indo-Pacific	(27.5,27.75]	sal aou oxygen silicate phosphate_star	3.808884	4.667912	2.976966	JGOFS_GO	8.476796
Indo-Pacific	(27.5,27.75]	sal aou silicate phosphate phosphate_star	3.808884	4.667912	2.976966	JGOFS_GO	8.476796
Indo-Pacific	(27.5,27.75]	sal tem aou oxygen phosphate	4.023106	4.451390	3.365543	JGOFS_GO	8.474497
Indo-Pacific	(27.5,27.75]	sal tem aou oxygen phosphate_star	4.023106	4.451390	3.365543	JGOFS_GO	8.474497
Indo-Pacific	(27.5,27.75]	sal tem aou phosphate phosphate_star	4.023106	4.451390	3.365543	JGOFS_GO	8.474497
Indo-Pacific	(27.5,27.75]	tem aou oxygen phosphate_star	4.091653	4.451411	3.430967	JGOFS_GO	8.543063
Indo-Pacific	(27.5,27.75]	tem aou oxygen silicate phosphate	4.020120	4.433049	3.303266	JGOFS_GO	8.453169
Indo-Pacific	(27.5,27.75]	tem aou oxygen silicate phosphate_star	4.020120	4.433049	3.303266	JGOFS_GO	8.453169
Indo-Pacific	(27.5,27.75]	tem aou silicate phosphate phosphate_star	4.020120	4.433049	3.303266	JGOFS_GO	8.453169
Indo-Pacific	(27.75,27.85]	sal tem aou silicate phosphate	3.357174	4.124754	2.877623	GO_new	6.234797
Indo-Pacific	(27.75,27.85]	sal tem aou silicate phosphate_star	3.332746	4.148067	2.865182	GO_new	6.197928
Indo-Pacific	(27.75,27.85]	sal tem oxygen silicate phosphate	3.334365	4.149044	2.866945	GO_new	6.201309
Indo-Pacific	(27.75,27.85]	sal tem oxygen silicate phosphate_star	3.334365	4.149044	2.866945	GO_new	6.201309
Indo-Pacific	(27.75,27.85]	sal tem silicate phosphate phosphate_star	3.334365	4.149044	2.866945	GO_new	6.201309
Indo-Pacific	(27.75,27.85]	tem aou oxygen silicate phosphate	3.311769	4.099069	2.908156	GO_new	6.219925
Indo-Pacific	(27.75,27.85]	tem aou oxygen silicate phosphate_star	3.311769	4.099069	2.908156	GO_new	6.219925
Indo-Pacific	(27.75,27.85]	tem aou silicate phosphate phosphate_star	3.311769	4.099069	2.908156	GO_new	6.219925
Indo-Pacific	(27.75,27.85]	tem aou silicate phosphate_star	3.337914	4.162423	2.918528	GO_new	6.256442
Indo-Pacific	(27.75,27.85]	tem oxygen silicate phosphate_star	3.339171	4.162857	2.919204	GO_new	6.258375
Indo-Pacific	(27.75,27.85]	sal tem aou oxygen phosphate	3.369300	4.092796	3.005146	JGOFS_GO	7.462096
Indo-Pacific	(27.75,27.85]	sal tem aou oxygen phosphate_star	3.369300	4.092796	3.005146	JGOFS_GO	7.462096
Indo-Pacific	(27.75,27.85]	sal tem aou phosphate phosphate_star	3.369300	4.092796	3.005146	JGOFS_GO	7.462096
Indo-Pacific	(27.75,27.85]	tem aou oxygen phosphate	3.369953	4.099248	3.006981	JGOFS_GO	7.469201
Indo-Pacific	(27.75,27.85]	tem aou oxygen phosphate phosphate_star	3.369953	4.099248	3.006981	JGOFS_GO	7.469201
Indo-Pacific	(27.75,27.85]	tem aou oxygen phosphate_star	3.369953	4.099248	3.006981	JGOFS_GO	7.469201
Indo-Pacific	(27.75,27.85]	tem aou oxygen silicate phosphate	3.311769	4.099069	2.908156	JGOFS_GO	7.410839
Indo-Pacific	(27.75,27.85]	tem aou oxygen silicate phosphate_star	3.311769	4.099069	2.908156	JGOFS_GO	7.410839
