eMLR - assumption testing

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Last updated: 2021-05-27

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
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
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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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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
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
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]	0.8673036	0.8302696	0.8921785
aou + nitrate	Atlantic	(26,26.5]	0.9200170	0.9150089	0.9260366
aou + nitrate	Atlantic	(26.5,26.75]	0.9728592	0.9722063	0.9735274
aou + nitrate	Atlantic	(26.75,27]	0.9843281	0.9823298	0.9857365
aou + nitrate	Atlantic	(27,27.25]	0.9617613	0.9610472	0.9621259
aou + nitrate	Atlantic	(27.25,27.5]	0.8539174	0.8437307	0.8621495
aou + nitrate	Atlantic	(27.5,27.75]	0.6163790	0.6076617	0.6236539
aou + nitrate	Atlantic	(27.75,27.85]	0.4257624	0.4075958	0.4544719
aou + nitrate	Atlantic	(27.85,27.95]	0.5841177	0.5419656	0.6405578
aou + nitrate	Atlantic	(27.95,28.05]	0.3888346	0.3313915	0.4270253
aou + nitrate	Atlantic	(28.05,28.1]	0.6192671	0.5855474	0.6579683
aou + nitrate	Atlantic	(28.1,28.15]	0.8755158	0.8555589	0.8880755
aou + nitrate	Atlantic	(28.15,28.2]	0.9377667	0.9319660	0.9493165
aou + nitrate	Atlantic	(28.2, Inf]	0.9248200	0.9213921	0.9274600
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9353943	0.9323802	0.9374100
aou + nitrate	Indo-Pacific	(26,26.5]	0.8576864	0.8471339	0.8641458
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7652072	0.7574177	0.7702183
aou + nitrate	Indo-Pacific	(26.75,27]	0.8518327	0.8503410	0.8542889
aou + nitrate	Indo-Pacific	(27,27.25]	0.9231718	0.9200283	0.9254622
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9488058	0.9446039	0.9516895
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9726271	0.9707041	0.9754142
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9926798	0.9923362	0.9931383
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9916615	0.9911049	0.9920011
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9887872	0.9881268	0.9897387
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9895123	0.9889825	0.9900988
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9906386	0.9903366	0.9912147
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9901992	0.9901091	0.9902516
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.6884671	0.6589225	0.7053399
aou + phosphate	Atlantic	(-Inf,26]	0.9448816	0.9259521	0.9546640
aou + phosphate	Atlantic	(26,26.5]	0.8925056	0.8813099	0.9134478
aou + phosphate	Atlantic	(26.5,26.75]	0.9515284	0.9491863	0.9541177
aou + phosphate	Atlantic	(26.75,27]	0.9654622	0.9638703	0.9663400
aou + phosphate	Atlantic	(27,27.25]	0.9246783	0.9227222	0.9269710
aou + phosphate	Atlantic	(27.25,27.5]	0.7934645	0.7807219	0.8028497
aou + phosphate	Atlantic	(27.5,27.75]	0.5458882	0.5343695	0.5553481
aou + phosphate	Atlantic	(27.75,27.85]	0.3552715	0.3347385	0.3871035
aou + phosphate	Atlantic	(27.85,27.95]	0.5488078	0.5043121	0.6075482
aou + phosphate	Atlantic	(27.95,28.05]	0.3700173	0.3106757	0.4084911
aou + phosphate	Atlantic	(28.05,28.1]	0.6133072	0.5796530	0.6518402
aou + phosphate	Atlantic	(28.1,28.15]	0.8749599	0.8549166	0.8874704
aou + phosphate	Atlantic	(28.15,28.2]	0.9446274	0.9386505	0.9556124
aou + phosphate	Atlantic	(28.2, Inf]	0.9280058	0.9234730	0.9324069
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9672710	0.9656746	0.9684819
aou + phosphate	Indo-Pacific	(26,26.5]	0.9603299	0.9592831	0.9616906
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9732488	0.9724170	0.9739642
aou + phosphate	Indo-Pacific	(26.75,27]	0.9795137	0.9791561	0.9800752
aou + phosphate	Indo-Pacific	(27,27.25]	0.9862049	0.9856041	0.9870198
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9869634	0.9863780	0.9876290
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9893541	0.9891886	0.9896808
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9948875	0.9947070	0.9951047
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9954227	0.9952467	0.9956869
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9902706	0.9898095	0.9909629
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9926532	0.9921737	0.9931387
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9947372	0.9945094	0.9950835
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9938260	0.9935870	0.9940560
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.5902719	0.5609924	0.6115017
aou + phosphate_star	Atlantic	(-Inf,26]	0.2733547	0.2535052	0.3086560
aou + phosphate_star	Atlantic	(26,26.5]	0.4028799	0.3736393	0.4499211
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1805663	0.1410368	0.2010628
aou + phosphate_star	Atlantic	(26.75,27]	-0.1042614	-0.1141800	-0.0852147
aou + phosphate_star	Atlantic	(27,27.25]	0.0061928	-0.0206648	0.0229311
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1189396	-0.1420901	-0.1007257
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3029363	-0.3265746	-0.2839899
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3344837	-0.3835622	-0.3063995
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1801136	0.1095464	0.2647102
aou + phosphate_star	Atlantic	(27.95,28.05]	-0.0159053	-0.0860716	0.0245597
aou + phosphate_star	Atlantic	(28.05,28.1]	0.3245979	0.2813239	0.3740835
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7343546	0.7032470	0.7519405
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8524818	0.8384554	0.8727090
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8221708	0.8107051	0.8291256
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5876567	0.5664486	0.6075996
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4165857	0.4039279	0.4298480
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4745137	0.4705898	0.4795161
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6192920	0.6164364	0.6227445
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6991879	0.6861121	0.7183593
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3482504	0.2631791	0.4117906
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2978696	-0.3382229	-0.2492132
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5870252	-0.6054943	-0.5732697
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3538603	-0.3912615	-0.3339912
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3908730	-0.3978695	-0.3811226
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2490488	-0.2961980	-0.1905876
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.2507729	0.1931377	0.3121330
