Last updated: 2020-11-20

Checks: 7 0

Knit directory: Cant_eMLR/

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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: f2234de

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Ignored files:
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    Ignored:    data/auxillary/
    Ignored:    data/eMLR/
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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)

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 Predictor correlation

The correlation between:

pairs of seven potential predictor variables and
C* and seven potential predictor variables

were investigated based on:

property-property plots and
calculated correlation coeffcients.

3.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

GLODAP %>% 
  filter(basin == "Atlantic") %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c("Cstar",
                      "sal",
                      "tem",
                      "aou",
                      "oxygen",
                      "silicate",
                      "phosphate",
                      "phosphate_star"),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin: Atlantic | era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == "Atlantic"))))

GLODAP %>% 
  filter(basin == "Indo-Pacific") %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c("Cstar",
                      "sal",
                      "tem",
                      "aou",
                      "oxygen",
                      "silicate",
                      "phosphate",
                      "phosphate_star"),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin: Indo-Pacific | era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == "Indo-Pacific") )))

Individual correlation plots for each basin, era and neutral density (gamma) slab are available here.

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)[5]
  print(i_gamma_slab)
  
  GLODAP_highlight <- GLODAP_basin_era %>% 
  mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                   "in", "out")) %>%
    arrange(desc(gamma_highlight))
  
p <- GLODAP_highlight %>% 
  ggpairs(columns = c("Cstar",
                      "sal",
                      "tem",
                      "aou",
                      "oxygen",
                      "silicate",
                      "phosphate",
                      "phosphate_star"),
          ggplot2::aes(col = gamma_highlight, fill = gamma_highlight, alpha = 0.01)) +
      scale_fill_manual( values = c("red", "grey")) +
      scale_color_manual(values = c("red", "grey")) +
      labs(title = paste(i_basin,
                         "|", i_era,
                         "| Gamma slab", i_gamma_slab,
                         "| # obs total", nrow(GLODAP_basin_era),
                         "| # obs slab", nrow(GLODAP_highlight %>% 
                                             filter(gamma_highlight == "in"))))
  

png(here::here("output/figure/eMLR/predictor_correlation",
               paste("predictor_correlation", i_basin, i_era, i_gamma_slab, ".png", sep = "_")),
    width = 12, height = 12, units = "in", res = 300)

print(p)

dev.off()
  
    }
  }
}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated indivdually within each slabs, era and basin.

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) %>% 
  select(basin,
         era,
         gamma_slab,
         Cstar,
         sal,
         tem,
         aou,
         oxygen,
         silicate,
         phosphate,
         phosphate_star)

for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
  
  # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
  print(i_gamma_slab)
  
  GLODAP_basin_era_slab <- GLODAP_basin_era %>%
    filter(gamma_slab == i_gamma_slab)

  cor_Cstar_predictor_temp <- GLODAP_basin_era_slab %>% 
    select(-c(basin, era, gamma_slab)) %>% 
    correlate() %>% 
    focus(Cstar) %>% 
    mutate(basin = i_basin,
       era = i_era,
       gamma_slab = i_gamma_slab)
  
  if (exists("cor_Cstar_predictor")) {
        cor_Cstar_predictor <- bind_rows(cor_Cstar_predictor, cor_Cstar_predictor_temp)
      }
      
    if (!exists("cor_Cstar_predictor")) {
        cor_Cstar_predictor <- cor_Cstar_predictor_temp
    }
  
  
  cor_predictors_temp <- GLODAP_basin_era_slab %>% 
    select(-c(basin, era, gamma_slab)) %>% 
    correlate() %>% 
    shave %>% 
    stretch() %>% 
    filter(!is.na(r),
           x != "Cstar",
           y != "Cstar") %>% 
    mutate(pair = paste(x, y, sep = " + ")) %>% 
    select(-c(x, y)) %>% 
    mutate(basin = i_basin,
       era = i_era,
       gamma_slab = i_gamma_slab)
  
    if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
    if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
    }
  
  
  
    }
  }
}


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

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

rm(cor_predictors_temp, cor_Cstar_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

