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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic cmorized model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 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 coefficients.

2.1 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).

for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          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:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

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cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
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66ff99f Donghe-Zhu 2021-03-01
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efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
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a1c8f87 Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
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af8788e Donghe-Zhu 2021-01-29
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e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

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e2a5a33 Donghe-Zhu 2021-03-04
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cb63c16 Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
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c911669 Donghe-Zhu 2021-03-03
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799e913 Donghe-Zhu 2021-03-01
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b3564aa jens-daniel-mueller 2021-01-14
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17dee1d jens-daniel-mueller 2021-01-13
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e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

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

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

if (params_local$plot_all_figures == "y") {
  
  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]
      
      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)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          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(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              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_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually 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]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    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)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        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
      }
      
      
      
    }
  }
}

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

2.2.2 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).

# calculate min, max, mean across all eras
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()

# plot figure
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")

Version Author Date
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
# print table
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 + nitrate Atlantic (-Inf,26] 0.8628911 0.8354309 0.8970468
aou + nitrate Atlantic (26,26.5] 0.9204231 0.9126616 0.9263526
aou + nitrate Atlantic (26.5,26.75] 0.9747843 0.9737284 0.9764846
aou + nitrate Atlantic (26.75,27] 0.9837051 0.9826065 0.9854386
aou + nitrate Atlantic (27,27.25] 0.9641048 0.9610215 0.9657708
aou + nitrate Atlantic (27.25,27.5] 0.8495239 0.8395363 0.8549788
aou + nitrate Atlantic (27.5,27.75] 0.6003463 0.5829731 0.6129696
aou + nitrate Atlantic (27.75,27.85] 0.3903630 0.3530750 0.4140395
aou + nitrate Atlantic (27.85,27.95] 0.5489974 0.4911001 0.5989899
aou + nitrate Atlantic (27.95,28.05] 0.3665491 0.2532512 0.4594543
aou + nitrate Atlantic (28.05,28.1] 0.5981903 0.5771453 0.6104056
aou + nitrate Atlantic (28.1,28.15] 0.8811991 0.8640918 0.8985195
aou + nitrate Atlantic (28.15,28.2] 0.9337359 0.9317473 0.9351524
aou + nitrate Atlantic (28.2, Inf] 0.9230891 0.9174544 0.9317511
aou + nitrate Indo-Pacific (-Inf,26] 0.9334500 0.9293189 0.9373112
aou + nitrate Indo-Pacific (26,26.5] 0.8496152 0.8410984 0.8555776
aou + nitrate Indo-Pacific (26.5,26.75] 0.7774779 0.7707250 0.7887374
aou + nitrate Indo-Pacific (26.75,27] 0.8428213 0.8327536 0.8492498
aou + nitrate Indo-Pacific (27,27.25] 0.9258694 0.9238536 0.9298313
aou + nitrate Indo-Pacific (27.25,27.5] 0.9499971 0.9475183 0.9514760
aou + nitrate Indo-Pacific (27.5,27.75] 0.9720173 0.9715708 0.9723196
aou + nitrate Indo-Pacific (27.75,27.85] 0.9909194 0.9902593 0.9916581
aou + nitrate Indo-Pacific (27.85,27.95] 0.9896221 0.9891435 0.9903396
aou + nitrate Indo-Pacific (27.95,28.05] 0.9891767 0.9889699 0.9894650
aou + nitrate Indo-Pacific (28.05,28.1] 0.9895395 0.9891126 0.9897930
aou + nitrate Indo-Pacific (28.1, Inf] 0.9909488 0.9907786 0.9910803
aou + phosphate Atlantic (-Inf,26] 0.9307985 0.9189065 0.9482073
aou + phosphate Atlantic (26,26.5] 0.8982680 0.8920091 0.9042515
aou + phosphate Atlantic (26.5,26.75] 0.9508413 0.9487397 0.9523949
aou + phosphate Atlantic (26.75,27] 0.9652571 0.9640701 0.9663303
aou + phosphate Atlantic (27,27.25] 0.9245521 0.9219095 0.9269058
aou + phosphate Atlantic (27.25,27.5] 0.7863699 0.7729831 0.7941638
aou + phosphate Atlantic (27.5,27.75] 0.5285154 0.5085593 0.5425015
aou + phosphate Atlantic (27.75,27.85] 0.3195304 0.2814277 0.3437538
aou + phosphate Atlantic (27.85,27.95] 0.5130245 0.4523845 0.5647926
aou + phosphate Atlantic (27.95,28.05] 0.3483155 0.2327176 0.4423651
aou + phosphate Atlantic (28.05,28.1] 0.5921239 0.5723722 0.6028124
aou + phosphate Atlantic (28.1,28.15] 0.8811014 0.8639233 0.8984361
aou + phosphate Atlantic (28.15,28.2] 0.9401743 0.9373478 0.9417631
aou + phosphate Atlantic (28.2, Inf] 0.9288389 0.9222496 0.9350535
aou + phosphate Indo-Pacific (-Inf,26] 0.9673157 0.9655303 0.9686214
aou + phosphate Indo-Pacific (26,26.5] 0.9592237 0.9582416 0.9603065
aou + phosphate Indo-Pacific (26.5,26.75] 0.9731043 0.9720874 0.9739084
aou + phosphate Indo-Pacific (26.75,27] 0.9753892 0.9751476 0.9756714
aou + phosphate Indo-Pacific (27,27.25] 0.9856944 0.9855521 0.9858919
aou + phosphate Indo-Pacific (27.25,27.5] 0.9865564 0.9860636 0.9871330
aou + phosphate Indo-Pacific (27.5,27.75] 0.9890364 0.9888223 0.9892585
aou + phosphate Indo-Pacific (27.75,27.85] 0.9945123 0.9941466 0.9947286
aou + phosphate Indo-Pacific (27.85,27.95] 0.9949283 0.9947957 0.9950970
aou + phosphate Indo-Pacific (27.95,28.05] 0.9909214 0.9907071 0.9910464
aou + phosphate Indo-Pacific (28.05,28.1] 0.9926537 0.9922257 0.9931046
aou + phosphate Indo-Pacific (28.1, Inf] 0.9917967 0.9913421 0.9922071
aou + phosphate_star Atlantic (-Inf,26] 0.2824928 0.2581351 0.2983041
aou + phosphate_star Atlantic (26,26.5] 0.4062655 0.3915366 0.4309306
aou + phosphate_star Atlantic (26.5,26.75] 0.1737292 0.1547568 0.1937463
aou + phosphate_star Atlantic (26.75,27] -0.1093506 -0.1169844 -0.0978634
aou + phosphate_star Atlantic (27,27.25] -0.0423911 -0.0713092 -0.0239758
aou + phosphate_star Atlantic (27.25,27.5] -0.1411287 -0.1543714 -0.1294243
aou + phosphate_star Atlantic (27.5,27.75] -0.3227024 -0.3501670 -0.3044591
