eMLR - assumption testing

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Last updated: 2021-06-06

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

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))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
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9179bfe	Donghe-Zhu	2021-05-27
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4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
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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
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

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
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

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")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
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]	0.7909402	0.5633370	0.9124403
aou + nitrate	Atlantic	(26,26.5]	0.8668082	0.8607990	0.8786885
aou + nitrate	Atlantic	(26.5,26.75]	0.9552816	0.9348490	0.9693027
aou + nitrate	Atlantic	(26.75,27]	0.9818141	0.9783617	0.9874192
aou + nitrate	Atlantic	(27,27.25]	0.9582876	0.9363784	0.9734576
aou + nitrate	Atlantic	(27.25,27.5]	0.9189364	0.8956650	0.9313115
aou + nitrate	Atlantic	(27.5,27.75]	0.7946677	0.7249636	0.8393618
aou + nitrate	Atlantic	(27.75,27.85]	0.6233848	0.5440106	0.7217326
aou + nitrate	Atlantic	(27.85,27.95]	0.6541364	0.4650213	0.7563035
aou + nitrate	Atlantic	(27.95,28.05]	0.7684940	0.5892059	0.8857120
aou + nitrate	Atlantic	(28.05,28.1]	0.9285552	0.8901148	0.9640694
aou + nitrate	Atlantic	(28.1,28.15]	0.9474515	0.9034168	0.9781434
aou + nitrate	Atlantic	(28.15,28.2]	0.9698081	0.9548642	0.9774476
aou + nitrate	Atlantic	(28.2, Inf]	0.9146015	0.8855250	0.9583416
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9187104	0.8944316	0.9452271
aou + nitrate	Indo-Pacific	(26,26.5]	0.8421850	0.7593874	0.9074773
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8706992	0.8429543	0.8871743
aou + nitrate	Indo-Pacific	(26.75,27]	0.8750058	0.8333941	0.9017464
aou + nitrate	Indo-Pacific	(27,27.25]	0.9297542	0.9047379	0.9511609
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9455459	0.9297775	0.9594648
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9694880	0.9622756	0.9780180
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9887687	0.9807925	0.9937713
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9921300	0.9872058	0.9964201
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9924397	0.9859885	0.9966829
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9918368	0.9859409	0.9959018
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9878969	0.9820432	0.9948043
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9819494	0.9731779	0.9932807
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9025118	0.8545622	0.9511952
aou + phosphate	Atlantic	(-Inf,26]	0.9536194	0.8861831	0.9875564
aou + phosphate	Atlantic	(26,26.5]	0.8679034	0.8577237	0.8859326
aou + phosphate	Atlantic	(26.5,26.75]	0.8832869	0.8141434	0.9227459
aou + phosphate	Atlantic	(26.75,27]	0.9506196	0.9405661	0.9601405
aou + phosphate	Atlantic	(27,27.25]	0.9081336	0.8614383	0.9326578
aou + phosphate	Atlantic	(27.25,27.5]	0.8729364	0.8339773	0.8925663
aou + phosphate	Atlantic	(27.5,27.75]	0.7454631	0.6654077	0.7989517
aou + phosphate	Atlantic	(27.75,27.85]	0.5804902	0.4902912	0.6827852
aou + phosphate	Atlantic	(27.85,27.95]	0.6257363	0.4278281	0.7262612
aou + phosphate	Atlantic	(27.95,28.05]	0.7549262	0.5722697	0.8690044
aou + phosphate	Atlantic	(28.05,28.1]	0.9242575	0.8843742	0.9597844
aou + phosphate	Atlantic	(28.1,28.15]	0.9440758	0.8987863	0.9762541
aou + phosphate	Atlantic	(28.15,28.2]	0.9714173	0.9564711	0.9797034
aou + phosphate	Atlantic	(28.2, Inf]	0.8934008	0.8557567	0.9612080
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9479363	0.9340622	0.9579956
aou + phosphate	Indo-Pacific	(26,26.5]	0.9564848	0.9521126	0.9630790
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9699595	0.9559287	0.9779768
aou + phosphate	Indo-Pacific	(26.75,27]	0.9745491	0.9652241	0.9797165
aou + phosphate	Indo-Pacific	(27,27.25]	0.9858262	0.9795331	0.9904978
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9859690	0.9782214	0.9913654
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9900557	0.9843660	0.9938822
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9954747	0.9934289	0.9978482
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9953237	0.9936533	0.9968067
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9960273	0.9952957	0.9967134
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9951659	0.9937517	0.9962411
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9921856	0.9900382	0.9959496
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9899066	0.9853704	0.9948508
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.8882410	0.8382033	0.9328143
aou + phosphate_star	Atlantic	(-Inf,26]	0.1792856	-0.1846451	0.3704484
aou + phosphate_star	Atlantic	(26,26.5]	0.3005119	0.1853046	0.3798595
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1133283	0.0336643	0.1996451
aou + phosphate_star	Atlantic	(26.75,27]	-0.0483764	-0.1451818	0.0710071
aou + phosphate_star	Atlantic	(27,27.25]	0.0242829	0.0002750	0.0398781
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0233482	-0.0823543	0.1034694
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1242680	0.0788054	0.1716362
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1033620	-0.0921104	0.2296127
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2680628	-0.0245338	0.4580777
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5207425	0.2639683	0.6650935
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8242422	0.7514030	0.8866030
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8622413	0.7732379	0.9265981
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9150882	0.8800860	0.9352791
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7970740	0.7417363	0.9014739
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5044929	0.4207238	0.6063223
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4316002	0.3171674	0.5214748
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.3843137	0.1988595	0.6579219
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5554735	0.4624665	0.6849835
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.7020186	0.6192988	0.7555036
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5058569	0.3805356	0.5839382
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0564563	-0.0517640	0.1156572
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2420403	-0.3194968	-0.1534372
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3283569	-0.5529959	-0.0854786
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3078144	-0.6359134	-0.0899341
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1943667	-0.4580418	-0.0546247
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1775728	-0.2894627	-0.0402358
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0548118	-0.2285106	0.2264571
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8189979	-0.8551811	-0.7929172
aou + silicate	Atlantic	(-Inf,26]	0.0679031	-0.0955795	0.1993701
aou + silicate	Atlantic	(26,26.5]	0.3354108	0.2009060	0.4182490