3.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

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

cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + oxygen	Atlantic	(-Inf,26]	-0.9156383	-0.9445809	-0.8853583
aou + oxygen	Atlantic	(26,26.5]	-0.8818909	-0.9096598	-0.8408464
aou + oxygen	Atlantic	(26.5,26.75]	-0.9694777	-0.9820812	-0.9518955
aou + oxygen	Atlantic	(26.75,27]	-0.9807877	-0.9913860	-0.9723059
aou + oxygen	Atlantic	(27,27.25]	-0.9757416	-0.9845091	-0.9649016
aou + oxygen	Atlantic	(27.25,27.5]	-0.9433511	-0.9537903	-0.9237667
aou + oxygen	Atlantic	(27.5,27.75]	-0.9273577	-0.9637851	-0.8959388
aou + oxygen	Atlantic	(27.75,27.85]	-0.9697352	-0.9805183	-0.9586303
aou + oxygen	Atlantic	(27.85,27.95]	-0.9882375	-0.9927869	-0.9857516
aou + oxygen	Atlantic	(27.95,28.05]	-0.9883683	-0.9917267	-0.9838260
aou + oxygen	Atlantic	(28.05,28.1]	-0.9891820	-0.9946704	-0.9820109
aou + oxygen	Atlantic	(28.1,28.15]	-0.9933523	-0.9944959	-0.9921273
aou + oxygen	Atlantic	(28.15,28.2]	-0.9980452	-0.9988573	-0.9972481
aou + oxygen	Atlantic	(28.2, Inf]	-0.9680972	-0.9802830	-0.9559122
aou + oxygen	Indo-Pacific	(-Inf,26]	-0.9219204	-0.9640735	-0.8942352
aou + oxygen	Indo-Pacific	(26,26.5]	-0.9817628	-0.9850645	-0.9753525
aou + oxygen	Indo-Pacific	(26.5,26.75]	-0.9857173	-0.9883817	-0.9829369
aou + oxygen	Indo-Pacific	(26.75,27]	-0.9842232	-0.9856995	-0.9834019
aou + oxygen	Indo-Pacific	(27,27.25]	-0.9909997	-0.9929278	-0.9871677
aou + oxygen	Indo-Pacific	(27.25,27.5]	-0.9923429	-0.9952643	-0.9869305
aou + oxygen	Indo-Pacific	(27.5,27.75]	-0.9931741	-0.9966909	-0.9872365
aou + oxygen	Indo-Pacific	(27.75,27.85]	-0.9961741	-0.9989593	-0.9925397
aou + oxygen	Indo-Pacific	(27.85,27.95]	-0.9964709	-0.9987338	-0.9942577
aou + oxygen	Indo-Pacific	(27.95,28.05]	-0.9948691	-0.9960943	-0.9932389
aou + oxygen	Indo-Pacific	(28.05,28.1]	-0.9949611	-0.9958482	-0.9939395
aou + oxygen	Indo-Pacific	(28.1, Inf]	-0.9910458	-0.9926673	-0.9881483
aou + phosphate	Atlantic	(-Inf,26]	0.5613720	0.3316113	0.7495194
aou + phosphate	Atlantic	(26,26.5]	0.7653502	0.6379788	0.8975025
aou + phosphate	Atlantic	(26.5,26.75]	0.8860370	0.8456936	0.9268229
aou + phosphate	Atlantic	(26.75,27]	0.8762424	0.8347279	0.9172064
aou + phosphate	Atlantic	(27,27.25]	0.8424554	0.8010751	0.8828494
aou + phosphate	Atlantic	(27.25,27.5]	0.7283760	0.6665595	0.7927554
aou + phosphate	Atlantic	(27.5,27.75]	0.8620492	0.8195771	0.9099717
aou + phosphate	Atlantic	(27.75,27.85]	0.9376632	0.9237213	0.9632500
aou + phosphate	Atlantic	(27.85,27.95]	0.9530070	0.9477466	0.9627783
aou + phosphate	Atlantic	(27.95,28.05]	0.9621025	0.9508355	0.9828487
aou + phosphate	Atlantic	(28.05,28.1]	0.9685647	0.9487246	0.9860366
aou + phosphate	Atlantic	(28.1,28.15]	0.9810695	0.9776049	0.9832747
aou + phosphate	Atlantic	(28.15,28.2]	0.9923772	0.9882804	0.9944404
aou + phosphate	Atlantic	(28.2, Inf]	0.6057439	0.4977150	0.6770536
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9395887	0.9074036	0.9643282
aou + phosphate	Indo-Pacific	(26,26.5]	0.9556605	0.9505780	0.9629453
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9525681	0.9420565	0.9630229
aou + phosphate	Indo-Pacific	(26.75,27]	0.9505818	0.9463419	0.9537525
aou + phosphate	Indo-Pacific	(27,27.25]	0.9697662	0.9579781	0.9805700
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9724175	0.9572454	0.9801672
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9740620	0.9591294	0.9820516
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9801256	0.9680516	0.9882885
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9777763	0.9657076	0.9884881
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9640016	0.9510639	0.9741448
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9523882	0.9420104	0.9656907
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.7713437	0.7101521	0.8250526
aou + phosphate_star	Atlantic	(-Inf,26]	0.0772489	-0.3331070	0.3779936
aou + phosphate_star	Atlantic	(26,26.5]	0.4381491	0.1780585	0.7489838
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4596855	0.3116008	0.6392432
aou + phosphate_star	Atlantic	(26.75,27]	0.2212638	0.0809328	0.3198287
aou + phosphate_star	Atlantic	(27,27.25]	0.2649047	0.0434229	0.4681605
aou + phosphate_star	Atlantic	(27.25,27.5]	0.2286507	0.1482131	0.3531908
aou + phosphate_star	Atlantic	(27.5,27.75]	0.5893997	0.5265659	0.6526516
aou + phosphate_star	Atlantic	(27.75,27.85]	0.7246361	0.6728101	0.8007215
aou + phosphate_star	Atlantic	(27.85,27.95]	0.7039572	0.6575275	0.7280965
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8220567	0.7538604	0.9179436
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8839692	0.8196508	0.9494594
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9269742	0.9167302	0.9354979
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9753069	0.9585640	0.9842209
aou + phosphate_star	Atlantic	(28.2, Inf]	-0.0497959	-0.3233294	0.0881583
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6604877	0.5373306	0.7231620
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.5829236	0.5239282	0.6244538
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4254497	0.1835868	0.5779174
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.3774440	0.3156025	0.4680905
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.1072731	-0.0537191	0.2227794
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4389586	-0.4752115	-0.4041160
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6242887	-0.6923285	-0.5785126
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5140174	-0.6072076	-0.4636152
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1464237	-0.1683655	-0.1202353
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.1560053	0.0599954	0.2165089
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.3208328	0.2595290	0.4133426
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.6455057	-0.6890703	-0.5907867
aou + silicate	Atlantic	(-Inf,26]	0.3389468	0.0988802	0.5696553
aou + silicate	Atlantic	(26,26.5]	0.6796457	0.5835081	0.7660910
aou + silicate	Atlantic	(26.5,26.75]	0.8916897	0.8700364	0.9268693
aou + silicate	Atlantic	(26.75,27]	0.8756579	0.8434167	0.8983606
aou + silicate	Atlantic	(27,27.25]	0.8003437	0.7423022	0.8745827
aou + silicate	Atlantic	(27.25,27.5]	0.5334951	0.4174402	0.6926184
aou + silicate	Atlantic	(27.5,27.75]	0.6797918	0.6472319	0.7266594
aou + silicate	Atlantic	(27.75,27.85]	0.8535984	0.8267614	0.8795120
aou + silicate	Atlantic	(27.85,27.95]	0.9000279	0.8857641	0.9086476
aou + silicate	Atlantic	(27.95,28.05]	0.9457431	0.9394394	0.9579700
aou + silicate	Atlantic	(28.05,28.1]	0.9705749	0.9578543	0.9827890
aou + silicate	Atlantic	(28.1,28.15]	0.9777376	0.9738281	0.9807655
aou + silicate	Atlantic	(28.15,28.2]	0.9915883	0.9880007	0.9934440
aou + silicate	Atlantic	(28.2, Inf]	0.5954151	0.5163938	0.7348279
aou + silicate	Indo-Pacific	(-Inf,26]	0.7412268	0.6747236	0.8092966
aou + silicate	Indo-Pacific	(26,26.5]	0.6573136	0.5375263	0.7561173
aou + silicate	Indo-Pacific	(26.5,26.75]	0.6141172	0.4158665	0.7351491
aou + silicate	Indo-Pacific	(26.75,27]	0.7474074	0.6948118	0.7743269
aou + silicate	Indo-Pacific	(27,27.25]	0.8768925	0.8481850	0.9057930
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9041293	0.8737153	0.9350248
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9198845	0.8764979	0.9486666
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9655205	0.9482083	0.9761985
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9613731	0.9482803	0.9699239
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9467944	0.9379101	0.9523270
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9469109	0.9449646	0.9484274
aou + silicate	Indo-Pacific	(28.1, Inf]	0.6247641	0.4989404	0.6883816
oxygen + phosphate	Atlantic	(-Inf,26]	-0.3267094	-0.5267768	-0.0972051
oxygen + phosphate	Atlantic	(26,26.5]	-0.4233171	-0.5795976	-0.2455584
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7524477	-0.8215906	-0.6448276
oxygen + phosphate	Atlantic	(26.75,27]	-0.7689476	-0.8596036	-0.6849105
oxygen + phosphate	Atlantic	(27,27.25]	-0.7081353	-0.7670183	-0.6190882