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5890529	0.5812153	0.6021674
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5961123	-0.6146293	-0.5859716
aou + silicate	Atlantic	(-Inf,26]	0.1435996	0.0480726	0.2079561
aou + silicate	Atlantic	(26,26.5]	0.2830198	0.2476810	0.3011052
aou + silicate	Atlantic	(26.5,26.75]	0.6221813	0.5996235	0.6428128
aou + silicate	Atlantic	(26.75,27]	0.8059884	0.7948228	0.8176130
aou + silicate	Atlantic	(27,27.25]	0.7431666	0.7383826	0.7481804
aou + silicate	Atlantic	(27.25,27.5]	0.5399220	0.5194654	0.5529467
aou + silicate	Atlantic	(27.5,27.75]	0.2243534	0.2173296	0.2344988
aou + silicate	Atlantic	(27.75,27.85]	-0.0403647	-0.0586380	-0.0069864
aou + silicate	Atlantic	(27.85,27.95]	0.2818090	0.2318582	0.3465316
aou + silicate	Atlantic	(27.95,28.05]	0.3178033	0.2592847	0.3506021
aou + silicate	Atlantic	(28.05,28.1]	0.6408711	0.6112824	0.6732665
aou + silicate	Atlantic	(28.1,28.15]	0.9049762	0.8881733	0.9149632
aou + silicate	Atlantic	(28.15,28.2]	0.9440072	0.9402546	0.9504838
aou + silicate	Atlantic	(28.2, Inf]	0.7296400	0.7181039	0.7508531
aou + silicate	Indo-Pacific	(-Inf,26]	0.8357791	0.8306655	0.8401762
aou + silicate	Indo-Pacific	(26,26.5]	0.7718993	0.7685770	0.7777621
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7870165	0.7832693	0.7894941
aou + silicate	Indo-Pacific	(26.75,27]	0.8758399	0.8734854	0.8802042
aou + silicate	Indo-Pacific	(27,27.25]	0.9409101	0.9387559	0.9421651
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9556256	0.9544234	0.9578960
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9660952	0.9655091	0.9667417
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9837935	0.9832282	0.9841132
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9831301	0.9824539	0.9840912
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9864091	0.9858281	0.9871261
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9909783	0.9904329	0.9913789
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9782721	0.9781598	0.9784691
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9037714	0.9024635	0.9046804
aou + silicate	Indo-Pacific	(28.3, Inf]	0.1813367	0.1674108	0.1885734
nitrate + phosphate	Atlantic	(-Inf,26]	0.7443473	0.6412783	0.8079002
nitrate + phosphate	Atlantic	(26,26.5]	0.8340974	0.8295014	0.8371381
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9661739	0.9632002	0.9688312
nitrate + phosphate	Atlantic	(26.75,27]	0.9795734	0.9779796	0.9808567
nitrate + phosphate	Atlantic	(27,27.25]	0.9859380	0.9857315	0.9862273
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9920123	0.9918659	0.9921420
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9945410	0.9943296	0.9947418
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9964584	0.9963475	0.9966162
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986286	0.9985666	0.9986648
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9993480	0.9992976	0.9994336
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997907	0.9997888	0.9997921
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9998098	0.9998056	0.9998126
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9975718	0.9974353	0.9976521
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9907765	0.9902603	0.9913300
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9571502	0.9531493	0.9594005
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8750280	0.8623184	0.8822650
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7749814	0.7693112	0.7786187
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8676303	0.8656685	0.8690173
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9325477	0.9287547	0.9351896
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9525861	0.9479371	0.9561999
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9783044	0.9755138	0.9821956
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9955554	0.9950891	0.9962711
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9975139	0.9973535	0.9976681
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9988666	0.9987505	0.9990615
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9981229	0.9980213	0.9982318
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9969817	0.9969492	0.9970307
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9927046	0.9926227	0.9927980
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9522401	0.9503287	0.9546310
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2540491	0.1511504	0.3367376
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4184903	0.4133714	0.4247795
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2973920	0.2529507	0.3202859
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0053556	-0.0063703	0.0284357
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2525263	0.2291263	0.2713414
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4035461	0.3910981	0.4174307
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5478915	0.5362727	0.5565108
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7070562	0.6842698	0.7311402
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9011285	0.8925500	0.9079909
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9125826	0.9090705	0.9164683
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9423894	0.9415773	0.9432196
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9699683	0.9688594	0.9711235
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9782689	0.9764860	0.9792340
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9692631	0.9672691	0.9710996
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7299226	0.7109787	0.7454283
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5626836	0.5451884	0.5761308
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5433195	0.5419377	0.5440768
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7033299	0.6980097	0.7110249
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7740644	0.7654893	0.7851691
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4543898	0.3821926	0.5092674
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1678204	-0.2117677	-0.1197857
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5166061	-0.5346028	-0.5052103
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2490557	-0.2889580	-0.2271059
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2552965	-0.2685092	-0.2404176
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1145584	-0.1667101	-0.0549309
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.3666032	0.3137154	0.4210876
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6675432	0.6607606	0.6796828
