eMLR - assumption testing

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Last updated: 2021-05-28

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
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
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2093979	Donghe-Zhu	2021-03-10
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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
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
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
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]	0.8169134	0.5648454	0.9481641
aou + nitrate	Atlantic	(26,26.5]	0.9191719	0.9079887	0.9293942
aou + nitrate	Atlantic	(26.5,26.75]	0.9703801	0.9643662	0.9767440
aou + nitrate	Atlantic	(26.75,27]	0.9854977	0.9838519	0.9878975
aou + nitrate	Atlantic	(27,27.25]	0.9606482	0.9477385	0.9673975
aou + nitrate	Atlantic	(27.25,27.5]	0.8973561	0.8833823	0.9056153
aou + nitrate	Atlantic	(27.5,27.75]	0.8026464	0.7869791	0.8233890
aou + nitrate	Atlantic	(27.75,27.85]	0.6456977	0.5824829	0.7697731
aou + nitrate	Atlantic	(27.85,27.95]	0.8435620	0.7750668	0.9130697
aou + nitrate	Atlantic	(27.95,28.05]	0.7418277	0.6368843	0.9194706
aou + nitrate	Atlantic	(28.05,28.1]	0.8174215	0.7384056	0.9419457
aou + nitrate	Atlantic	(28.1,28.15]	0.9169312	0.8988502	0.9428760
aou + nitrate	Atlantic	(28.15,28.2]	0.9586473	0.9497889	0.9716145
aou + nitrate	Atlantic	(28.2, Inf]	0.9140439	0.8749394	0.9829653
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9169139	0.8929471	0.9482324
aou + nitrate	Indo-Pacific	(26,26.5]	0.8601922	0.7784713	0.9306368
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8770144	0.8312729	0.9142946
aou + nitrate	Indo-Pacific	(26.75,27]	0.9071986	0.9000643	0.9172303
aou + nitrate	Indo-Pacific	(27,27.25]	0.9480063	0.9438288	0.9548223
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9567621	0.9537768	0.9624661
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9728311	0.9678310	0.9784882
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9893875	0.9800450	0.9946856
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9907167	0.9846002	0.9943852
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9879828	0.9797465	0.9929508
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9889596	0.9819864	0.9930662
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9864689	0.9785642	0.9906673
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9874240	0.9789033	0.9928904
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.5588917	0.4456712	0.6164247
aou + phosphate	Atlantic	(-Inf,26]	0.9189120	0.8316125	0.9640005
aou + phosphate	Atlantic	(26,26.5]	0.8797198	0.8655762	0.9011622
aou + phosphate	Atlantic	(26.5,26.75]	0.9258184	0.9092646	0.9482311
aou + phosphate	Atlantic	(26.75,27]	0.9551586	0.9464561	0.9635046
aou + phosphate	Atlantic	(27,27.25]	0.9195848	0.8940789	0.9397625
aou + phosphate	Atlantic	(27.25,27.5]	0.8494771	0.8279818	0.8633939
aou + phosphate	Atlantic	(27.5,27.75]	0.7501907	0.7226309	0.7812546
aou + phosphate	Atlantic	(27.75,27.85]	0.6071949	0.5370111	0.7363873
aou + phosphate	Atlantic	(27.85,27.95]	0.8248875	0.7535340	0.8947929
aou + phosphate	Atlantic	(27.95,28.05]	0.7297273	0.6229968	0.9084086
aou + phosphate	Atlantic	(28.05,28.1]	0.8132788	0.7325572	0.9394349
aou + phosphate	Atlantic	(28.1,28.15]	0.9154284	0.8970261	0.9412751
aou + phosphate	Atlantic	(28.15,28.2]	0.9611585	0.9539773	0.9721325
aou + phosphate	Atlantic	(28.2, Inf]	0.8987495	0.8507317	0.9827699
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9563715	0.9496583	0.9601890
aou + phosphate	Indo-Pacific	(26,26.5]	0.9574015	0.9518593	0.9640551
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9711205	0.9597018	0.9772082
aou + phosphate	Indo-Pacific	(26.75,27]	0.9788802	0.9667416	0.9888143
aou + phosphate	Indo-Pacific	(27,27.25]	0.9891056	0.9830154	0.9934463
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9879402	0.9827502	0.9914851
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9896654	0.9838554	0.9930458
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9946145	0.9923460	0.9960931
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9938383	0.9927505	0.9945640
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9910370	0.9883080	0.9928281
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9918189	0.9890042	0.9934326
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9905363	0.9872918	0.9924332
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9920572	0.9912703	0.9929062
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.4097245	0.2402386	0.5201577
aou + phosphate_star	Atlantic	(-Inf,26]	0.3266754	0.1936540	0.4820383
aou + phosphate_star	Atlantic	(26,26.5]	0.3305281	0.2375141	0.3919668
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0184692	-0.0307617	0.0976448
aou + phosphate_star	Atlantic	(26.75,27]	-0.0345369	-0.0829445	0.0309876
aou + phosphate_star	Atlantic	(27,27.25]	0.0059941	-0.0855770	0.0690087
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0797472	0.0542395	0.1018081
aou + phosphate_star	Atlantic	(27.5,27.75]	0.0369645	-0.0193632	0.1337144
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1535170	0.0013207	0.3364593
aou + phosphate_star	Atlantic	(27.85,27.95]	0.5864925	0.4744652	0.6759040
aou + phosphate_star	Atlantic	(27.95,28.05]	0.4683749	0.2937914	0.7427269
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6241311	0.4827333	0.8296101
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7909044	0.7569220	0.8336509
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8849870	0.8673467	0.9102530
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7952107	0.6955024	0.9589787
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5402678	0.4635119	0.6057058
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4554889	0.2451949	0.6070896
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4999614	0.3381136	0.6169362
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6465284	0.4822912	0.7684955
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.7673211	0.6492550	0.8451781
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5505541	0.4169152	0.6539362
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0216694	-0.1110887	0.1381029
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3435422	-0.4185248	-0.2656655
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3146116	-0.4289121	-0.1588251
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4057657	-0.4553989	-0.3555167
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4178847	-0.4580530	-0.3879929
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1994509	-0.2620998	-0.1479713
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3524648	0.3213469	0.4037925
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6716478	-0.6946512	-0.6505436
aou + silicate	Atlantic	(-Inf,26]	0.3062834	-0.0148651	0.4730080
aou + silicate	Atlantic	(26,26.5]	0.3886217	0.2888179	0.4439785
aou + silicate	Atlantic	(26.5,26.75]	0.6034333	0.5777313	0.6224587
aou + silicate	Atlantic	(26.75,27]	0.7770385	0.7571038	0.7912922
aou + silicate	Atlantic	(27,27.25]	0.7099816	0.6935475	0.7426258