aou + phosphate_star Atlantic (27.75,27.85] -0.3533838 -0.3752298 -0.3202657
aou + phosphate_star Atlantic (27.85,27.95] 0.1377166 0.0522377 0.2141220
aou + phosphate_star Atlantic (27.95,28.05] -0.0354025 -0.1733758 0.0838177
aou + phosphate_star Atlantic (28.05,28.1] 0.3025433 0.2648423 0.3234872
aou + phosphate_star Atlantic (28.1,28.15] 0.7426523 0.7115513 0.7737015
aou + phosphate_star Atlantic (28.15,28.2] 0.8435311 0.8384870 0.8469409
aou + phosphate_star Atlantic (28.2, Inf] 0.8226740 0.8074338 0.8394691
aou + phosphate_star Indo-Pacific (-Inf,26] 0.5919924 0.5798418 0.6042308
aou + phosphate_star Indo-Pacific (26,26.5] 0.4167719 0.4037708 0.4322769
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4817044 0.4741363 0.4923984
aou + phosphate_star Indo-Pacific (26.75,27] 0.6203746 0.6148043 0.6273677
aou + phosphate_star Indo-Pacific (27,27.25] 0.6999103 0.6940494 0.7084482
aou + phosphate_star Indo-Pacific (27.25,27.5] 0.3674438 0.3259014 0.3903618
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.2810463 -0.3208391 -0.2510266
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5760252 -0.5898364 -0.5565381
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.3778614 -0.3849134 -0.3655044
aou + phosphate_star Indo-Pacific (27.95,28.05] -0.3887747 -0.3980577 -0.3706198
aou + phosphate_star Indo-Pacific (28.05,28.1] -0.2752748 -0.3449544 -0.2199581
aou + phosphate_star Indo-Pacific (28.1, Inf] 0.1513735 0.1371550 0.1616255
aou + silicate Atlantic (-Inf,26] 0.1144278 0.0469295 0.2233791
aou + silicate Atlantic (26,26.5] 0.2678385 0.2434844 0.3078451
aou + silicate Atlantic (26.5,26.75] 0.6136127 0.5912925 0.6468285
aou + silicate Atlantic (26.75,27] 0.8041452 0.7970921 0.8138702
aou + silicate Atlantic (27,27.25] 0.7467907 0.7374142 0.7591647
aou + silicate Atlantic (27.25,27.5] 0.5277271 0.5064300 0.5391134
aou + silicate Atlantic (27.5,27.75] 0.2199437 0.2006671 0.2374071
aou + silicate Atlantic (27.75,27.85] -0.0649313 -0.0898608 -0.0430604
aou + silicate Atlantic (27.85,27.95] 0.2483962 0.1782317 0.3009271
aou + silicate Atlantic (27.95,28.05] 0.2965242 0.1819292 0.3871289
aou + silicate Atlantic (28.05,28.1] 0.6204857 0.6128766 0.6319776
aou + silicate Atlantic (28.1,28.15] 0.9120018 0.8986713 0.9248961
aou + silicate Atlantic (28.15,28.2] 0.9434590 0.9416426 0.9468444
aou + silicate Atlantic (28.2, Inf] 0.7377717 0.7288175 0.7494560
aou + silicate Indo-Pacific (-Inf,26] 0.8350789 0.8320047 0.8406100
aou + silicate Indo-Pacific (26,26.5] 0.7691193 0.7619401 0.7791819
aou + silicate Indo-Pacific (26.5,26.75] 0.7813457 0.7805282 0.7829498
aou + silicate Indo-Pacific (26.75,27] 0.8754169 0.8716668 0.8796339
aou + silicate Indo-Pacific (27,27.25] 0.9404163 0.9394551 0.9413247
aou + silicate Indo-Pacific (27.25,27.5] 0.9550555 0.9547169 0.9553450
aou + silicate Indo-Pacific (27.5,27.75] 0.9653699 0.9645180 0.9663783
aou + silicate Indo-Pacific (27.75,27.85] 0.9829752 0.9824531 0.9834097
aou + silicate Indo-Pacific (27.85,27.95] 0.9821590 0.9820197 0.9823958
aou + silicate Indo-Pacific (27.95,28.05] 0.9875467 0.9871929 0.9879831
aou + silicate Indo-Pacific (28.05,28.1] 0.9908822 0.9902677 0.9912572
aou + silicate Indo-Pacific (28.1, Inf] 0.8244482 0.8232936 0.8264085
nitrate + phosphate Atlantic (-Inf,26] 0.7020091 0.6258593 0.7979695
nitrate + phosphate Atlantic (26,26.5] 0.8313831 0.8176943 0.8389707
nitrate + phosphate Atlantic (26.5,26.75] 0.9679598 0.9669832 0.9690514
nitrate + phosphate Atlantic (26.75,27] 0.9802143 0.9796433 0.9811950
nitrate + phosphate Atlantic (27,27.25] 0.9868161 0.9861106 0.9871745
nitrate + phosphate Atlantic (27.25,27.5] 0.9916476 0.9916029 0.9917148
nitrate + phosphate Atlantic (27.5,27.75] 0.9944117 0.9941129 0.9946083
nitrate + phosphate Atlantic (27.75,27.85] 0.9965152 0.9965006 0.9965434
nitrate + phosphate Atlantic (27.85,27.95] 0.9986271 0.9985770 0.9986871
nitrate + phosphate Atlantic (27.95,28.05] 0.9993709 0.9992636 0.9994422
nitrate + phosphate Atlantic (28.05,28.1] 0.9997937 0.9997657 0.9998091
nitrate + phosphate Atlantic (28.1,28.15] 0.9998178 0.9998160 0.9998197
nitrate + phosphate Atlantic (28.15,28.2] 0.9977617 0.9975573 0.9980415
nitrate + phosphate Atlantic (28.2, Inf] 0.9898701 0.9888990 0.9904565
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9546605 0.9503882 0.9594499
nitrate + phosphate Indo-Pacific (26,26.5] 0.8633576 0.8512280 0.8723649
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.7957071 0.7874435 0.8073512
nitrate + phosphate Indo-Pacific (26.75,27] 0.8643356 0.8539132 0.8722005
nitrate + phosphate Indo-Pacific (27,27.25] 0.9358828 0.9335296 0.9399551
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9546596 0.9520164 0.9562397
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9785031 0.9777397 0.9795441
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9946893 0.9943246 0.9951688
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9965466 0.9962015 0.9969511
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9987385 0.9986274 0.9988694
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9981454 0.9979136 0.9983178
nitrate + phosphate Indo-Pacific (28.1, Inf] 0.9951462 0.9950997 0.9952064
nitrate + phosphate_star Atlantic (-Inf,26] 0.1736594 0.1159097 0.2783692
nitrate + phosphate_star Atlantic (26,26.5] 0.4038063 0.3880690 0.4139741
nitrate + phosphate_star Atlantic (26.5,26.75] 0.2925250 0.2817915 0.3086552
nitrate + phosphate_star Atlantic (26.75,27] 0.0038520 -0.0068588 0.0212966
nitrate + phosphate_star Atlantic (27,27.25] 0.2026077 0.1693302 0.2241221
nitrate + phosphate_star Atlantic (27.25,27.5] 0.3913865 0.3846905 0.3984182
nitrate + phosphate_star Atlantic (27.5,27.75] 0.5466635 0.5397557 0.5501828
nitrate + phosphate_star Atlantic (27.75,27.85] 0.7201591 0.7016622 0.7318956
nitrate + phosphate_star Atlantic (27.85,27.95] 0.9009933 0.8934809 0.9085556
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9138171 0.9066060 0.9214472
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9434556 0.9391306 0.9457077
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9700274 0.9675370 0.9723054
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9774378 0.9768651 0.9777849
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9697889 0.9677615 0.9712489
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.7308381 0.7220045 0.7372902
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.5488627 0.5274471 0.5711677
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.5720445 0.5664146 0.5777820
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.7060736 0.7001795 0.7091739
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.7773461 0.7738214 0.7843857
nitrate + phosphate_star Indo-Pacific (27.25,27.5] 0.4751180 0.4371593 0.4958081
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.1482234 -0.1898890 -0.1154755
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.5018886 -0.5172318 -0.4860425
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.2691664 -0.2760448 -0.2582046
nitrate + phosphate_star Indo-Pacific (27.95,28.05] -0.2564036 -0.2675517 -0.2372570