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4677818	-0.5739606	-0.3367315
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6305121	-0.7834725	-0.5006841
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.8342116	-0.9011634	-0.7892901
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.9037456	-0.9322443	-0.8875711
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.9239894	-0.9639734	-0.8917577
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9321368	-0.9739343	-0.8819153
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9584964	-0.9662070	-0.9487718
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9884696	-0.9938124	-0.9785585
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.4060608	-0.4847941	-0.3266848
oxygen + phosphate	Indo-Pacific	(-Inf,26]	-0.7857240	-0.9017906	-0.6906567
oxygen + phosphate	Indo-Pacific	(26,26.5]	-0.8890695	-0.9084333	-0.8655395
oxygen + phosphate	Indo-Pacific	(26.5,26.75]	-0.8927815	-0.9161065	-0.8768543
oxygen + phosphate	Indo-Pacific	(26.75,27]	-0.8852016	-0.8911043	-0.8767115
oxygen + phosphate	Indo-Pacific	(27,27.25]	-0.9342740	-0.9560634	-0.9070892
oxygen + phosphate	Indo-Pacific	(27.25,27.5]	-0.9474152	-0.9675076	-0.9108710
oxygen + phosphate	Indo-Pacific	(27.5,27.75]	-0.9583231	-0.9796090	-0.9245480
oxygen + phosphate	Indo-Pacific	(27.75,27.85]	-0.9724827	-0.9887399	-0.9513393
oxygen + phosphate	Indo-Pacific	(27.85,27.95]	-0.9675918	-0.9861357	-0.9494088
oxygen + phosphate	Indo-Pacific	(27.95,28.05]	-0.9408335	-0.9551042	-0.9223152
oxygen + phosphate	Indo-Pacific	(28.05,28.1]	-0.9246526	-0.9418615	-0.9153923
oxygen + phosphate	Indo-Pacific	(28.1, Inf]	-0.6928601	-0.7569192	-0.6137201
oxygen + phosphate_star	Atlantic	(-Inf,26]	0.2085786	-0.0711983	0.5633874
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.0159726	-0.3245808	0.2656620
oxygen + phosphate_star	Atlantic	(26.5,26.75]	-0.2418029	-0.4534975	-0.1340114
oxygen + phosphate_star	Atlantic	(26.75,27]	-0.0359316	-0.1219506	0.0465560
oxygen + phosphate_star	Atlantic	(27,27.25]	-0.0566381	-0.2752126	0.1299694
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.0980894	-0.0558290	0.2006166
oxygen + phosphate_star	Atlantic	(27.5,27.75]	-0.2682160	-0.4456931	-0.1123938
oxygen + phosphate_star	Atlantic	(27.75,27.85]	-0.5467772	-0.6790827	-0.4778159
oxygen + phosphate_star	Atlantic	(27.85,27.95]	-0.6000341	-0.6529679	-0.5311606
oxygen + phosphate_star	Atlantic	(27.95,28.05]	-0.7468685	-0.8766255	-0.6764406
oxygen + phosphate_star	Atlantic	(28.05,28.1]	-0.8199293	-0.9255214	-0.7086619
oxygen + phosphate_star	Atlantic	(28.1,28.15]	-0.8857890	-0.9031921	-0.8661203
oxygen + phosphate_star	Atlantic	(28.15,28.2]	-0.9674776	-0.9823756	-0.9407061
oxygen + phosphate_star	Atlantic	(28.2, Inf]	0.2809233	0.1537997	0.4961447
oxygen + phosphate_star	Indo-Pacific	(-Inf,26]	-0.3725307	-0.5588892	-0.1584270
oxygen + phosphate_star	Indo-Pacific	(26,26.5]	-0.4286648	-0.4629473	-0.3777906
oxygen + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.2780801	-0.4247969	-0.0224832
oxygen + phosphate_star	Indo-Pacific	(26.75,27]	-0.2147898	-0.3068553	-0.1584039
oxygen + phosphate_star	Indo-Pacific	(27,27.25]	0.0137639	-0.1176943	0.2017991
oxygen + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5242879	0.4742381	0.5617222
oxygen + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6806490	0.6507013	0.7144871
oxygen + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5518396	0.5116497	0.6108994
oxygen + phosphate_star	Indo-Pacific	(27.85,27.95]	0.1964988	0.1418965	0.2280981
oxygen + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.0743692	-0.1275806	0.0169182
oxygen + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2394102	-0.3450284	-0.1634257
oxygen + phosphate_star	Indo-Pacific	(28.1, Inf]	0.7321179	0.6936251	0.7645888
oxygen + silicate	Atlantic	(-Inf,26]	-0.0812059	-0.3722335	0.1581093
oxygen + silicate	Atlantic	(26,26.5]	-0.3486820	-0.4113572	-0.2270809
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7799639	-0.8392793	-0.7130457
oxygen + silicate	Atlantic	(26.75,27]	-0.7882697	-0.8512577	-0.7247730
oxygen + silicate	Atlantic	(27,27.25]	-0.6694259	-0.7675018	-0.6124806
oxygen + silicate	Atlantic	(27.25,27.5]	-0.2535425	-0.4607839	-0.1470215
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4172718	-0.5571524	-0.3062923
oxygen + silicate	Atlantic	(27.75,27.85]	-0.7320604	-0.7947274	-0.6736373
oxygen + silicate	Atlantic	(27.85,27.95]	-0.8337462	-0.8625771	-0.8056455
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8927697	-0.9193967	-0.8698334
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9299240	-0.9626002	-0.8927343
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9522851	-0.9567046	-0.9491942
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9880028	-0.9914727	-0.9822509
oxygen + silicate	Atlantic	(28.2, Inf]	-0.4013603	-0.5578974	-0.2769951
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.5190511	-0.7095630	-0.3780615
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.5457519	-0.6721921	-0.4184750
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.4993561	-0.6470560	-0.2821384
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.6369644	-0.6757433	-0.5697249
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.8173016	-0.8581619	-0.7697018
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.8581380	-0.9042471	-0.8050037
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.8814150	-0.9238485	-0.8096287
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9497311	-0.9721806	-0.9176141
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9450505	-0.9629198	-0.9228462
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.9200634	-0.9298993	-0.9049368
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.9211275	-0.9240554	-0.9182833
oxygen + silicate	Indo-Pacific	(28.1, Inf]	-0.5384119	-0.6180874	-0.3842565
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8437887	0.7675161	0.8853521
phosphate + phosphate_star	Atlantic	(26,26.5]	0.9063021	0.8693127	0.9589086
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8132196	0.7151354	0.8806756
phosphate + phosphate_star	Atlantic	(26.75,27]	0.6520499	0.4703877	0.7504359
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7336976	0.5727959	0.8279409
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.8304532	0.7868062	0.8549039
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.9138472	0.9054805	0.9196422
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9166768	0.9033373	0.9301652
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8835382	0.8617558	0.9060887
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9431975	0.9148476	0.9730351
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9710140	0.9575808	0.9872966
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9812994	0.9796796	0.9833137
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9946036	0.9904053	0.9970583
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.7553910	0.6585195	0.8179927
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8608106	0.8234682	0.8965863
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.7928867	0.7537264	0.8338414
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6738294	0.5003492	0.7969416
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.6426258	0.5892234	0.7268341
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.3382915	0.2292286	0.4036458
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2329848	-0.3061495	-0.1702263
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4513641	-0.5593492	-0.3451534
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3500546	-0.4855459	-0.2463028
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.0496338	0.0243327	0.0979872
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4040174	0.2800691	0.5009501
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.5880581	0.5261055	0.6913194
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.0202907	-0.1178242	0.1430309
sal + aou	Atlantic	(-Inf,26]	-0.1665793	-0.4352518	0.2929500
sal + aou	Atlantic	(26,26.5]	-0.3223308	-0.6746198	-0.0540519