aou + silicate	Atlantic	(26.5,26.75]	0.6150544	0.5853155	0.6591380
aou + silicate	Atlantic	(26.75,27]	0.7736726	0.7608808	0.7965014
aou + silicate	Atlantic	(27,27.25]	0.6193021	0.5886126	0.6553562
aou + silicate	Atlantic	(27.25,27.5]	0.6147304	0.5758629	0.6633262
aou + silicate	Atlantic	(27.5,27.75]	0.4714211	0.4518085	0.4965749
aou + silicate	Atlantic	(27.75,27.85]	0.3134760	0.1842520	0.3862649
aou + silicate	Atlantic	(27.85,27.95]	0.4072928	0.1989409	0.5930129
aou + silicate	Atlantic	(27.95,28.05]	0.6137008	0.4385679	0.7477660
aou + silicate	Atlantic	(28.05,28.1]	0.8714287	0.8351263	0.8963226
aou + silicate	Atlantic	(28.1,28.15]	0.9186808	0.8756477	0.9438542
aou + silicate	Atlantic	(28.15,28.2]	0.9492584	0.9422450	0.9569942
aou + silicate	Atlantic	(28.2, Inf]	0.6429674	0.5070276	0.8606818
aou + silicate	Indo-Pacific	(-Inf,26]	0.7854231	0.7381372	0.8676618
aou + silicate	Indo-Pacific	(26,26.5]	0.7840870	0.7410702	0.8078422
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7724798	0.7275304	0.8357075
aou + silicate	Indo-Pacific	(26.75,27]	0.8474117	0.8158135	0.8966565
aou + silicate	Indo-Pacific	(27,27.25]	0.9198265	0.8977683	0.9450948
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9360639	0.9004853	0.9611771
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9534700	0.9289791	0.9689711
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9742683	0.9571369	0.9846739
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9780238	0.9659932	0.9869429
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9826666	0.9738221	0.9891648
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9902157	0.9858837	0.9943174
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9773970	0.9743882	0.9829293
aou + silicate	Indo-Pacific	(28.2,28.3]	0.8990636	0.8931424	0.9047644
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7743231	0.7086339	0.8461568
nitrate + phosphate	Atlantic	(-Inf,26]	0.6526832	0.1782070	0.9057325
nitrate + phosphate	Atlantic	(26,26.5]	0.7116371	0.7033119	0.7275067
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9135440	0.8619224	0.9413500
nitrate + phosphate	Atlantic	(26.75,27]	0.9712143	0.9659947	0.9759632
nitrate + phosphate	Atlantic	(27,27.25]	0.9815251	0.9733827	0.9863792
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9890804	0.9859970	0.9913884
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9948453	0.9938285	0.9961978
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9981225	0.9975794	0.9985690
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9987058	0.9982072	0.9992623
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9991916	0.9987831	0.9994722
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996535	0.9994601	0.9997807
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995315	0.9992831	0.9996730
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9971936	0.9959606	0.9980241
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9933625	0.9920609	0.9944348
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9671048	0.9542758	0.9860550
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8838572	0.7863041	0.9380115
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9053726	0.8933422	0.9193100
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9065146	0.8587339	0.9333893
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9434734	0.9070677	0.9788084
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9535051	0.9230824	0.9737356
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9760118	0.9588509	0.9870870
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9929532	0.9910322	0.9943586
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9976260	0.9958646	0.9988551
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9979261	0.9947535	0.9997621
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9979619	0.9951242	0.9997427
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972787	0.9940973	0.9994638
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9920735	0.9841416	0.9968356
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9809224	0.9719836	0.9915893
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2826503	0.0796168	0.6578564
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2114896	0.0951489	0.2719276
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2498328	0.1982834	0.3299618
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0535756	-0.0312053	0.1681591
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2737725	0.2497367	0.3076033
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3619696	0.3117022	0.4084134
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6726841	0.6456706	0.7131714
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8342020	0.7825029	0.8838834
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8962441	0.8708790	0.9323845
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9403725	0.9331144	0.9545500
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9736197	0.9688269	0.9766552
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9767261	0.9691816	0.9818328
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9816158	0.9790471	0.9859139
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9665945	0.9596232	0.9790465
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7360067	0.6399507	0.8090159
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6400465	0.5021672	0.7636911
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5905652	0.4068225	0.7951874
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7191034	0.6662326	0.8037303
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7964571	0.7749662	0.8318607
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6136251	0.5892117	0.6412228
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1835862	0.1544228	0.2159785
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1477545	-0.2762808	0.0030740
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2257373	-0.4907387	0.0580676
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2058506	-0.5737353	0.0576411
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0820837	-0.3791929	0.0973474
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0382886	-0.1952341	0.1300424
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.1009559	-0.1234123	0.3992716
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5146901	-0.6708612	-0.4026610
nitrate + silicate	Atlantic	(-Inf,26]	0.6016323	0.4992054	0.7588733
nitrate + silicate	Atlantic	(26,26.5]	0.7152159	0.6163665	0.7914270
nitrate + silicate	Atlantic	(26.5,26.75]	0.7405847	0.7112925	0.7840283
nitrate + silicate	Atlantic	(26.75,27]	0.8413362	0.8394148	0.8441408
nitrate + silicate	Atlantic	(27,27.25]	0.7946837	0.7825170	0.8078818
nitrate + silicate	Atlantic	(27.25,27.5]	0.8530202	0.8199522	0.9037330
nitrate + silicate	Atlantic	(27.5,27.75]	0.8792723	0.8608738	0.9128889
nitrate + silicate	Atlantic	(27.75,27.85]	0.9017281	0.8789892	0.9427596
nitrate + silicate	Atlantic	(27.85,27.95]	0.9211433	0.8855581	0.9541307
nitrate + silicate	Atlantic	(27.95,28.05]	0.9390624	0.8983331	0.9629349
nitrate + silicate	Atlantic	(28.05,28.1]	0.9679953	0.9463005	0.9794878
nitrate + silicate	Atlantic	(28.1,28.15]	0.9768865	0.9622198	0.9842374