nitrate + phosphate_star Indo-Pacific (28.05,28.1] -0.1418563 -0.2101930 -0.0871750
nitrate + phosphate_star Indo-Pacific (28.1, Inf] 0.2587298 0.2433679 0.2688919
nitrate + silicate Atlantic (-Inf,26] 0.5794577 0.5538737 0.6107621
nitrate + silicate Atlantic (26,26.5] 0.5578482 0.5353416 0.5818221
nitrate + silicate Atlantic (26.5,26.75] 0.6979568 0.6770595 0.7291014
nitrate + silicate Atlantic (26.75,27] 0.8579211 0.8496813 0.8656373
nitrate + silicate Atlantic (27,27.25] 0.8747773 0.8648110 0.8819673
nitrate + silicate Atlantic (27.25,27.5] 0.8534558 0.8501704 0.8567945
nitrate + silicate Atlantic (27.5,27.75] 0.8608035 0.8582215 0.8655431
nitrate + silicate Atlantic (27.75,27.85] 0.8368523 0.8299243 0.8448535
nitrate + silicate Atlantic (27.85,27.95] 0.9122632 0.9098373 0.9160619
nitrate + silicate Atlantic (27.95,28.05] 0.9677997 0.9648687 0.9694358
nitrate + silicate Atlantic (28.05,28.1] 0.9840544 0.9834989 0.9847453
nitrate + silicate Atlantic (28.1,28.15] 0.9861223 0.9856991 0.9866605
nitrate + silicate Atlantic (28.15,28.2] 0.9142348 0.9054023 0.9231058
nitrate + silicate Atlantic (28.2, Inf] 0.7095675 0.7059151 0.7162673
nitrate + silicate Indo-Pacific (-Inf,26] 0.8569400 0.8523481 0.8611300
nitrate + silicate Indo-Pacific (26,26.5] 0.7793170 0.7607019 0.8021906
nitrate + silicate Indo-Pacific (26.5,26.75] 0.8226476 0.8175224 0.8294036
nitrate + silicate Indo-Pacific (26.75,27] 0.8747122 0.8689632 0.8810880
nitrate + silicate Indo-Pacific (27,27.25] 0.9391700 0.9377695 0.9410731
nitrate + silicate Indo-Pacific (27.25,27.5] 0.9600047 0.9598520 0.9602049
nitrate + silicate Indo-Pacific (27.5,27.75] 0.9790431 0.9787667 0.9793028
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9899392 0.9898969 0.9899971
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9892465 0.9884676 0.9898438
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9915697 0.9911103 0.9920917
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9899997 0.9895210 0.9902552
nitrate + silicate Indo-Pacific (28.1, Inf] 0.8341728 0.8322470 0.8360688
phosphate + phosphate_star Atlantic (-Inf,26] 0.5620250 0.5429582 0.5828391
phosphate + phosphate_star Atlantic (26,26.5] 0.7544985 0.7393622 0.7708328
phosphate + phosphate_star Atlantic (26.5,26.75] 0.4655394 0.4473600 0.4789128
phosphate + phosphate_star Atlantic (26.75,27] 0.1486207 0.1356582 0.1653104
phosphate + phosphate_star Atlantic (27,27.25] 0.3370333 0.3088593 0.3537878
phosphate + phosphate_star Atlantic (27.25,27.5] 0.4956176 0.4888129 0.5036238
phosphate + phosphate_star Atlantic (27.5,27.75] 0.6238065 0.6191180 0.6262242
phosphate + phosphate_star Atlantic (27.75,27.85] 0.7714688 0.7545577 0.7820801
phosphate + phosphate_star Atlantic (27.85,27.95] 0.9191790 0.9129889 0.9258032
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9223656 0.9162705 0.9294233
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9463186 0.9414679 0.9490640
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9703901 0.9679335 0.9726624
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9753854 0.9751465 0.9756707
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9720323 0.9701554 0.9747148
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.7620358 0.7571182 0.7684602
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.6513226 0.6428607 0.6613822
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6639724 0.6598296 0.6706451
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.7657931 0.7612346 0.7700789
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.8052110 0.8009575 0.8122437
phosphate + phosphate_star Indo-Pacific (27.25,27.5] 0.5114239 0.4751280 0.5331716
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.1387942 -0.1795110 -0.1068798
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.4902940 -0.5070434 -0.4706279
phosphate + phosphate_star Indo-Pacific (27.85,27.95] -0.2863858 -0.2927474 -0.2750469
phosphate + phosphate_star Indo-Pacific (27.95,28.05] -0.2648491 -0.2750159 -0.2468701
phosphate + phosphate_star Indo-Pacific (28.05,28.1] -0.1604232 -0.2287416 -0.1075289
phosphate + phosphate_star Indo-Pacific (28.1, Inf] 0.2714937 0.2543885 0.2812316
sal + aou Atlantic (-Inf,26] -0.4152097 -0.4806556 -0.3644626
sal + aou Atlantic (26,26.5] -0.3743850 -0.4251414 -0.3158612
sal + aou Atlantic (26.5,26.75] 0.2576830 0.2410861 0.2761263
sal + aou Atlantic (26.75,27] 0.4525696 0.4468593 0.4565119
sal + aou Atlantic (27,27.25] 0.3775589 0.3605160 0.4042053
sal + aou Atlantic (27.25,27.5] 0.3925011 0.3853915 0.3975250
sal + aou Atlantic (27.5,27.75] 0.6756098 0.6611629 0.6916168
sal + aou Atlantic (27.75,27.85] 0.6791279 0.6642199 0.6881922
sal + aou Atlantic (27.85,27.95] 0.2354251 0.1895952 0.3270207
sal + aou Atlantic (27.95,28.05] 0.0427538 -0.0719971 0.1625220
sal + aou Atlantic (28.05,28.1] -0.3013232 -0.3205772 -0.2721850
sal + aou Atlantic (28.1,28.15] -0.7344924 -0.7620319 -0.7038409
sal + aou Atlantic (28.15,28.2] -0.8001669 -0.8042719 -0.7962420
sal + aou Atlantic (28.2, Inf] -0.6780471 -0.7060509 -0.6623181
sal + aou Indo-Pacific (-Inf,26] -0.2327656 -0.2427392 -0.2205703
sal + aou Indo-Pacific (26,26.5] -0.1554627 -0.1719140 -0.1375151
sal + aou Indo-Pacific (26.5,26.75] -0.1978715 -0.2053562 -0.1857197
sal + aou Indo-Pacific (26.75,27] -0.4148172 -0.4241072 -0.4076832
sal + aou Indo-Pacific (27,27.25] -0.6021712 -0.6106468 -0.5977246
sal + aou Indo-Pacific (27.25,27.5] -0.2872294 -0.3227447 -0.2505009
sal + aou Indo-Pacific (27.5,27.75] 0.4811635 0.4558073 0.5132488
sal + aou Indo-Pacific (27.75,27.85] 0.7649852 0.7606224 0.7725172
sal + aou Indo-Pacific (27.85,27.95] 0.7589894 0.7537825 0.7638083
sal + aou Indo-Pacific (27.95,28.05] 0.8437872 0.8408384 0.8485818
sal + aou Indo-Pacific (28.05,28.1] 0.8476031 0.8316529 0.8559757
sal + aou Indo-Pacific (28.1, Inf] 0.3328723 0.3221525 0.3388560
sal + nitrate Atlantic (-Inf,26] -0.6785683 -0.7016621 -0.6612945
sal + nitrate Atlantic (26,26.5] -0.4122366 -0.4578329 -0.3585653
sal + nitrate Atlantic (26.5,26.75] 0.1820296 0.1732554 0.1872645
sal + nitrate Atlantic (26.75,27] 0.3966787 0.3919349 0.4039468
sal + nitrate Atlantic (27,27.25] 0.2145322 0.1925816 0.2456358
sal + nitrate Atlantic (27.25,27.5] -0.0416104 -0.0861732 -0.0134514
sal + nitrate Atlantic (27.5,27.75] 0.2025108 0.1734190 0.2325533
sal + nitrate Atlantic (27.75,27.85] -0.3266633 -0.3541136 -0.3049548
sal + nitrate Atlantic (27.85,27.95] -0.6106737 -0.6235421 -0.5985780
sal + nitrate Atlantic (27.95,28.05] -0.8419001 -0.8499347 -0.8272161
sal + nitrate Atlantic (28.05,28.1] -0.9170279 -0.9215656 -0.9127948
sal + nitrate Atlantic (28.1,28.15] -0.9553619 -0.9573148 -0.9520743
sal + nitrate Atlantic (28.15,28.2] -0.9507858 -0.9577935 -0.9430205
sal + nitrate Atlantic (28.2, Inf] -0.8524252 -0.8552911 -0.8491602
sal + nitrate Indo-Pacific (-Inf,26] -0.3637000 -0.3723168 -0.3558364
sal + nitrate Indo-Pacific (26,26.5] -0.3886457 -0.4080352 -0.3723976
sal + nitrate Indo-Pacific (26.5,26.75] -0.4353893 -0.4454822 -0.4187842
sal + nitrate Indo-Pacific (26.75,27] -0.5696348 -0.5838542 -0.5624812