sal + aou	Atlantic	(26.5,26.75]	-0.2865562	-0.5309776	-0.0084286
sal + aou	Atlantic	(26.75,27]	-0.1611972	-0.2776773	0.0125727
sal + aou	Atlantic	(27,27.25]	-0.2742362	-0.4926274	-0.0358996
sal + aou	Atlantic	(27.25,27.5]	-0.2153528	-0.3564458	-0.1146054
sal + aou	Atlantic	(27.5,27.75]	-0.4495856	-0.4977639	-0.3828053
sal + aou	Atlantic	(27.75,27.85]	-0.4374514	-0.4993829	-0.3999112
sal + aou	Atlantic	(27.85,27.95]	-0.3354371	-0.4090995	-0.2255108
sal + aou	Atlantic	(27.95,28.05]	-0.5506618	-0.7174899	-0.3278565
sal + aou	Atlantic	(28.05,28.1]	-0.7521658	-0.8425078	-0.6761166
sal + aou	Atlantic	(28.1,28.15]	-0.8386574	-0.8490167	-0.8292309
sal + aou	Atlantic	(28.15,28.2]	-0.9524449	-0.9823050	-0.9151822
sal + aou	Atlantic	(28.2, Inf]	-0.0458538	-0.2389343	0.2282425
sal + aou	Indo-Pacific	(-Inf,26]	-0.0921352	-0.1370912	-0.0452091
sal + aou	Indo-Pacific	(26,26.5]	-0.0372406	-0.2457572	0.1407071
sal + aou	Indo-Pacific	(26.5,26.75]	-0.0401538	-0.3523571	0.2597261
sal + aou	Indo-Pacific	(26.75,27]	-0.1429117	-0.3339392	0.0428638
sal + aou	Indo-Pacific	(27,27.25]	-0.0410803	-0.1836328	0.2277779
sal + aou	Indo-Pacific	(27.25,27.5]	0.1427795	0.0360115	0.3277542
sal + aou	Indo-Pacific	(27.5,27.75]	0.0765128	-0.0781468	0.3098381
sal + aou	Indo-Pacific	(27.75,27.85]	-0.1333178	-0.4074011	0.1798972
sal + aou	Indo-Pacific	(27.85,27.95]	-0.3022736	-0.6483702	-0.0037440
sal + aou	Indo-Pacific	(27.95,28.05]	-0.3029720	-0.4053862	-0.1661033
sal + aou	Indo-Pacific	(28.05,28.1]	-0.3655729	-0.4717638	-0.2642723
sal + aou	Indo-Pacific	(28.1, Inf]	0.4395812	0.3266540	0.5029305
sal + oxygen	Atlantic	(-Inf,26]	-0.1990959	-0.5781444	0.0080450
sal + oxygen	Atlantic	(26,26.5]	-0.1208200	-0.3860516	0.1955319
sal + oxygen	Atlantic	(26.5,26.75]	0.0586153	-0.1718348	0.3299925
sal + oxygen	Atlantic	(26.75,27]	-0.0236745	-0.1383497	0.0788839
sal + oxygen	Atlantic	(27,27.25]	0.0684403	-0.1351012	0.3033011
sal + oxygen	Atlantic	(27.25,27.5]	-0.1071097	-0.2055445	0.0625540
sal + oxygen	Atlantic	(27.5,27.75]	0.1043485	-0.0523484	0.2612277
sal + oxygen	Atlantic	(27.75,27.85]	0.2140414	0.1443557	0.3258774
sal + oxygen	Atlantic	(27.85,27.95]	0.2003897	0.0688642	0.2688575
sal + oxygen	Atlantic	(27.95,28.05]	0.4428745	0.2135168	0.6435579
sal + oxygen	Atlantic	(28.05,28.1]	0.6569416	0.5323414	0.7901850
sal + oxygen	Atlantic	(28.1,28.15]	0.7730034	0.7552325	0.7856960
sal + oxygen	Atlantic	(28.15,28.2]	0.9338315	0.8855621	0.9735412
sal + oxygen	Atlantic	(28.2, Inf]	-0.1930831	-0.4057980	-0.0534152
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.2148822	-0.3074739	-0.1339648
sal + oxygen	Indo-Pacific	(26,26.5]	-0.1376523	-0.2927981	0.0375382
sal + oxygen	Indo-Pacific	(26.5,26.75]	-0.1185253	-0.4119802	0.1777664
sal + oxygen	Indo-Pacific	(26.75,27]	-0.0276859	-0.2063524	0.1624747
sal + oxygen	Indo-Pacific	(27,27.25]	-0.0825332	-0.3750543	0.0725128
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.2449468	-0.4667542	-0.1203361
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.1568977	-0.4413456	0.0344309
sal + oxygen	Indo-Pacific	(27.75,27.85]	0.0658022	-0.2898610	0.3802234
sal + oxygen	Indo-Pacific	(27.85,27.95]	0.2417576	-0.0904831	0.6294063
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.2225411	0.0667294	0.3406845
sal + oxygen	Indo-Pacific	(28.05,28.1]	0.2796108	0.1642871	0.4001890
sal + oxygen	Indo-Pacific	(28.1, Inf]	-0.5277060	-0.6023551	-0.4154610
sal + phosphate	Atlantic	(-Inf,26]	-0.6735155	-0.7664154	-0.5962041
sal + phosphate	Atlantic	(26,26.5]	-0.8092638	-0.8726533	-0.7737996
sal + phosphate	Atlantic	(26.5,26.75]	-0.6591951	-0.8007717	-0.4121211
sal + phosphate	Atlantic	(26.75,27]	-0.5898176	-0.7115191	-0.3653983
sal + phosphate	Atlantic	(27,27.25]	-0.7279663	-0.8349648	-0.5533928
sal + phosphate	Atlantic	(27.25,27.5]	-0.8005715	-0.8363360	-0.7341130
sal + phosphate	Atlantic	(27.5,27.75]	-0.7879183	-0.8116764	-0.7621624
sal + phosphate	Atlantic	(27.75,27.85]	-0.6736837	-0.6828435	-0.6634514
sal + phosphate	Atlantic	(27.85,27.95]	-0.5578883	-0.6312273	-0.4858169
sal + phosphate	Atlantic	(27.95,28.05]	-0.7029944	-0.7824941	-0.5443448
sal + phosphate	Atlantic	(28.05,28.1]	-0.8518165	-0.8825421	-0.8337221
sal + phosphate	Atlantic	(28.1,28.15]	-0.9009966	-0.9071609	-0.8904350
sal + phosphate	Atlantic	(28.15,28.2]	-0.9600869	-0.9785444	-0.9500397
sal + phosphate	Atlantic	(28.2, Inf]	-0.7639991	-0.8592287	-0.6632720
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2064454	-0.2525825	-0.1747800
sal + phosphate	Indo-Pacific	(26,26.5]	-0.2671745	-0.4862969	-0.0925185
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.2907417	-0.5859243	-0.0371386
sal + phosphate	Indo-Pacific	(26.75,27]	-0.3976954	-0.5868734	-0.2186489
sal + phosphate	Indo-Pacific	(27,27.25]	-0.2129423	-0.3413001	0.0069866
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.0405296	-0.0202528	0.1373814
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.0178192	-0.0612153	0.1737739
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.1630670	-0.3809459	0.1120121
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.3654035	-0.6599179	-0.0868294
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.4650785	-0.5559025	-0.3384378
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.5585856	-0.6413333	-0.4990502
sal + phosphate	Indo-Pacific	(28.1, Inf]	-0.0977067	-0.1797645	-0.0236873
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8246517	-0.8949727	-0.7116879
sal + phosphate_star	Atlantic	(26,26.5]	-0.9569394	-0.9663942	-0.9448129
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9400303	-0.9790347	-0.8633480
sal + phosphate_star	Atlantic	(26.75,27]	-0.9730823	-0.9864913	-0.9532816
sal + phosphate_star	Atlantic	(27,27.25]	-0.9826843	-0.9859734	-0.9777129
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9727180	-0.9794366	-0.9605964
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9297217	-0.9386893	-0.9195216
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8721524	-0.8860730	-0.8474940
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8283468	-0.8513222	-0.8160359
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8491190	-0.9050879	-0.7854763
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9192706	-0.9305816	-0.9073193
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9453612	-0.9556693	-0.9336334
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9651954	-0.9749401	-0.9501283
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9474906	-0.9565100	-0.9324271
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.4981693	-0.5033284	-0.4922951
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.7165151	-0.8280288	-0.6185329
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8370087	-0.9100566	-0.7817779
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8893831	-0.9292208	-0.8431383
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8348617	-0.8510148	-0.8052051
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.6283183	-0.8390842	-0.4381996
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4154595	-0.7512879	-0.0637543
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2710803	-0.6041111	0.2058051
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4358828	-0.6064121	-0.1447535
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7652683	-0.8044477	-0.7191814
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8320544	-0.8813124	-0.7614768
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.8242800	-0.8369011	-0.8168904
sal + silicate	Atlantic	(-Inf,26]	-0.7322937	-0.7626576	-0.6756442
sal + silicate	Atlantic	(26,26.5]	-0.7671153	-0.8866708	-0.6985888
sal + silicate	Atlantic	(26.5,26.75]	-0.5729395	-0.7284207	-0.3326459
sal + silicate	Atlantic	(26.75,27]	-0.4728260	-0.5915532	-0.2611614
sal + silicate	Atlantic	(27,27.25]	-0.7000730	-0.7779527	-0.5827429
sal + silicate	Atlantic	(27.25,27.5]	-0.7989693	-0.8199683	-0.7714164
sal + silicate	Atlantic	(27.5,27.75]	-0.7561359	-0.7694315	-0.7426417
sal + silicate	Atlantic	(27.75,27.85]	-0.6804968	-0.6912645	-0.6684391
sal + silicate	Atlantic	(27.85,27.95]	-0.6272413	-0.6844374	-0.5703922
sal + silicate	Atlantic	(27.95,28.05]	-0.7410689	-0.8362721	-0.5837038