aou + silicate	Atlantic	(27.25,27.5]	0.5807799	0.5442860	0.6020518
aou + silicate	Atlantic	(27.5,27.75]	0.4979939	0.4811201	0.5127248
aou + silicate	Atlantic	(27.75,27.85]	0.3629545	0.2821967	0.4289333
aou + silicate	Atlantic	(27.85,27.95]	0.6299774	0.5581819	0.6836650
aou + silicate	Atlantic	(27.95,28.05]	0.6325176	0.5507344	0.7480680
aou + silicate	Atlantic	(28.05,28.1]	0.7959555	0.7270125	0.8872718
aou + silicate	Atlantic	(28.1,28.15]	0.9184683	0.9075020	0.9249793
aou + silicate	Atlantic	(28.15,28.2]	0.9433974	0.9296875	0.9554319
aou + silicate	Atlantic	(28.2, Inf]	0.6666336	0.5502323	0.8619425
aou + silicate	Indo-Pacific	(-Inf,26]	0.7800012	0.7350916	0.8260682
aou + silicate	Indo-Pacific	(26,26.5]	0.7803641	0.7240596	0.8266253
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7831783	0.7299634	0.8175455
aou + silicate	Indo-Pacific	(26.75,27]	0.8800594	0.8344572	0.9061101
aou + silicate	Indo-Pacific	(27,27.25]	0.9348979	0.9084761	0.9508504
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9496593	0.9221673	0.9647880
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9588155	0.9343620	0.9716113
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9777712	0.9596374	0.9882711
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9789032	0.9661928	0.9861308
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9823711	0.9752749	0.9870504
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9893055	0.9866434	0.9914327
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9777426	0.9759389	0.9806574
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9008848	0.8950701	0.9038489
aou + silicate	Indo-Pacific	(28.3, Inf]	0.0175245	-0.1128674	0.1584711
nitrate + phosphate	Atlantic	(-Inf,26]	0.6355526	0.0763535	0.9280815
nitrate + phosphate	Atlantic	(26,26.5]	0.8194663	0.7851676	0.8371139
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9544559	0.9426372	0.9622061
nitrate + phosphate	Atlantic	(26.75,27]	0.9809231	0.9761307	0.9860976
nitrate + phosphate	Atlantic	(27,27.25]	0.9859760	0.9807640	0.9906450
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9918121	0.9894255	0.9941962
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9931069	0.9909805	0.9952323
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9979595	0.9974870	0.9983574
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9989968	0.9987753	0.9991632
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992847	0.9989209	0.9995032
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996548	0.9994343	0.9997985
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9996005	0.9993359	0.9997613
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9973716	0.9960282	0.9981762
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9906589	0.9882315	0.9926997
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9590729	0.9351055	0.9874648
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8956892	0.8016461	0.9595395
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9048126	0.8689047	0.9348315
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9301959	0.9207466	0.9400922
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9577336	0.9450380	0.9769389
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9649945	0.9536177	0.9750151
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9813689	0.9739390	0.9872838
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9946533	0.9909645	0.9966766
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9977817	0.9958270	0.9991010
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9979841	0.9948922	0.9997140
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9982583	0.9958943	0.9996520
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972544	0.9939712	0.9993202
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9926518	0.9859258	0.9966842
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9475600	0.9349301	0.9637984
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.3209562	-0.0324343	0.6176727
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3386511	0.2839524	0.4279110
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.1575774	0.0973413	0.2572705
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0920588	0.0453124	0.1608825
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2513461	0.1506341	0.3104436
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4881471	0.4537512	0.5101847
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5969636	0.5682406	0.6501170
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8459278	0.8094865	0.8718065
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9245995	0.9144945	0.9375934
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9322592	0.9210631	0.9410284
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9561164	0.9455235	0.9650961
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9672455	0.9653625	0.9694709
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9770052	0.9754066	0.9784522
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9641135	0.9506084	0.9845245
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7419438	0.6369776	0.8007502
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6416803	0.4380055	0.7635661
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6569909	0.5617198	0.7350814
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7649649	0.6819895	0.8267432
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.8361993	0.7903573	0.8642323
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6549583	0.6014284	0.7024254
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1603487	0.0977792	0.2326347
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2428896	-0.3530812	-0.1077500
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1993156	-0.3398212	0.0000312
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2715516	-0.3505274	-0.1770454
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2878737	-0.3538945	-0.2172656
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0494874	-0.1327631	0.0415092
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4677504	0.4217569	0.5387103
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2113575	0.1229379	0.3619939
nitrate + silicate	Atlantic	(-Inf,26]	0.7188641	0.6584098	0.8089248
nitrate + silicate	Atlantic	(26,26.5]	0.6583376	0.6169108	0.6870710
nitrate + silicate	Atlantic	(26.5,26.75]	0.6960999	0.6836771	0.7085370
nitrate + silicate	Atlantic	(26.75,27]	0.8384925	0.8170445	0.8529079
nitrate + silicate	Atlantic	(27,27.25]	0.8565797	0.8293272	0.8771712
nitrate + silicate	Atlantic	(27.25,27.5]	0.8518825	0.8270149	0.8721090
nitrate + silicate	Atlantic	(27.5,27.75]	0.8815196	0.8806562	0.8828459
nitrate + silicate	Atlantic	(27.75,27.85]	0.9069820	0.8857120	0.9351486
nitrate + silicate	Atlantic	(27.85,27.95]	0.9219352	0.8861905	0.9473073
nitrate + silicate	Atlantic	(27.95,28.05]	0.9425151	0.9025237	0.9662033
nitrate + silicate	Atlantic	(28.05,28.1]	0.9665612	0.9416993	0.9812716
nitrate + silicate	Atlantic	(28.1,28.15]	0.9730517	0.9566378	0.9822088
nitrate + silicate	Atlantic	(28.15,28.2]	0.9308721	0.9239464	0.9446490
nitrate + silicate	Atlantic	(28.2, Inf]	0.7490308	0.6843461	0.8487381