sal + nitrate Indo-Pacific (27,27.25] -0.7291278 -0.7310637 -0.7278332
sal + nitrate Indo-Pacific (27.25,27.5] -0.4167225 -0.4482640 -0.3820689
sal + nitrate Indo-Pacific (27.5,27.75] 0.3793772 0.3604804 0.4067278
sal + nitrate Indo-Pacific (27.75,27.85] 0.7202285 0.7102828 0.7364619
sal + nitrate Indo-Pacific (27.85,27.95] 0.7061818 0.6990831 0.7155651
sal + nitrate Indo-Pacific (27.95,28.05] 0.7814550 0.7770279 0.7878652
sal + nitrate Indo-Pacific (28.05,28.1] 0.7788468 0.7595933 0.7889115
sal + nitrate Indo-Pacific (28.1, Inf] 0.2857894 0.2752785 0.2914914
sal + phosphate Atlantic (-Inf,26] -0.3031944 -0.4196533 -0.2266762
sal + phosphate Atlantic (26,26.5] -0.6238584 -0.6548083 -0.5933154
sal + phosphate Atlantic (26.5,26.75] 0.0086804 -0.0015421 0.0247648
sal + phosphate Atlantic (26.75,27] 0.2818041 0.2750375 0.2867152
sal + phosphate Atlantic (27,27.25] 0.0804314 0.0604483 0.1113000
sal + phosphate Atlantic (27.25,27.5] -0.1561284 -0.2023881 -0.1286502
sal + phosphate Atlantic (27.5,27.75] 0.1059371 0.0782606 0.1336546
sal + phosphate Atlantic (27.75,27.85] -0.3982307 -0.4246286 -0.3772458
sal + phosphate Atlantic (27.85,27.95] -0.6427653 -0.6569435 -0.6260278
sal + phosphate Atlantic (27.95,28.05] -0.8531378 -0.8611809 -0.8378581
sal + phosphate Atlantic (28.05,28.1] -0.9216135 -0.9257885 -0.9183973
sal + phosphate Atlantic (28.1,28.15] -0.9556084 -0.9574539 -0.9523788
sal + phosphate Atlantic (28.15,28.2] -0.9347083 -0.9445598 -0.9254059
sal + phosphate Atlantic (28.2, Inf] -0.7833133 -0.7885200 -0.7756523
sal + phosphate Indo-Pacific (-Inf,26] -0.3509616 -0.3572590 -0.3411880
sal + phosphate Indo-Pacific (26,26.5] -0.3722518 -0.3842390 -0.3561513
sal + phosphate Indo-Pacific (26.5,26.75] -0.3703597 -0.3796254 -0.3562708
sal + phosphate Indo-Pacific (26.75,27] -0.5189430 -0.5334197 -0.5107318
sal + phosphate Indo-Pacific (27,27.25] -0.6830720 -0.6866579 -0.6797244
sal + phosphate Indo-Pacific (27.25,27.5] -0.3907687 -0.4256598 -0.3539890
sal + phosphate Indo-Pacific (27.5,27.75] 0.3815114 0.3575980 0.4125698
sal + phosphate Indo-Pacific (27.75,27.85] 0.7123714 0.7055459 0.7256006
sal + phosphate Indo-Pacific (27.85,27.95] 0.7146001 0.7091276 0.7217589
sal + phosphate Indo-Pacific (27.95,28.05] 0.7980173 0.7948162 0.8032723
sal + phosphate Indo-Pacific (28.05,28.1] 0.8052532 0.7887324 0.8141050
sal + phosphate Indo-Pacific (28.1, Inf] 0.3513220 0.3413248 0.3563744
sal + phosphate_star Atlantic (-Inf,26] -0.2485364 -0.3355185 -0.1400075
sal + phosphate_star Atlantic (26,26.5] -0.8658834 -0.8727332 -0.8616848
sal + phosphate_star Atlantic (26.5,26.75] -0.7908010 -0.7976897 -0.7851573
sal + phosphate_star Atlantic (26.75,27] -0.7546295 -0.7582926 -0.7500276
sal + phosphate_star Atlantic (27,27.25] -0.7955191 -0.8005872 -0.7917612
sal + phosphate_star Atlantic (27.25,27.5] -0.8538753 -0.8809927 -0.8371288
sal + phosphate_star Atlantic (27.5,27.75] -0.5845310 -0.6043466 -0.5664218
sal + phosphate_star Atlantic (27.75,27.85] -0.8638781 -0.8714304 -0.8560126
sal + phosphate_star Atlantic (27.85,27.95] -0.8657689 -0.8837475 -0.8369731
sal + phosphate_star Atlantic (27.95,28.05] -0.9434676 -0.9522243 -0.9351558
sal + phosphate_star Atlantic (28.05,28.1] -0.9785875 -0.9796824 -0.9765431
sal + phosphate_star Atlantic (28.1,28.15] -0.9877219 -0.9882181 -0.9868542
sal + phosphate_star Atlantic (28.15,28.2] -0.9712162 -0.9782010 -0.9623037
sal + phosphate_star Atlantic (28.2, Inf] -0.8381890 -0.8416553 -0.8355859
sal + phosphate_star Indo-Pacific (-Inf,26] -0.7062362 -0.7132220 -0.6966027
sal + phosphate_star Indo-Pacific (26,26.5] -0.8637491 -0.8692469 -0.8587329
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8759146 -0.8874720 -0.8651712
sal + phosphate_star Indo-Pacific (26.75,27] -0.8421310 -0.8537150 -0.8306026
sal + phosphate_star Indo-Pacific (27,27.25] -0.8991006 -0.9047292 -0.8920031
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.8149572 -0.8230068 -0.8008931
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.8063638 -0.8184502 -0.7926085
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.8858571 -0.8935092 -0.8747557
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.7462450 -0.7613271 -0.7328794
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.6594678 -0.6637127 -0.6522178
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.6000542 -0.6333041 -0.5793227
sal + phosphate_star Indo-Pacific (28.1, Inf] 0.0765036 0.0749851 0.0791868
sal + silicate Atlantic (-Inf,26] -0.7709712 -0.7953074 -0.7441452
sal + silicate Atlantic (26,26.5] 0.1560273 0.1233985 0.1886433
sal + silicate Atlantic (26.5,26.75] 0.2786487 0.2340576 0.3034390
sal + silicate Atlantic (26.75,27] 0.1919004 0.1736228 0.2070507
sal + silicate Atlantic (27,27.25] -0.0891747 -0.1133372 -0.0694536
sal + silicate Atlantic (27.25,27.5] -0.3413491 -0.3976696 -0.3083218
sal + silicate Atlantic (27.5,27.75] -0.1315799 -0.1638899 -0.1065390
sal + silicate Atlantic (27.75,27.85] -0.6835094 -0.6946537 -0.6620192
sal + silicate Atlantic (27.85,27.95] -0.8016800 -0.8293432 -0.7534604
sal + silicate Atlantic (27.95,28.05] -0.8996837 -0.9081444 -0.8867536
sal + silicate Atlantic (28.05,28.1] -0.9166817 -0.9226927 -0.9089607
sal + silicate Atlantic (28.1,28.15] -0.9240416 -0.9267473 -0.9198165
sal + silicate Atlantic (28.15,28.2] -0.7623783 -0.7897927 -0.7474127
sal + silicate Atlantic (28.2, Inf] -0.2861096 -0.2924089 -0.2760296
sal + silicate Indo-Pacific (-Inf,26] -0.5430348 -0.5512041 -0.5317384
sal + silicate Indo-Pacific (26,26.5] -0.5816158 -0.5895849 -0.5730703
sal + silicate Indo-Pacific (26.5,26.75] -0.6162250 -0.6246367 -0.6054197
sal + silicate Indo-Pacific (26.75,27] -0.6636770 -0.6755237 -0.6542586
sal + silicate Indo-Pacific (27,27.25] -0.7602845 -0.7628177 -0.7563113
sal + silicate Indo-Pacific (27.25,27.5] -0.4926031 -0.5224674 -0.4559163
sal + silicate Indo-Pacific (27.5,27.75] 0.3140366 0.2895010 0.3494561
sal + silicate Indo-Pacific (27.75,27.85] 0.6871575 0.6781919 0.7035163
sal + silicate Indo-Pacific (27.85,27.95] 0.7054850 0.7003374 0.7155091
sal + silicate Indo-Pacific (27.95,28.05] 0.8095909 0.8040767 0.8164492
sal + silicate Indo-Pacific (28.05,28.1] 0.8232181 0.8080110 0.8311546
sal + silicate Indo-Pacific (28.1, Inf] 0.6748474 0.6652777 0.6821929
sal + temp Atlantic (-Inf,26] 0.6573622 0.6140516 0.7173580
sal + temp Atlantic (26,26.5] 0.9570690 0.9515713 0.9607428
sal + temp Atlantic (26.5,26.75] 0.9672135 0.9653826 0.9685549
sal + temp Atlantic (26.75,27] 0.9700667 0.9695819 0.9703924
sal + temp Atlantic (27,27.25] 0.9631897 0.9624242 0.9636952
sal + temp Atlantic (27.25,27.5] 0.9716516 0.9703361 0.9737190
sal + temp Atlantic (27.5,27.75] 0.9674381 0.9660914 0.9693065
sal + temp Atlantic (27.75,27.85] 0.9868013 0.9858728 0.9879260
sal + temp Atlantic (27.85,27.95] 0.9782207 0.9715278 0.9824536
sal + temp Atlantic (27.95,28.05] 0.9756792 0.9751484 0.9766960
sal + temp Atlantic (28.05,28.1] 0.9866098 0.9854454 0.9872570
sal + temp Atlantic (28.1,28.15] 0.9833293 0.9825707 0.9843391
sal + temp Atlantic (28.15,28.2] 0.9792168 0.9777579 0.9802318