Indo-Pacific	(27.75,27.85]	tem aou phosphate phosphate_star	3.369953	4.099248	3.006981	JGOFS_GO	7.469201
Indo-Pacific	(27.75,27.85]	tem aou silicate phosphate phosphate_star	3.311769	4.099069	2.908156	JGOFS_GO	7.410839
Indo-Pacific	(27.85,27.95]	sal aou silicate phosphate phosphate_star	3.020889	4.293944	2.884052	GO_new	5.904941
Indo-Pacific	(27.85,27.95]	sal tem aou silicate phosphate	3.016925	4.310181	2.866636	GO_new	5.883561
Indo-Pacific	(27.85,27.95]	sal tem aou silicate phosphate_star	3.025496	4.328959	2.858284	GO_new	5.883780
Indo-Pacific	(27.85,27.95]	sal tem oxygen silicate phosphate	3.024571	4.329763	2.859122	GO_new	5.883694
Indo-Pacific	(27.85,27.95]	sal tem oxygen silicate phosphate_star	3.024571	4.329763	2.859122	GO_new	5.883694
Indo-Pacific	(27.85,27.95]	sal tem silicate phosphate phosphate_star	3.024571	4.329763	2.859122	GO_new	5.883694
Indo-Pacific	(27.85,27.95]	tem aou oxygen silicate phosphate	3.016136	4.294718	2.884432	GO_new	5.900568
Indo-Pacific	(27.85,27.95]	tem aou oxygen silicate phosphate_star	3.016136	4.294718	2.884432	GO_new	5.900568
Indo-Pacific	(27.85,27.95]	tem aou silicate phosphate	3.016928	4.310250	2.886803	GO_new	5.903731
Indo-Pacific	(27.85,27.95]	tem aou silicate phosphate phosphate_star	3.016136	4.294718	2.884432	GO_new	5.900568
Indo-Pacific	(27.85,27.95]	aou oxygen silicate phosphate	3.021015	4.294752	2.900851	JGOFS_GO	7.315766
Indo-Pacific	(27.85,27.95]	aou oxygen silicate phosphate phosphate_star	3.021015	4.294752	2.900851	JGOFS_GO	7.315766
Indo-Pacific	(27.85,27.95]	aou oxygen silicate phosphate_star	3.021015	4.294752	2.900851	JGOFS_GO	7.315766
Indo-Pacific	(27.85,27.95]	aou silicate phosphate phosphate_star	3.021015	4.294752	2.900851	JGOFS_GO	7.315766
Indo-Pacific	(27.85,27.95]	sal aou oxygen silicate phosphate	3.020889	4.293944	2.884052	JGOFS_GO	7.314833
Indo-Pacific	(27.85,27.95]	sal aou oxygen silicate phosphate_star	3.020889	4.293944	2.884052	JGOFS_GO	7.314833
Indo-Pacific	(27.85,27.95]	sal aou silicate phosphate phosphate_star	3.020889	4.293944	2.884052	JGOFS_GO	7.314833
Indo-Pacific	(27.85,27.95]	tem aou oxygen silicate phosphate	3.016136	4.294718	2.884432	JGOFS_GO	7.310854
Indo-Pacific	(27.85,27.95]	tem aou oxygen silicate phosphate_star	3.016136	4.294718	2.884432	JGOFS_GO	7.310854
Indo-Pacific	(27.85,27.95]	tem aou silicate phosphate phosphate_star	3.016136	4.294718	2.884432	JGOFS_GO	7.310854
Indo-Pacific	(27.95,28.05]	sal aou oxygen silicate phosphate	2.861233	4.254068	3.058494	GO_new	5.919727
Indo-Pacific	(27.95,28.05]	sal aou oxygen silicate phosphate_star	2.861233	4.254068	3.058494	GO_new	5.919727
Indo-Pacific	(27.95,28.05]	sal aou silicate phosphate phosphate_star	2.861233	4.254068	3.058494	GO_new	5.919727
Indo-Pacific	(27.95,28.05]	sal tem aou oxygen phosphate	2.875848	4.247759	3.085267	GO_new	5.961115
Indo-Pacific	(27.95,28.05]	sal tem aou oxygen phosphate_star	2.875848	4.247759	3.085267	GO_new	5.961115