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8499570	0.7666912	0.9097065
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8612269	0.7566793	0.9237030
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8726827	0.8259461	0.8998605
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9246352	0.9110200	0.9366591
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9561243	0.9537736	0.9588028
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9670375	0.9651200	0.9697520
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9780724	0.9736690	0.9819801
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9886230	0.9811619	0.9927296
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9890735	0.9834640	0.9923142
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9906826	0.9877760	0.9924744
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9934093	0.9928426	0.9943142
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9806686	0.9785345	0.9849301
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9013917	0.8946323	0.9072804
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6840308	0.6197462	0.7381850
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5452952	0.4024700	0.6546973
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7259257	0.6816824	0.7815270
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.3875774	0.3028372	0.4764542
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2566026	0.1798715	0.3479881
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3883652	0.2945190	0.4702048
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5837068	0.5518231	0.6160660
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6751760	0.6510775	0.7124309
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8734649	0.8424483	0.8950208
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9386329	0.9322474	0.9486354
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9407112	0.9290220	0.9522149
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9595390	0.9490022	0.9695194
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9693964	0.9672245	0.9706300
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9782497	0.9760206	0.9808683
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9766398	0.9656479	0.9934736
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7477911	0.6801143	0.7925311
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6840962	0.5238454	0.7921594
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6873066	0.5850053	0.7692889
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7842898	0.6867076	0.8528319
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8488066	0.7738741	0.8966307
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6695957	0.5749770	0.7441380
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1597649	0.0667166	0.2513492
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2475103	-0.3389113	-0.1465534
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2112739	-0.3354314	-0.0418488
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2839443	-0.3485292	-0.2123391
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3025264	-0.3559664	-0.2512312
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0679874	-0.1404323	0.0066431
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4570691	0.4210189	0.5114190
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.3804700	0.2429752	0.5700830
sal + aou	Atlantic	(-Inf,26]	-0.4668087	-0.5660886	-0.2911549
sal + aou	Atlantic	(26,26.5]	-0.3478215	-0.4446266	-0.2558705
sal + aou	Atlantic	(26.5,26.75]	0.3277447	0.2624610	0.3972617
sal + aou	Atlantic	(26.75,27]	0.3841658	0.2418640	0.5069035
sal + aou	Atlantic	(27,27.25]	0.4043687	0.3276765	0.4787338
sal + aou	Atlantic	(27.25,27.5]	0.3471774	0.2943587	0.3954172
sal + aou	Atlantic	(27.5,27.75]	0.6673960	0.6057180	0.7005421
sal + aou	Atlantic	(27.75,27.85]	0.4930281	0.4363297	0.5575944
sal + aou	Atlantic	(27.85,27.95]	0.1557804	0.0312951	0.3098657
sal + aou	Atlantic	(27.95,28.05]	-0.1448669	-0.1665064	-0.1096503
sal + aou	Atlantic	(28.05,28.1]	-0.5288843	-0.6505962	-0.4253992
sal + aou	Atlantic	(28.1,28.15]	-0.7509144	-0.7812825	-0.7253153
sal + aou	Atlantic	(28.15,28.2]	-0.8258935	-0.8299958	-0.8194742
sal + aou	Atlantic	(28.2, Inf]	-0.7541660	-0.9135663	-0.6547011
sal + aou	Indo-Pacific	(-Inf,26]	-0.1372432	-0.2601765	0.0836627
sal + aou	Indo-Pacific	(26,26.5]	-0.2711886	-0.5076652	0.0597003
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2817562	-0.4430924	-0.0779497
sal + aou	Indo-Pacific	(26.75,27]	-0.5280456	-0.6658792	-0.3252426
sal + aou	Indo-Pacific	(27,27.25]	-0.6784369	-0.7759513	-0.5122575
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5508614	-0.7078951	-0.3010905
sal + aou	Indo-Pacific	(27.5,27.75]	0.0701380	-0.0654959	0.2527742
sal + aou	Indo-Pacific	(27.75,27.85]	0.6137832	0.4931705	0.7137981
sal + aou	Indo-Pacific	(27.85,27.95]	0.7077338	0.5562537	0.8189599
sal + aou	Indo-Pacific	(27.95,28.05]	0.8264722	0.7320345	0.9016353
sal + aou	Indo-Pacific	(28.05,28.1]	0.8780758	0.7948951	0.9397820
sal + aou	Indo-Pacific	(28.1,28.2]	0.8512424	0.7880984	0.9021878
sal + aou	Indo-Pacific	(28.2,28.3]	0.6003334	0.5445017	0.6513207
sal + aou	Indo-Pacific	(28.3, Inf]	0.7844219	0.7034833	0.8705243
sal + nitrate	Atlantic	(-Inf,26]	-0.7797265	-0.8853444	-0.7251922
sal + nitrate	Atlantic	(26,26.5]	-0.3969754	-0.4857317	-0.3058529
sal + nitrate	Atlantic	(26.5,26.75]	0.2324841	0.1460598	0.3220833
sal + nitrate	Atlantic	(26.75,27]	0.3131018	0.1655602	0.4512933
sal + nitrate	Atlantic	(27,27.25]	0.2639352	0.1784257	0.3584915
sal + nitrate	Atlantic	(27.25,27.5]	0.0672990	-0.0036474	0.1368059
sal + nitrate	Atlantic	(27.5,27.75]	0.4183826	0.3599845	0.4503475
sal + nitrate	Atlantic	(27.75,27.85]	-0.1873570	-0.3040605	-0.0275256
sal + nitrate	Atlantic	(27.85,27.95]	-0.2988327	-0.4675266	0.0009658
sal + nitrate	Atlantic	(27.95,28.05]	-0.6005753	-0.7194415	-0.3646502
sal + nitrate	Atlantic	(28.05,28.1]	-0.8616596	-0.9097872	-0.7796718
sal + nitrate	Atlantic	(28.1,28.15]	-0.9249140	-0.9370596	-0.9035569
sal + nitrate	Atlantic	(28.15,28.2]	-0.9289845	-0.9464708	-0.8969298
sal + nitrate	Atlantic	(28.2, Inf]	-0.8685708	-0.9333853	-0.8317803
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2972903	-0.4525679	-0.0235043
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5274536	-0.6812588	-0.2940566
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5179639	-0.6310413	-0.4155207
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7064734	-0.7839061	-0.5862558
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7838512	-0.8399639	-0.6819109
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6660354	-0.7723122	-0.4984076
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.0452047	-0.1380701	0.0670166
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.5305571	0.3441320	0.6717712
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.6376937	0.4279930	0.7853511
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7580404	0.6075705	0.8699315
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.8151722	0.6823630	0.9087995
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7790524	0.6650281	0.8608491