sal + temp Atlantic (28.2, Inf] 0.9376746 0.9339358 0.9420274
sal + temp Indo-Pacific (-Inf,26] 0.8181936 0.8101657 0.8258756
sal + temp Indo-Pacific (26,26.5] 0.9538639 0.9533971 0.9541045
sal + temp Indo-Pacific (26.5,26.75] 0.9801998 0.9794450 0.9807937
sal + temp Indo-Pacific (26.75,27] 0.9791692 0.9789600 0.9793261
sal + temp Indo-Pacific (27,27.25] 0.9749231 0.9745680 0.9754591
sal + temp Indo-Pacific (27.25,27.5] 0.9223777 0.9221173 0.9227351
sal + temp Indo-Pacific (27.5,27.75] 0.8722403 0.8700532 0.8763933
sal + temp Indo-Pacific (27.75,27.85] 0.9704801 0.9680887 0.9727348
sal + temp Indo-Pacific (27.85,27.95] 0.9392057 0.9372915 0.9426324
sal + temp Indo-Pacific (27.95,28.05] 0.9464330 0.9457323 0.9468411
sal + temp Indo-Pacific (28.05,28.1] 0.9755469 0.9740510 0.9771624
sal + temp Indo-Pacific (28.1, Inf] 0.4386132 0.4317633 0.4435046
silicate + phosphate Atlantic (-Inf,26] -0.1078925 -0.2196187 0.0738170
silicate + phosphate Atlantic (26,26.5] 0.0283797 0.0025336 0.0703524
silicate + phosphate Atlantic (26.5,26.75] 0.5653358 0.5378325 0.6140772
silicate + phosphate Atlantic (26.75,27] 0.8447368 0.8412040 0.8485215
silicate + phosphate Atlantic (27,27.25] 0.9053716 0.8964554 0.9103504
silicate + phosphate Atlantic (27.25,27.5] 0.8953021 0.8930619 0.8985481
silicate + phosphate Atlantic (27.5,27.75] 0.8975692 0.8953217 0.9009747
silicate + phosphate Atlantic (27.75,27.85] 0.8768087 0.8713100 0.8835216
silicate + phosphate Atlantic (27.85,27.95] 0.9315618 0.9295973 0.9346609
silicate + phosphate Atlantic (27.95,28.05] 0.9742351 0.9723504 0.9754569
silicate + phosphate Atlantic (28.05,28.1] 0.9865921 0.9863027 0.9871177
silicate + phosphate Atlantic (28.1,28.15] 0.9883726 0.9879230 0.9888660
silicate + phosphate Atlantic (28.15,28.2] 0.9363421 0.9296128 0.9424397
silicate + phosphate Atlantic (28.2, Inf] 0.7995192 0.7954196 0.8027086
silicate + phosphate Indo-Pacific (-Inf,26] 0.8840420 0.8813004 0.8876973
silicate + phosphate Indo-Pacific (26,26.5] 0.8771294 0.8740128 0.8812498
silicate + phosphate Indo-Pacific (26.5,26.75] 0.8639639 0.8615716 0.8673910
silicate + phosphate Indo-Pacific (26.75,27] 0.9215687 0.9191479 0.9237764
silicate + phosphate Indo-Pacific (27,27.25] 0.9579897 0.9572026 0.9586833
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9719714 0.9715882 0.9723746
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9808403 0.9804720 0.9811262
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9884886 0.9881041 0.9886980
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9876191 0.9869640 0.9883064
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9937353 0.9934770 0.9941586
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9942218 0.9940700 0.9944320
silicate + phosphate Indo-Pacific (28.1, Inf] 0.8633828 0.8614838 0.8648721
silicate + phosphate_star Atlantic (-Inf,26] -0.1597683 -0.2834684 0.0047062
silicate + phosphate_star Atlantic (26,26.5] -0.2980131 -0.3259694 -0.2700069
silicate + phosphate_star Atlantic (26.5,26.75] 0.0374889 -0.0099946 0.0898549
silicate + phosphate_star Atlantic (26.75,27] 0.1849641 0.1568063 0.2005334
silicate + phosphate_star Atlantic (27,27.25] 0.5267123 0.5064472 0.5469224
silicate + phosphate_star Atlantic (27.25,27.5] 0.6799738 0.6732564 0.6907477
silicate + phosphate_star Atlantic (27.5,27.75] 0.7943963 0.7884594 0.8045492
silicate + phosphate_star Atlantic (27.75,27.85] 0.9083730 0.8941997 0.9199383
silicate + phosphate_star Atlantic (27.85,27.95] 0.9632883 0.9576770 0.9700495
silicate + phosphate_star Atlantic (27.95,28.05] 0.9230054 0.9157252 0.9315818
silicate + phosphate_star Atlantic (28.05,28.1] 0.9221491 0.9114021 0.9313554
silicate + phosphate_star Atlantic (28.1,28.15] 0.9384818 0.9342552 0.9421452
silicate + phosphate_star Atlantic (28.15,28.2] 0.8648098 0.8548133 0.8729922
silicate + phosphate_star Atlantic (28.2, Inf] 0.7388811 0.7316076 0.7430515
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7737370 0.7669699 0.7792121
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7781545 0.7771473 0.7798604
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.8013739 0.7951740 0.8052548
silicate + phosphate_star Indo-Pacific (26.75,27] 0.8246953 0.8229102 0.8268319
silicate + phosphate_star Indo-Pacific (27,27.25] 0.8219986 0.8156217 0.8299661
silicate + phosphate_star Indo-Pacific (27.25,27.5] 0.5469103 0.5085536 0.5678841
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.0884678 -0.1335941 -0.0532228
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4750012 -0.4906087 -0.4551925
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.2722683 -0.2800063 -0.2628634
silicate + phosphate_star Indo-Pacific (27.95,28.05] -0.2867814 -0.2971955 -0.2678938
silicate + phosphate_star Indo-Pacific (28.05,28.1] -0.1961944 -0.2600737 -0.1456324
silicate + phosphate_star Indo-Pacific (28.1, Inf] 0.4350226 0.4227583 0.4423119
temp + aou Atlantic (-Inf,26] -0.6993374 -0.7296074 -0.6727718
temp + aou Atlantic (26,26.5] -0.4222756 -0.4527610 -0.3811730
temp + aou Atlantic (26.5,26.75] 0.1401185 0.1173178 0.1687486
temp + aou Atlantic (26.75,27] 0.3854041 0.3804030 0.3880523
temp + aou Atlantic (27,27.25] 0.3456300 0.3317678 0.3723486
temp + aou Atlantic (27.25,27.5] 0.4202058 0.4155826 0.4259216
temp + aou Atlantic (27.5,27.75] 0.6667736 0.6570140 0.6822151
temp + aou Atlantic (27.75,27.85] 0.6891398 0.6731350 0.6981106
temp + aou Atlantic (27.85,27.95] 0.2458060 0.1865721 0.3271527
temp + aou Atlantic (27.95,28.05] 0.1629231 0.0447470 0.2914075
temp + aou Atlantic (28.05,28.1] -0.2121784 -0.2327513 -0.1724491
temp + aou Atlantic (28.1,28.15] -0.6522643 -0.6898199 -0.6158028
temp + aou Atlantic (28.15,28.2] -0.7456289 -0.7475808 -0.7429040
temp + aou Atlantic (28.2, Inf] -0.7427336 -0.7618743 -0.7322639
temp + aou Indo-Pacific (-Inf,26] -0.3844277 -0.3885476 -0.3780286
temp + aou Indo-Pacific (26,26.5] -0.1991634 -0.2135833 -0.1859030
temp + aou Indo-Pacific (26.5,26.75] -0.1771342 -0.1847969 -0.1652125
temp + aou Indo-Pacific (26.75,27] -0.3615034 -0.3671683 -0.3548334
temp + aou Indo-Pacific (27,27.25] -0.5619213 -0.5685945 -0.5547096
temp + aou Indo-Pacific (27.25,27.5] -0.2593441 -0.2827077 -0.2233774
temp + aou Indo-Pacific (27.5,27.75] 0.4032714 0.3791738 0.4376562
temp + aou Indo-Pacific (27.75,27.85] 0.7617396 0.7540716 0.7666142
temp + aou Indo-Pacific (27.85,27.95] 0.7391333 0.7335293 0.7476671
temp + aou Indo-Pacific (27.95,28.05] 0.7978174 0.7910267 0.8027857
temp + aou Indo-Pacific (28.05,28.1] 0.8314482 0.8187198 0.8447592
temp + aou Indo-Pacific (28.1, Inf] 0.7930752 0.7899988 0.7981453
temp + nitrate Atlantic (-Inf,26] -0.7691672 -0.7897930 -0.7544861
temp + nitrate Atlantic (26,26.5] -0.4564284 -0.4842696 -0.4218032
temp + nitrate Atlantic (26.5,26.75] 0.0580997 0.0423539 0.0731690
temp + nitrate Atlantic (26.75,27] 0.3122188 0.3073762 0.3172848
temp + nitrate Atlantic (27,27.25] 0.1739031 0.1454938 0.2064552
temp + nitrate Atlantic (27.25,27.5] -0.0031886 -0.0461807 0.0188939
temp + nitrate Atlantic (27.5,27.75] 0.1805208 0.1562134 0.2029810
temp + nitrate Atlantic (27.75,27.85] -0.3261607 -0.3534769 -0.3027680