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.1406953	0.1288753	0.1592634
nitrate + silicate	Atlantic	(-Inf,26]	0.5862736	0.5705342	0.6172027
nitrate + silicate	Atlantic	(26,26.5]	0.5658747	0.5407489	0.5867425
nitrate + silicate	Atlantic	(26.5,26.75]	0.7028366	0.6810568	0.7229347
nitrate + silicate	Atlantic	(26.75,27]	0.8575568	0.8477904	0.8670438
nitrate + silicate	Atlantic	(27,27.25]	0.8746891	0.8736630	0.8763895
nitrate + silicate	Atlantic	(27.25,27.5]	0.8565604	0.8533911	0.8586078
nitrate + silicate	Atlantic	(27.5,27.75]	0.8544692	0.8530732	0.8563769
nitrate + silicate	Atlantic	(27.75,27.85]	0.8307927	0.8258895	0.8333299
nitrate + silicate	Atlantic	(27.85,27.95]	0.9121345	0.9084399	0.9141021
nitrate + silicate	Atlantic	(27.95,28.05]	0.9681649	0.9669642	0.9702794
nitrate + silicate	Atlantic	(28.05,28.1]	0.9835054	0.9826672	0.9845182
nitrate + silicate	Atlantic	(28.1,28.15]	0.9856883	0.9853535	0.9859391
nitrate + silicate	Atlantic	(28.15,28.2]	0.9110684	0.9041245	0.9160900
nitrate + silicate	Atlantic	(28.2, Inf]	0.7149110	0.7036035	0.7280928
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8620246	0.8541366	0.8678819
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8034194	0.7876860	0.8168309
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8075013	0.8056032	0.8084506
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8786407	0.8774161	0.8810144
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9365009	0.9336520	0.9387266
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9588982	0.9553755	0.9613188
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9788394	0.9774618	0.9813141
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9906167	0.9903465	0.9907954
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9900303	0.9895376	0.9909807
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9916491	0.9911637	0.9922072
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9900067	0.9892526	0.9904665
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9776874	0.9763084	0.9787614
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9079989	0.9056053	0.9096040
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6917180	0.6771980	0.7055729
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5094743	0.4735258	0.5283826
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7609046	0.7569360	0.7632157
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4699057	0.4404081	0.4879625
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1538606	0.1409591	0.1787946
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3817291	0.3622824	0.3983088
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5047472	0.4943374	0.5163144
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6242576	0.6154204	0.6307681
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7599035	0.7401454	0.7821864
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9195825	0.9123069	0.9255408
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9214798	0.9187495	0.9244792
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9452556	0.9443061	0.9463106
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9706179	0.9695082	0.9717132
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9761286	0.9744150	0.9772083
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9722923	0.9706242	0.9734471
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7587103	0.7457432	0.7719567
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6486055	0.6407249	0.6560550
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6604877	0.6570051	0.6643771
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7606848	0.7596043	0.7615092
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8040220	0.7953047	0.8171623
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4921210	0.4160471	0.5475342
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1574054	-0.1981428	-0.1093866
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5040927	-0.5235200	-0.4912844
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2658512	-0.3026464	-0.2467167
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2626237	-0.2748205	-0.2490922
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1334318	-0.1856576	-0.0736305
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.3450115	0.2902060	0.4012338
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6681192	0.6608832	0.6821295
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2876224	0.2746804	0.3000091
sal + aou	Atlantic	(-Inf,26]	-0.3996390	-0.4358684	-0.3599045
sal + aou	Atlantic	(26,26.5]	-0.3806751	-0.4406530	-0.3159677
sal + aou	Atlantic	(26.5,26.75]	0.2483813	0.2285944	0.2849369
sal + aou	Atlantic	(26.75,27]	0.4334325	0.4178758	0.4486892
sal + aou	Atlantic	(27,27.25]	0.3287990	0.3053922	0.3503490
sal + aou	Atlantic	(27.25,27.5]	0.3820945	0.3725263	0.4009189
sal + aou	Atlantic	(27.5,27.75]	0.6740035	0.6566871	0.6863412
sal + aou	Atlantic	(27.75,27.85]	0.6622390	0.6102409	0.7088666
sal + aou	Atlantic	(27.85,27.95]	0.2332378	0.1363403	0.3199833
sal + aou	Atlantic	(27.95,28.05]	0.0181015	-0.0237605	0.0946705
sal + aou	Atlantic	(28.05,28.1]	-0.3239270	-0.3658378	-0.2880528
sal + aou	Atlantic	(28.1,28.15]	-0.7298884	-0.7438723	-0.7022855
sal + aou	Atlantic	(28.15,28.2]	-0.8024359	-0.8200942	-0.7921207
sal + aou	Atlantic	(28.2, Inf]	-0.6923077	-0.6996614	-0.6853716
sal + aou	Indo-Pacific	(-Inf,26]	-0.2250647	-0.2421845	-0.2078372
sal + aou	Indo-Pacific	(26,26.5]	-0.1605517	-0.1760267	-0.1351731
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2127550	-0.2175997	-0.2076558
sal + aou	Indo-Pacific	(26.75,27]	-0.4612747	-0.4642043	-0.4584236
sal + aou	Indo-Pacific	(27,27.25]	-0.6058727	-0.6260990	-0.5939495
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2694497	-0.3369386	-0.2075314
sal + aou	Indo-Pacific	(27.5,27.75]	0.5140337	0.4666140	0.5564786
sal + aou	Indo-Pacific	(27.75,27.85]	0.7774906	0.7709074	0.7829096
sal + aou	Indo-Pacific	(27.85,27.95]	0.7670259	0.7535214	0.7782948
sal + aou	Indo-Pacific	(27.95,28.05]	0.8444136	0.8369783	0.8485502
sal + aou	Indo-Pacific	(28.05,28.1]	0.8408822	0.8282212	0.8528988
sal + aou	Indo-Pacific	(28.1,28.2]	0.8013775	0.7818628	0.8226597
sal + aou	Indo-Pacific	(28.2,28.3]	0.5350301	0.5115627	0.5545359
sal + aou	Indo-Pacific	(28.3, Inf]	0.8020895	0.7928408	0.8101863
sal + nitrate	Atlantic	(-Inf,26]	-0.6628810	-0.6703484	-0.6540211
sal + nitrate	Atlantic	(26,26.5]	-0.4378134	-0.4791952	-0.3842605
sal + nitrate	Atlantic	(26.5,26.75]	0.1704418	0.1447667	0.2180828
sal + nitrate	Atlantic	(26.75,27]	0.3738384	0.3543220	0.3910090
sal + nitrate	Atlantic	(27,27.25]	0.1599610	0.1309826	0.1776080