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5304158	0.4325212	0.6084023
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.4864262	0.4280793	0.5596220
sal + phosphate	Atlantic	(-Inf,26]	-0.2289396	-0.4668543	0.1905488
sal + phosphate	Atlantic	(26,26.5]	-0.6326348	-0.7286381	-0.5071761
sal + phosphate	Atlantic	(26.5,26.75]	-0.0001927	-0.0874067	0.1268859
sal + phosphate	Atlantic	(26.75,27]	0.1567444	-0.0274261	0.3358454
sal + phosphate	Atlantic	(27,27.25]	0.1184610	-0.0007956	0.2441184
sal + phosphate	Atlantic	(27.25,27.5]	-0.0471982	-0.1009308	0.0190353
sal + phosphate	Atlantic	(27.5,27.75]	0.3179617	0.2745103	0.3491633
sal + phosphate	Atlantic	(27.75,27.85]	-0.2394658	-0.3514216	-0.0795108
sal + phosphate	Atlantic	(27.85,27.95]	-0.3347494	-0.4997337	-0.0436517
sal + phosphate	Atlantic	(27.95,28.05]	-0.6189667	-0.7344995	-0.3934297
sal + phosphate	Atlantic	(28.05,28.1]	-0.8707228	-0.9144334	-0.7958198
sal + phosphate	Atlantic	(28.1,28.15]	-0.9279436	-0.9396153	-0.9091900
sal + phosphate	Atlantic	(28.15,28.2]	-0.9096770	-0.9310821	-0.8692714
sal + phosphate	Atlantic	(28.2, Inf]	-0.8076580	-0.8959124	-0.7505502
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2987313	-0.4119174	-0.0927175
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4763489	-0.6657821	-0.1878796
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4754829	-0.6050519	-0.3244939
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6665552	-0.7490254	-0.5325222
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7469690	-0.8082011	-0.6325260
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6253713	-0.7414763	-0.4308961
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.0186347	-0.1156220	0.1142557
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.5466412	0.3994596	0.6652077
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.6549587	0.4816447	0.7820644
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7790304	0.6632506	0.8694403
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8363511	0.7318982	0.9119388
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.8047664	0.7180159	0.8685201
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5981300	0.5299335	0.6579682
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.5127851	0.4644890	0.5797436
sal + phosphate_star	Atlantic	(-Inf,26]	-0.0946361	-0.2669527	0.1672582
sal + phosphate_star	Atlantic	(26,26.5]	-0.8733366	-0.9025157	-0.8393845
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8609251	-0.8728113	-0.8499332
sal + phosphate_star	Atlantic	(26.75,27]	-0.8112829	-0.8577841	-0.7363805
sal + phosphate_star	Atlantic	(27,27.25]	-0.7420683	-0.8061941	-0.6641904
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.7270858	-0.7575358	-0.7076344
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.3747507	-0.3958742	-0.3554084
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6292190	-0.7203787	-0.4835761
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.6018062	-0.7545144	-0.3591151
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7700463	-0.8745252	-0.5788050
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9382516	-0.9739295	-0.8701098
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9689595	-0.9826722	-0.9493398
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9397846	-0.9684412	-0.8884342
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8219406	-0.8902166	-0.7757260
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6510061	-0.7505759	-0.5315460
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8874629	-0.9177086	-0.8517116
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9310814	-0.9444272	-0.9174731
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9510392	-0.9580215	-0.9471400
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9285352	-0.9355661	-0.9153628
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8259211	-0.8698473	-0.7818523
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6868661	-0.8296891	-0.5421009
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8533361	-0.8909010	-0.8337134
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7244900	-0.7572140	-0.7008393
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6739683	-0.7136928	-0.6482471
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6732912	-0.7307761	-0.6416409
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4951050	-0.5586287	-0.4524487
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0218050	-0.0965098	0.0357788
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4282338	-0.5408067	-0.2432681
sal + silicate	Atlantic	(-Inf,26]	-0.9360602	-0.9691366	-0.8776774
sal + silicate	Atlantic	(26,26.5]	0.0969586	0.0533605	0.1192185
sal + silicate	Atlantic	(26.5,26.75]	0.3614044	0.3080762	0.4317644
sal + silicate	Atlantic	(26.75,27]	0.1326752	0.0542888	0.2401179
sal + silicate	Atlantic	(27,27.25]	-0.0628720	-0.1248644	0.0505342
sal + silicate	Atlantic	(27.25,27.5]	-0.2312031	-0.3512697	-0.1617851
sal + silicate	Atlantic	(27.5,27.75]	0.0849883	0.0507846	0.1097842
sal + silicate	Atlantic	(27.75,27.85]	-0.4815650	-0.5204874	-0.4075936
sal + silicate	Atlantic	(27.85,27.95]	-0.5804882	-0.6940252	-0.4049927
sal + silicate	Atlantic	(27.95,28.05]	-0.7719689	-0.8260807	-0.6710346
sal + silicate	Atlantic	(28.05,28.1]	-0.9144753	-0.9240403	-0.9026387
sal + silicate	Atlantic	(28.1,28.15]	-0.9156435	-0.9216044	-0.9119591
sal + silicate	Atlantic	(28.15,28.2]	-0.7683892	-0.8055877	-0.7234840
sal + silicate	Atlantic	(28.2, Inf]	-0.3884553	-0.6653972	-0.2079476
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5591225	-0.6359351	-0.4191205
sal + silicate	Indo-Pacific	(26,26.5]	-0.6437661	-0.7878385	-0.4525285
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6942238	-0.7656543	-0.6077589
sal + silicate	Indo-Pacific	(26.75,27]	-0.7707722	-0.8152807	-0.7138198
sal + silicate	Indo-Pacific	(27,27.25]	-0.8190280	-0.8518642	-0.7671157
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7253875	-0.8113861	-0.5987820
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.1182337	-0.1829605	-0.0466989
sal + silicate	Indo-Pacific	(27.75,27.85]	0.4831784	0.2707217	0.6438589
sal + silicate	Indo-Pacific	(27.85,27.95]	0.6166670	0.3839527	0.7824518
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7682693	0.6213084	0.8793607
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8369788	0.7226196	0.9205552
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8354503	0.7441051	0.9006959
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7492409	0.6552665	0.8223771
sal + silicate	Indo-Pacific	(28.3, Inf]	0.3307300	0.2599371	0.3870492
sal + temp	Atlantic	(-Inf,26]	0.6984984	0.6325095	0.8004715
sal + temp	Atlantic	(26,26.5]	0.9531854	0.9432336	0.9668955
sal + temp	Atlantic	(26.5,26.75]	0.9682023	0.9646468	0.9704285
sal + temp	Atlantic	(26.75,27]	0.9720681	0.9673069	0.9777094
sal + temp	Atlantic	(27,27.25]	0.9663145	0.9611365	0.9712386
sal + temp	Atlantic	(27.25,27.5]	0.9706134	0.9631870	0.9771788
sal + temp	Atlantic	(27.5,27.75]	0.9712587	0.9636051	0.9769253
sal + temp	Atlantic	(27.75,27.85]	0.9776952	0.9743451	0.9814291
sal + temp	Atlantic	(27.85,27.95]	0.9689988	0.9597387	0.9759529