temp + nitrate Atlantic (27.85,27.95] -0.6255870 -0.6349760 -0.6191579
temp + nitrate Atlantic (27.95,28.05] -0.8059663 -0.8170174 -0.7978644
temp + nitrate Atlantic (28.05,28.1] -0.8788433 -0.8850073 -0.8728948
temp + nitrate Atlantic (28.1,28.15] -0.9136529 -0.9179502 -0.9082589
temp + nitrate Atlantic (28.15,28.2] -0.9224190 -0.9285890 -0.9132123
temp + nitrate Atlantic (28.2, Inf] -0.9156761 -0.9174561 -0.9129545
temp + nitrate Indo-Pacific (-Inf,26] -0.5329000 -0.5426399 -0.5244065
temp + nitrate Indo-Pacific (26,26.5] -0.4366637 -0.4535445 -0.4237912
temp + nitrate Indo-Pacific (26.5,26.75] -0.4225127 -0.4321353 -0.4078446
temp + nitrate Indo-Pacific (26.75,27] -0.5310499 -0.5434787 -0.5242914
temp + nitrate Indo-Pacific (27,27.25] -0.7060543 -0.7092712 -0.7025164
temp + nitrate Indo-Pacific (27.25,27.5] -0.4211009 -0.4414379 -0.3871420
temp + nitrate Indo-Pacific (27.5,27.75] 0.2578707 0.2374557 0.2909965
temp + nitrate Indo-Pacific (27.75,27.85] 0.7115239 0.7013286 0.7236336
temp + nitrate Indo-Pacific (27.85,27.95] 0.6731269 0.6651845 0.6844785
temp + nitrate Indo-Pacific (27.95,28.05] 0.7219884 0.7139971 0.7283830
temp + nitrate Indo-Pacific (28.05,28.1] 0.7592934 0.7445236 0.7747885
temp + nitrate Indo-Pacific (28.1, Inf] 0.7256135 0.7215446 0.7325454
temp + phosphate Atlantic (-Inf,26] -0.7108447 -0.7753684 -0.6632568
temp + phosphate Atlantic (26,26.5] -0.6460382 -0.6616706 -0.6245619
temp + phosphate Atlantic (26.5,26.75] -0.0988603 -0.1161510 -0.0747528
temp + phosphate Atlantic (26.75,27] 0.2064807 0.2004884 0.2114497
temp + phosphate Atlantic (27,27.25] 0.0546062 0.0270723 0.0878167
temp + phosphate Atlantic (27.25,27.5] -0.1102868 -0.1555607 -0.0860915
temp + phosphate Atlantic (27.5,27.75] 0.0886409 0.0653013 0.1087370
temp + phosphate Atlantic (27.75,27.85] -0.3963893 -0.4227291 -0.3739760
temp + phosphate Atlantic (27.85,27.95] -0.6573197 -0.6662426 -0.6523587
temp + phosphate Atlantic (27.95,28.05] -0.8186243 -0.8287361 -0.8095742
temp + phosphate Atlantic (28.05,28.1] -0.8833747 -0.8892428 -0.8765620
temp + phosphate Atlantic (28.1,28.15] -0.9144293 -0.9186969 -0.9091098
temp + phosphate Atlantic (28.15,28.2] -0.9129988 -0.9216128 -0.9025053
temp + phosphate Atlantic (28.2, Inf] -0.8819508 -0.8852062 -0.8794046
temp + phosphate Indo-Pacific (-Inf,26] -0.5039599 -0.5114805 -0.4974036
temp + phosphate Indo-Pacific (26,26.5] -0.4220291 -0.4329670 -0.4099687
temp + phosphate Indo-Pacific (26.5,26.75] -0.3522946 -0.3607404 -0.3381454
temp + phosphate Indo-Pacific (26.75,27] -0.4738920 -0.4855101 -0.4680731
temp + phosphate Indo-Pacific (27,27.25] -0.6531289 -0.6544003 -0.6507602
temp + phosphate Indo-Pacific (27.25,27.5] -0.3846190 -0.4085365 -0.3484142
temp + phosphate Indo-Pacific (27.5,27.75] 0.2829423 0.2601525 0.3163608
temp + phosphate Indo-Pacific (27.75,27.85] 0.7060286 0.6954086 0.7163717
temp + phosphate Indo-Pacific (27.85,27.95] 0.6854811 0.6779425 0.6959701
temp + phosphate Indo-Pacific (27.95,28.05] 0.7344073 0.7277767 0.7394724
temp + phosphate Indo-Pacific (28.05,28.1] 0.7807838 0.7682763 0.7960302
temp + phosphate Indo-Pacific (28.1, Inf] 0.7492134 0.7440138 0.7571572
temp + phosphate_star Atlantic (-Inf,26] -0.6760549 -0.7406436 -0.6175676
temp + phosphate_star Atlantic (26,26.5] -0.8576214 -0.8595885 -0.8541159
temp + phosphate_star Atlantic (26.5,26.75] -0.8125329 -0.8195425 -0.8058598
temp + phosphate_star Atlantic (26.75,27] -0.7943684 -0.7981871 -0.7889150
temp + phosphate_star Atlantic (27,27.25] -0.7964057 -0.8098467 -0.7894935
temp + phosphate_star Atlantic (27.25,27.5] -0.8290508 -0.8580368 -0.8137824
temp + phosphate_star Atlantic (27.5,27.75] -0.6018151 -0.6204782 -0.5908347
temp + phosphate_star Atlantic (27.75,27.85] -0.8699464 -0.8761022 -0.8628541
temp + phosphate_star Atlantic (27.85,27.95] -0.8874769 -0.8943927 -0.8798522
temp + phosphate_star Atlantic (27.95,28.05] -0.9555432 -0.9604331 -0.9511121
temp + phosphate_star Atlantic (28.05,28.1] -0.9714609 -0.9732906 -0.9699032
temp + phosphate_star Atlantic (28.1,28.15] -0.9747966 -0.9758937 -0.9737938
temp + phosphate_star Atlantic (28.15,28.2] -0.9727666 -0.9789751 -0.9637837
temp + phosphate_star Atlantic (28.2, Inf] -0.9405049 -0.9442470 -0.9355669
temp + phosphate_star Indo-Pacific (-Inf,26] -0.8460994 -0.8476315 -0.8445547
temp + phosphate_star Indo-Pacific (26,26.5] -0.9097421 -0.9128408 -0.9052148
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8802667 -0.8900512 -0.8693145
temp + phosphate_star Indo-Pacific (26.75,27] -0.8423726 -0.8536568 -0.8305539
temp + phosphate_star Indo-Pacific (27,27.25] -0.9148381 -0.9217886 -0.9046994
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.9163350 -0.9246115 -0.9033470
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.9374280 -0.9465483 -0.9252328
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.9165450 -0.9232582 -0.9065990
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.8363762 -0.8478991 -0.8260385
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7782287 -0.7830330 -0.7709571
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6672618 -0.6919580 -0.6434930
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.3034165 -0.3057659 -0.3008338
temp + silicate Atlantic (-Inf,26] -0.3620335 -0.3928229 -0.3116217
temp + silicate Atlantic (26,26.5] 0.1179496 0.0968428 0.1292161
temp + silicate Atlantic (26.5,26.75] 0.1783277 0.1376003 0.1988023
temp + silicate Atlantic (26.75,27] 0.0784589 0.0596807 0.0979091
temp + silicate Atlantic (27,27.25] -0.1434829 -0.1711833 -0.1231100
temp + silicate Atlantic (27.25,27.5] -0.2963315 -0.3539836 -0.2668275
temp + silicate Atlantic (27.5,27.75] -0.1610965 -0.1900505 -0.1423567
temp + silicate Atlantic (27.75,27.85] -0.6737179 -0.6860713 -0.6504114
temp + silicate Atlantic (27.85,27.95] -0.8113872 -0.8233755 -0.7910775
temp + silicate Atlantic (27.95,28.05] -0.8616463 -0.8731716 -0.8528508
temp + silicate Atlantic (28.05,28.1] -0.8726021 -0.8854409 -0.8565540
temp + silicate Atlantic (28.1,28.15] -0.8767045 -0.8829098 -0.8698896
temp + silicate Atlantic (28.15,28.2] -0.7514402 -0.7754136 -0.7394365
temp + silicate Atlantic (28.2, Inf] -0.5201742 -0.5321011 -0.5074076
temp + silicate Indo-Pacific (-Inf,26] -0.6085657 -0.6121166 -0.6055025
temp + silicate Indo-Pacific (26,26.5] -0.6063740 -0.6094911 -0.6005077
temp + silicate Indo-Pacific (26.5,26.75] -0.6066509 -0.6150134 -0.5950827
temp + silicate Indo-Pacific (26.75,27] -0.6366183 -0.6460403 -0.6311279
temp + silicate Indo-Pacific (27,27.25] -0.7437391 -0.7443778 -0.7431987
temp + silicate Indo-Pacific (27.25,27.5] -0.4823572 -0.5031113 -0.4452301
temp + silicate Indo-Pacific (27.5,27.75] 0.2048760 0.1807054 0.2422319
temp + silicate Indo-Pacific (27.75,27.85] 0.6780260 0.6659736 0.6895549
temp + silicate Indo-Pacific (27.85,27.95] 0.6606438 0.6517587 0.6729241
temp + silicate Indo-Pacific (27.95,28.05] 0.7480394 0.7394158 0.7545092
temp + silicate Indo-Pacific (28.05,28.1] 0.8009901 0.7897910 0.8142573
temp + silicate Indo-Pacific (28.1, Inf] 0.5908091 0.5837814 0.5981216 
rm(cor_predictors, cor_predictors_stats)