Indo-Pacific	(27.95,28.05]	sal tem aou phosphate phosphate_star	2.875848	4.247759	3.085267	GO_new	5.961115
Indo-Pacific	(27.95,28.05]	sal tem aou silicate phosphate	2.887814	4.290081	3.046597	GO_new	5.934411
Indo-Pacific	(27.95,28.05]	tem aou oxygen silicate phosphate	2.871401	4.285610	3.088750	GO_new	5.960152
Indo-Pacific	(27.95,28.05]	tem aou oxygen silicate phosphate_star	2.871401	4.285610	3.088750	GO_new	5.960152
Indo-Pacific	(27.95,28.05]	tem aou silicate phosphate phosphate_star	2.871401	4.285610	3.088750	GO_new	5.960152
Indo-Pacific	(27.95,28.05]	sal aou oxygen phosphate	2.882679	4.256469	3.085267	JGOFS_GO	7.139148
Indo-Pacific	(27.95,28.05]	sal aou oxygen phosphate phosphate_star	2.882679	4.256469	3.085267	JGOFS_GO	7.139148
Indo-Pacific	(27.95,28.05]	sal aou oxygen phosphate_star	2.882679	4.256469	3.085267	JGOFS_GO	7.139148
Indo-Pacific	(27.95,28.05]	sal aou oxygen silicate phosphate	2.861233	4.254068	3.058494	JGOFS_GO	7.115302
Indo-Pacific	(27.95,28.05]	sal aou oxygen silicate phosphate_star	2.861233	4.254068	3.058494	JGOFS_GO	7.115302
Indo-Pacific	(27.95,28.05]	sal aou phosphate phosphate_star	2.882679	4.256469	3.085267	JGOFS_GO	7.139148
Indo-Pacific	(27.95,28.05]	sal aou silicate phosphate phosphate_star	2.861233	4.254068	3.058494	JGOFS_GO	7.115302
Indo-Pacific	(27.95,28.05]	sal tem aou oxygen phosphate	2.875848	4.247759	3.085267	JGOFS_GO	7.123607
Indo-Pacific	(27.95,28.05]	sal tem aou oxygen phosphate_star	2.875848	4.247759	3.085267	JGOFS_GO	7.123607
Indo-Pacific	(27.95,28.05]	sal tem aou phosphate phosphate_star	2.875848	4.247759	3.085267	JGOFS_GO	7.123607
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate	2.847249	4.054862	2.818548	GO_new	5.665798
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate phosphate_star	2.847249	4.054862	2.818548	GO_new	5.665798
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate_star	2.847249	4.054862	2.818548	GO_new	5.665798
Indo-Pacific	(28.05,28.1]	sal aou oxygen silicate phosphate	2.829857	4.047495	2.816686	GO_new	5.646543
Indo-Pacific	(28.05,28.1]	sal aou oxygen silicate phosphate_star	2.829857	4.047495	2.816686	GO_new	5.646543
Indo-Pacific	(28.05,28.1]	sal aou phosphate phosphate_star	2.847249	4.054862	2.818548	GO_new	5.665798
Indo-Pacific	(28.05,28.1]	sal aou silicate phosphate phosphate_star	2.829857	4.047495	2.816686	GO_new	5.646543
Indo-Pacific	(28.05,28.1]	sal tem aou oxygen phosphate	2.845283	4.048764	2.809159	GO_new	5.654442
Indo-Pacific	(28.05,28.1]	sal tem aou oxygen phosphate_star	2.845283	4.048764	2.809159	GO_new	5.654442
Indo-Pacific	(28.05,28.1]	sal tem aou phosphate phosphate_star	2.845283	4.048764	2.809159	GO_new	5.654442
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate	2.847249	4.054862	2.818548	JGOFS_GO	6.902112
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate phosphate_star	2.847249	4.054862	2.818548	JGOFS_GO	6.902112
Indo-Pacific	(28.05,28.1]	sal aou oxygen phosphate_star	2.847249	4.054862	2.818548	JGOFS_GO	6.902112