nitrate + silicate	Atlantic	(28.15,28.2]	0.9510160	0.9390086	0.9657803
nitrate + silicate	Atlantic	(28.2, Inf]	0.7977046	0.7490752	0.8541288
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8531059	0.7682704	0.9362946
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8603423	0.7486076	0.9215841
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8807615	0.8441458	0.9059209
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9142816	0.9039604	0.9308627
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9488384	0.9333416	0.9604966
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9596442	0.9485652	0.9684159
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9741337	0.9689312	0.9812715
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9865808	0.9800300	0.9901773
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9886664	0.9832181	0.9920455
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9894902	0.9852762	0.9930809
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9935616	0.9920224	0.9956884
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9808164	0.9783968	0.9846024
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8940883	0.8847663	0.9074946
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8644762	0.8353319	0.9218652
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3066931	-0.0725877	0.5666217
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7206723	0.6468378	0.7654826
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5502824	0.4754222	0.5968884
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2480396	0.1233900	0.3702524
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4266520	0.3850169	0.4963842
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4830931	0.4540062	0.5219697
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7369119	0.7137965	0.7794092
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8639521	0.8207450	0.9052700
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9137736	0.8918591	0.9431342
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9486294	0.9411623	0.9587700
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9770199	0.9722016	0.9801803
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9799392	0.9721730	0.9854387
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9836881	0.9794490	0.9864659
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9799069	0.9769324	0.9843930
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7352348	0.6632634	0.7947645
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6678006	0.5802919	0.7520455
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5865887	0.4021057	0.7977057
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7226628	0.6745524	0.8141469
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8064842	0.7612061	0.8455924
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6379202	0.5615439	0.6809700
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1912010	0.1232419	0.2289783
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1528890	-0.2592458	-0.0409752
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2397059	-0.4861044	0.0072337
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2270312	-0.5727645	0.0039066
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1021969	-0.3812424	0.0526864
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0591795	-0.2044485	0.0925961
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0727408	-0.1405474	0.3560914
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4853695	-0.6249249	-0.3772294
sal + aou	Atlantic	(-Inf,26]	-0.3430761	-0.4617325	-0.2413586
sal + aou	Atlantic	(26,26.5]	-0.3077052	-0.4634347	-0.2192672
sal + aou	Atlantic	(26.5,26.75]	0.1783627	0.0941456	0.2452195
sal + aou	Atlantic	(26.75,27]	0.3974066	0.2751309	0.5672571
sal + aou	Atlantic	(27,27.25]	0.3322303	0.2691166	0.4112500
sal + aou	Atlantic	(27.25,27.5]	0.5306623	0.4286551	0.6927275
sal + aou	Atlantic	(27.5,27.75]	0.5075819	0.4902602	0.5225211
sal + aou	Atlantic	(27.75,27.85]	0.4274305	0.3751109	0.4753583
sal + aou	Atlantic	(27.85,27.95]	0.2088919	0.0713898	0.3416837
sal + aou	Atlantic	(27.95,28.05]	-0.1827181	-0.2932984	-0.0526797
sal + aou	Atlantic	(28.05,28.1]	-0.7236233	-0.7540013	-0.6652126
sal + aou	Atlantic	(28.1,28.15]	-0.8375404	-0.8913566	-0.7692921
sal + aou	Atlantic	(28.15,28.2]	-0.8539806	-0.8809960	-0.8297781
sal + aou	Atlantic	(28.2, Inf]	-0.8626006	-0.8718646	-0.8447833
sal + aou	Indo-Pacific	(-Inf,26]	-0.1445312	-0.2657286	0.0595223
sal + aou	Indo-Pacific	(26,26.5]	-0.2538269	-0.3908323	-0.0376123
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1937218	-0.5319688	0.0347743
sal + aou	Indo-Pacific	(26.75,27]	-0.4404273	-0.6210717	-0.3277483
sal + aou	Indo-Pacific	(27,27.25]	-0.6289035	-0.7147210	-0.5214196
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5281047	-0.6449381	-0.3107113
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0452143	-0.1820753	0.1626826
sal + aou	Indo-Pacific	(27.75,27.85]	0.4802423	0.3797422	0.5651843
sal + aou	Indo-Pacific	(27.85,27.95]	0.6600037	0.5047393	0.7965172
sal + aou	Indo-Pacific	(27.95,28.05]	0.7768823	0.6532498	0.9052805
sal + aou	Indo-Pacific	(28.05,28.1]	0.8372558	0.7295140	0.9340610
sal + aou	Indo-Pacific	(28.1,28.2]	0.8401481	0.7697575	0.9095812
sal + aou	Indo-Pacific	(28.2,28.3]	0.6312104	0.5711468	0.6832881
sal + aou	Indo-Pacific	(28.3, Inf]	0.9055719	0.8812746	0.9285894
sal + nitrate	Atlantic	(-Inf,26]	-0.7340309	-0.8205875	-0.6392016
sal + nitrate	Atlantic	(26,26.5]	-0.3304134	-0.4977369	-0.2329192
sal + nitrate	Atlantic	(26.5,26.75]	0.0796340	-0.0030275	0.1604415
sal + nitrate	Atlantic	(26.75,27]	0.3730296	0.2241113	0.5342472
sal + nitrate	Atlantic	(27,27.25]	0.1819863	0.1276125	0.2647998
sal + nitrate	Atlantic	(27.25,27.5]	0.3914320	0.3019089	0.5318343
sal + nitrate	Atlantic	(27.5,27.75]	0.2381448	0.2037707	0.2871116
sal + nitrate	Atlantic	(27.75,27.85]	-0.2464850	-0.3555826	-0.1319284
sal + nitrate	Atlantic	(27.85,27.95]	-0.4767236	-0.5968116	-0.3732631
sal + nitrate	Atlantic	(27.95,28.05]	-0.6616436	-0.7902674	-0.5323735
sal + nitrate	Atlantic	(28.05,28.1]	-0.8980415	-0.9218121	-0.8611741
sal + nitrate	Atlantic	(28.1,28.15]	-0.9476647	-0.9556364	-0.9416916
sal + nitrate	Atlantic	(28.15,28.2]	-0.9327597	-0.9510678	-0.9082763
sal + nitrate	Atlantic	(28.2, Inf]	-0.9342357	-0.9453665	-0.9180471
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3300192	-0.5155019	-0.0953855
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5511088	-0.6787433	-0.4135767
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4805637	-0.7394921	-0.2532476
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6766993	-0.7921251	-0.6158161
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7687110	-0.8294832	-0.7070904
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6594217	-0.7272375	-0.5291514
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1663711	-0.2540671	-0.0309683
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3901814	0.2235271	0.5249887
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5825491	0.3788639	0.7619217
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7143079	0.5381012	0.8821368
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7770406	0.6227233	0.9095291