sal + silicate	Atlantic	(28.05,28.1]	-0.8648365	-0.9071169	-0.8330865
sal + silicate	Atlantic	(28.1,28.15]	-0.9109622	-0.9207014	-0.9008733
sal + silicate	Atlantic	(28.15,28.2]	-0.9540849	-0.9817549	-0.9247166
sal + silicate	Atlantic	(28.2, Inf]	-0.6837395	-0.9183145	-0.4455736
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5052825	-0.5718487	-0.3919861
sal + silicate	Indo-Pacific	(26,26.5]	-0.5361169	-0.6572166	-0.4094918
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6503634	-0.7926167	-0.5218630
sal + silicate	Indo-Pacific	(26.75,27]	-0.6460177	-0.7505208	-0.4605754
sal + silicate	Indo-Pacific	(27,27.25]	-0.4128771	-0.5439346	-0.2008396
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.1336036	-0.2350018	-0.0036771
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.0539217	-0.1105687	0.0274638
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.1876342	-0.3602995	0.0272930
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.3404872	-0.5940205	-0.1137660
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.3818268	-0.4488146	-0.2862925
sal + silicate	Indo-Pacific	(28.05,28.1]	-0.4713491	-0.5339593	-0.4011667
sal + silicate	Indo-Pacific	(28.1, Inf]	-0.0065673	-0.1401641	0.1539092
sal + tem	Atlantic	(-Inf,26]	0.9298784	0.8502781	0.9844820
sal + tem	Atlantic	(26,26.5]	0.9632014	0.9590162	0.9706616
sal + tem	Atlantic	(26.5,26.75]	0.9764787	0.9506495	0.9900160
sal + tem	Atlantic	(26.75,27]	0.9745086	0.9606308	0.9833876
sal + tem	Atlantic	(27,27.25]	0.9780163	0.9722652	0.9823221
sal + tem	Atlantic	(27.25,27.5]	0.9737851	0.9668446	0.9773975
sal + tem	Atlantic	(27.5,27.75]	0.9688542	0.9608863	0.9732266
sal + tem	Atlantic	(27.75,27.85]	0.9797124	0.9753631	0.9820341
sal + tem	Atlantic	(27.85,27.95]	0.9382047	0.9214543	0.9487700
sal + tem	Atlantic	(27.95,28.05]	0.8838739	0.8594010	0.9238735
sal + tem	Atlantic	(28.05,28.1]	0.9611496	0.9509903	0.9672769
sal + tem	Atlantic	(28.1,28.15]	0.9539954	0.9370546	0.9683409
sal + tem	Atlantic	(28.15,28.2]	0.8947133	0.8944579	0.8949879
sal + tem	Atlantic	(28.2, Inf]	0.8733085	0.8468420	0.8887457
sal + tem	Indo-Pacific	(-Inf,26]	0.7622962	0.7321860	0.8146133
sal + tem	Indo-Pacific	(26,26.5]	0.9269808	0.8854045	0.9505172
sal + tem	Indo-Pacific	(26.5,26.75]	0.9777429	0.9689737	0.9825179
sal + tem	Indo-Pacific	(26.75,27]	0.9765092	0.9722181	0.9791828
sal + tem	Indo-Pacific	(27,27.25]	0.9481130	0.9326262	0.9670268
sal + tem	Indo-Pacific	(27.25,27.5]	0.8765470	0.8226688	0.9536455
sal + tem	Indo-Pacific	(27.5,27.75]	0.7072518	0.5161775	0.9091797
sal + tem	Indo-Pacific	(27.75,27.85]	0.8095961	0.6544091	0.9312422
sal + tem	Indo-Pacific	(27.85,27.95]	0.7156706	0.4919380	0.8680012
sal + tem	Indo-Pacific	(27.95,28.05]	0.7368394	0.6544831	0.8158734
sal + tem	Indo-Pacific	(28.05,28.1]	0.7152312	0.6354842	0.7551418
sal + tem	Indo-Pacific	(28.1, Inf]	0.7160082	0.6244071	0.7965881
silicate + phosphate	Atlantic	(-Inf,26]	0.6867578	0.6294127	0.7406378
silicate + phosphate	Atlantic	(26,26.5]	0.9106626	0.8883265	0.9268357
silicate + phosphate	Atlantic	(26.5,26.75]	0.9662540	0.9622397	0.9687964
silicate + phosphate	Atlantic	(26.75,27]	0.9458213	0.9290404	0.9591465
silicate + phosphate	Atlantic	(27,27.25]	0.9538467	0.9401480	0.9664498
silicate + phosphate	Atlantic	(27.25,27.5]	0.9018939	0.8546588	0.9358704
silicate + phosphate	Atlantic	(27.5,27.75]	0.9047238	0.8989416	0.9090646
silicate + phosphate	Atlantic	(27.75,27.85]	0.9525614	0.9444991	0.9621615
silicate + phosphate	Atlantic	(27.85,27.95]	0.9702098	0.9663524	0.9775053
silicate + phosphate	Atlantic	(27.95,28.05]	0.9788068	0.9746447	0.9840607
silicate + phosphate	Atlantic	(28.05,28.1]	0.9881625	0.9873889	0.9895858
silicate + phosphate	Atlantic	(28.1,28.15]	0.9936389	0.9932040	0.9941880
silicate + phosphate	Atlantic	(28.15,28.2]	0.9943548	0.9903476	0.9975331
silicate + phosphate	Atlantic	(28.2, Inf]	0.9173298	0.8482497	0.9660542
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.7930575	0.7495898	0.8171859
silicate + phosphate	Indo-Pacific	(26,26.5]	0.7543710	0.6576431	0.8298196
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.7440230	0.5941558	0.8298725
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8457844	0.8042194	0.8693345
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9041291	0.8897402	0.9284787
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.8898904	0.8724087	0.9228399
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.8885441	0.8534408	0.9223716
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9496523	0.9298309	0.9609671
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9631509	0.9495645	0.9702390
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9581643	0.9482430	0.9633724
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9545707	0.9458723	0.9612718
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.7808405	0.7313203	0.8252533
silicate + phosphate_star	Atlantic	(-Inf,26]	0.6689373	0.6243256	0.7169609
silicate + phosphate_star	Atlantic	(26,26.5]	0.8376203	0.7829788	0.9338664
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7436415	0.6667326	0.8171931
silicate + phosphate_star	Atlantic	(26.75,27]	0.5491849	0.3856396	0.6449757
silicate + phosphate_star	Atlantic	(27,27.25]	0.7145969	0.6184994	0.7772482
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8593935	0.8443421	0.8711489
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9104712	0.9019098	0.9248678
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9194746	0.9085885	0.9373751
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9050932	0.8900932	0.9215130
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9331694	0.9012531	0.9658232
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9539577	0.9320924	0.9778492
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9753473	0.9675419	0.9845379
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9855430	0.9720309	0.9945214
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6721520	0.4852717	0.8632039
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7654244	0.7268218	0.8326693
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7676228	0.7426539	0.7842825
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7858414	0.7274446	0.8343959
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7291137	0.6883633	0.7590251
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.3787226	0.3006760	0.4421770
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2574787	-0.3398163	-0.1732249
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5082404	-0.6590068	-0.3452599
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4464657	-0.6101722	-0.3329056
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.0028866	-0.0172836	0.0254788
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3392646	0.2381273	0.4070323
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.4830382	0.4458256	0.5508783
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.0161631	-0.1546647	0.1855432
tem + aou	Atlantic	(-Inf,26]	-0.1770734	-0.4699105	0.3023248
tem + aou	Atlantic	(26,26.5]	-0.3580959	-0.7155722	-0.1126399
tem + aou	Atlantic	(26.5,26.75]	-0.3358415	-0.5415719	-0.1341365
tem + aou	Atlantic	(26.75,27]	-0.1624038	-0.2637643	-0.0093557
tem + aou	Atlantic	(27,27.25]	-0.2162019	-0.4230817	0.0067270
tem + aou	Atlantic	(27.25,27.5]	-0.1842153	-0.3303850	-0.0833236
tem + aou	Atlantic	(27.5,27.75]	-0.4217929	-0.4713606	-0.3462808
tem + aou	Atlantic	(27.75,27.85]	-0.4266281	-0.4702304	-0.4011637
tem + aou	Atlantic	(27.85,27.95]	-0.2944531	-0.4122715	-0.1589279
tem + aou	Atlantic	(27.95,28.05]	-0.5173085	-0.6131647	-0.4066817
tem + aou	Atlantic	(28.05,28.1]	-0.6347450	-0.7673209	-0.5439601
tem + aou	Atlantic	(28.1,28.15]	-0.6798204	-0.7074517	-0.6366422
tem + aou	Atlantic	(28.15,28.2]	-0.7659600	-0.8195972	-0.7138459
tem + aou	Atlantic	(28.2, Inf]	0.3453150	0.1395040	0.5552560
tem + aou	Indo-Pacific	(-Inf,26]	-0.2712752	-0.4120132	-0.1990528
tem + aou	Indo-Pacific	(26,26.5]	-0.1166772	-0.3028452	-0.0119651
tem + aou	Indo-Pacific	(26.5,26.75]	-0.0310432	-0.3233502	0.2492737
tem + aou	Indo-Pacific	(26.75,27]	-0.1584433	-0.3297678	-0.0093993