Indo-Pacific	(28.05,28.1]	sal aou oxygen silicate phosphate	2.829857	4.047495	2.816686	JGOFS_GO	6.877352
Indo-Pacific	(28.05,28.1]	sal aou oxygen silicate phosphate_star	2.829857	4.047495	2.816686	JGOFS_GO	6.877352
Indo-Pacific	(28.05,28.1]	sal aou phosphate phosphate_star	2.847249	4.054862	2.818548	JGOFS_GO	6.902112
Indo-Pacific	(28.05,28.1]	sal aou silicate phosphate phosphate_star	2.829857	4.047495	2.816686	JGOFS_GO	6.877352
Indo-Pacific	(28.05,28.1]	sal tem aou oxygen phosphate	2.845283	4.048764	2.809159	JGOFS_GO	6.894046
Indo-Pacific	(28.05,28.1]	sal tem aou oxygen phosphate_star	2.845283	4.048764	2.809159	JGOFS_GO	6.894046
Indo-Pacific	(28.05,28.1]	sal tem aou phosphate phosphate_star	2.845283	4.048764	2.809159	JGOFS_GO	6.894046
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate	3.119973	3.813384	2.697142	GO_new	5.817115
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate phosphate_star	3.119973	3.813384	2.697142	GO_new	5.817115
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate_star	3.119973	3.813384	2.697142	GO_new	5.817115
Indo-Pacific	(28.1, Inf]	aou silicate phosphate phosphate_star	3.119973	3.813384	2.697142	GO_new	5.817115
Indo-Pacific	(28.1, Inf]	sal aou oxygen silicate phosphate	3.118818	3.793969	2.608795	GO_new	5.727613
Indo-Pacific	(28.1, Inf]	sal aou oxygen silicate phosphate_star	3.118818	3.793969	2.608795	GO_new	5.727613
Indo-Pacific	(28.1, Inf]	sal aou silicate phosphate phosphate_star	3.118818	3.793969	2.608795	GO_new	5.727613
Indo-Pacific	(28.1, Inf]	tem aou oxygen silicate phosphate	3.067165	3.766878	2.650775	GO_new	5.717940
Indo-Pacific	(28.1, Inf]	tem aou oxygen silicate phosphate_star	3.067165	3.766878	2.650775	GO_new	5.717940
Indo-Pacific	(28.1, Inf]	tem aou silicate phosphate phosphate_star	3.067165	3.766878	2.650775	GO_new	5.717940
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate	3.119973	3.813384	2.697142	JGOFS_GO	6.933356
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate phosphate_star	3.119973	3.813384	2.697142	JGOFS_GO	6.933356
Indo-Pacific	(28.1, Inf]	aou oxygen silicate phosphate_star	3.119973	3.813384	2.697142	JGOFS_GO	6.933356
Indo-Pacific	(28.1, Inf]	aou silicate phosphate phosphate_star	3.119973	3.813384	2.697142	JGOFS_GO	6.933356
Indo-Pacific	(28.1, Inf]	sal aou oxygen silicate phosphate	3.118818	3.793969	2.608795	JGOFS_GO	6.912787
Indo-Pacific	(28.1, Inf]	sal aou oxygen silicate phosphate_star	3.118818	3.793969	2.608795	JGOFS_GO	6.912787
Indo-Pacific	(28.1, Inf]	sal aou silicate phosphate phosphate_star	3.118818	3.793969	2.608795	JGOFS_GO	6.912787
Indo-Pacific	(28.1, Inf]	tem aou oxygen silicate phosphate	3.067165	3.766878	2.650775	JGOFS_GO	6.834044
Indo-Pacific	(28.1, Inf]	tem aou oxygen silicate phosphate_star	3.067165	3.766878	2.650775	JGOFS_GO	6.834044
Indo-Pacific	(28.1, Inf]	tem aou silicate phosphate phosphate_star	3.067165	3.766878	2.650775	JGOFS_GO	6.834044