sal + temp	Atlantic	(27.95,28.05]	0.9578944	0.9368552	0.9688333
sal + temp	Atlantic	(28.05,28.1]	0.9752873	0.9602941	0.9837097
sal + temp	Atlantic	(28.1,28.15]	0.9675144	0.9510802	0.9761532
sal + temp	Atlantic	(28.15,28.2]	0.9568063	0.9193150	0.9756277
sal + temp	Atlantic	(28.2, Inf]	0.9205809	0.9061226	0.9332460
sal + temp	Indo-Pacific	(-Inf,26]	0.6434429	0.4122404	0.7965574
sal + temp	Indo-Pacific	(26,26.5]	0.9520808	0.9338585	0.9624921
sal + temp	Indo-Pacific	(26.5,26.75]	0.9833642	0.9802882	0.9857695
sal + temp	Indo-Pacific	(26.75,27]	0.9822671	0.9778839	0.9861871
sal + temp	Indo-Pacific	(27,27.25]	0.9771279	0.9689583	0.9835457
sal + temp	Indo-Pacific	(27.25,27.5]	0.9198714	0.8931029	0.9493216
sal + temp	Indo-Pacific	(27.5,27.75]	0.7723080	0.6658984	0.8917702
sal + temp	Indo-Pacific	(27.75,27.85]	0.9489300	0.9384841	0.9634177
sal + temp	Indo-Pacific	(27.85,27.95]	0.9244637	0.9180262	0.9341278
sal + temp	Indo-Pacific	(27.95,28.05]	0.9346329	0.9311912	0.9393087
sal + temp	Indo-Pacific	(28.05,28.1]	0.9728727	0.9715733	0.9744108
sal + temp	Indo-Pacific	(28.1,28.2]	0.9146804	0.9068765	0.9187223
sal + temp	Indo-Pacific	(28.2,28.3]	0.8806631	0.8704353	0.8968782
sal + temp	Indo-Pacific	(28.3, Inf]	0.8378312	0.7309096	0.9145172
silicate + phosphate	Atlantic	(-Inf,26]	0.0771780	-0.5060898	0.3779168
silicate + phosphate	Atlantic	(26,26.5]	0.1380544	0.0143240	0.2101782
silicate + phosphate	Atlantic	(26.5,26.75]	0.5282347	0.4634278	0.5696591
silicate + phosphate	Atlantic	(26.75,27]	0.8368235	0.8074956	0.8523258
silicate + phosphate	Atlantic	(27,27.25]	0.8969188	0.8780880	0.9065389
silicate + phosphate	Atlantic	(27.25,27.5]	0.8925173	0.8698228	0.9117388
silicate + phosphate	Atlantic	(27.5,27.75]	0.9189796	0.9114171	0.9255719
silicate + phosphate	Atlantic	(27.75,27.85]	0.9283428	0.9098987	0.9512924
silicate + phosphate	Atlantic	(27.85,27.95]	0.9376162	0.9074176	0.9589361
silicate + phosphate	Atlantic	(27.95,28.05]	0.9523995	0.9192322	0.9717664
silicate + phosphate	Atlantic	(28.05,28.1]	0.9723557	0.9519964	0.9843031
silicate + phosphate	Atlantic	(28.1,28.15]	0.9782127	0.9654534	0.9852177
silicate + phosphate	Atlantic	(28.15,28.2]	0.9519861	0.9442145	0.9604331
silicate + phosphate	Atlantic	(28.2, Inf]	0.8291481	0.7849819	0.9042189
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8703238	0.8263810	0.9101058
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8859064	0.8600021	0.9100617
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8763640	0.8588209	0.8908255
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9276555	0.9224948	0.9331405
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9554368	0.9506451	0.9630426
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9674306	0.9564391	0.9764534
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9763636	0.9659599	0.9835756
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9859736	0.9762454	0.9910962
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9871307	0.9793376	0.9914072
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9906241	0.9868203	0.9929978
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9948868	0.9938510	0.9960238
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9841426	0.9822487	0.9874932
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9252582	0.9219885	0.9291606
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8618441	0.8220706	0.8877697
silicate + phosphate_star	Atlantic	(-Inf,26]	0.0454994	-0.3488916	0.2782834
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2595849	-0.3446276	-0.1505612
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0792268	-0.1886841	-0.0014664
silicate + phosphate_star	Atlantic	(26.75,27]	0.2860533	0.2822694	0.2908673
silicate + phosphate_star	Atlantic	(27,27.25]	0.6094189	0.5528628	0.6406133
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7732432	0.7409002	0.8220966
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8313720	0.8128825	0.8648111
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9406821	0.9168426	0.9734911
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9769279	0.9710163	0.9843509
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9454147	0.9323798	0.9608625
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9399522	0.9323012	0.9456617
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9395268	0.9356371	0.9423184
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9049042	0.8820999	0.9254849
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8183644	0.7625317	0.9073848
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7935671	0.6954147	0.8564451
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7896240	0.7188706	0.8549313
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8251664	0.7883919	0.8574071
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8298310	0.8129350	0.8513139
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8738449	0.8531051	0.8894423
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7095754	0.6668058	0.7534794
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2294984	0.1804491	0.2954230
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2036186	-0.3324703	-0.0439014
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1773067	-0.3267631	0.0356451
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2791519	-0.3536086	-0.1937566
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3178013	-0.3723428	-0.2669751
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0817738	-0.1478001	-0.0211428
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4706997	0.4390584	0.5092274
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.6606966	0.5389969	0.7829243
temp + aou	Atlantic	(-Inf,26]	-0.6266514	-0.7714916	-0.3478207
temp + aou	Atlantic	(26,26.5]	-0.4386566	-0.5200946	-0.3563641
temp + aou	Atlantic	(26.5,26.75]	0.2076214	0.1344099	0.2747107
temp + aou	Atlantic	(26.75,27]	0.3020157	0.1720765	0.4250416
temp + aou	Atlantic	(27,27.25]	0.3787083	0.3241727	0.4298693
temp + aou	Atlantic	(27.25,27.5]	0.3711697	0.3251458	0.4170742
temp + aou	Atlantic	(27.5,27.75]	0.6520518	0.5955682	0.6871040
temp + aou	Atlantic	(27.75,27.85]	0.4764315	0.4263608	0.5385600
temp + aou	Atlantic	(27.85,27.95]	0.1282990	-0.0018841	0.2918144
temp + aou	Atlantic	(27.95,28.05]	-0.0600304	-0.0832419	-0.0178822
temp + aou	Atlantic	(28.05,28.1]	-0.4040062	-0.5103509	-0.2981276
temp + aou	Atlantic	(28.1,28.15]	-0.6305344	-0.6488711	-0.6035508
temp + aou	Atlantic	(28.15,28.2]	-0.7619642	-0.7768854	-0.7451064
temp + aou	Atlantic	(28.2, Inf]	-0.7646985	-0.9166369	-0.6871920
temp + aou	Indo-Pacific	(-Inf,26]	-0.4033661	-0.5210617	-0.2613588
temp + aou	Indo-Pacific	(26,26.5]	-0.2892399	-0.5260934	0.0299976
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2738521	-0.4322031	-0.0749130
temp + aou	Indo-Pacific	(26.75,27]	-0.4835912	-0.6080889	-0.3033223
temp + aou	Indo-Pacific	(27,27.25]	-0.6545021	-0.7344142	-0.5090461
temp + aou	Indo-Pacific	(27.25,27.5]	-0.5079962	-0.6267424	-0.3146156
temp + aou	Indo-Pacific	(27.5,27.75]	0.0818035	-0.0200942	0.2240068
temp + aou	Indo-Pacific	(27.75,27.85]	0.5856194	0.5141965	0.6486909
temp + aou	Indo-Pacific	(27.85,27.95]	0.6711669	0.5491733	0.7611110