sal + nitrate	Atlantic	(27.25,27.5]	-0.0419403	-0.0920668	0.0173677
sal + nitrate	Atlantic	(27.5,27.75]	0.1982585	0.1426853	0.2277333
sal + nitrate	Atlantic	(27.75,27.85]	-0.3123149	-0.3980103	-0.2690614
sal + nitrate	Atlantic	(27.85,27.95]	-0.5972836	-0.6221981	-0.5645305
sal + nitrate	Atlantic	(27.95,28.05]	-0.8451976	-0.8562825	-0.8287943
sal + nitrate	Atlantic	(28.05,28.1]	-0.9198217	-0.9255929	-0.9156396
sal + nitrate	Atlantic	(28.1,28.15]	-0.9611776	-0.9620288	-0.9597316
sal + nitrate	Atlantic	(28.15,28.2]	-0.9498811	-0.9522566	-0.9482332
sal + nitrate	Atlantic	(28.2, Inf]	-0.8593263	-0.8686095	-0.8501103
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3588456	-0.3737769	-0.3443745
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4008621	-0.4130528	-0.3814354
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4621386	-0.4638941	-0.4607358
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6571643	-0.6675378	-0.6499404
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7414479	-0.7543485	-0.7325608
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4074739	-0.4656085	-0.3528877
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.4039040	0.3567570	0.4470357
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7232901	0.7137775	0.7283057
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7060689	0.6875307	0.7185226
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7823453	0.7695881	0.7911029
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7703123	0.7535495	0.7870924
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7382475	0.7180371	0.7611860
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4807630	0.4565630	0.5013181
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.5543943	0.4918029	0.6158312
sal + phosphate	Atlantic	(-Inf,26]	-0.3052565	-0.3611351	-0.2173249
sal + phosphate	Atlantic	(26,26.5]	-0.6437455	-0.6652755	-0.6171789
sal + phosphate	Atlantic	(26.5,26.75]	-0.0040769	-0.0247015	0.0344675
sal + phosphate	Atlantic	(26.75,27]	0.2536240	0.2283594	0.2729453
sal + phosphate	Atlantic	(27,27.25]	0.0275916	-0.0035053	0.0439577
sal + phosphate	Atlantic	(27.25,27.5]	-0.1546542	-0.2053687	-0.0961964
sal + phosphate	Atlantic	(27.5,27.75]	0.1029612	0.0463061	0.1348162
sal + phosphate	Atlantic	(27.75,27.85]	-0.3846778	-0.4677984	-0.3419451
sal + phosphate	Atlantic	(27.85,27.95]	-0.6327226	-0.6563222	-0.6017990
sal + phosphate	Atlantic	(27.95,28.05]	-0.8564226	-0.8664314	-0.8411771
sal + phosphate	Atlantic	(28.05,28.1]	-0.9241921	-0.9296038	-0.9204567
sal + phosphate	Atlantic	(28.1,28.15]	-0.9618694	-0.9626758	-0.9604878
sal + phosphate	Atlantic	(28.15,28.2]	-0.9327715	-0.9356920	-0.9304393
sal + phosphate	Atlantic	(28.2, Inf]	-0.7949647	-0.8075491	-0.7831968
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3446768	-0.3591327	-0.3322266
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3778317	-0.3894441	-0.3549051
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4004721	-0.4042445	-0.3962068
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6015854	-0.6054683	-0.5976654
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6941954	-0.7102524	-0.6847539
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3795955	-0.4406509	-0.3232684
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.4083842	0.3597305	0.4528711
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7204175	0.7117368	0.7258586
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7207854	0.7043210	0.7313372
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7978103	0.7869520	0.8046527
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.7976849	0.7818518	0.8129719
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7699652	0.7501578	0.7923718
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5520704	0.5283052	0.5724643
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.5961088	0.5183766	0.6701028
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3222329	-0.3745413	-0.2615202
sal + phosphate_star	Atlantic	(26,26.5]	-0.8755569	-0.8837485	-0.8593706
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8031013	-0.8112853	-0.7911766
sal + phosphate_star	Atlantic	(26.75,27]	-0.7754737	-0.7849905	-0.7703790
sal + phosphate_star	Atlantic	(27,27.25]	-0.8010825	-0.8134522	-0.7882341
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8481330	-0.8822123	-0.8145754
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5895710	-0.6337849	-0.5585159
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8639079	-0.8916578	-0.8421359
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8681643	-0.8753687	-0.8574545
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9456016	-0.9491753	-0.9386290
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9815428	-0.9851743	-0.9792709
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9925981	-0.9932034	-0.9921715
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9708828	-0.9730648	-0.9694953
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8452756	-0.8590542	-0.8322066
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7064656	-0.7073587	-0.7055632
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8713727	-0.8767324	-0.8628585
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9023476	-0.9063306	-0.8986530
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9293788	-0.9315077	-0.9252812
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9173469	-0.9209974	-0.9135003
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8331601	-0.8392296	-0.8284725
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8371541	-0.8393500	-0.8338158
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9158257	-0.9231098	-0.9057143
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7542293	-0.7734018	-0.7287440
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6554799	-0.6593869	-0.6506779
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5865830	-0.6095419	-0.5659507
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1299699	-0.1560193	-0.1008709
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2377701	0.2318260	0.2493902
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4037256	-0.4827551	-0.3196241
sal + silicate	Atlantic	(-Inf,26]	-0.7975990	-0.8249852	-0.7713127
sal + silicate	Atlantic	(26,26.5]	0.1214611	0.0763216	0.1834069
sal + silicate	Atlantic	(26.5,26.75]	0.2648125	0.2336395	0.3175895
sal + silicate	Atlantic	(26.75,27]	0.1665533	0.1552775	0.1875636
sal + silicate	Atlantic	(27,27.25]	-0.1460701	-0.1836013	-0.1220349
sal + silicate	Atlantic	(27.25,27.5]	-0.3341951	-0.3972604	-0.2667756
sal + silicate	Atlantic	(27.5,27.75]	-0.1466281	-0.2045302	-0.1154571