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7755926	0.6616243	0.8856756
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5326930	0.4313172	0.6330774
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7862607	0.7234581	0.9048545
sal + phosphate	Atlantic	(-Inf,26]	-0.1932866	-0.4301128	0.0983411
sal + phosphate	Atlantic	(26,26.5]	-0.5991682	-0.7372264	-0.4932178
sal + phosphate	Atlantic	(26.5,26.75]	-0.1994329	-0.2690503	-0.0757684
sal + phosphate	Atlantic	(26.75,27]	0.2097754	0.0352843	0.4236732
sal + phosphate	Atlantic	(27,27.25]	0.0331743	-0.0378009	0.1500419
sal + phosphate	Atlantic	(27.25,27.5]	0.2662222	0.1745027	0.3975564
sal + phosphate	Atlantic	(27.5,27.75]	0.1517447	0.1127850	0.2139872
sal + phosphate	Atlantic	(27.75,27.85]	-0.2950965	-0.4107938	-0.1812709
sal + phosphate	Atlantic	(27.85,27.95]	-0.5106111	-0.6309306	-0.4139679
sal + phosphate	Atlantic	(27.95,28.05]	-0.6743133	-0.8007276	-0.5548257
sal + phosphate	Atlantic	(28.05,28.1]	-0.9047726	-0.9270844	-0.8732967
sal + phosphate	Atlantic	(28.1,28.15]	-0.9504087	-0.9587182	-0.9455749
sal + phosphate	Atlantic	(28.15,28.2]	-0.9120860	-0.9341235	-0.8793491
sal + phosphate	Atlantic	(28.2, Inf]	-0.8985903	-0.9144016	-0.8856217
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3046867	-0.4563296	-0.1461461
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4552202	-0.6119336	-0.2742935
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3873195	-0.6756219	-0.1416961
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5993984	-0.7438664	-0.5160077
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7175454	-0.7877129	-0.6585670
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6092981	-0.6986259	-0.4623535
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1282664	-0.2050302	0.0205099
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.4164123	0.2849501	0.5356866
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.6026406	0.4364771	0.7614151
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7392602	0.6033657	0.8804224
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8040495	0.6859624	0.9113144
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.8027208	0.7177341	0.8915949
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6027680	0.5362558	0.6835191
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8451593	0.8010245	0.9269870
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3422338	-0.5408450	-0.1467068
sal + phosphate_star	Atlantic	(26,26.5]	-0.8441351	-0.8524176	-0.8287815
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8458868	-0.8852469	-0.8144042
sal + phosphate_star	Atlantic	(26.75,27]	-0.7484536	-0.8068434	-0.6997765
sal + phosphate_star	Atlantic	(27,27.25]	-0.7576345	-0.7941265	-0.7323443
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.5942792	-0.6138203	-0.5577921
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4221008	-0.4852383	-0.3732855
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6599383	-0.8067044	-0.5761014
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7660989	-0.8832965	-0.6997158
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8248234	-0.9319549	-0.7410165
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9570291	-0.9819170	-0.9305827
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9757258	-0.9874536	-0.9659516
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9354960	-0.9603451	-0.8926780
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8848147	-0.9228341	-0.8637281
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6595409	-0.7865856	-0.5784301
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8606024	-0.9297059	-0.7953908
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9221981	-0.9534813	-0.8795167
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9377434	-0.9591771	-0.9043288
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9313468	-0.9519936	-0.8969671
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8063192	-0.8904885	-0.6865191
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6618397	-0.8503772	-0.3958918
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8146854	-0.9016106	-0.7170560
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8112375	-0.8231357	-0.7998840
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6767218	-0.8040578	-0.5944876
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5354827	-0.6519510	-0.4349827
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4342736	-0.4364420	-0.4311867
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3837952	-0.4673449	-0.2775733
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7519702	-0.7582190	-0.7472695
sal + silicate	Atlantic	(-Inf,26]	-0.8800365	-0.9319363	-0.7900439
sal + silicate	Atlantic	(26,26.5]	0.0717209	-0.0481949	0.1765147
sal + silicate	Atlantic	(26.5,26.75]	0.2315803	0.1713094	0.2835224
sal + silicate	Atlantic	(26.75,27]	0.2160249	0.0106721	0.3496892
sal + silicate	Atlantic	(27,27.25]	-0.1977559	-0.2758602	-0.1457018
sal + silicate	Atlantic	(27.25,27.5]	0.1027014	-0.0084633	0.2839934
sal + silicate	Atlantic	(27.5,27.75]	-0.0658723	-0.1396547	-0.0107517
sal + silicate	Atlantic	(27.75,27.85]	-0.5386489	-0.6490394	-0.4806585
sal + silicate	Atlantic	(27.85,27.95]	-0.7200316	-0.7950195	-0.6621147
sal + silicate	Atlantic	(27.95,28.05]	-0.8103863	-0.8780898	-0.7681992
sal + silicate	Atlantic	(28.05,28.1]	-0.9464907	-0.9526872	-0.9356174
sal + silicate	Atlantic	(28.1,28.15]	-0.9509988	-0.9572243	-0.9434613
sal + silicate	Atlantic	(28.15,28.2]	-0.8113846	-0.8447190	-0.7623203
sal + silicate	Atlantic	(28.2, Inf]	-0.5957794	-0.7023908	-0.5097645
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5317366	-0.6642170	-0.4302120
sal + silicate	Indo-Pacific	(26,26.5]	-0.6232693	-0.7047135	-0.5260752
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6369443	-0.8126389	-0.4634664
sal + silicate	Indo-Pacific	(26.75,27]	-0.7401315	-0.8179687	-0.6797142
sal + silicate	Indo-Pacific	(27,27.25]	-0.8004597	-0.8324802	-0.7796216
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7236304	-0.7701587	-0.6409655
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2458340	-0.3078228	-0.1530171
sal + silicate	Indo-Pacific	(27.75,27.85]	0.3299412	0.1453432	0.4758768
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5470039	0.3201663	0.7467817
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7126160	0.5300472	0.8853160
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7902657	0.6477496	0.9154729
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8313903	0.7345851	0.9284814
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7602200	0.6476994	0.8794615
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8510139	0.8075917	0.9106781
sal + temp	Atlantic	(-Inf,26]	0.7937320	0.7291908	0.8704676
sal + temp	Atlantic	(26,26.5]	0.9398580	0.9288514	0.9499307
sal + temp	Atlantic	(26.5,26.75]	0.9734545	0.9692577	0.9770109
sal + temp	Atlantic	(26.75,27]	0.9789525	0.9708530	0.9836184
sal + temp	Atlantic	(27,27.25]	0.9674361	0.9596152	0.9768660
sal + temp	Atlantic	(27.25,27.5]	0.9847791	0.9829547	0.9879733
sal + temp	Atlantic	(27.5,27.75]	0.9655925	0.9622133	0.9692152
sal + temp	Atlantic	(27.75,27.85]	0.9737625	0.9699382	0.9807253
sal + temp	Atlantic	(27.85,27.95]	0.9688219	0.9625801	0.9782765