2.2.3 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_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_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")

Version Author Date
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
# print table
kable(cor_target_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] 0.3558280 0.3172199 0.4272080
aou Atlantic (26,26.5] -0.0200079 -0.1487506 0.0459498
aou Atlantic (26.5,26.75] -0.0333880 -0.1691535 0.0884189
aou Atlantic (26.75,27] -0.1357086 -0.2903413 0.0197676
aou Atlantic (27,27.25] -0.4278110 -0.5229326 -0.3216614
aou Atlantic (27.25,27.5] -0.3242843 -0.4106598 -0.2197269
aou Atlantic (27.5,27.75] -0.1653316 -0.1965266 -0.1346002
aou Atlantic (27.75,27.85] -0.0598724 -0.1158644 -0.0267172
aou Atlantic (27.85,27.95] -0.4671746 -0.4933127 -0.4431383
aou Atlantic (27.95,28.05] -0.3269035 -0.3845807 -0.2124189
aou Atlantic (28.05,28.1] -0.5792258 -0.5951981 -0.5597850
aou Atlantic (28.1,28.15] -0.8726442 -0.8780727 -0.8687384
aou Atlantic (28.15,28.2] -0.9235127 -0.9263281 -0.9188360
aou Atlantic (28.2, Inf] -0.8726458 -0.8763760 -0.8659245
aou Indo-Pacific (-Inf,26] -0.1232766 -0.2640444 0.0088771
aou Indo-Pacific (26,26.5] -0.5099948 -0.5922550 -0.4056655
aou Indo-Pacific (26.5,26.75] -0.7810781 -0.8225331 -0.7316388
aou Indo-Pacific (26.75,27] -0.8456823 -0.8746321 -0.8156620
aou Indo-Pacific (27,27.25] -0.8361746 -0.8775439 -0.7930760
aou Indo-Pacific (27.25,27.5] -0.7680697 -0.8404028 -0.6842445
aou Indo-Pacific (27.5,27.75] -0.4971259 -0.7453641 -0.2023811
aou Indo-Pacific (27.75,27.85] -0.1440920 -0.5282270 0.3160110
aou Indo-Pacific (27.85,27.95] 0.1183951 -0.2233105 0.4519823
aou Indo-Pacific (27.95,28.05] -0.0116340 -0.2785244 0.2590124
aou Indo-Pacific (28.05,28.1] 0.1102747 -0.1430674 0.3546897
aou Indo-Pacific (28.1, Inf] 0.5032414 0.4308894 0.5669801
nitrate Atlantic (-Inf,26] 0.0260892 -0.0834419 0.1126386
nitrate Atlantic (26,26.5] -0.2394215 -0.3691400 -0.1705190
nitrate Atlantic (26.5,26.75] -0.1883222 -0.3214807 -0.0648132
nitrate Atlantic (26.75,27] -0.2541268 -0.4022632 -0.1063933
nitrate Atlantic (27,27.25] -0.6207283 -0.6944712 -0.5399503
nitrate Atlantic (27.25,27.5] -0.7352641 -0.7840573 -0.6809804
nitrate Atlantic (27.5,27.75] -0.8578965 -0.8778487 -0.8390540
nitrate Atlantic (27.75,27.85] -0.9170972 -0.9243988 -0.9063298
nitrate Atlantic (27.85,27.95] -0.9642426 -0.9704340 -0.9573261
nitrate Atlantic (27.95,28.05] -0.9431277 -0.9479262 -0.9382901
nitrate Atlantic (28.05,28.1] -0.9903794 -0.9918157 -0.9884359
nitrate Atlantic (28.1,28.15] -0.9932870 -0.9946378 -0.9911290
nitrate Atlantic (28.15,28.2] -0.9946102 -0.9974867 -0.9891895
nitrate Atlantic (28.2, Inf] -0.9763745 -0.9793694 -0.9717753
nitrate Indo-Pacific (-Inf,26] -0.1415456 -0.2778640 -0.0097588
nitrate Indo-Pacific (26,26.5] -0.4835252 -0.5603696 -0.3734496
nitrate Indo-Pacific (26.5,26.75] -0.6908654 -0.7313871 -0.6527765
nitrate Indo-Pacific (26.75,27] -0.7341924 -0.7461265 -0.7135306
nitrate Indo-Pacific (27,27.25] -0.7835453 -0.8284376 -0.7412610
nitrate Indo-Pacific (27.25,27.5] -0.7579127 -0.8246710 -0.6771991
nitrate Indo-Pacific (27.5,27.75] -0.5161928 -0.7527457 -0.2356377
nitrate Indo-Pacific (27.75,27.85] -0.1054956 -0.4940762 0.3508687
nitrate Indo-Pacific (27.85,27.95] 0.1809707 -0.1548817 0.5027259
nitrate Indo-Pacific (27.95,28.05] 0.0721123 -0.1882219 0.3328687
nitrate Indo-Pacific (28.05,28.1] 0.1971275 -0.0408593 0.4270007
nitrate Indo-Pacific (28.1, Inf] 0.5340158 0.4734038 0.5862105
phosphate Atlantic (-Inf,26] 0.4231259 0.3486667 0.5027954
phosphate Atlantic (26,26.5] 0.0193857 -0.0743979 0.0797839
phosphate Atlantic (26.5,26.75] -0.1765783 -0.2941858 -0.0781698
phosphate Atlantic (26.75,27] -0.2797568 -0.4181903 -0.1472779
phosphate Atlantic (27,27.25] -0.6624977 -0.7277582 -0.5934533
phosphate Atlantic (27.25,27.5] -0.7785184 -0.8185825 -0.7374864
phosphate Atlantic (27.5,27.75] -0.8808480 -0.8963566 -0.8661643
phosphate Atlantic (27.75,27.85] -0.9384775 -0.9427899 -0.9312319
phosphate Atlantic (27.85,27.95] -0.9660355 -0.9735838 -0.9572093
phosphate Atlantic (27.95,28.05] -0.9451745 -0.9513023 -0.9398087
phosphate Atlantic (28.05,28.1] -0.9901854 -0.9916895 -0.9880273
phosphate Atlantic (28.1,28.15] -0.9932857 -0.9945618 -0.9911917
phosphate Atlantic (28.15,28.2] -0.9936417 -0.9962856 -0.9898304
phosphate Atlantic (28.2, Inf] -0.9842680 -0.9861232 -0.9824690
phosphate Indo-Pacific (-Inf,26] -0.1725372 -0.3127642 -0.0428038
phosphate Indo-Pacific (26,26.5] -0.6371766 -0.7117617 -0.5487904
phosphate Indo-Pacific (26.5,26.75] -0.8481730 -0.8808960 -0.8111977
phosphate Indo-Pacific (26.75,27] -0.8767261 -0.8982247 -0.8552696
phosphate Indo-Pacific (27,27.25] -0.8675849 -0.9020488 -0.8323890
phosphate Indo-Pacific (27.25,27.5] -0.8115111 -0.8707541 -0.7428472
phosphate Indo-Pacific (27.5,27.75] -0.5193029 -0.7504628 -0.2430783
phosphate Indo-Pacific (27.75,27.85] -0.0951767 -0.4776527 0.3571554
phosphate Indo-Pacific (27.85,27.95] 0.1643377 -0.1694452 0.4876403
phosphate Indo-Pacific (27.95,28.05] 0.0617178 -0.1974590 0.3214000
phosphate Indo-Pacific (28.05,28.1] 0.1688243 -0.0696996 0.3971423
phosphate Indo-Pacific (28.1, Inf] 0.4865251 0.4207181 0.5434827
phosphate_star Atlantic (-Inf,26] 0.1044097 0.0519507 0.1998678
phosphate_star Atlantic (26,26.5] 0.1316043 0.1124387 0.1570485
phosphate_star Atlantic (26.5,26.75] -0.3615204 -0.4044288 -0.3374253
phosphate_star Atlantic (26.75,27] -0.4356267 -0.5164730 -0.3907240
phosphate_star Atlantic (27,27.25] -0.6083189 -0.6832968 -0.5364026
phosphate_star Atlantic (27.25,27.5] -0.7413833 -0.8071493 -0.6903552
phosphate_star Atlantic (27.5,27.75] -0.7819665 -0.8096510 -0.7470416
phosphate_star Atlantic (27.75,27.85] -0.8721426 -0.9022109 -0.8358666
phosphate_star Atlantic (27.85,27.95] -0.8900176 -0.9170275 -0.8572278
phosphate_star Atlantic (27.95,28.05] -0.8612748 -0.8887450 -0.8374381
phosphate_star Atlantic (28.05,28.1] -0.9344137 -0.9499126 -0.9122906