sal + silicate	Atlantic	(27.75,27.85]	-0.6797075	-0.7398344	-0.6486037
sal + silicate	Atlantic	(27.85,27.95]	-0.8150053	-0.8306870	-0.7930565
sal + silicate	Atlantic	(27.95,28.05]	-0.9030789	-0.9086210	-0.8928357
sal + silicate	Atlantic	(28.05,28.1]	-0.9168274	-0.9185203	-0.9145415
sal + silicate	Atlantic	(28.1,28.15]	-0.9318845	-0.9334078	-0.9306561
sal + silicate	Atlantic	(28.15,28.2]	-0.7551160	-0.7619655	-0.7421182
sal + silicate	Atlantic	(28.2, Inf]	-0.3044280	-0.3352210	-0.2795239
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5310597	-0.5351066	-0.5256647
sal + silicate	Indo-Pacific	(26,26.5]	-0.5911358	-0.6034141	-0.5716625
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6388727	-0.6456285	-0.6314953
sal + silicate	Indo-Pacific	(26.75,27]	-0.7338904	-0.7376469	-0.7281566
sal + silicate	Indo-Pacific	(27,27.25]	-0.7688616	-0.7831013	-0.7574088
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4850535	-0.5405295	-0.4327325
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3396807	0.2869334	0.3872102
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6937211	0.6850173	0.6984251
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7101486	0.6935237	0.7219347
sal + silicate	Indo-Pacific	(27.95,28.05]	0.8086949	0.7978210	0.8165102
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8161776	0.8018824	0.8299370
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8183167	0.8038079	0.8346721
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7077587	0.6852241	0.7291912
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4382541	0.3706887	0.5105699
sal + temp	Atlantic	(-Inf,26]	0.6712271	0.6089310	0.7111954
sal + temp	Atlantic	(26,26.5]	0.9573105	0.9550654	0.9590724
sal + temp	Atlantic	(26.5,26.75]	0.9704970	0.9703732	0.9705712
sal + temp	Atlantic	(26.75,27]	0.9693079	0.9688712	0.9701127
sal + temp	Atlantic	(27,27.25]	0.9625174	0.9597208	0.9665706
sal + temp	Atlantic	(27.25,27.5]	0.9718059	0.9710740	0.9730706
sal + temp	Atlantic	(27.5,27.75]	0.9658782	0.9647924	0.9669286
sal + temp	Atlantic	(27.75,27.85]	0.9868383	0.9867087	0.9870183
sal + temp	Atlantic	(27.85,27.95]	0.9815391	0.9810859	0.9821966
sal + temp	Atlantic	(27.95,28.05]	0.9761287	0.9741141	0.9777098
sal + temp	Atlantic	(28.05,28.1]	0.9859169	0.9853725	0.9864500
sal + temp	Atlantic	(28.1,28.15]	0.9841587	0.9837259	0.9845731
sal + temp	Atlantic	(28.15,28.2]	0.9787906	0.9771285	0.9806589
sal + temp	Atlantic	(28.2, Inf]	0.9365154	0.9288699	0.9436136
sal + temp	Indo-Pacific	(-Inf,26]	0.8193115	0.8175774	0.8213463
sal + temp	Indo-Pacific	(26,26.5]	0.9529604	0.9526252	0.9533266
sal + temp	Indo-Pacific	(26.5,26.75]	0.9796131	0.9784250	0.9808387
sal + temp	Indo-Pacific	(26.75,27]	0.9763127	0.9756811	0.9768903
sal + temp	Indo-Pacific	(27,27.25]	0.9742677	0.9738087	0.9747312
sal + temp	Indo-Pacific	(27.25,27.5]	0.9182537	0.9150813	0.9207723
sal + temp	Indo-Pacific	(27.5,27.75]	0.8721160	0.8699200	0.8735451
sal + temp	Indo-Pacific	(27.75,27.85]	0.9710036	0.9675869	0.9730982
sal + temp	Indo-Pacific	(27.85,27.95]	0.9390171	0.9366596	0.9416670
sal + temp	Indo-Pacific	(27.95,28.05]	0.9455449	0.9443479	0.9465281
sal + temp	Indo-Pacific	(28.05,28.1]	0.9740538	0.9719231	0.9766745
sal + temp	Indo-Pacific	(28.1,28.2]	0.8729818	0.8698355	0.8792152
sal + temp	Indo-Pacific	(28.2,28.3]	0.8201961	0.8099400	0.8285424
sal + temp	Indo-Pacific	(28.3, Inf]	0.8651699	0.8592532	0.8708864
silicate + phosphate	Atlantic	(-Inf,26]	-0.0401224	-0.2071265	0.0635363
silicate + phosphate	Atlantic	(26,26.5]	0.0423957	0.0166061	0.0605324
silicate + phosphate	Atlantic	(26.5,26.75]	0.5809001	0.5411582	0.6173084
silicate + phosphate	Atlantic	(26.75,27]	0.8466814	0.8374346	0.8519892
silicate + phosphate	Atlantic	(27,27.25]	0.9058837	0.9050268	0.9064766
silicate + phosphate	Atlantic	(27.25,27.5]	0.8964556	0.8948083	0.8978787
silicate + phosphate	Atlantic	(27.5,27.75]	0.8921779	0.8911813	0.8933330
silicate + phosphate	Atlantic	(27.75,27.85]	0.8718370	0.8675764	0.8747471
silicate + phosphate	Atlantic	(27.85,27.95]	0.9313774	0.9283993	0.9329547
silicate + phosphate	Atlantic	(27.95,28.05]	0.9745399	0.9735600	0.9761696
silicate + phosphate	Atlantic	(28.05,28.1]	0.9860903	0.9853601	0.9870198
silicate + phosphate	Atlantic	(28.1,28.15]	0.9879933	0.9876743	0.9882085
silicate + phosphate	Atlantic	(28.15,28.2]	0.9345563	0.9293506	0.9383965
silicate + phosphate	Atlantic	(28.2, Inf]	0.8000665	0.7928129	0.8087831
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8862946	0.8838905	0.8890246
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8776006	0.8747145	0.8799518
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8683514	0.8663841	0.8718287
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9201918	0.9177475	0.9215519
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9569421	0.9561712	0.9579198
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9721733	0.9714330	0.9736381
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9809602	0.9802985	0.9819717
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9885723	0.9877189	0.9892343
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9879270	0.9870532	0.9890266
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9935461	0.9931863	0.9938428
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942644	0.9936928	0.9946350
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9817946	0.9808812	0.9825240
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9291572	0.9278684	0.9298252
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8496653	0.8392460	0.8564701
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0201335	-0.1543538	0.0997170
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2725208	-0.2943486	-0.2460264
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0630720	-0.0186637	0.1252629
silicate + phosphate_star	Atlantic	(26.75,27]	0.1900641	0.1560663	0.2203857
silicate + phosphate_star	Atlantic	(27,27.25]	0.5729349	0.5413480	0.5964473
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6838307	0.6741506	0.6889177
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8018413	0.7910619	0.8073685
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9061766	0.8922143	0.9198381
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9666441	0.9617229	0.9701233
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9229026	0.9198008	0.9245072
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9200525	0.9183896	0.9228099
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9395121	0.9378989	0.9410177
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8638975	0.8574226	0.8708733