tem + aou	Indo-Pacific	(27,27.25]	-0.1201620	-0.2809355	0.1389166
tem + aou	Indo-Pacific	(27.25,27.5]	0.1094576	0.0007352	0.3047688
tem + aou	Indo-Pacific	(27.5,27.75]	0.1386059	0.0118276	0.3483885
tem + aou	Indo-Pacific	(27.75,27.85]	0.0302394	-0.2010291	0.2874631
tem + aou	Indo-Pacific	(27.85,27.95]	0.0090339	-0.2129490	0.1904886
tem + aou	Indo-Pacific	(27.95,28.05]	0.1526511	0.1268865	0.1665650
tem + aou	Indo-Pacific	(28.05,28.1]	0.2459982	0.1500592	0.3306282
tem + aou	Indo-Pacific	(28.1, Inf]	0.8500620	0.8051196	0.8753908
tem + oxygen	Atlantic	(-Inf,26]	-0.2099161	-0.5981881	0.0058762
tem + oxygen	Atlantic	(26,26.5]	-0.0987437	-0.3417792	0.2239072
tem + oxygen	Atlantic	(26.5,26.75]	0.1036752	-0.0549283	0.3390249
tem + oxygen	Atlantic	(26.75,27]	-0.0271256	-0.1216066	0.0601978
tem + oxygen	Atlantic	(27,27.25]	0.0037045	-0.1818467	0.2240504
tem + oxygen	Atlantic	(27.25,27.5]	-0.1476072	-0.2505164	0.0274565
tem + oxygen	Atlantic	(27.5,27.75]	0.0607792	-0.1055322	0.2196566
tem + oxygen	Atlantic	(27.75,27.85]	0.1957308	0.1321771	0.2880068
tem + oxygen	Atlantic	(27.85,27.95]	0.1476177	-0.0092153	0.2558324
tem + oxygen	Atlantic	(27.95,28.05]	0.3833860	0.2711143	0.5070073
tem + oxygen	Atlantic	(28.05,28.1]	0.5193554	0.3775630	0.6994555
tem + oxygen	Atlantic	(28.1,28.15]	0.5937272	0.5541804	0.6154283
tem + oxygen	Atlantic	(28.15,28.2]	0.7264625	0.6623324	0.7926718
tem + oxygen	Atlantic	(28.2, Inf]	-0.5577649	-0.7014227	-0.4137346
tem + oxygen	Indo-Pacific	(-Inf,26]	-0.1097066	-0.2545687	-0.0074935
tem + oxygen	Indo-Pacific	(26,26.5]	-0.0709874	-0.1612773	0.0853801
tem + oxygen	Indo-Pacific	(26.5,26.75]	-0.1322950	-0.4079535	0.1439733
tem + oxygen	Indo-Pacific	(26.75,27]	-0.0167498	-0.1588716	0.1542202
tem + oxygen	Indo-Pacific	(27,27.25]	-0.0096487	-0.2950003	0.1650824
tem + oxygen	Indo-Pacific	(27.25,27.5]	-0.2253519	-0.4539943	-0.0978725
tem + oxygen	Indo-Pacific	(27.5,27.75]	-0.2449385	-0.4930156	-0.0930250
tem + oxygen	Indo-Pacific	(27.75,27.85]	-0.1089825	-0.4019547	0.1562325
tem + oxygen	Indo-Pacific	(27.85,27.95]	-0.0879340	-0.2941533	0.1638898
tem + oxygen	Indo-Pacific	(27.95,28.05]	-0.2500906	-0.2768163	-0.2215051
tem + oxygen	Indo-Pacific	(28.05,28.1]	-0.3337266	-0.4267220	-0.2414398
tem + oxygen	Indo-Pacific	(28.1, Inf]	-0.9079035	-0.9232234	-0.8809637
tem + phosphate	Atlantic	(-Inf,26]	-0.5857023	-0.6263747	-0.5180349
tem + phosphate	Atlantic	(26,26.5]	-0.8065247	-0.8634886	-0.7605801
tem + phosphate	Atlantic	(26.5,26.75]	-0.7043626	-0.8069865	-0.5331652
tem + phosphate	Atlantic	(26.75,27]	-0.5918119	-0.7070688	-0.3872423
tem + phosphate	Atlantic	(27,27.25]	-0.6870736	-0.7882984	-0.5185317
tem + phosphate	Atlantic	(27.25,27.5]	-0.7847702	-0.8217335	-0.7198664
tem + phosphate	Atlantic	(27.5,27.75]	-0.7685001	-0.7998962	-0.7339608
tem + phosphate	Atlantic	(27.75,27.85]	-0.6735973	-0.6898958	-0.6471654
tem + phosphate	Atlantic	(27.85,27.95]	-0.5156213	-0.6323206	-0.4246479
tem + phosphate	Atlantic	(27.95,28.05]	-0.6489559	-0.7137104	-0.5619787
tem + phosphate	Atlantic	(28.05,28.1]	-0.7515074	-0.8062403	-0.7084965
tem + phosphate	Atlantic	(28.1,28.15]	-0.7624335	-0.8038401	-0.7105663
tem + phosphate	Atlantic	(28.15,28.2]	-0.7681331	-0.8010031	-0.7454243
tem + phosphate	Atlantic	(28.2, Inf]	-0.4439964	-0.5912893	-0.3698524
tem + phosphate	Indo-Pacific	(-Inf,26]	-0.4362961	-0.5909027	-0.2834080
tem + phosphate	Indo-Pacific	(26,26.5]	-0.3640357	-0.5531641	-0.2636263
tem + phosphate	Indo-Pacific	(26.5,26.75]	-0.2942683	-0.5696712	-0.0627870
tem + phosphate	Indo-Pacific	(26.75,27]	-0.4283739	-0.5948751	-0.2864505
tem + phosphate	Indo-Pacific	(27,27.25]	-0.3118797	-0.4182730	-0.1056054
tem + phosphate	Indo-Pacific	(27.25,27.5]	-0.0259981	-0.1166867	0.0914846
tem + phosphate	Indo-Pacific	(27.5,27.75]	0.0720373	-0.0087359	0.2038124
tem + phosphate	Indo-Pacific	(27.75,27.85]	-0.0024114	-0.1687655	0.2054518
tem + phosphate	Indo-Pacific	(27.85,27.95]	-0.0613657	-0.2268579	0.0893207
tem + phosphate	Indo-Pacific	(27.95,28.05]	-0.0252157	-0.0429826	-0.0031797
tem + phosphate	Indo-Pacific	(28.05,28.1]	0.0332481	-0.0553648	0.0926154
tem + phosphate	Indo-Pacific	(28.1, Inf]	0.3982747	0.2542418	0.4851177
tem + phosphate_star	Atlantic	(-Inf,26]	-0.7392139	-0.8153140	-0.6468132
tem + phosphate_star	Atlantic	(26,26.5]	-0.9431325	-0.9654077	-0.9242963
tem + phosphate_star	Atlantic	(26.5,26.75]	-0.9629609	-0.9832354	-0.9257287
tem + phosphate_star	Atlantic	(26.75,27]	-0.9788757	-0.9880161	-0.9670697
tem + phosphate_star	Atlantic	(27,27.25]	-0.9842173	-0.9853199	-0.9832754
tem + phosphate_star	Atlantic	(27.25,27.5]	-0.9805388	-0.9842344	-0.9737881
tem + phosphate_star	Atlantic	(27.5,27.75]	-0.9279826	-0.9420935	-0.9072863
tem + phosphate_star	Atlantic	(27.75,27.85]	-0.8853439	-0.9031289	-0.8519900
tem + phosphate_star	Atlantic	(27.85,27.95]	-0.8073856	-0.8603324	-0.7706583
tem + phosphate_star	Atlantic	(27.95,28.05]	-0.8010024	-0.8686945	-0.7598408
tem + phosphate_star	Atlantic	(28.05,28.1]	-0.8516810	-0.8764254	-0.8225399
tem + phosphate_star	Atlantic	(28.1,28.15]	-0.8408871	-0.8809670	-0.7921315
tem + phosphate_star	Atlantic	(28.15,28.2]	-0.7863773	-0.8039635	-0.7541926
tem + phosphate_star	Atlantic	(28.2, Inf]	-0.8680500	-0.8991851	-0.8093650
tem + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7536417	-0.8455229	-0.6223498
tem + phosphate_star	Indo-Pacific	(26,26.5]	-0.8190466	-0.8948447	-0.7595555
tem + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8639824	-0.9223167	-0.8043545
tem + phosphate_star	Indo-Pacific	(26.75,27]	-0.9348270	-0.9568394	-0.9061232
tem + phosphate_star	Indo-Pacific	(27,27.25]	-0.9197763	-0.9297985	-0.9016559
tem + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7627353	-0.9006266	-0.6437370
tem + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5709347	-0.8205154	-0.3105512
tem + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4075509	-0.7000978	0.0198276
tem + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.5749685	-0.7043122	-0.3659200
tem + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7549861	-0.8271050	-0.6956393
tem + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6294146	-0.6610141	-0.5666561
tem + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.8853057	-0.9020680	-0.8723821
tem + silicate	Atlantic	(-Inf,26]	-0.6329153	-0.6896794	-0.5311690
tem + silicate	Atlantic	(26,26.5]	-0.7452128	-0.8457401	-0.6683022
tem + silicate	Atlantic	(26.5,26.75]	-0.6254589	-0.7402247	-0.4670495
tem + silicate	Atlantic	(26.75,27]	-0.4954841	-0.5985789	-0.3085724
tem + silicate	Atlantic	(27,27.25]	-0.6825294	-0.7494494	-0.5824616
tem + silicate	Atlantic	(27.25,27.5]	-0.8456143	-0.8535036	-0.8411054
tem + silicate	Atlantic	(27.5,27.75]	-0.7931100	-0.7983384	-0.7827713
tem + silicate	Atlantic	(27.75,27.85]	-0.7096351	-0.7140595	-0.7046641
tem + silicate	Atlantic	(27.85,27.95]	-0.6118767	-0.7032443	-0.5352370
tem + silicate	Atlantic	(27.95,28.05]	-0.7281877	-0.7785799	-0.6468661
tem + silicate	Atlantic	(28.05,28.1]	-0.7746118	-0.8489222	-0.7342398
tem + silicate	Atlantic	(28.1,28.15]	-0.7782492	-0.7979382	-0.7559079
tem + silicate	Atlantic	(28.15,28.2]	-0.7606337	-0.8090076	-0.7165256
tem + silicate	Atlantic	(28.2, Inf]	-0.3911800	-0.6884236	-0.2109690
tem + silicate	Indo-Pacific	(-Inf,26]	-0.5811604	-0.7258357	-0.4099097
tem + silicate	Indo-Pacific	(26,26.5]	-0.5925775	-0.6940957	-0.4409776
tem + silicate	Indo-Pacific	(26.5,26.75]	-0.6505195	-0.7865940	-0.5261763
tem + silicate	Indo-Pacific	(26.75,27]	-0.6568666	-0.7436209	-0.5127643
tem + silicate	Indo-Pacific	(27,27.25]	-0.4834818	-0.6218605	-0.2952807
tem + silicate	Indo-Pacific	(27.25,27.5]	-0.2177174	-0.3133669	-0.0701032
tem + silicate	Indo-Pacific	(27.5,27.75]	-0.1452039	-0.2442761	-0.0236337
tem + silicate	Indo-Pacific	(27.75,27.85]	-0.0957604	-0.2568067	0.0902932
tem + silicate	Indo-Pacific	(27.85,27.95]	-0.1323100	-0.3048418	0.0066863
tem + silicate	Indo-Pacific	(27.95,28.05]	-0.0489425	-0.0664545	-0.0268182
tem + silicate	Indo-Pacific	(28.05,28.1]	0.1053928	0.0129364	0.1613521
tem + silicate	Indo-Pacific	(28.1, Inf]	0.2621245	0.0427745	0.3822239