sal + temp	Atlantic	(27.95,28.05]	0.9584192	0.9426438	0.9770006
sal + temp	Atlantic	(28.05,28.1]	0.9737147	0.9672592	0.9800032
sal + temp	Atlantic	(28.1,28.15]	0.9638361	0.9475860	0.9720130
sal + temp	Atlantic	(28.15,28.2]	0.9511276	0.9144874	0.9700486
sal + temp	Atlantic	(28.2, Inf]	0.9281302	0.8926657	0.9480410
sal + temp	Indo-Pacific	(-Inf,26]	0.7044481	0.5361236	0.8448834
sal + temp	Indo-Pacific	(26,26.5]	0.9420898	0.8978851	0.9664272
sal + temp	Indo-Pacific	(26.5,26.75]	0.9797085	0.9653635	0.9869439
sal + temp	Indo-Pacific	(26.75,27]	0.9792005	0.9687499	0.9848129
sal + temp	Indo-Pacific	(27,27.25]	0.9779212	0.9658016	0.9851020
sal + temp	Indo-Pacific	(27.25,27.5]	0.9157368	0.8665131	0.9511511
sal + temp	Indo-Pacific	(27.5,27.75]	0.7630343	0.6051103	0.8983795
sal + temp	Indo-Pacific	(27.75,27.85]	0.9125232	0.8674792	0.9539238
sal + temp	Indo-Pacific	(27.85,27.95]	0.9282088	0.9238028	0.9345469
sal + temp	Indo-Pacific	(27.95,28.05]	0.9067925	0.8801242	0.9341416
sal + temp	Indo-Pacific	(28.05,28.1]	0.9434792	0.9334039	0.9512873
sal + temp	Indo-Pacific	(28.1,28.2]	0.8680256	0.8431652	0.8820400
sal + temp	Indo-Pacific	(28.2,28.3]	0.8755856	0.8506572	0.9005923
sal + temp	Indo-Pacific	(28.3, Inf]	0.8563901	0.7763275	0.9199947
silicate + phosphate	Atlantic	(-Inf,26]	-0.0923624	-0.4925249	0.1681527
silicate + phosphate	Atlantic	(26,26.5]	0.0480316	-0.1051566	0.1489700
silicate + phosphate	Atlantic	(26.5,26.75]	0.4914701	0.4336201	0.5227375
silicate + phosphate	Atlantic	(26.75,27]	0.8420900	0.8254222	0.8559389
silicate + phosphate	Atlantic	(27,27.25]	0.8587629	0.8382698	0.8773834
silicate + phosphate	Atlantic	(27.25,27.5]	0.8959752	0.8628239	0.9439298
silicate + phosphate	Atlantic	(27.5,27.75]	0.9138586	0.8966984	0.9451670
silicate + phosphate	Atlantic	(27.75,27.85]	0.9248537	0.9079049	0.9579754
silicate + phosphate	Atlantic	(27.85,27.95]	0.9377111	0.9077103	0.9638849
silicate + phosphate	Atlantic	(27.95,28.05]	0.9490509	0.9154096	0.9679043
silicate + phosphate	Atlantic	(28.05,28.1]	0.9736915	0.9558658	0.9835188
silicate + phosphate	Atlantic	(28.1,28.15]	0.9821745	0.9707562	0.9879764
silicate + phosphate	Atlantic	(28.15,28.2]	0.9695370	0.9634954	0.9786678
silicate + phosphate	Atlantic	(28.2, Inf]	0.8587007	0.8235978	0.9052449
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8650538	0.8163140	0.9291019
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8819894	0.8664526	0.8903803
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8631397	0.8292024	0.8984758
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9037536	0.8604272	0.9326599
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9460024	0.9289249	0.9612845
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9600768	0.9476180	0.9755846
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9724204	0.9623026	0.9820822
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9825250	0.9732784	0.9876907
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9857856	0.9776259	0.9905466
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9880059	0.9819778	0.9925169
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9938467	0.9914471	0.9967497
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9829605	0.9801485	0.9860584
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9169784	0.9136375	0.9228966
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9407774	0.9238719	0.9619605
silicate + phosphate_star	Atlantic	(-Inf,26]	0.2516840	-0.2851561	0.6306522
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3318436	-0.4124864	-0.2625578
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0346090	-0.1474133	0.0721662
silicate + phosphate_star	Atlantic	(26.75,27]	0.2657387	0.1843213	0.3717101
silicate + phosphate_star	Atlantic	(27,27.25]	0.7060676	0.6835480	0.7366075
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6909353	0.5913984	0.7531158
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8847352	0.8821300	0.8869312
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9454665	0.9182861	0.9626727
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9616664	0.9458779	0.9700222
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9633971	0.9584409	0.9693489
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9734704	0.9711901	0.9757992
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9714831	0.9674730	0.9784949
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9434170	0.9381561	0.9469007
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8760219	0.8592738	0.8887869
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7467039	0.6221441	0.8322307
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7621459	0.7516045	0.7797594
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7458414	0.6005867	0.8652429
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7848480	0.7207118	0.8341705
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8379748	0.8154484	0.8530606
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6969301	0.6753779	0.7187347
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2783300	0.2491467	0.2997086
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0905947	-0.2245469	0.0728772
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1881458	-0.4638883	0.1107103
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1949452	-0.5602045	0.0674047
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1050569	-0.3920928	0.0637014
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0647398	-0.2053320	0.0783635
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0596917	-0.1697474	0.3441202
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3591988	-0.4850813	-0.2540726
temp + aou	Atlantic	(-Inf,26]	-0.5817270	-0.7462288	-0.3763824
temp + aou	Atlantic	(26,26.5]	-0.3970034	-0.5426553	-0.3176631
temp + aou	Atlantic	(26.5,26.75]	0.0900294	0.0019573	0.1499006
temp + aou	Atlantic	(26.75,27]	0.3348633	0.1860539	0.4993581
temp + aou	Atlantic	(27,27.25]	0.3076076	0.2349062	0.3576346
temp + aou	Atlantic	(27.25,27.5]	0.5430303	0.4448043	0.6982334
temp + aou	Atlantic	(27.5,27.75]	0.5070547	0.4894461	0.5229337
temp + aou	Atlantic	(27.75,27.85]	0.4218179	0.3618294	0.4875237
temp + aou	Atlantic	(27.85,27.95]	0.2284114	0.0769926	0.3771324
temp + aou	Atlantic	(27.95,28.05]	-0.0889684	-0.2132534	0.0359070
temp + aou	Atlantic	(28.05,28.1]	-0.6141462	-0.6488816	-0.5529184
temp + aou	Atlantic	(28.1,28.15]	-0.7289473	-0.7754779	-0.6547116
temp + aou	Atlantic	(28.15,28.2]	-0.8118974	-0.8389981	-0.7868563
temp + aou	Atlantic	(28.2, Inf]	-0.7926793	-0.8549910	-0.7127844
temp + aou	Indo-Pacific	(-Inf,26]	-0.3876292	-0.5385221	-0.2322697
temp + aou	Indo-Pacific	(26,26.5]	-0.2749812	-0.3968764	-0.0601817
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1858716	-0.5204657	0.0347440
temp + aou	Indo-Pacific	(26.75,27]	-0.4049247	-0.5735318	-0.3039277
temp + aou	Indo-Pacific	(27,27.25]	-0.6057486	-0.6884608	-0.5112627
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4959134	-0.5908147	-0.3105334
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0153717	-0.1037193	0.1446624
temp + aou	Indo-Pacific	(27.75,27.85]	0.4641191	0.3986373	0.5188902
temp + aou	Indo-Pacific	(27.85,27.95]	0.6179964	0.4690487	0.7503857
temp + aou	Indo-Pacific	(27.95,28.05]	0.7265749	0.6152393	0.8754488