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7452656	0.7416614	0.7505166
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7732273	0.7659514	0.7806248
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7767697	0.7683676	0.7823421
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7930205	0.7842725	0.8006422
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8187945	0.8156716	0.8243906
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8169998	0.8024768	0.8313184
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5294567	0.4565660	0.5814404
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1083061	-0.1510916	-0.0579745
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4902511	-0.5071974	-0.4775808
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2522583	-0.2907223	-0.2327507
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2816636	-0.2945753	-0.2688324
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1698139	-0.2190637	-0.1155989
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.3272123	0.2780418	0.3773618
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7046313	0.6975759	0.7184137
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.6075237	0.5968830	0.6174633
temp + aou	Atlantic	(-Inf,26]	-0.6532866	-0.7089745	-0.6081655
temp + aou	Atlantic	(26,26.5]	-0.4326152	-0.4801666	-0.3747213
temp + aou	Atlantic	(26.5,26.75]	0.1343479	0.1152717	0.1709605
temp + aou	Atlantic	(26.75,27]	0.3715977	0.3592598	0.3852858
temp + aou	Atlantic	(27,27.25]	0.3148546	0.2993116	0.3351462
temp + aou	Atlantic	(27.25,27.5]	0.4063827	0.4007165	0.4162872
temp + aou	Atlantic	(27.5,27.75]	0.6617141	0.6499183	0.6678035
temp + aou	Atlantic	(27.75,27.85]	0.6799488	0.6313873	0.7253216
temp + aou	Atlantic	(27.85,27.95]	0.2306673	0.1363253	0.3205880
temp + aou	Atlantic	(27.95,28.05]	0.1386021	0.1051357	0.2029871
temp + aou	Atlantic	(28.05,28.1]	-0.2287423	-0.2705157	-0.1873450
temp + aou	Atlantic	(28.1,28.15]	-0.6521303	-0.6653070	-0.6266782
temp + aou	Atlantic	(28.15,28.2]	-0.7526520	-0.7667718	-0.7417659
temp + aou	Atlantic	(28.2, Inf]	-0.7448466	-0.7539503	-0.7352075
temp + aou	Indo-Pacific	(-Inf,26]	-0.3788001	-0.3968194	-0.3669460
temp + aou	Indo-Pacific	(26,26.5]	-0.2068164	-0.2223745	-0.1839329
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1984747	-0.2025420	-0.1948585
temp + aou	Indo-Pacific	(26.75,27]	-0.4089174	-0.4105363	-0.4065878
temp + aou	Indo-Pacific	(27,27.25]	-0.5652228	-0.5821592	-0.5545710
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2447402	-0.3023209	-0.1783995
temp + aou	Indo-Pacific	(27.5,27.75]	0.4216341	0.3853300	0.4555363
temp + aou	Indo-Pacific	(27.75,27.85]	0.7700783	0.7664967	0.7757383
temp + aou	Indo-Pacific	(27.85,27.95]	0.7368105	0.7257754	0.7444550
temp + aou	Indo-Pacific	(27.95,28.05]	0.7958185	0.7896673	0.8009962
temp + aou	Indo-Pacific	(28.05,28.1]	0.8235021	0.8028401	0.8418513
temp + aou	Indo-Pacific	(28.1,28.2]	0.7613012	0.7494122	0.7769231
temp + aou	Indo-Pacific	(28.2,28.3]	0.7222299	0.7177123	0.7245498
temp + aou	Indo-Pacific	(28.3, Inf]	0.8961541	0.8907969	0.8997808
temp + nitrate	Atlantic	(-Inf,26]	-0.7672172	-0.8024263	-0.7486958
temp + nitrate	Atlantic	(26,26.5]	-0.4862992	-0.5100613	-0.4444451
temp + nitrate	Atlantic	(26.5,26.75]	0.0511828	0.0230141	0.1002211
temp + nitrate	Atlantic	(26.75,27]	0.2949448	0.2798358	0.3090440
temp + nitrate	Atlantic	(27,27.25]	0.1381519	0.1181572	0.1529539
temp + nitrate	Atlantic	(27.25,27.5]	-0.0067987	-0.0537905	0.0459240
temp + nitrate	Atlantic	(27.5,27.75]	0.1736017	0.1245948	0.2025383
temp + nitrate	Atlantic	(27.75,27.85]	-0.3040483	-0.3815351	-0.2606302
temp + nitrate	Atlantic	(27.85,27.95]	-0.6100406	-0.6332878	-0.5754836
temp + nitrate	Atlantic	(27.95,28.05]	-0.8063016	-0.8157698	-0.7987863
temp + nitrate	Atlantic	(28.05,28.1]	-0.8771390	-0.8805612	-0.8724566
temp + nitrate	Atlantic	(28.1,28.15]	-0.9210100	-0.9232579	-0.9174867
temp + nitrate	Atlantic	(28.15,28.2]	-0.9228877	-0.9251981	-0.9187188
temp + nitrate	Atlantic	(28.2, Inf]	-0.9125384	-0.9233257	-0.8984107
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5286269	-0.5458563	-0.5197180
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4529265	-0.4637441	-0.4365205
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4586497	-0.4613264	-0.4569800
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6206449	-0.6301743	-0.6145396
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7182875	-0.7281822	-0.7077449
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4161350	-0.4656043	-0.3558798
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2699258	0.2316557	0.3051412
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7134071	0.7092919	0.7194287
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6660308	0.6505280	0.6756534
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7191955	0.7072047	0.7300908
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7490639	0.7235377	0.7735073
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6816810	0.6707303	0.6979436
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6478627	0.6424801	0.6507746
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.5110092	0.4716232	0.5402391
temp + phosphate	Atlantic	(-Inf,26]	-0.6746559	-0.7535879	-0.5925847
temp + phosphate	Atlantic	(26,26.5]	-0.6660017	-0.6906883	-0.6428590
temp + phosphate	Atlantic	(26.5,26.75]	-0.1088370	-0.1316516	-0.0696090
temp + phosphate	Atlantic	(26.75,27]	0.1845685	0.1640606	0.1998552
temp + phosphate	Atlantic	(27,27.25]	0.0215737	0.0003180	0.0359030
temp + phosphate	Atlantic	(27.25,27.5]	-0.1120594	-0.1602343	-0.0595666
temp + phosphate	Atlantic	(27.5,27.75]	0.0832431	0.0333383	0.1145215
temp + phosphate	Atlantic	(27.75,27.85]	-0.3754534	-0.4503693	-0.3350619
temp + phosphate	Atlantic	(27.85,27.95]	-0.6438076	-0.6656143	-0.6115551
temp + phosphate	Atlantic	(27.95,28.05]	-0.8191891	-0.8273483	-0.8126495
temp + phosphate	Atlantic	(28.05,28.1]	-0.8814915	-0.8845018	-0.8775244
temp + phosphate	Atlantic	(28.1,28.15]	-0.9224057	-0.9245110	-0.9190758
temp + phosphate	Atlantic	(28.15,28.2]	-0.9129516	-0.9152532	-0.9088744
temp + phosphate	Atlantic	(28.2, Inf]	-0.8821999	-0.8937985	-0.8677550
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4987413	-0.5154642	-0.4902061
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4295960	-0.4403643	-0.4107584
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3925233	-0.3957136	-0.3879461
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5591937	-0.5610214	-0.5566765
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6643937	-0.6773434	-0.6557165