temp + aou	Indo-Pacific	(27.95,28.05]	0.7855905	0.7250123	0.8406325
temp + aou	Indo-Pacific	(28.05,28.1]	0.8412929	0.7808380	0.8890657
temp + aou	Indo-Pacific	(28.1,28.2]	0.8259600	0.7571770	0.8766767
temp + aou	Indo-Pacific	(28.2,28.3]	0.7459103	0.6966902	0.7837903
temp + aou	Indo-Pacific	(28.3, Inf]	0.8732567	0.8476186	0.9032705
temp + nitrate	Atlantic	(-Inf,26]	-0.8868552	-0.9020774	-0.8666467
temp + nitrate	Atlantic	(26,26.5]	-0.4644666	-0.5342818	-0.4037735
temp + nitrate	Atlantic	(26.5,26.75]	0.1018861	0.0062472	0.1898725
temp + nitrate	Atlantic	(26.75,27]	0.2173205	0.0820078	0.3572085
temp + nitrate	Atlantic	(27,27.25]	0.2316456	0.1709420	0.2981806
temp + nitrate	Atlantic	(27.25,27.5]	0.1058097	0.0419817	0.1716588
temp + nitrate	Atlantic	(27.5,27.75]	0.3908350	0.3457205	0.4187041
temp + nitrate	Atlantic	(27.75,27.85]	-0.2421947	-0.3615860	-0.0885080
temp + nitrate	Atlantic	(27.85,27.95]	-0.3467180	-0.5050902	-0.0510393
temp + nitrate	Atlantic	(27.95,28.05]	-0.5944290	-0.7140602	-0.3613450
temp + nitrate	Atlantic	(28.05,28.1]	-0.7962470	-0.8630778	-0.6929821
temp + nitrate	Atlantic	(28.1,28.15]	-0.8546828	-0.8786281	-0.8144404
temp + nitrate	Atlantic	(28.15,28.2]	-0.8895351	-0.9084157	-0.8553330
temp + nitrate	Atlantic	(28.2, Inf]	-0.8965725	-0.9302068	-0.8426346
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.6080366	-0.7088892	-0.4556109
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5449271	-0.7061949	-0.3126565
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5148107	-0.6247423	-0.4201222
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6724457	-0.7398333	-0.5668406
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7734311	-0.8183945	-0.6847850
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6560152	-0.7344705	-0.5338843
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.0832157	-0.1595523	0.0062123
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.4948396	0.3643604	0.5942327
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5876899	0.4144015	0.7094276
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7038289	0.5924207	0.7925540
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7717002	0.6652057	0.8482231
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7484129	0.6291970	0.8289814
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6717459	0.5703402	0.7426041
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.4076859	0.3089983	0.4749451
temp + phosphate	Atlantic	(-Inf,26]	-0.4950239	-0.8026509	0.1126926
temp + phosphate	Atlantic	(26,26.5]	-0.6856251	-0.7594907	-0.5686594
temp + phosphate	Atlantic	(26.5,26.75]	-0.1109628	-0.1998622	0.0073612
temp + phosphate	Atlantic	(26.75,27]	0.0719051	-0.0959416	0.2470463
temp + phosphate	Atlantic	(27,27.25]	0.1002457	0.0071788	0.1947227
temp + phosphate	Atlantic	(27.25,27.5]	-0.0002370	-0.0459314	0.0631417
temp + phosphate	Atlantic	(27.5,27.75]	0.2960559	0.2662184	0.3230305
temp + phosphate	Atlantic	(27.75,27.85]	-0.2937756	-0.4081983	-0.1409983
temp + phosphate	Atlantic	(27.85,27.95]	-0.3820614	-0.5355101	-0.0969425
temp + phosphate	Atlantic	(27.95,28.05]	-0.6147252	-0.7267938	-0.3936887
temp + phosphate	Atlantic	(28.05,28.1]	-0.8070113	-0.8683858	-0.7126415
temp + phosphate	Atlantic	(28.1,28.15]	-0.8615788	-0.8814168	-0.8275898
temp + phosphate	Atlantic	(28.15,28.2]	-0.8840624	-0.9000992	-0.8563895
temp + phosphate	Atlantic	(28.2, Inf]	-0.8737066	-0.9234856	-0.8175823
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5590126	-0.6709522	-0.4103105
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5051967	-0.6993488	-0.2253328
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4712906	-0.5979588	-0.3237497
temp + phosphate	Indo-Pacific	(26.75,27]	-0.6341467	-0.7067499	-0.5179469
temp + phosphate	Indo-Pacific	(27,27.25]	-0.7348021	-0.7845439	-0.6368386
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6116233	-0.6978655	-0.4637611
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.0423512	-0.1178758	0.0599143
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.5113590	0.4162555	0.5914424
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6052486	0.4619984	0.7101565
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7216146	0.6372243	0.7935008
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7907918	0.7085630	0.8518809
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7739514	0.6808920	0.8375461
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7293732	0.6599026	0.7806994
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.3351238	0.1867066	0.4385772
temp + phosphate_star	Atlantic	(-Inf,26]	-0.5474047	-0.8296744	-0.1272868
temp + phosphate_star	Atlantic	(26,26.5]	-0.8628905	-0.8789011	-0.8311299
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8770802	-0.8836734	-0.8737552
temp + phosphate_star	Atlantic	(26.75,27]	-0.8399871	-0.8758219	-0.7761897
temp + phosphate_star	Atlantic	(27,27.25]	-0.7422101	-0.7944783	-0.6893668
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6877145	-0.7127455	-0.6693535
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.3975247	-0.4208762	-0.3654143
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6854195	-0.7611464	-0.5525116
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.6538778	-0.7872117	-0.4286911
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8041877	-0.9006218	-0.6234304
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9159028	-0.9589650	-0.8337829
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9447753	-0.9606735	-0.9153032
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9460269	-0.9636352	-0.9120716
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9091944	-0.9374072	-0.8674373
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8811024	-0.9251471	-0.8233223
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9318100	-0.9531207	-0.8909019
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9418578	-0.9530961	-0.9265649
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9621640	-0.9660811	-0.9599733
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9547657	-0.9585833	-0.9482695
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9441962	-0.9527505	-0.9324568
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9420413	-0.9610746	-0.9202195
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9174987	-0.9272579	-0.9122802
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8360356	-0.8546710	-0.8241752
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7896366	-0.8247575	-0.7660679
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7394447	-0.7866755	-0.7135287
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5749467	-0.6319179	-0.5372777
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0516197	-0.1559217	0.0203948
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6736085	-0.7087993	-0.6333046
temp + silicate	Atlantic	(-Inf,26]	-0.6513775	-0.7657778	-0.5915612
temp + silicate	Atlantic	(26,26.5]	0.0747236	0.0341354	0.1353671
temp + silicate	Atlantic	(26.5,26.75]	0.2429259	0.1641694	0.3302508
temp + silicate	Atlantic	(26.75,27]	0.0100766	-0.0589703	0.1160706
temp + silicate	Atlantic	(27,27.25]	-0.1004255	-0.1586002	-0.0205974