temp + aou	Indo-Pacific	(28.05,28.1]	0.7727079	0.6712322	0.8893087
temp + aou	Indo-Pacific	(28.1,28.2]	0.8038053	0.7183954	0.8901034
temp + aou	Indo-Pacific	(28.2,28.3]	0.7517325	0.6778674	0.8083181
temp + aou	Indo-Pacific	(28.3, Inf]	0.7235327	0.6450421	0.8019751
temp + nitrate	Atlantic	(-Inf,26]	-0.8802019	-0.9020558	-0.8506118
temp + nitrate	Atlantic	(26,26.5]	-0.3716578	-0.5132645	-0.2405670
temp + nitrate	Atlantic	(26.5,26.75]	-0.0184607	-0.1054644	0.0539521
temp + nitrate	Atlantic	(26.75,27]	0.3007617	0.1235142	0.4588876
temp + nitrate	Atlantic	(27,27.25]	0.1512943	0.0848143	0.2016019
temp + nitrate	Atlantic	(27.25,27.5]	0.4150672	0.3273864	0.5503335
temp + nitrate	Atlantic	(27.5,27.75]	0.2383865	0.1999959	0.3012616
temp + nitrate	Atlantic	(27.75,27.85]	-0.2934380	-0.3681533	-0.1859324
temp + nitrate	Atlantic	(27.85,27.95]	-0.4869870	-0.5853657	-0.3835186
temp + nitrate	Atlantic	(27.95,28.05]	-0.6282159	-0.7548080	-0.4788545
temp + nitrate	Atlantic	(28.05,28.1]	-0.8344540	-0.8618672	-0.7876456
temp + nitrate	Atlantic	(28.1,28.15]	-0.8798831	-0.8958858	-0.8579287
temp + nitrate	Atlantic	(28.15,28.2]	-0.9033264	-0.9221688	-0.8734618
temp + nitrate	Atlantic	(28.2, Inf]	-0.8952059	-0.9511429	-0.8087699
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.6099504	-0.7271851	-0.4593938
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5695932	-0.6859799	-0.4218473
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4729605	-0.7303666	-0.2452647
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6522564	-0.7592178	-0.5956729
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7589470	-0.8180778	-0.7031678
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6577961	-0.7119589	-0.5506773
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1812545	-0.2438996	-0.0741154
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3656039	0.2425326	0.4635931
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5313150	0.3399780	0.7019769
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6534086	0.4948019	0.8413752
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7017467	0.5543900	0.8566052
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7216703	0.5934195	0.8518439
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6499090	0.5218244	0.7613112
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.6568946	0.6191212	0.7196843
temp + phosphate	Atlantic	(-Inf,26]	-0.4854262	-0.7829052	-0.0776522
temp + phosphate	Atlantic	(26,26.5]	-0.6626839	-0.7922810	-0.5453829
temp + phosphate	Atlantic	(26.5,26.75]	-0.2752682	-0.3378679	-0.1625603
temp + phosphate	Atlantic	(26.75,27]	0.1502278	-0.0493354	0.3562171
temp + phosphate	Atlantic	(27,27.25]	0.0204704	-0.0369004	0.1041149
temp + phosphate	Atlantic	(27.25,27.5]	0.2966899	0.2076719	0.4213947
temp + phosphate	Atlantic	(27.5,27.75]	0.1571569	0.1113457	0.2331044
temp + phosphate	Atlantic	(27.75,27.85]	-0.3429094	-0.4233523	-0.2367796
temp + phosphate	Atlantic	(27.85,27.95]	-0.5220673	-0.6200199	-0.4255911
temp + phosphate	Atlantic	(27.95,28.05]	-0.6451648	-0.7678999	-0.5076425
temp + phosphate	Atlantic	(28.05,28.1]	-0.8439186	-0.8689267	-0.8042671
temp + phosphate	Atlantic	(28.1,28.15]	-0.8878306	-0.9024816	-0.8703468
temp + phosphate	Atlantic	(28.15,28.2]	-0.8986525	-0.9146446	-0.8745919
temp + phosphate	Atlantic	(28.2, Inf]	-0.8834822	-0.9325456	-0.8011862
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5552255	-0.6737273	-0.4166668
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4931924	-0.6277179	-0.3042581
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3855350	-0.6683351	-0.1530278
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5777474	-0.7090355	-0.5023978
temp + phosphate	Indo-Pacific	(27,27.25]	-0.7064644	-0.7715714	-0.6551933
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6074295	-0.6827591	-0.4813715
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.1350315	-0.1976284	-0.0194297
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.3924097	0.3007293	0.4771373
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.5508102	0.3937543	0.7030426
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6766753	0.5515135	0.8424063
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7264494	0.6105665	0.8590957
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7483144	0.6466592	0.8589612
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7105084	0.6196338	0.7999884
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.7182971	0.6964380	0.7481110
temp + phosphate_star	Atlantic	(-Inf,26]	-0.5696748	-0.8362888	-0.3915735
temp + phosphate_star	Atlantic	(26,26.5]	-0.8548087	-0.8871551	-0.8164621
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8580036	-0.8801063	-0.8382131
temp + phosphate_star	Atlantic	(26.75,27]	-0.7612745	-0.8248825	-0.7166361
temp + phosphate_star	Atlantic	(27,27.25]	-0.7482866	-0.7886900	-0.7185320
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5639811	-0.5810555	-0.5350382
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4219871	-0.4865271	-0.3634810
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.7143356	-0.8285601	-0.6378458
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7915442	-0.8895874	-0.7411652
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8311902	-0.9291899	-0.7384190
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9293082	-0.9573465	-0.8950397
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9499487	-0.9628136	-0.9300692
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9474245	-0.9614700	-0.9220102
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9074872	-0.9442967	-0.8394853
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8841110	-0.9117385	-0.8593740
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9241854	-0.9607224	-0.8931050
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9421965	-0.9616611	-0.9252492
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9614569	-0.9692892	-0.9533377
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9603872	-0.9686208	-0.9490219
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9403461	-0.9617530	-0.9103619
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9399013	-0.9668561	-0.9048849
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9118336	-0.9363440	-0.8873003
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9029946	-0.9329264	-0.8807690
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8149633	-0.8883648	-0.7770361
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6756572	-0.7425163	-0.6111470
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6193414	-0.6261751	-0.6157980
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4685843	-0.5264541	-0.3875036
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6255811	-0.7309777	-0.4841333
temp + silicate	Atlantic	(-Inf,26]	-0.6553599	-0.7364055	-0.5549506
temp + silicate	Atlantic	(26,26.5]	0.1021314	0.0096300	0.1765226
temp + silicate	Atlantic	(26.5,26.75]	0.1510445	0.0591011	0.1972570
temp + silicate	Atlantic	(26.75,27]	0.1356473	-0.0962865	0.2720436
temp + silicate	Atlantic	(27,27.25]	-0.2221154	-0.3160984	-0.1243495
temp + silicate	Atlantic	(27.25,27.5]	0.1399137	0.0314805	0.3105958
temp + silicate	Atlantic	(27.5,27.75]	-0.0543556	-0.1276564	0.0122923