3.3 Correlations RMSE between eras

3.3.1 All models

lm_all_stats %>%
  ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras ~ basin)

rm(lm_all_stats, lm_all_stats_wide)

3.3.2 10 best models

lm_best %>%
  ggplot(aes(rmse_GO_SHIP, rmse_sum - rmse_GO_SHIP, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras ~ basin)

lm_1 <- GLODAP %>% 
  filter(basin == "Atlantic",
         gamma_slab == "(-Inf,26]",
         era == "new_era") %>% 
  lm(Cstar ~ sal + tem + aou + oxygen + phosphate_star, data = .)

lm_2 <- GLODAP %>% 
  filter(basin == "Atlantic",
         gamma_slab == "(-Inf,26]",
         era == "new_era") %>% 
  lm(Cstar ~ sal + tem + aou + oxygen + phosphate, data = .)

lm_1
lm_2

sqrt(mean(lm_1$residuals^2))
sqrt(mean(lm_2$residuals^2))

3.4 Fitting best models

After selecting 10 linear regression models with lowest summed RMSE across all eras, models are fitted again and model coefficients are saved to file.

lm_best <- lm_best %>% 
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste("Cstar ~", lm_coeff))

eras_era <-
  tibble(
    eras = c("JGOFS_GO", "GO_new", "JGOFS_GO", "GO_new"),
    era = c("JGOFS_WOCE", "GO_SHIP", "GO_SHIP", "new_era")
  )

lm_best <- full_join(lm_best, eras_era)

rm(eras_era)

lm_best <- lm_best %>% 
  select(basin, gamma_slab, era, eras, predictors, lm_coeff, rmse_sum)

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)
    
    lm_best_basin_era <- lm_best %>%
      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_basin_era %>%
        filter(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]
        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$predictors)) {
          # i_predictors <- unique(lm_best_basin_era_slab_eras$predictors)[1]
          print(i_predictors)
          
          lm_best_single <- lm_best_basin_era_slab_eras %>%
            filter(predictors == i_predictors) %>%
            select(lm_coeff) %>%
            pull()
          
          i_rmse_sum <- lm_best_basin_era_slab_eras %>%
            filter(predictors == i_predictors) %>%
            select(rmse_sum) %>%
            pull()
          
          lm_best_single_formula <- as.formula(lm_best_single)
          
          lm_fit_single <- lm(lm_best_single_formula,
                             data = GLODAP_basin_era_slab)
          

          # p_model <- ggnostic(
          #   lm_fit_single,
          #   columnsY = c("Cstar", ".fitted", ".resid"),
          #   title = paste("eras:", i_eras,
          #                 "| era:", i_era,
          #                 "| basin:", i_basin,
          #                 "| gamma slab:", i_gamma_slab,
          #                 "| predictors:", i_predictors)
          # )
          # 
          # ggsave(
          #   plot = p_model,
          #   here::here(
          #     "output/figure/eMLR/model_validation",
          #     paste(i_eras,
          #           i_era,
          #           i_basin,
          #           i_gamma_slab,
          #           i_predictors,
          #           "eMLR_Cstar_residuals.png",
          #           sep = "_")
          #   ),
          #   width = 14,
          #   height = 8
          # )
          # rm(p_model)
          
          coefficients <- tidy(lm_fit_single)
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              eras = i_eras,
              gamma_slab = i_gamma_slab,
              model = lm_best_single,
              rmse = i_rmse_sum
            )
          
          if (exists("lm_all")) {
            lm_all <- bind_rows(lm_all, coefficients)
          }
          
          if (!exists("lm_all")) {
            lm_all <- coefficients
          }
          
          
        }
        
        
      }
    }
    
  }
  
}


rm(lm_fit_single, coefficients, i_rmse_sum,
   GLODAP_basin_era, GLODAP_basin_era_slab,
   lm_best, lm_best_basin_era, lm_best_basin_era_slab, lm_best_basin_era_slab_eras,
   lm_best_single, lm_best_single_formula,
   i_basin, i_era, i_gamma_slab, i_predictors)


lm_all <- lm_all %>% 
  select(basin, gamma_slab, era, eras, model, term, estimate)

lm_all <- lm_all %>% 
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

lm_all %>%
  write_csv(here::here("data/eMLR",
                       "lm_all.csv"))

# Prepare model coefficients for mapping of Cstar

lm_all_wide_Cstar <- lm_all %>% 
  pivot_wider(values_from = estimate,
              names_from = term,
              names_prefix = "coeff_",
              values_fill = 0)

lm_all_wide_Cstar %>%
  write_csv(here::here("data/eMLR",
                       "lm_all_wide_Cstar.csv"))

rm(lm_all_wide_Cstar)