temp + silicate	Atlantic	(27.25,27.5]	-0.1811681	-0.2910873	-0.1157837
temp + silicate	Atlantic	(27.5,27.75]	0.0657470	0.0457071	0.0812094
temp + silicate	Atlantic	(27.75,27.85]	-0.5225739	-0.5567298	-0.4643780
temp + silicate	Atlantic	(27.85,27.95]	-0.6168686	-0.7118105	-0.4594374
temp + silicate	Atlantic	(27.95,28.05]	-0.7655851	-0.8086853	-0.6810118
temp + silicate	Atlantic	(28.05,28.1]	-0.8554249	-0.8742558	-0.8388308
temp + silicate	Atlantic	(28.1,28.15]	-0.8585602	-0.8617989	-0.8562411
temp + silicate	Atlantic	(28.15,28.2]	-0.7752034	-0.7893107	-0.7500766
temp + silicate	Atlantic	(28.2, Inf]	-0.6022238	-0.8036823	-0.4925908
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6384431	-0.7702790	-0.4101698
temp + silicate	Indo-Pacific	(26,26.5]	-0.6590947	-0.8017039	-0.4810487
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6907221	-0.7608134	-0.6121842
temp + silicate	Indo-Pacific	(26.75,27]	-0.7360412	-0.7653017	-0.7019833
temp + silicate	Indo-Pacific	(27,27.25]	-0.8124217	-0.8341512	-0.7735371
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.7153160	-0.7785245	-0.6245856
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.1587329	-0.2186562	-0.0993426
temp + silicate	Indo-Pacific	(27.75,27.85]	0.4439034	0.2837173	0.5633025
temp + silicate	Indo-Pacific	(27.85,27.95]	0.5521025	0.3532845	0.6887555
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7011528	0.5930890	0.7882470
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7920561	0.7040190	0.8587048
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7595417	0.6655229	0.8284811
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7539422	0.6481806	0.8333688
temp + silicate	Indo-Pacific	(28.3, Inf]	0.0025504	-0.1324056	0.1342912

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
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]	0.1393601	0.0640020	0.2047880
aou	Atlantic	(26,26.5]	0.1765162	0.0913803	0.2406842
aou	Atlantic	(26.5,26.75]	0.0598513	-0.1659640	0.3412244
aou	Atlantic	(26.75,27]	-0.0998638	-0.2211052	-0.0156721
aou	Atlantic	(27,27.25]	-0.4667709	-0.4849620	-0.4515043
aou	Atlantic	(27.25,27.5]	-0.5235956	-0.5960107	-0.3943111
aou	Atlantic	(27.5,27.75]	-0.5743253	-0.6015270	-0.5356891
aou	Atlantic	(27.75,27.85]	-0.4920692	-0.5955008	-0.4187195
aou	Atlantic	(27.85,27.95]	-0.8106131	-0.8551797	-0.7492180
aou	Atlantic	(27.95,28.05]	-0.7027142	-0.8440265	-0.6252285
aou	Atlantic	(28.05,28.1]	-0.8121842	-0.9175245	-0.7527295
aou	Atlantic	(28.1,28.15]	-0.9058174	-0.9145537	-0.8985362
aou	Atlantic	(28.15,28.2]	-0.9439990	-0.9495010	-0.9383951
aou	Atlantic	(28.2, Inf]	-0.8321302	-0.9523090	-0.7605049
aou	Indo-Pacific	(-Inf,26]	0.1657900	0.0890290	0.3033103
aou	Indo-Pacific	(26,26.5]	-0.4436864	-0.5058374	-0.3705251
aou	Indo-Pacific	(26.5,26.75]	-0.7269075	-0.7986237	-0.6456969
aou	Indo-Pacific	(26.75,27]	-0.8677415	-0.9049713	-0.8253426
aou	Indo-Pacific	(27,27.25]	-0.7622533	-0.8070388	-0.7317479
aou	Indo-Pacific	(27.25,27.5]	-0.5893296	-0.6827894	-0.5059096
aou	Indo-Pacific	(27.5,27.75]	-0.0324763	-0.3018123	0.2993845
aou	Indo-Pacific	(27.75,27.85]	0.3358050	-0.0330443	0.7331920
aou	Indo-Pacific	(27.85,27.95]	0.4149260	0.1316311	0.6862893
aou	Indo-Pacific	(27.95,28.05]	0.2659867	0.1067330	0.3969555
aou	Indo-Pacific	(28.05,28.1]	0.2215780	0.0476201	0.3482730
aou	Indo-Pacific	(28.1,28.2]	0.2953467	0.2006978	0.3891646
aou	Indo-Pacific	(28.2,28.3]	0.5059681	0.2766613	0.6329233
aou	Indo-Pacific	(28.3, Inf]	0.6404907	0.5787740	0.7192525
nitrate	Atlantic	(-Inf,26]	-0.0554713	-0.1391217	-0.0036398
nitrate	Atlantic	(26,26.5]	-0.0706731	-0.1479281	0.0111373
nitrate	Atlantic	(26.5,26.75]	-0.1070738	-0.3467721	0.2080959
nitrate	Atlantic	(26.75,27]	-0.2206070	-0.3279323	-0.1389448
nitrate	Atlantic	(27,27.25]	-0.6564992	-0.6914421	-0.6301759
nitrate	Atlantic	(27.25,27.5]	-0.8013306	-0.8539023	-0.7167108
nitrate	Atlantic	(27.5,27.75]	-0.9237642	-0.9377313	-0.9013126
nitrate	Atlantic	(27.75,27.85]	-0.9652861	-0.9702132	-0.9621788
nitrate	Atlantic	(27.85,27.95]	-0.9833348	-0.9837633	-0.9826062
nitrate	Atlantic	(27.95,28.05]	-0.9449004	-0.9534643	-0.9396149
nitrate	Atlantic	(28.05,28.1]	-0.9924433	-0.9926429	-0.9923049
nitrate	Atlantic	(28.1,28.15]	-0.9927201	-0.9936269	-0.9921690
nitrate	Atlantic	(28.15,28.2]	-0.9934426	-0.9965106	-0.9890716
nitrate	Atlantic	(28.2, Inf]	-0.9694130	-0.9896072	-0.9532583
nitrate	Indo-Pacific	(-Inf,26]	0.1420702	0.0416464	0.2674232
nitrate	Indo-Pacific	(26,26.5]	-0.5284858	-0.6211552	-0.4005533
nitrate	Indo-Pacific	(26.5,26.75]	-0.7408505	-0.8238825	-0.6452254
nitrate	Indo-Pacific	(26.75,27]	-0.7790327	-0.8177430	-0.7462001
nitrate	Indo-Pacific	(27,27.25]	-0.7022161	-0.7284185	-0.6796235
nitrate	Indo-Pacific	(27.25,27.5]	-0.5807660	-0.6429003	-0.5291691
nitrate	Indo-Pacific	(27.5,27.75]	-0.0602122	-0.2930398	0.2179533
nitrate	Indo-Pacific	(27.75,27.85]	0.3662509	0.0058329	0.7488525
nitrate	Indo-Pacific	(27.85,27.95]	0.4556239	0.1765352	0.7230686
nitrate	Indo-Pacific	(27.95,28.05]	0.3380080	0.1656303	0.4882054
nitrate	Indo-Pacific	(28.05,28.1]	0.3027719	0.1157985	0.4531229
nitrate	Indo-Pacific	(28.1,28.2]	0.3779280	0.2783202	0.4589698
nitrate	Indo-Pacific	(28.2,28.3]	0.5721566	0.3886572	0.6730035
nitrate	Indo-Pacific	(28.3, Inf]	-0.1639346	-0.3006432	-0.0058324
phosphate	Atlantic	(-Inf,26]	0.2361255	0.2097066	0.2781244
phosphate	Atlantic	(26,26.5]	0.1676477	0.0613778	0.2279471
phosphate	Atlantic	(26.5,26.75]	-0.0700180	-0.3262863	0.1998007
phosphate	Atlantic	(26.75,27]	-0.2325467	-0.3574864	-0.1277986
phosphate	Atlantic	(27,27.25]	-0.6738806	-0.6849796	-0.6682911
phosphate	Atlantic	(27.25,27.5]	-0.8140482	-0.8485003	-0.7534399
phosphate	Atlantic	(27.5,27.75]	-0.9270054	-0.9359893	-0.9118803
phosphate	Atlantic	(27.75,27.85]	-0.9702891	-0.9714293	-0.9693712
phosphate	Atlantic	(27.85,27.95]	-0.9824547	-0.9835305	-0.9810109
phosphate	Atlantic	(27.95,28.05]	-0.9461298	-0.9532943	-0.9409140
phosphate	Atlantic	(28.05,28.1]	-0.9909982	-0.9917942	-0.9899112
phosphate	Atlantic	(28.1,28.15]	-0.9919021	-0.9929354	-0.9905815
phosphate	Atlantic	(28.15,28.2]	-0.9922545	-0.9958833	-0.9860153
phosphate	Atlantic	(28.2, Inf]	-0.9834358	-0.9847037	-0.9816168
phosphate	Indo-Pacific	(-Inf,26]	0.1016697	0.0112094	0.2737026
phosphate	Indo-Pacific	(26,26.5]	-0.5607310	-0.6177867	-0.5279130
phosphate	Indo-Pacific	(26.5,26.75]	-0.8035339	-0.8505945	-0.7661553
phosphate	Indo-Pacific	(26.75,27]	-0.8493986	-0.8802315	-0.8193133
phosphate	Indo-Pacific	(27,27.25]	-0.7683254	-0.8080929	-0.7393201
phosphate	Indo-Pacific	(27.25,27.5]	-0.6362056	-0.7157422	-0.5676989
phosphate	Indo-Pacific	(27.5,27.75]	-0.0671373	-0.3207446	0.2351208
phosphate	Indo-Pacific	(27.75,27.85]	0.3735802	0.0162353	0.7523678
phosphate	Indo-Pacific	(27.85,27.95]	0.4553798	0.1825507	0.7111802
phosphate	Indo-Pacific	(27.95,28.05]	0.3259719	0.1690007	0.4533409
phosphate	Indo-Pacific	(28.05,28.1]	0.2799389	0.1149189	0.3970355
phosphate	Indo-Pacific	(28.1,28.2]	0.3429154	0.2718921	0.4383933
phosphate	Indo-Pacific	(28.2,28.3]	0.5151983	0.2668052	0.6542089
phosphate	Indo-Pacific	(28.3, Inf]	-0.3583096	-0.5454961	-0.2096002
phosphate_star	Atlantic	(-Inf,26]	0.2494410	0.1966419	0.3425477