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_Cstar_predictor <-
  read_csv(here::here("data/eMLR",
                       "cor_Cstar_predictor.csv")) %>% 
  rename(predictor = rowname)

cor_Cstar_predictor_stats <- cor_Cstar_predictor %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise(mean_r = mean(Cstar),
            min_r = min(Cstar),
            max_r = max(Cstar)) %>% 
  ungroup()

cor_Cstar_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.2122636	-0.0079506	0.3774975
aou	Atlantic	(26,26.5]	-0.3441470	-0.6030146	-0.1447092
aou	Atlantic	(26.5,26.75]	-0.5847011	-0.6728110	-0.5015703
aou	Atlantic	(26.75,27]	-0.4755945	-0.5112026	-0.4382804
aou	Atlantic	(27,27.25]	-0.5503673	-0.6552819	-0.4286550
aou	Atlantic	(27.25,27.5]	-0.5098073	-0.5776533	-0.4691796
aou	Atlantic	(27.5,27.75]	-0.8109592	-0.8793473	-0.7696429
aou	Atlantic	(27.75,27.85]	-0.9172558	-0.9492930	-0.9008336
aou	Atlantic	(27.85,27.95]	-0.9388880	-0.9559856	-0.9286502
aou	Atlantic	(27.95,28.05]	-0.9115721	-0.9257021	-0.8982693
aou	Atlantic	(28.05,28.1]	-0.8936258	-0.9094718	-0.8763426
aou	Atlantic	(28.1,28.15]	-0.9261532	-0.9342420	-0.9123328
aou	Atlantic	(28.15,28.2]	-0.9642765	-0.9687709	-0.9561711
aou	Atlantic	(28.2, Inf]	-0.3070856	-0.4138452	-0.1018238
aou	Indo-Pacific	(-Inf,26]	-0.5224463	-0.6270064	-0.4630577
aou	Indo-Pacific	(26,26.5]	-0.8450318	-0.8524185	-0.8326056
aou	Indo-Pacific	(26.5,26.75]	-0.8448566	-0.8590786	-0.8272236
aou	Indo-Pacific	(26.75,27]	-0.8448407	-0.8917205	-0.8119167
aou	Indo-Pacific	(27,27.25]	-0.6398511	-0.6781541	-0.6126832
aou	Indo-Pacific	(27.25,27.5]	0.0652470	-0.0018066	0.1010675
aou	Indo-Pacific	(27.5,27.75]	0.4095808	0.2749833	0.4842734
aou	Indo-Pacific	(27.75,27.85]	0.4579953	0.2844333	0.5844659
aou	Indo-Pacific	(27.85,27.95]	0.2872330	0.1474901	0.4151253
aou	Indo-Pacific	(27.95,28.05]	-0.0984528	-0.1658387	0.0263011
aou	Indo-Pacific	(28.05,28.1]	-0.2526884	-0.3553793	-0.1838476
aou	Indo-Pacific	(28.1, Inf]	0.1155928	-0.0434256	0.3625732
oxygen	Atlantic	(-Inf,26]	-0.2819044	-0.4369908	-0.1344054
oxygen	Atlantic	(26,26.5]	0.0074488	-0.2285568	0.3197157
oxygen	Atlantic	(26.5,26.75]	0.3998878	0.3281612	0.5130302
oxygen	Atlantic	(26.75,27]	0.3145369	0.3048922	0.3314918
oxygen	Atlantic	(27,27.25]	0.3693275	0.2708595	0.4948085
oxygen	Atlantic	(27.25,27.5]	0.2110426	0.1238676	0.3128826
oxygen	Atlantic	(27.5,27.75]	0.5661307	0.4387325	0.7470028
oxygen	Atlantic	(27.75,27.85]	0.8158394	0.7626474	0.8937997
oxygen	Atlantic	(27.85,27.95]	0.9025627	0.8842015	0.9389803
oxygen	Atlantic	(27.95,28.05]	0.8888486	0.8516999	0.9251353
oxygen	Atlantic	(28.05,28.1]	0.8723238	0.8242068	0.9175126
oxygen	Atlantic	(28.1,28.15]	0.9162786	0.8945669	0.9373501
oxygen	Atlantic	(28.15,28.2]	0.9659809	0.9613944	0.9736470
oxygen	Atlantic	(28.2, Inf]	0.1099518	-0.0656215	0.2237086
oxygen	Indo-Pacific	(-Inf,26]	0.5402736	0.4894471	0.6406533
oxygen	Indo-Pacific	(26,26.5]	0.7627423	0.7247103	0.7863207
oxygen	Indo-Pacific	(26.5,26.75]	0.7648859	0.7429721	0.7958146
oxygen	Indo-Pacific	(26.75,27]	0.7689286	0.7370745	0.8265710
oxygen	Indo-Pacific	(27,27.25]	0.6281906	0.5854572	0.6929562
oxygen	Indo-Pacific	(27.25,27.5]	-0.0253772	-0.0693285	0.0361160
oxygen	Indo-Pacific	(27.5,27.75]	-0.3541742	-0.4462142	-0.1940895
oxygen	Indo-Pacific	(27.75,27.85]	-0.4213648	-0.5631724	-0.2209290
oxygen	Indo-Pacific	(27.85,27.95]	-0.2650909	-0.3996512	-0.1103015
oxygen	Indo-Pacific	(27.95,28.05]	0.0911154	-0.0323494	0.1528662
oxygen	Indo-Pacific	(28.05,28.1]	0.2291383	0.1631657	0.3226886
oxygen	Indo-Pacific	(28.1, Inf]	-0.1635529	-0.4125585	-0.0034794
phosphate	Atlantic	(-Inf,26]	-0.4552100	-0.6833402	-0.2315426
phosphate	Atlantic	(26,26.5]	-0.8102559	-0.8452426	-0.7888378
phosphate	Atlantic	(26.5,26.75]	-0.8693686	-0.9005427	-0.8256291
phosphate	Atlantic	(26.75,27]	-0.8192585	-0.8880585	-0.7453401
phosphate	Atlantic	(27,27.25]	-0.9004838	-0.9397411	-0.8384132
phosphate	Atlantic	(27.25,27.5]	-0.9542387	-0.9696670	-0.9426703
phosphate	Atlantic	(27.5,27.75]	-0.9895167	-0.9924482	-0.9857154
phosphate	Atlantic	(27.75,27.85]	-0.9811653	-0.9838477	-0.9760021
phosphate	Atlantic	(27.85,27.95]	-0.9651148	-0.9656447	-0.9644085
phosphate	Atlantic	(27.95,28.05]	-0.9464532	-0.9526280	-0.9388344
phosphate	Atlantic	(28.05,28.1]	-0.9340162	-0.9449834	-0.9250770
phosphate	Atlantic	(28.1,28.15]	-0.9517395	-0.9646486	-0.9419510
phosphate	Atlantic	(28.15,28.2]	-0.9825342	-0.9890919	-0.9752837
phosphate	Atlantic	(28.2, Inf]	-0.8909363	-0.9145114	-0.8560205
phosphate	Indo-Pacific	(-Inf,26]	-0.5704891	-0.6820587	-0.5076043
phosphate	Indo-Pacific	(26,26.5]	-0.9366758	-0.9459186	-0.9249482
phosphate	Indo-Pacific	(26.5,26.75]	-0.9500494	-0.9558661	-0.9467212
phosphate	Indo-Pacific	(26.75,27]	-0.9425075	-0.9620343	-0.9182067
phosphate	Indo-Pacific	(27,27.25]	-0.7184257	-0.7242449	-0.7104220
phosphate	Indo-Pacific	(27.25,27.5]	-0.0442180	-0.1257567	0.0017623
phosphate	Indo-Pacific	(27.5,27.75]	0.2910397	0.1571868	0.3736266
phosphate	Indo-Pacific	(27.75,27.85]	0.3433747	0.1536168	0.4814544
phosphate	Indo-Pacific	(27.85,27.95]	0.1580582	-0.0065027	0.3161012
phosphate	Indo-Pacific	(27.95,28.05]	-0.2554526	-0.3448256	-0.0857382
phosphate	Indo-Pacific	(28.05,28.1]	-0.4250207	-0.5302541	-0.2987614
phosphate	Indo-Pacific	(28.1, Inf]	-0.2936113	-0.4322097	-0.0231151
phosphate_star	Atlantic	(-Inf,26]	-0.6236142	-0.7934576	-0.4217521
phosphate_star	Atlantic	(26,26.5]	-0.8984031	-0.9244003	-0.8697617
phosphate_star	Atlantic	(26.5,26.75]	-0.9388640	-0.9524973	-0.9268869
phosphate_star	Atlantic	(26.75,27]	-0.9230321	-0.9449991	-0.8846142
phosphate_star	Atlantic	(27,27.25]	-0.9297399	-0.9509387	-0.9033403
phosphate_star	Atlantic	(27.25,27.5]	-0.9432335	-0.9572778	-0.9317983
phosphate_star	Atlantic	(27.5,27.75]	-0.9341939	-0.9490470	-0.9195079
phosphate_star	Atlantic	(27.75,27.85]	-0.9002904	-0.9104858	-0.8946218
phosphate_star	Atlantic	(27.85,27.95]	-0.8179752	-0.8531085	-0.7995233
phosphate_star	Atlantic	(27.95,28.05]	-0.8794830	-0.8960687	-0.8544986
phosphate_star	Atlantic	(28.05,28.1]	-0.9058981	-0.9248953	-0.8910653