# Prepare model coefficients differences for mapping of Cant

lm_all_wide <- lm_all %>% 
  pivot_wider(names_from = era, values_from = estimate,
              names_prefix = "coeff_")


lm_all_wide <- lm_all_wide %>% 
  mutate(JGOFS_GO = coeff_GO_SHIP - coeff_JGOFS_WOCE,
         GO_new = coeff_new_era - coeff_GO_SHIP) %>% 
  select(-c(coeff_JGOFS_WOCE,
            coeff_GO_SHIP,
            coeff_new_era))

lm_all_long <- lm_all_wide %>% 
  pivot_longer(JGOFS_GO:GO_new, names_to = "eras_fit", values_to = "delta_coeff")

lm_all_long <- lm_all_long %>% 
  filter(eras == eras_fit) %>% 
  select(-eras_fit)

lm_all_wide <- lm_all_long %>% 
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

lm_all_wide %>%
  write_csv(here::here("data/eMLR",
                       "lm_all_wide.csv"))

rm(lm_all_long, lm_all_wide)

Session information

sessionInfo()

R version 4.0.2 (2020-06-22)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 18363)

Matrix products: default

locale:
[1] LC_COLLATE=English_Germany.1252  LC_CTYPE=English_Germany.1252   
[3] LC_MONETARY=English_Germany.1252 LC_NUMERIC=C                    
[5] LC_TIME=English_Germany.1252    

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

other attached packages:
 [1] corrr_0.4.2      broom_0.7.0      kableExtra_1.1.0 knitr_1.30      
 [5] olsrr_0.5.3.9000 GGally_2.0.0     lubridate_1.7.9  metR_0.7.0      
 [9] scico_1.2.0      patchwork_1.0.1  collapse_1.3.2   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.0      purrr_0.3.4      readr_1.3.1     
[17] tidyr_1.1.0      tibble_3.0.3     ggplot2_3.3.2    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.4.2           webshot_0.5.2      RColorBrewer_1.1-2 httr_1.4.2        
 [5] rprojroot_1.3-2    tools_4.0.2        backports_1.1.8    R6_2.4.1          
 [9] nortest_1.0-4      DBI_1.1.0          colorspace_1.4-1   withr_2.2.0       
[13] gridExtra_2.3      tidyselect_1.1.0   curl_4.3           compiler_4.0.2    
[17] git2r_0.27.1       cli_2.0.2          rvest_0.3.6        xml2_1.3.2        
[21] sandwich_2.5-1     labeling_0.3       scales_1.1.1       checkmate_2.0.0   
[25] goftest_1.2-2      digest_0.6.25      foreign_0.8-80     rmarkdown_2.3     
[29] rio_0.5.16         pkgconfig_2.0.3    htmltools_0.5.0    highr_0.8         
[33] dbplyr_1.4.4       rlang_0.4.7        readxl_1.3.1       rstudioapi_0.11   
[37] farver_2.0.3       generics_0.0.2     zoo_1.8-8          jsonlite_1.7.0    
[41] zip_2.0.4          car_3.0-8          magrittr_1.5       Formula_1.2-3     
[45] Matrix_1.2-18      Rcpp_1.0.5         munsell_0.5.0      fansi_0.4.1       
[49] abind_1.4-5        lifecycle_0.2.0    stringi_1.4.6      whisker_0.4       
[53] yaml_2.2.1         carData_3.0-4      plyr_1.8.6         grid_4.0.2        
[57] blob_1.2.1         parallel_4.0.2     promises_1.1.1     crayon_1.3.4      
[61] lattice_0.20-41    haven_2.3.1        hms_0.5.3          pillar_1.4.6      
[65] reprex_0.3.0       glue_1.4.1         evaluate_0.14      data.table_1.13.0 
[69] modelr_0.1.8       vctrs_0.3.2        httpuv_1.5.4       cellranger_1.1.0  
[73] gtable_0.3.0       reshape_0.8.8      assertthat_0.2.1   xfun_0.16         
[77] openxlsx_4.1.5     xtable_1.8-4       lfe_2.8-5.1        later_1.1.0.1     
[81] viridisLite_0.3.0  ellipsis_0.3.1     here_0.1