temp + silicate	Atlantic	(27.75,27.85]	-0.5772119	-0.6498982	-0.5354334
temp + silicate	Atlantic	(27.85,27.95]	-0.7236947	-0.7776619	-0.6846064
temp + silicate	Atlantic	(27.95,28.05]	-0.7935271	-0.8531687	-0.7634285
temp + silicate	Atlantic	(28.05,28.1]	-0.9022183	-0.9129234	-0.8897637
temp + silicate	Atlantic	(28.1,28.15]	-0.9108323	-0.9177196	-0.9014116
temp + silicate	Atlantic	(28.15,28.2]	-0.8366224	-0.8472441	-0.8312814
temp + silicate	Atlantic	(28.2, Inf]	-0.6949981	-0.7901577	-0.6390605
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6227514	-0.7692489	-0.3776199
temp + silicate	Indo-Pacific	(26,26.5]	-0.6446942	-0.7073628	-0.5472068
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6274542	-0.8071638	-0.4478019
temp + silicate	Indo-Pacific	(26.75,27]	-0.7129612	-0.7858976	-0.6455968
temp + silicate	Indo-Pacific	(27,27.25]	-0.7947294	-0.8232956	-0.7702601
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.7319029	-0.7797554	-0.6616442
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2728852	-0.3352589	-0.1915779
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2937571	0.1513011	0.3974124
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4781900	0.2613893	0.6652850
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6266911	0.4612245	0.8204620
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7109265	0.5753786	0.8591691
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7223303	0.6166039	0.8395452
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7346108	0.6070071	0.8727954
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7005146	0.6894993	0.7094431

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")

Past versions of correlation_predictors-1.png

Version	Author	Date
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
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]	0.3723567	0.2784429	0.5463812
aou	Atlantic	(26,26.5]	0.1953245	0.1182902	0.2530290
aou	Atlantic	(26.5,26.75]	-0.1181912	-0.3140120	0.1772475
aou	Atlantic	(26.75,27]	-0.2148072	-0.2858506	-0.1462945
aou	Atlantic	(27,27.25]	-0.3528972	-0.4414606	-0.2367748
aou	Atlantic	(27.25,27.5]	-0.6385340	-0.7377764	-0.5247707
aou	Atlantic	(27.5,27.75]	-0.5399396	-0.5738649	-0.5211762
aou	Atlantic	(27.75,27.85]	-0.4127131	-0.4772365	-0.3020372
aou	Atlantic	(27.85,27.95]	-0.5513805	-0.6841522	-0.3665885
aou	Atlantic	(27.95,28.05]	-0.7107368	-0.7824526	-0.5729187
aou	Atlantic	(28.05,28.1]	-0.9228139	-0.9470336	-0.9056747
aou	Atlantic	(28.1,28.15]	-0.9419690	-0.9652410	-0.8984563
aou	Atlantic	(28.15,28.2]	-0.9559188	-0.9747374	-0.9415887
aou	Atlantic	(28.2, Inf]	-0.8133927	-0.9223423	-0.7542833
aou	Indo-Pacific	(-Inf,26]	0.2025369	0.0582196	0.4535865
aou	Indo-Pacific	(26,26.5]	-0.3920697	-0.4783186	-0.3352360
aou	Indo-Pacific	(26.5,26.75]	-0.6615422	-0.7135530	-0.6130289
aou	Indo-Pacific	(26.75,27]	-0.8355014	-0.8603158	-0.8057119
aou	Indo-Pacific	(27,27.25]	-0.7207453	-0.7527622	-0.6973668
aou	Indo-Pacific	(27.25,27.5]	-0.5028398	-0.5987664	-0.4134199
aou	Indo-Pacific	(27.5,27.75]	0.0055907	-0.2722997	0.3383733
aou	Indo-Pacific	(27.75,27.85]	0.4294420	0.1475464	0.7234545
aou	Indo-Pacific	(27.85,27.95]	0.4381800	0.1121496	0.7123531
aou	Indo-Pacific	(27.95,28.05]	0.3822581	0.0116332	0.5863642
aou	Indo-Pacific	(28.05,28.1]	0.4439002	0.2545099	0.5999779
aou	Indo-Pacific	(28.1,28.2]	0.4385969	0.3408760	0.5461551
aou	Indo-Pacific	(28.2,28.3]	0.5250550	0.3101982	0.6461964
aou	Indo-Pacific	(28.3, Inf]	0.3784678	0.0650730	0.5777565
nitrate	Atlantic	(-Inf,26]	0.0886038	-0.0589009	0.3578356
nitrate	Atlantic	(26,26.5]	-0.1270752	-0.2342359	-0.0573702
nitrate	Atlantic	(26.5,26.75]	-0.2905097	-0.4924870	0.0269081
nitrate	Atlantic	(26.75,27]	-0.3353095	-0.3906934	-0.2701627
nitrate	Atlantic	(27,27.25]	-0.5548426	-0.6185759	-0.4455471
nitrate	Atlantic	(27.25,27.5]	-0.8483321	-0.9306115	-0.7671822
nitrate	Atlantic	(27.5,27.75]	-0.9052282	-0.9291519	-0.8812482
nitrate	Atlantic	(27.75,27.85]	-0.9505387	-0.9666596	-0.9416414
nitrate	Atlantic	(27.85,27.95]	-0.9762265	-0.9828578	-0.9697552
nitrate	Atlantic	(27.95,28.05]	-0.9378211	-0.9417589	-0.9346417
nitrate	Atlantic	(28.05,28.1]	-0.9921078	-0.9947486	-0.9896597
nitrate	Atlantic	(28.1,28.15]	-0.9924312	-0.9939399	-0.9913271
nitrate	Atlantic	(28.15,28.2]	-0.9918645	-0.9934700	-0.9905750
nitrate	Atlantic	(28.2, Inf]	-0.9676803	-0.9898392	-0.9499168
nitrate	Indo-Pacific	(-Inf,26]	0.1893914	0.0096226	0.4387419
nitrate	Indo-Pacific	(26,26.5]	-0.4680654	-0.5495339	-0.3963798
nitrate	Indo-Pacific	(26.5,26.75]	-0.6887878	-0.7228893	-0.6685782
nitrate	Indo-Pacific	(26.75,27]	-0.7338680	-0.7862927	-0.6654546
nitrate	Indo-Pacific	(27,27.25]	-0.6331162	-0.6664682	-0.5990329
nitrate	Indo-Pacific	(27.25,27.5]	-0.4755914	-0.4964075	-0.4511401
nitrate	Indo-Pacific	(27.5,27.75]	-0.0015887	-0.2240264	0.2712140
nitrate	Indo-Pacific	(27.75,27.85]	0.4582850	0.1759129	0.7427714
nitrate	Indo-Pacific	(27.85,27.95]	0.4813465	0.1521827	0.7499706
nitrate	Indo-Pacific	(27.95,28.05]	0.4293510	0.0564303	0.6198580
nitrate	Indo-Pacific	(28.05,28.1]	0.4972766	0.2951800	0.6355753
nitrate	Indo-Pacific	(28.1,28.2]	0.5047021	0.4330030	0.6084338
nitrate	Indo-Pacific	(28.2,28.3]	0.6014576	0.4341538	0.6882075
nitrate	Indo-Pacific	(28.3, Inf]	0.1394111	-0.0243757	0.2682172
phosphate	Atlantic	(-Inf,26]	0.3958234	0.3326430	0.4888643
phosphate	Atlantic	(26,26.5]	0.1815853	0.1386692	0.2139616
phosphate	Atlantic	(26.5,26.75]	-0.2642825	-0.4059052	-0.0104230
phosphate	Atlantic	(26.75,27]	-0.3309264	-0.4040847	-0.2883268
phosphate	Atlantic	(27,27.25]	-0.6015446	-0.6547998	-0.5101967
phosphate	Atlantic	(27.25,27.5]	-0.8430851	-0.9164327	-0.7740643
phosphate	Atlantic	(27.5,27.75]	-0.9110325	-0.9265936	-0.8966162
phosphate	Atlantic	(27.75,27.85]	-0.9613460	-0.9703082	-0.9567145
phosphate	Atlantic	(27.85,27.95]	-0.9799783	-0.9823750	-0.9771038
phosphate	Atlantic	(27.95,28.05]	-0.9435990	-0.9463987	-0.9416178
phosphate	Atlantic	(28.05,28.1]	-0.9915589	-0.9938737	-0.9895860
phosphate	Atlantic	(28.1,28.15]	-0.9918570	-0.9930058	-0.9912536
phosphate	Atlantic	(28.15,28.2]	-0.9910072	-0.9930131	-0.9878714
phosphate	Atlantic	(28.2, Inf]	-0.9798093	-0.9847616	-0.9756458
phosphate	Indo-Pacific	(-Inf,26]	0.1482687	-0.0250732	0.4440280
phosphate	Indo-Pacific	(26,26.5]	-0.5087772	-0.5445098	-0.4436971
phosphate	Indo-Pacific	(26.5,26.75]	-0.7463864	-0.7719438	-0.7100714
phosphate	Indo-Pacific	(26.75,27]	-0.8338197	-0.8663691	-0.8054476
phosphate	Indo-Pacific	(27,27.25]	-0.7260905	-0.7381662	-0.7078835
phosphate	Indo-Pacific	(27.25,27.5]	-0.5589728	-0.6276456	-0.4984008
phosphate	Indo-Pacific	(27.5,27.75]	-0.0282611	-0.2881823	0.2758631
phosphate	Indo-Pacific	(27.75,27.85]	0.4552598	0.1700700	0.7402675
phosphate	Indo-Pacific	(27.85,27.95]	0.4793550	0.1548865	0.7375044
phosphate	Indo-Pacific	(27.95,28.05]	0.4172511	0.0587920	0.6133705
phosphate	Indo-Pacific	(28.05,28.1]	0.4736851	0.2942437	0.6217927
phosphate	Indo-Pacific	(28.1,28.2]	0.4693693	0.3576623	0.5852036
phosphate	Indo-Pacific	(28.2,28.3]	0.5408837	0.3064129	0.6593635
phosphate	Indo-Pacific	(28.3, Inf]	0.0489997	-0.1213023	0.1773839
phosphate_star	Atlantic	(-Inf,26]	-0.0068594	-0.2338548	0.4384713
phosphate_star	Atlantic	(26,26.5]	0.1294867	0.0951672	0.1489578