phosphate_star	Atlantic	(28.1,28.15]	-0.9311136	-0.9529641	-0.9181190
phosphate_star	Atlantic	(28.15,28.2]	-0.9808262	-0.9839562	-0.9757752
phosphate_star	Atlantic	(28.2, Inf]	-0.8583787	-0.8740997	-0.8386282
phosphate_star	Indo-Pacific	(-Inf,26]	-0.4239939	-0.5582273	-0.3080510
phosphate_star	Indo-Pacific	(26,26.5]	-0.8342996	-0.8802882	-0.8106390
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7734217	-0.8792869	-0.6324175
phosphate_star	Indo-Pacific	(26.75,27]	-0.7115394	-0.8132411	-0.6358755
phosphate_star	Indo-Pacific	(27,27.25]	-0.3517296	-0.4776382	-0.2783656
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2014214	-0.2479043	-0.1658695
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4010858	-0.5499738	-0.1743537
phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5207831	-0.7428287	-0.2730606
phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4613490	-0.5220535	-0.3697418
phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5119299	-0.5989574	-0.3941699
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5893394	-0.6832859	-0.4564102
phosphate_star	Indo-Pacific	(28.1, Inf]	-0.5106179	-0.6507634	-0.3993275
sal	Atlantic	(-Inf,26]	0.3670066	0.2678290	0.4736779
sal	Atlantic	(26,26.5]	0.8218108	0.7589631	0.8746720
sal	Atlantic	(26.5,26.75]	0.8318934	0.7027590	0.9090186
sal	Atlantic	(26.75,27]	0.8701629	0.7883742	0.9129182
sal	Atlantic	(27,27.25]	0.9129629	0.8817933	0.9392197
sal	Atlantic	(27.25,27.5]	0.9104585	0.8760282	0.9388718
sal	Atlantic	(27.5,27.75]	0.8142128	0.7756074	0.8495109
sal	Atlantic	(27.75,27.85]	0.6651474	0.6382227	0.6882626
sal	Atlantic	(27.85,27.95]	0.4505093	0.3910238	0.5322211
sal	Atlantic	(27.95,28.05]	0.5595622	0.4059878	0.6640927
sal	Atlantic	(28.05,28.1]	0.7142485	0.7088601	0.7176820
sal	Atlantic	(28.1,28.15]	0.7944200	0.7511413	0.8287390
sal	Atlantic	(28.15,28.2]	0.9123312	0.8793165	0.9300320
sal	Atlantic	(28.2, Inf]	0.7892701	0.7510446	0.8348309
sal	Indo-Pacific	(-Inf,26]	0.1101127	0.0985083	0.1284684
sal	Indo-Pacific	(26,26.5]	0.3879618	0.2446839	0.6063903
sal	Indo-Pacific	(26.5,26.75]	0.4195806	0.1981567	0.6936844
sal	Indo-Pacific	(26.75,27]	0.4426364	0.3091516	0.6478084
sal	Indo-Pacific	(27,27.25]	-0.0223013	-0.1324036	0.1535379
sal	Indo-Pacific	(27.25,27.5]	-0.4134590	-0.6239583	-0.2156909
sal	Indo-Pacific	(27.5,27.75]	-0.3377209	-0.4483339	-0.2629367
sal	Indo-Pacific	(27.75,27.85]	-0.4169889	-0.5230076	-0.3068784
sal	Indo-Pacific	(27.85,27.95]	-0.2375673	-0.3187142	-0.0785326
sal	Indo-Pacific	(27.95,28.05]	0.1889704	0.0593012	0.3212985
sal	Indo-Pacific	(28.05,28.1]	0.2975725	0.2516997	0.3876524
sal	Indo-Pacific	(28.1, Inf]	0.3044299	0.2523533	0.4078931
silicate	Atlantic	(-Inf,26]	-0.3431421	-0.5520713	-0.2323683
silicate	Atlantic	(26,26.5]	-0.7608425	-0.8329191	-0.7124605
silicate	Atlantic	(26.5,26.75]	-0.8171959	-0.8364487	-0.7821679
silicate	Atlantic	(26.75,27]	-0.7321211	-0.7760195	-0.6798108
silicate	Atlantic	(27,27.25]	-0.8733617	-0.8878971	-0.8548322
silicate	Atlantic	(27.25,27.5]	-0.9060420	-0.9140865	-0.9009957
silicate	Atlantic	(27.5,27.75]	-0.8976622	-0.9042863	-0.8930257
silicate	Atlantic	(27.75,27.85]	-0.9079733	-0.9217060	-0.8957641
silicate	Atlantic	(27.85,27.95]	-0.9006382	-0.9147116	-0.8924292
silicate	Atlantic	(27.95,28.05]	-0.8926936	-0.9089237	-0.8728004
silicate	Atlantic	(28.05,28.1]	-0.8982479	-0.9062673	-0.8878868
silicate	Atlantic	(28.1,28.15]	-0.9337794	-0.9483330	-0.9257649
silicate	Atlantic	(28.15,28.2]	-0.9729009	-0.9774136	-0.9640806
silicate	Atlantic	(28.2, Inf]	-0.7863143	-0.8966934	-0.6910411
silicate	Indo-Pacific	(-Inf,26]	-0.5070478	-0.6091788	-0.4345740
silicate	Indo-Pacific	(26,26.5]	-0.7670985	-0.8097506	-0.7066050
silicate	Indo-Pacific	(26.5,26.75]	-0.7526580	-0.8229672	-0.6308493
silicate	Indo-Pacific	(26.75,27]	-0.7554429	-0.7807795	-0.7132312
silicate	Indo-Pacific	(27,27.25]	-0.4413979	-0.4932975	-0.3833663
silicate	Indo-Pacific	(27.25,27.5]	0.3397676	0.2602782	0.4280538
silicate	Indo-Pacific	(27.5,27.75]	0.6131244	0.5236136	0.6755721
silicate	Indo-Pacific	(27.75,27.85]	0.5204457	0.3782113	0.6343635
silicate	Indo-Pacific	(27.85,27.95]	0.2849589	0.1511564	0.4195109
silicate	Indo-Pacific	(27.95,28.05]	-0.1284767	-0.2069479	0.0178360
silicate	Indo-Pacific	(28.05,28.1]	-0.3121736	-0.4101402	-0.2345638
silicate	Indo-Pacific	(28.1, Inf]	-0.2057606	-0.3362567	-0.0487724
tem	Atlantic	(-Inf,26]	0.1739378	-0.0705969	0.3351823
tem	Atlantic	(26,26.5]	0.7700048	0.6627254	0.8328259
tem	Atlantic	(26.5,26.75]	0.8488625	0.7739225	0.8951772
tem	Atlantic	(26.75,27]	0.8580003	0.7879173	0.8993591
tem	Atlantic	(27,27.25]	0.8830807	0.8589159	0.9038330
tem	Atlantic	(27.25,27.5]	0.8965845	0.8685048	0.9238858
tem	Atlantic	(27.5,27.75]	0.7878516	0.7416195	0.8306502
tem	Atlantic	(27.75,27.85]	0.6591238	0.6131729	0.6921560
tem	Atlantic	(27.85,27.95]	0.4261352	0.3477950	0.5527210
tem	Atlantic	(27.95,28.05]	0.5288181	0.4444787	0.6249408
tem	Atlantic	(28.05,28.1]	0.6058981	0.5922604	0.6247363
tem	Atlantic	(28.1,28.15]	0.6274386	0.5189174	0.6826206
tem	Atlantic	(28.15,28.2]	0.6774491	0.6232468	0.7133478
tem	Atlantic	(28.2, Inf]	0.5721129	0.4661889	0.6490236
tem	Indo-Pacific	(-Inf,26]	-0.0386045	-0.1245791	0.0512409
tem	Indo-Pacific	(26,26.5]	0.4380897	0.3188434	0.6257370
tem	Indo-Pacific	(26.5,26.75]	0.4160799	0.2115989	0.6750534
tem	Indo-Pacific	(26.75,27]	0.4838054	0.3857955	0.6652456
tem	Indo-Pacific	(27,27.25]	0.1273110	0.0404788	0.2981491
tem	Indo-Pacific	(27.25,27.5]	-0.3390169	-0.5157065	-0.1904686
tem	Indo-Pacific	(27.5,27.75]	-0.4202990	-0.5529491	-0.3527662
tem	Indo-Pacific	(27.75,27.85]	-0.4229843	-0.5564415	-0.3094180
tem	Indo-Pacific	(27.85,27.95]	-0.2891057	-0.3987018	-0.1519402
tem	Indo-Pacific	(27.95,28.05]	0.0387095	-0.0137812	0.0735975
tem	Indo-Pacific	(28.05,28.1]	0.1117310	0.0952673	0.1260269
tem	Indo-Pacific	(28.1, Inf]	0.2684630	0.1065808	0.5384045

rm(cor_Cstar_predictor, cor_Cstar_predictor_stats)

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

eMLR - assumption testing

Jens Daniel Müller

20 November, 2020