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3765832	-0.4278686	-0.3165301
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2969283	0.2609265	0.3322279
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7115315	0.7077222	0.7177252
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6828921	0.6693755	0.6898859
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7310276	0.7208507	0.7401347
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7713097	0.7465158	0.7945327
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7140312	0.7026099	0.7305042
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7039528	0.6978915	0.7077291
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.4647803	0.4212359	0.4960139
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7372474	-0.7721552	-0.6725483
temp + phosphate_star	Atlantic	(26,26.5]	-0.8635065	-0.8709912	-0.8489124
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8252324	-0.8352676	-0.8093003
temp + phosphate_star	Atlantic	(26.75,27]	-0.8111761	-0.8161377	-0.8038516
temp + phosphate_star	Atlantic	(27,27.25]	-0.7954713	-0.8020668	-0.7865564
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8231325	-0.8608371	-0.7872999
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6075448	-0.6486004	-0.5781408
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8676253	-0.8894922	-0.8519684
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8813954	-0.8877940	-0.8702207
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9552928	-0.9579507	-0.9524668
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9723785	-0.9755153	-0.9697314
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9796477	-0.9808121	-0.9783527
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9728635	-0.9759316	-0.9703187
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9394700	-0.9499434	-0.9245456
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8445755	-0.8508815	-0.8398072
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9170875	-0.9195725	-0.9132217
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9188466	-0.9214927	-0.9167677
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9362780	-0.9390210	-0.9327102
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9345497	-0.9364384	-0.9329317
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9377384	-0.9385908	-0.9362542
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9581367	-0.9611065	-0.9551899
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9371620	-0.9407900	-0.9327960
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8388502	-0.8534484	-0.8214250
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7742987	-0.7783556	-0.7715965
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6593734	-0.6709955	-0.6482128
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3285925	-0.3591022	-0.2916210
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.1209722	0.1155907	0.1301049
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6528142	-0.6766918	-0.6273353
temp + silicate	Atlantic	(-Inf,26]	-0.4259968	-0.4862671	-0.3602608
temp + silicate	Atlantic	(26,26.5]	0.0769198	0.0553142	0.1197078
temp + silicate	Atlantic	(26.5,26.75]	0.1683226	0.1295534	0.2307343
temp + silicate	Atlantic	(26.75,27]	0.0583767	0.0469738	0.0769231
temp + silicate	Atlantic	(27,27.25]	-0.1808986	-0.2076811	-0.1602010
temp + silicate	Atlantic	(27.25,27.5]	-0.2931759	-0.3546860	-0.2291629
temp + silicate	Atlantic	(27.5,27.75]	-0.1777932	-0.2288863	-0.1460450
temp + silicate	Atlantic	(27.75,27.85]	-0.6658442	-0.7180039	-0.6359319
temp + silicate	Atlantic	(27.85,27.95]	-0.8133290	-0.8276060	-0.7911895
temp + silicate	Atlantic	(27.95,28.05]	-0.8639410	-0.8666411	-0.8593960
temp + silicate	Atlantic	(28.05,28.1]	-0.8680646	-0.8697415	-0.8665809
temp + silicate	Atlantic	(28.1,28.15]	-0.8878655	-0.8891184	-0.8855187
temp + silicate	Atlantic	(28.15,28.2]	-0.7478892	-0.7533298	-0.7412568
temp + silicate	Atlantic	(28.2, Inf]	-0.5305383	-0.5516667	-0.5118126
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6011574	-0.6064765	-0.5963997
temp + silicate	Indo-Pacific	(26,26.5]	-0.6169800	-0.6254240	-0.6033633
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6381878	-0.6459875	-0.6313906
temp + silicate	Indo-Pacific	(26.75,27]	-0.7094803	-0.7132575	-0.7056497
temp + silicate	Indo-Pacific	(27,27.25]	-0.7535534	-0.7647864	-0.7459308
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4781618	-0.5239202	-0.4221203
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2189399	0.1791646	0.2555561
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6828450	0.6792181	0.6881462
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6571647	0.6432388	0.6674796
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7427158	0.7322361	0.7526535
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7921420	0.7699385	0.8132684
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6998538	0.6911748	0.7129347
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6905978	0.6801574	0.6990222
temp + silicate	Indo-Pacific	(28.3, Inf]	0.1346510	0.1127146	0.1613581

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
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]	0.3566879	0.2428729	0.5102485
aou	Atlantic	(26,26.5]	0.0179517	-0.0680530	0.1146115
aou	Atlantic	(26.5,26.75]	0.0278065	-0.0989864	0.2000915
aou	Atlantic	(26.75,27]	-0.0265832	-0.2235496	0.2101491
aou	Atlantic	(27,27.25]	-0.3870195	-0.4971694	-0.2401180
aou	Atlantic	(27.25,27.5]	-0.3073320	-0.4159893	-0.1633855
aou	Atlantic	(27.5,27.75]	-0.1607064	-0.2045477	-0.0881255
aou	Atlantic	(27.75,27.85]	-0.0567059	-0.1115471	0.0264852
aou	Atlantic	(27.85,27.95]	-0.5007678	-0.5223489	-0.4894581
aou	Atlantic	(27.95,28.05]	-0.3260153	-0.3538101	-0.3091300
aou	Atlantic	(28.05,28.1]	-0.5883353	-0.5933402	-0.5832246
aou	Atlantic	(28.1,28.15]	-0.8622561	-0.8727383	-0.8565291
aou	Atlantic	(28.15,28.2]	-0.9264731	-0.9321430	-0.9188674
aou	Atlantic	(28.2, Inf]	-0.8714445	-0.8872458	-0.8599492
aou	Indo-Pacific	(-Inf,26]	-0.0752738	-0.1727405	0.0590039
aou	Indo-Pacific	(26,26.5]	-0.4390365	-0.5539221	-0.2825292
aou	Indo-Pacific	(26.5,26.75]	-0.7546880	-0.8267632	-0.6526810
aou	Indo-Pacific	(26.75,27]	-0.8578774	-0.8954354	-0.8059362
aou	Indo-Pacific	(27,27.25]	-0.8105516	-0.8697559	-0.7333591
aou	Indo-Pacific	(27.25,27.5]	-0.6811529	-0.8332416	-0.4531253
aou	Indo-Pacific	(27.5,27.75]	-0.2795255	-0.7041967	0.3672013
aou	Indo-Pacific	(27.75,27.85]	0.0680489	-0.4803287	0.7451227
aou	Indo-Pacific	(27.85,27.95]	0.2709001	-0.1746732	0.7426874
aou	Indo-Pacific	(27.95,28.05]	0.1207150	-0.1919633	0.4779399
aou	Indo-Pacific	(28.05,28.1]	0.2270027	-0.0817383	0.5553300