phosphate_star	Atlantic	(26.5,26.75]	-0.2850438	-0.4065179	-0.1393380
phosphate_star	Atlantic	(26.75,27]	-0.1815124	-0.3389880	0.0366782
phosphate_star	Atlantic	(27,27.25]	-0.5912727	-0.7081191	-0.4655265
phosphate_star	Atlantic	(27.25,27.5]	-0.4456517	-0.5207317	-0.3430642
phosphate_star	Atlantic	(27.5,27.75]	-0.7492295	-0.7974285	-0.7229339
phosphate_star	Atlantic	(27.75,27.85]	-0.9085517	-0.9367627	-0.8812477
phosphate_star	Atlantic	(27.85,27.95]	-0.9205916	-0.9424507	-0.8926458
phosphate_star	Atlantic	(27.95,28.05]	-0.8833462	-0.8985987	-0.8676655
phosphate_star	Atlantic	(28.05,28.1]	-0.9618343	-0.9746948	-0.9467453
phosphate_star	Atlantic	(28.1,28.15]	-0.9649348	-0.9795374	-0.9554902
phosphate_star	Atlantic	(28.15,28.2]	-0.9772467	-0.9817322	-0.9740263
phosphate_star	Atlantic	(28.2, Inf]	-0.9796782	-0.9840582	-0.9718170
phosphate_star	Indo-Pacific	(-Inf,26]	0.1891301	0.0449105	0.4506960
phosphate_star	Indo-Pacific	(26,26.5]	-0.4847334	-0.6281878	-0.3922510
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5717832	-0.6819630	-0.3557065
phosphate_star	Indo-Pacific	(26.75,27]	-0.4685054	-0.6229725	-0.3052183
phosphate_star	Indo-Pacific	(27,27.25]	-0.4532061	-0.5512375	-0.3863946
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4667566	-0.5090145	-0.4187978
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1491922	-0.2682750	-0.0581771
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3195187	0.1489597	0.4438070
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3951169	0.3227224	0.4826514
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4216557	0.3219595	0.5207536
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3891777	0.3407703	0.4260826
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3314172	0.2957570	0.3864712
phosphate_star	Indo-Pacific	(28.2,28.3]	0.2299136	0.1766680	0.2675052
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6546821	-0.8895355	-0.3344488
sal	Atlantic	(-Inf,26]	0.4767214	-0.0222728	0.7945412
sal	Atlantic	(26,26.5]	-0.0652888	-0.0945489	-0.0438283
sal	Atlantic	(26.5,26.75]	-0.0577670	-0.3264444	0.1214715
sal	Atlantic	(26.75,27]	-0.3909489	-0.6413405	-0.1463284
sal	Atlantic	(27,27.25]	-0.0342015	-0.2211223	0.0922769
sal	Atlantic	(27.25,27.5]	-0.4387930	-0.5768769	-0.3476095
sal	Atlantic	(27.5,27.75]	-0.2701349	-0.3175570	-0.2429887
sal	Atlantic	(27.75,27.85]	0.3097563	0.2159730	0.4530889
sal	Atlantic	(27.85,27.95]	0.4823987	0.3935156	0.6023084
sal	Atlantic	(27.95,28.05]	0.5179152	0.4205845	0.6636218
sal	Atlantic	(28.05,28.1]	0.8655988	0.8395730	0.8886383
sal	Atlantic	(28.1,28.15]	0.9196530	0.9128484	0.9274211
sal	Atlantic	(28.15,28.2]	0.9093206	0.8820999	0.9298960
sal	Atlantic	(28.2, Inf]	0.8465013	0.8054051	0.9202461
sal	Indo-Pacific	(-Inf,26]	0.0356874	-0.2512529	0.3959701
sal	Indo-Pacific	(26,26.5]	0.2953272	0.2537435	0.3694642
sal	Indo-Pacific	(26.5,26.75]	0.3887697	0.1451298	0.5518521
sal	Indo-Pacific	(26.75,27]	0.3113867	0.1203063	0.5140629
sal	Indo-Pacific	(27,27.25]	0.2431149	0.1534943	0.3635843
sal	Indo-Pacific	(27.25,27.5]	0.1183833	0.0191013	0.1946219
sal	Indo-Pacific	(27.5,27.75]	-0.3118206	-0.5667062	-0.0421204
sal	Indo-Pacific	(27.75,27.85]	-0.3254552	-0.5826322	-0.0556855
sal	Indo-Pacific	(27.85,27.95]	-0.2050123	-0.4117913	-0.0365297
sal	Indo-Pacific	(27.95,28.05]	-0.1073825	-0.3138483	0.0833792
sal	Indo-Pacific	(28.05,28.1]	0.0297228	-0.1223429	0.2221457
sal	Indo-Pacific	(28.1,28.2]	0.1306674	-0.1030828	0.2482662
sal	Indo-Pacific	(28.2,28.3]	0.0912891	-0.1629848	0.2258076
sal	Indo-Pacific	(28.3, Inf]	0.2309694	-0.0979685	0.4485878
silicate	Atlantic	(-Inf,26]	-0.5774709	-0.8476696	-0.0650397
silicate	Atlantic	(26,26.5]	-0.4722170	-0.5352438	-0.4083992
silicate	Atlantic	(26.5,26.75]	-0.4265922	-0.5448958	-0.2478454
silicate	Atlantic	(26.75,27]	-0.5816453	-0.6232093	-0.5600855
silicate	Atlantic	(27,27.25]	-0.8263270	-0.8437716	-0.8135060
silicate	Atlantic	(27.25,27.5]	-0.9017048	-0.9136890	-0.8905088
silicate	Atlantic	(27.5,27.75]	-0.9076971	-0.9295287	-0.8967081
silicate	Atlantic	(27.75,27.85]	-0.9389130	-0.9437379	-0.9358676
silicate	Atlantic	(27.85,27.95]	-0.9285066	-0.9335946	-0.9241806
silicate	Atlantic	(27.95,28.05]	-0.8689739	-0.8903257	-0.8457239
silicate	Atlantic	(28.05,28.1]	-0.9507237	-0.9640138	-0.9307518
silicate	Atlantic	(28.1,28.15]	-0.9620974	-0.9708928	-0.9448611
silicate	Atlantic	(28.15,28.2]	-0.9500894	-0.9652396	-0.9314690
silicate	Atlantic	(28.2, Inf]	-0.8783229	-0.9014978	-0.8515038
silicate	Indo-Pacific	(-Inf,26]	0.0528093	-0.2468181	0.4058540
silicate	Indo-Pacific	(26,26.5]	-0.6074463	-0.6428982	-0.5743782
silicate	Indo-Pacific	(26.5,26.75]	-0.7651240	-0.7783759	-0.7399762
silicate	Indo-Pacific	(26.75,27]	-0.7162083	-0.7578344	-0.6772006
silicate	Indo-Pacific	(27,27.25]	-0.5819276	-0.6098729	-0.5576836
silicate	Indo-Pacific	(27.25,27.5]	-0.4103140	-0.4577449	-0.3424134
silicate	Indo-Pacific	(27.5,27.75]	0.0655673	-0.1661799	0.3548968
silicate	Indo-Pacific	(27.75,27.85]	0.5121716	0.2389077	0.7981779
silicate	Indo-Pacific	(27.85,27.95]	0.5253254	0.1930046	0.8009768
silicate	Indo-Pacific	(27.95,28.05]	0.4576486	0.0801451	0.6520810
silicate	Indo-Pacific	(28.05,28.1]	0.5100565	0.3079148	0.6533288
silicate	Indo-Pacific	(28.1,28.2]	0.5213080	0.4389066	0.6320585
silicate	Indo-Pacific	(28.2,28.3]	0.5730456	0.4342498	0.6981267
silicate	Indo-Pacific	(28.3, Inf]	-0.1439853	-0.3192514	-0.0270063
temp	Atlantic	(-Inf,26]	-0.0426510	-0.4679999	0.3284169
temp	Atlantic	(26,26.5]	-0.2396042	-0.2590048	-0.2065562
temp	Atlantic	(26.5,26.75]	-0.0599210	-0.2888276	0.1115027
temp	Atlantic	(26.75,27]	-0.3755501	-0.6338539	-0.0949230
temp	Atlantic	(27,27.25]	-0.0239652	-0.2421609	0.1018935
temp	Atlantic	(27.25,27.5]	-0.4702310	-0.5997636	-0.3905709
temp	Atlantic	(27.5,27.75]	-0.2674361	-0.3027889	-0.2335127
temp	Atlantic	(27.75,27.85]	0.3748908	0.3140867	0.4783726
temp	Atlantic	(27.85,27.95]	0.5093145	0.4479045	0.5999871
temp	Atlantic	(27.95,28.05]	0.5167285	0.4112964	0.6443007
temp	Atlantic	(28.05,28.1]	0.8027041	0.7772166	0.8184448
temp	Atlantic	(28.1,28.15]	0.8485835	0.8421765	0.8540635
temp	Atlantic	(28.15,28.2]	0.8802549	0.8559630	0.8936701
temp	Atlantic	(28.2, Inf]	0.8395563	0.7194845	0.9081239
temp	Indo-Pacific	(-Inf,26]	-0.4849840	-0.6181476	-0.3846487
temp	Indo-Pacific	(26,26.5]	0.2242281	0.1763500	0.3073963
temp	Indo-Pacific	(26.5,26.75]	0.3465551	0.0912817	0.5145725
temp	Indo-Pacific	(26.75,27]	0.2673908	0.0815598	0.4599339
temp	Indo-Pacific	(27,27.25]	0.2353617	0.1461297	0.3525682
temp	Indo-Pacific	(27.25,27.5]	0.2491772	0.1674350	0.3200371
temp	Indo-Pacific	(27.5,27.75]	0.0008917	-0.1684209	0.1740188
temp	Indo-Pacific	(27.75,27.85]	-0.2878715	-0.5117392	-0.0366227
temp	Indo-Pacific	(27.85,27.95]	-0.2379479	-0.4274895	-0.0834200
temp	Indo-Pacific	(27.95,28.05]	-0.1781782	-0.3675186	-0.0276555
temp	Indo-Pacific	(28.05,28.1]	-0.0728414	-0.1816643	0.0679593
temp	Indo-Pacific	(28.1,28.2]	-0.0164966	-0.1946891	0.0746795
temp	Indo-Pacific	(28.2,28.3]	0.1046024	-0.1760497	0.2814267
temp	Indo-Pacific	(28.3, Inf]	0.2660658	-0.0365144	0.4860579

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] 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_1.0.5      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_1.0.0          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