phosphate_star Atlantic (28.1,28.15] -0.9612272 -0.9717079 -0.9485642
phosphate_star Atlantic (28.15,28.2] -0.9741465 -0.9817289 -0.9642832
phosphate_star Atlantic (28.2, Inf] -0.9781166 -0.9835005 -0.9710005
phosphate_star Indo-Pacific (-Inf,26] -0.0362814 -0.1405452 0.0483943
phosphate_star Indo-Pacific (26,26.5] -0.5966368 -0.6250098 -0.5734869
phosphate_star Indo-Pacific (26.5,26.75] -0.6378582 -0.6402547 -0.6339566
phosphate_star Indo-Pacific (26.75,27] -0.5911054 -0.5994753 -0.5821555
phosphate_star Indo-Pacific (27,27.25] -0.6906060 -0.7103328 -0.6784535
phosphate_star Indo-Pacific (27.25,27.5] -0.5394147 -0.5501517 -0.5212205
phosphate_star Indo-Pacific (27.5,27.75] -0.0384642 -0.1918999 0.0951613
phosphate_star Indo-Pacific (27.75,27.85] 0.5075619 0.2047742 0.7283749
phosphate_star Indo-Pacific (27.85,27.95] 0.4474409 0.2645555 0.6274607
phosphate_star Indo-Pacific (27.95,28.05] 0.6090699 0.4629464 0.7413136
phosphate_star Indo-Pacific (28.05,28.1] 0.5628020 0.4208640 0.7025825
phosphate_star Indo-Pacific (28.1, Inf] 0.1089490 0.0623926 0.1494527
sal Atlantic (-Inf,26] 0.6350224 0.5929343 0.6990315
sal Atlantic (26,26.5] -0.1140286 -0.1649744 -0.0703811
sal Atlantic (26.5,26.75] -0.0166831 -0.0806008 0.0849848
sal Atlantic (26.75,27] -0.0947415 -0.1542816 0.0194664
sal Atlantic (27,27.25] 0.0401835 -0.0443469 0.1401686
sal Atlantic (27.25,27.5] 0.3133380 0.2316652 0.4516930
sal Atlantic (27.5,27.75] -0.0344349 -0.1090279 0.0328654
sal Atlantic (27.75,27.85] 0.5188006 0.4579083 0.5583994
sal Atlantic (27.85,27.95] 0.5761430 0.5360749 0.6269890
sal Atlantic (27.95,28.05] 0.7287374 0.6789039 0.7613256
sal Atlantic (28.05,28.1] 0.8876980 0.8686006 0.8977973
sal Atlantic (28.1,28.15] 0.9331327 0.9169065 0.9445550
sal Atlantic (28.15,28.2] 0.9358842 0.9033815 0.9521513
sal Atlantic (28.2, Inf] 0.7683012 0.7419639 0.7863862
sal Indo-Pacific (-Inf,26] -0.0410083 -0.0693289 0.0061362
sal Indo-Pacific (26,26.5] 0.3211013 0.2989150 0.3472492
sal Indo-Pacific (26.5,26.75] 0.3104841 0.2890988 0.3290966
sal Indo-Pacific (26.75,27] 0.2370254 0.2105405 0.2749009
sal Indo-Pacific (27,27.25] 0.4608817 0.4313947 0.4970536
sal Indo-Pacific (27.25,27.5] 0.2380645 0.2083629 0.2668785
sal Indo-Pacific (27.5,27.75] -0.2958146 -0.4122236 -0.1411442
sal Indo-Pacific (27.75,27.85] -0.4489142 -0.7657037 -0.0950835
sal Indo-Pacific (27.85,27.95] -0.2264038 -0.5280661 0.0459773
sal Indo-Pacific (27.95,28.05] -0.3894037 -0.6104027 -0.1522433
sal Indo-Pacific (28.05,28.1] -0.2999824 -0.5261456 -0.0924670
sal Indo-Pacific (28.1, Inf] -0.0150599 -0.1284929 0.0824749
silicate Atlantic (-Inf,26] -0.6284204 -0.7130194 -0.5831551
silicate Atlantic (26,26.5] -0.5172572 -0.5742028 -0.4865936
silicate Atlantic (26.5,26.75] -0.3992487 -0.4852857 -0.2865225
silicate Atlantic (26.75,27] -0.5032399 -0.6431081 -0.3871112
silicate Atlantic (27,27.25] -0.8134340 -0.8580673 -0.7682260
silicate Atlantic (27.25,27.5] -0.8859361 -0.9027031 -0.8704835
silicate Atlantic (27.5,27.75] -0.9085944 -0.9103793 -0.9071622
silicate Atlantic (27.75,27.85] -0.9216157 -0.9278873 -0.9105721
silicate Atlantic (27.85,27.95] -0.8974070 -0.9192430 -0.8727883
silicate Atlantic (27.95,28.05] -0.8980589 -0.9109153 -0.8887380
silicate Atlantic (28.05,28.1] -0.9695488 -0.9718003 -0.9664710
silicate Atlantic (28.1,28.15] -0.9803197 -0.9816223 -0.9784488
silicate Atlantic (28.15,28.2] -0.9185155 -0.9273104 -0.9029351
silicate Atlantic (28.2, Inf] -0.7882695 -0.7986082 -0.7694726
silicate Indo-Pacific (-Inf,26] -0.1509045 -0.2849245 -0.0375578
silicate Indo-Pacific (26,26.5] -0.7021061 -0.7600065 -0.6440619
silicate Indo-Pacific (26.5,26.75] -0.7827744 -0.8113414 -0.7513925
silicate Indo-Pacific (26.75,27] -0.7315096 -0.7551973 -0.7075673
silicate Indo-Pacific (27,27.25] -0.7394411 -0.7848544 -0.6920241
silicate Indo-Pacific (27.25,27.5] -0.7124404 -0.7806487 -0.6356166
silicate Indo-Pacific (27.5,27.75] -0.4606945 -0.6994021 -0.1785272
silicate Indo-Pacific (27.75,27.85] -0.0665100 -0.4534747 0.3879243
silicate Indo-Pacific (27.85,27.95] 0.1744736 -0.1627391 0.5019840
silicate Indo-Pacific (27.95,28.05] 0.0511623 -0.2146913 0.3182496
silicate Indo-Pacific (28.05,28.1] 0.1603962 -0.0824869 0.3934663
silicate Indo-Pacific (28.1, Inf] 0.4598511 0.3729921 0.5339415
temp Atlantic (-Inf,26] -0.0614487 -0.1618171 0.0952695
temp Atlantic (26,26.5] -0.2546290 -0.2941639 -0.2004466
temp Atlantic (26.5,26.75] -0.0271326 -0.0785881 0.0560218
temp Atlantic (26.75,27] -0.0151719 -0.0913982 0.0883665
temp Atlantic (27,27.25] 0.0796672 0.0026881 0.1762543
temp Atlantic (27.25,27.5] 0.2710348 0.1855226 0.4082095
temp Atlantic (27.5,27.75] -0.0071886 -0.0699777 0.0546527
temp Atlantic (27.75,27.85] 0.5264679 0.4670810 0.5667417
temp Atlantic (27.85,27.95] 0.5971545 0.5515431 0.6398230
temp Atlantic (27.95,28.05] 0.7065029 0.6625049 0.7453806
temp Atlantic (28.05,28.1] 0.8471043 0.8169125 0.8642424
temp Atlantic (28.1,28.15] 0.8870841 0.8658382 0.9035916
temp Atlantic (28.15,28.2] 0.9076574 0.8719506 0.9280231
temp Atlantic (28.2, Inf] 0.8780339 0.8639264 0.8872779
temp Indo-Pacific (-Inf,26] -0.3516827 -0.4092894 -0.2726567
temp Indo-Pacific (26,26.5] 0.2864469 0.2572530 0.3187755
temp Indo-Pacific (26.5,26.75] 0.2744287 0.2519042 0.2937767
temp Indo-Pacific (26.75,27] 0.1717767 0.1453257 0.2083339
temp Indo-Pacific (27,27.25] 0.4277138 0.4028466 0.4586960
temp Indo-Pacific (27.25,27.5] 0.3308524 0.3203689 0.3392562
temp Indo-Pacific (27.5,27.75] -0.0533621 -0.1909115 0.1089130
temp Indo-Pacific (27.75,27.85] -0.4576514 -0.7587933 -0.1049866
temp Indo-Pacific (27.85,27.95] -0.2816195 -0.5669363 -0.0156875
temp Indo-Pacific (27.95,28.05] -0.4665458 -0.6819652 -0.2418342
temp Indo-Pacific (28.05,28.1] -0.3245883 -0.5484289 -0.1010838
temp Indo-Pacific (28.1, Inf] 0.1805857 0.0905739 0.2643169 
rm(cor_target_predictor, cor_target_predictor_stats)

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_0.2.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1