phosphate_star	Atlantic	(26,26.5]	0.1433826	0.0814409	0.2249387
phosphate_star	Atlantic	(26.5,26.75]	-0.2690484	-0.3906725	-0.1178339
phosphate_star	Atlantic	(26.75,27]	-0.3473232	-0.4087918	-0.2422645
phosphate_star	Atlantic	(27,27.25]	-0.5325163	-0.6085773	-0.4530152
phosphate_star	Atlantic	(27.25,27.5]	-0.6553104	-0.7806344	-0.5788213
phosphate_star	Atlantic	(27.5,27.75]	-0.7004126	-0.7894496	-0.6349335
phosphate_star	Atlantic	(27.75,27.85]	-0.8950988	-0.9260042	-0.8683061
phosphate_star	Atlantic	(27.85,27.95]	-0.9132774	-0.9247628	-0.9046825
phosphate_star	Atlantic	(27.95,28.05]	-0.8675805	-0.8867074	-0.8565246
phosphate_star	Atlantic	(28.05,28.1]	-0.9433679	-0.9605106	-0.9239260
phosphate_star	Atlantic	(28.1,28.15]	-0.9588099	-0.9679692	-0.9486186
phosphate_star	Atlantic	(28.15,28.2]	-0.9759018	-0.9795158	-0.9713363
phosphate_star	Atlantic	(28.2, Inf]	-0.9780401	-0.9856129	-0.9728666
phosphate_star	Indo-Pacific	(-Inf,26]	0.1045232	-0.0116438	0.2595892
phosphate_star	Indo-Pacific	(26,26.5]	-0.5214796	-0.6287444	-0.4078020
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6641306	-0.6767992	-0.6404590
phosphate_star	Indo-Pacific	(26.75,27]	-0.5066206	-0.5946954	-0.4010207
phosphate_star	Indo-Pacific	(27,27.25]	-0.5435177	-0.6123440	-0.4469483
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5250976	-0.5809331	-0.4525957
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1758763	-0.2993626	-0.1009550
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3827576	0.0715435	0.6279837
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3814222	0.2421506	0.5183268
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4484189	0.3471244	0.5350303
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4727157	0.3315723	0.6026450
phosphate_star	Indo-Pacific	(28.1,28.2]	0.4480768	0.2812918	0.5920208
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4446182	0.2774462	0.5573404
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9446948	-0.9787616	-0.9114310
sal	Atlantic	(-Inf,26]	0.5993729	0.3430976	0.7715494
sal	Atlantic	(26,26.5]	-0.1287703	-0.1503087	-0.0917625
sal	Atlantic	(26.5,26.75]	0.0105339	-0.1769984	0.1503040
sal	Atlantic	(26.75,27]	-0.1070109	-0.1713119	-0.0051054
sal	Atlantic	(27,27.25]	-0.1371902	-0.2214612	-0.0310569
sal	Atlantic	(27.25,27.5]	-0.0154191	-0.1301818	0.1983661
sal	Atlantic	(27.5,27.75]	-0.3826918	-0.4461784	-0.2828167
sal	Atlantic	(27.75,27.85]	0.2341460	0.1228331	0.2923977
sal	Atlantic	(27.85,27.95]	0.2449145	-0.0160862	0.4121860
sal	Atlantic	(27.95,28.05]	0.4299657	0.1959060	0.5644438
sal	Atlantic	(28.05,28.1]	0.8182711	0.7281793	0.8737201
sal	Atlantic	(28.1,28.15]	0.8926308	0.8732148	0.9036428
sal	Atlantic	(28.15,28.2]	0.9076714	0.8683308	0.9297135
sal	Atlantic	(28.2, Inf]	0.7642463	0.6798436	0.8967255
sal	Indo-Pacific	(-Inf,26]	0.2076782	0.0297567	0.5195593
sal	Indo-Pacific	(26,26.5]	0.3348444	0.2342523	0.5297669
sal	Indo-Pacific	(26.5,26.75]	0.4720798	0.3889545	0.5205870
sal	Indo-Pacific	(26.75,27]	0.3520998	0.2070419	0.4552330
sal	Indo-Pacific	(27,27.25]	0.3189093	0.1875748	0.4008187
sal	Indo-Pacific	(27.25,27.5]	0.1940604	0.0767716	0.2703252
sal	Indo-Pacific	(27.5,27.75]	-0.3055130	-0.4870529	-0.0297983
sal	Indo-Pacific	(27.75,27.85]	-0.3315730	-0.6372027	0.0213233
sal	Indo-Pacific	(27.85,27.95]	-0.1930549	-0.3819334	-0.0260117
sal	Indo-Pacific	(27.95,28.05]	-0.1796171	-0.2285147	-0.1388160
sal	Indo-Pacific	(28.05,28.1]	-0.1628296	-0.2110963	-0.0884466
sal	Indo-Pacific	(28.1,28.2]	-0.0354467	-0.1294611	0.0697460
sal	Indo-Pacific	(28.2,28.3]	0.0386958	-0.2080231	0.1800206
sal	Indo-Pacific	(28.3, Inf]	0.2972659	0.0289738	0.4445119
silicate	Atlantic	(-Inf,26]	-0.5789711	-0.7908902	-0.2069324
silicate	Atlantic	(26,26.5]	-0.4514298	-0.4994442	-0.3969232
silicate	Atlantic	(26.5,26.75]	-0.4383705	-0.5478391	-0.2270845
silicate	Atlantic	(26.75,27]	-0.5233237	-0.6252111	-0.4699403
silicate	Atlantic	(27,27.25]	-0.8286171	-0.8410664	-0.8125893
silicate	Atlantic	(27.25,27.5]	-0.8999741	-0.9083011	-0.8905977
silicate	Atlantic	(27.5,27.75]	-0.9074042	-0.9286694	-0.8886837
silicate	Atlantic	(27.75,27.85]	-0.9309613	-0.9364918	-0.9268569
silicate	Atlantic	(27.85,27.95]	-0.9109447	-0.9193103	-0.8948887
silicate	Atlantic	(27.95,28.05]	-0.8630338	-0.8894580	-0.8241589
silicate	Atlantic	(28.05,28.1]	-0.9439778	-0.9631967	-0.9089704
silicate	Atlantic	(28.1,28.15]	-0.9570552	-0.9709251	-0.9300112
silicate	Atlantic	(28.15,28.2]	-0.9310424	-0.9479890	-0.9129458
silicate	Atlantic	(28.2, Inf]	-0.8419926	-0.8510421	-0.8281218
silicate	Indo-Pacific	(-Inf,26]	-0.0296964	-0.2594104	0.1579394
silicate	Indo-Pacific	(26,26.5]	-0.6408598	-0.6989892	-0.5851657
silicate	Indo-Pacific	(26.5,26.75]	-0.7917628	-0.8288528	-0.7717932
silicate	Indo-Pacific	(26.75,27]	-0.7388685	-0.7791998	-0.6881082
silicate	Indo-Pacific	(27,27.25]	-0.6395161	-0.6832295	-0.5900114
silicate	Indo-Pacific	(27.25,27.5]	-0.4967734	-0.5790770	-0.4083837
silicate	Indo-Pacific	(27.5,27.75]	0.0154796	-0.2296360	0.3130330
silicate	Indo-Pacific	(27.75,27.85]	0.4150416	0.0519438	0.8064419
silicate	Indo-Pacific	(27.85,27.95]	0.4889945	0.1982748	0.7725990
silicate	Indo-Pacific	(27.95,28.05]	0.3519619	0.1766299	0.5094628
silicate	Indo-Pacific	(28.05,28.1]	0.3001966	0.1207557	0.4351506
silicate	Indo-Pacific	(28.1,28.2]	0.3850970	0.2958822	0.4752095
silicate	Indo-Pacific	(28.2,28.3]	0.5479454	0.3770301	0.6417967
silicate	Indo-Pacific	(28.3, Inf]	-0.6610883	-0.7803579	-0.5790470
temp	Atlantic	(-Inf,26]	-0.0777924	-0.2541771	0.0473485
temp	Atlantic	(26,26.5]	-0.2816560	-0.2887717	-0.2743467
temp	Atlantic	(26.5,26.75]	0.0104134	-0.1585246	0.0960821
temp	Atlantic	(26.75,27]	-0.0491809	-0.1321120	0.0748014
temp	Atlantic	(27,27.25]	-0.1155955	-0.2187312	-0.0109483
temp	Atlantic	(27.25,27.5]	-0.0656561	-0.1737033	0.1323789
temp	Atlantic	(27.5,27.75]	-0.3583405	-0.4170359	-0.2758752
temp	Atlantic	(27.75,27.85]	0.3027938	0.2000737	0.3625025
temp	Atlantic	(27.85,27.95]	0.3068011	0.0582558	0.4539504
temp	Atlantic	(27.95,28.05]	0.4556901	0.2343442	0.5758992
temp	Atlantic	(28.05,28.1]	0.7572569	0.6573393	0.8286009
temp	Atlantic	(28.1,28.15]	0.8257557	0.7962807	0.8481395
temp	Atlantic	(28.15,28.2]	0.8728950	0.8371299	0.8947385
temp	Atlantic	(28.2, Inf]	0.8381667	0.7612752	0.9016948
temp	Indo-Pacific	(-Inf,26]	-0.4103016	-0.4344712	-0.3686595
temp	Indo-Pacific	(26,26.5]	0.2654868	0.1676018	0.4498998
temp	Indo-Pacific	(26.5,26.75]	0.4330398	0.3557595	0.4792457
temp	Indo-Pacific	(26.75,27]	0.2952687	0.1690978	0.3883228
temp	Indo-Pacific	(27,27.25]	0.3085809	0.1953491	0.3750166
temp	Indo-Pacific	(27.25,27.5]	0.3129384	0.2200423	0.3671544
temp	Indo-Pacific	(27.5,27.75]	0.0352364	-0.0746329	0.2171040
temp	Indo-Pacific	(27.75,27.85]	-0.3120097	-0.6165781	0.0607905
temp	Indo-Pacific	(27.85,27.95]	-0.2155830	-0.4100396	-0.0313640
temp	Indo-Pacific	(27.95,28.05]	-0.2629595	-0.3486957	-0.1872501
temp	Indo-Pacific	(28.05,28.1]	-0.2326414	-0.3247623	-0.1829041
temp	Indo-Pacific	(28.1,28.2]	-0.1394565	-0.2031145	-0.0483790
temp	Indo-Pacific	(28.2,28.3]	0.0747621	-0.2078356	0.2414975
temp	Indo-Pacific	(28.3, Inf]	0.6177135	0.5367313	0.6850336

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