aou	Indo-Pacific	(28.1,28.2]	0.4479239	0.2550806	0.6412067
aou	Indo-Pacific	(28.2,28.3]	0.5245066	0.4688808	0.5812381
aou	Indo-Pacific	(28.3, Inf]	0.6005124	0.5415686	0.6669053
nitrate	Atlantic	(-Inf,26]	0.0584027	-0.0449145	0.2539368
nitrate	Atlantic	(26,26.5]	-0.2013585	-0.2760503	-0.0980003
nitrate	Atlantic	(26.5,26.75]	-0.1278718	-0.2531399	0.0445411
nitrate	Atlantic	(26.75,27]	-0.1403801	-0.3328068	0.0911029
nitrate	Atlantic	(27,27.25]	-0.5887421	-0.6820382	-0.4668151
nitrate	Atlantic	(27.25,27.5]	-0.7185656	-0.7772132	-0.6349205
nitrate	Atlantic	(27.5,27.75]	-0.8473711	-0.8694398	-0.8140891
nitrate	Atlantic	(27.75,27.85]	-0.9035704	-0.9147819	-0.8828442
nitrate	Atlantic	(27.85,27.95]	-0.9617450	-0.9668096	-0.9579153
nitrate	Atlantic	(27.95,28.05]	-0.9400461	-0.9519974	-0.9262676
nitrate	Atlantic	(28.05,28.1]	-0.9918965	-0.9927119	-0.9913458
nitrate	Atlantic	(28.1,28.15]	-0.9956479	-0.9961486	-0.9951400
nitrate	Atlantic	(28.15,28.2]	-0.9957950	-0.9964750	-0.9948891
nitrate	Atlantic	(28.2, Inf]	-0.9787981	-0.9810222	-0.9768572
nitrate	Indo-Pacific	(-Inf,26]	-0.0942075	-0.1865790	0.0309908
nitrate	Indo-Pacific	(26,26.5]	-0.4393692	-0.5486254	-0.2825718
nitrate	Indo-Pacific	(26.5,26.75]	-0.6283518	-0.6849865	-0.5417752
nitrate	Indo-Pacific	(26.75,27]	-0.7221037	-0.7558333	-0.6732421
nitrate	Indo-Pacific	(27,27.25]	-0.7571559	-0.8099369	-0.6957009
nitrate	Indo-Pacific	(27.25,27.5]	-0.6741832	-0.8137439	-0.4656554
nitrate	Indo-Pacific	(27.5,27.75]	-0.3093641	-0.7140672	0.3204736
nitrate	Indo-Pacific	(27.75,27.85]	0.0916953	-0.4525605	0.7540617
nitrate	Indo-Pacific	(27.85,27.95]	0.3030869	-0.1298649	0.7567661
nitrate	Indo-Pacific	(27.95,28.05]	0.1984062	-0.1072179	0.5435620
nitrate	Indo-Pacific	(28.05,28.1]	0.3048144	0.0121012	0.6076232
nitrate	Indo-Pacific	(28.1,28.2]	0.5070812	0.3367759	0.6743368
nitrate	Indo-Pacific	(28.2,28.3]	0.5830964	0.5359351	0.6294447
nitrate	Indo-Pacific	(28.3, Inf]	-0.0703717	-0.1089388	-0.0449780
phosphate	Atlantic	(-Inf,26]	0.4287979	0.3119222	0.5562078
phosphate	Atlantic	(26,26.5]	0.0334372	-0.0195360	0.1041771
phosphate	Atlantic	(26.5,26.75]	-0.1197292	-0.2276326	0.0381228
phosphate	Atlantic	(26.75,27]	-0.1739629	-0.3527237	0.0407869
phosphate	Atlantic	(27,27.25]	-0.6309178	-0.7178170	-0.5223808
phosphate	Atlantic	(27.25,27.5]	-0.7616494	-0.8077918	-0.6936455
phosphate	Atlantic	(27.5,27.75]	-0.8729115	-0.8906537	-0.8459759
phosphate	Atlantic	(27.75,27.85]	-0.9280454	-0.9363205	-0.9133647
phosphate	Atlantic	(27.85,27.95]	-0.9629464	-0.9703363	-0.9577888
phosphate	Atlantic	(27.95,28.05]	-0.9427618	-0.9538665	-0.9286888
phosphate	Atlantic	(28.05,28.1]	-0.9919715	-0.9926868	-0.9913623
phosphate	Atlantic	(28.1,28.15]	-0.9955190	-0.9959984	-0.9950534
phosphate	Atlantic	(28.15,28.2]	-0.9940065	-0.9957662	-0.9930205
phosphate	Atlantic	(28.2, Inf]	-0.9855399	-0.9869427	-0.9828073
phosphate	Indo-Pacific	(-Inf,26]	-0.1236039	-0.2304023	0.0157623
phosphate	Indo-Pacific	(26,26.5]	-0.5672165	-0.6759606	-0.4221202
phosphate	Indo-Pacific	(26.5,26.75]	-0.8215025	-0.8816157	-0.7335236
phosphate	Indo-Pacific	(26.75,27]	-0.8721902	-0.9014262	-0.8293082
phosphate	Indo-Pacific	(27,27.25]	-0.8462650	-0.8933628	-0.7862544
phosphate	Indo-Pacific	(27.25,27.5]	-0.7347228	-0.8646147	-0.5359419
phosphate	Indo-Pacific	(27.5,27.75]	-0.3138058	-0.7140622	0.3039117
phosphate	Indo-Pacific	(27.75,27.85]	0.1036238	-0.4327835	0.7563445
phosphate	Indo-Pacific	(27.85,27.95]	0.3031025	-0.1283713	0.7558374
phosphate	Indo-Pacific	(27.95,28.05]	0.1880403	-0.1155983	0.5307825
phosphate	Indo-Pacific	(28.05,28.1]	0.2761444	-0.0162056	0.5806439
phosphate	Indo-Pacific	(28.1,28.2]	0.4646442	0.2888992	0.6387788
phosphate	Indo-Pacific	(28.2,28.3]	0.5188780	0.4684543	0.5692553
phosphate	Indo-Pacific	(28.3, Inf]	-0.2390294	-0.2925963	-0.1990225
phosphate_star	Atlantic	(-Inf,26]	0.0957312	0.0127458	0.2004104
phosphate_star	Atlantic	(26,26.5]	0.1005051	0.0697309	0.1159430
phosphate_star	Atlantic	(26.5,26.75]	-0.3571835	-0.3906535	-0.3218199
phosphate_star	Atlantic	(26.75,27]	-0.4608314	-0.5111949	-0.4203004
phosphate_star	Atlantic	(27,27.25]	-0.6404860	-0.7123549	-0.5997765
phosphate_star	Atlantic	(27.25,27.5]	-0.7540150	-0.8278567	-0.6781001
phosphate_star	Atlantic	(27.5,27.75]	-0.7957688	-0.8369518	-0.7575076
phosphate_star	Atlantic	(27.75,27.85]	-0.8816577	-0.9300953	-0.8427689
phosphate_star	Atlantic	(27.85,27.95]	-0.8871906	-0.9201038	-0.8584901
phosphate_star	Atlantic	(27.95,28.05]	-0.8667486	-0.8908333	-0.8301875
phosphate_star	Atlantic	(28.05,28.1]	-0.9418439	-0.9593061	-0.9261605
phosphate_star	Atlantic	(28.1,28.15]	-0.9681226	-0.9778168	-0.9583743
phosphate_star	Atlantic	(28.15,28.2]	-0.9775834	-0.9844146	-0.9711489
phosphate_star	Atlantic	(28.2, Inf]	-0.9812569	-0.9860380	-0.9758387
phosphate_star	Indo-Pacific	(-Inf,26]	0.0041866	-0.0900039	0.1197414
phosphate_star	Indo-Pacific	(26,26.5]	-0.5616886	-0.6110609	-0.4961531
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6372375	-0.6538622	-0.6185457
phosphate_star	Indo-Pacific	(26.75,27]	-0.5877419	-0.5981432	-0.5748819
phosphate_star	Indo-Pacific	(27,27.25]	-0.6883208	-0.7090604	-0.6747179
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5513261	-0.5598667	-0.5414287
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1568753	-0.4727401	0.0657848
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3206617	-0.2395416	0.7115017
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3627657	0.0307360	0.6274122
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5122032	0.2856801	0.6928628
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4768948	0.2461040	0.6676420
phosphate_star	Indo-Pacific	(28.1,28.2]	0.4513433	0.3513425	0.5434523
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4422372	0.4144130	0.4640267
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9467663	-0.9583064	-0.9354379
sal	Atlantic	(-Inf,26]	0.6191517	0.4914827	0.6886164
sal	Atlantic	(26,26.5]	-0.0730706	-0.1291504	-0.0444317
sal	Atlantic	(26.5,26.75]	0.0234119	-0.0846433	0.1077740
sal	Atlantic	(26.75,27]	-0.0014306	-0.0777880	0.1137887
sal	Atlantic	(27,27.25]	0.0917317	0.0204288	0.2120731
sal	Atlantic	(27.25,27.5]	0.3195285	0.1542246	0.4863790
sal	Atlantic	(27.5,27.75]	-0.0048220	-0.0829376	0.1191861
sal	Atlantic	(27.75,27.85]	0.5362344	0.4571628	0.6721645
sal	Atlantic	(27.85,27.95]	0.5624707	0.4918288	0.6362815
sal	Atlantic	(27.95,28.05]	0.7376156	0.6731207	0.7732206
sal	Atlantic	(28.05,28.1]	0.9035756	0.8969745	0.9157123
sal	Atlantic	(28.1,28.15]	0.9529551	0.9444880	0.9621261
sal	Atlantic	(28.15,28.2]	0.9418282	0.9353729	0.9517016
sal	Atlantic	(28.2, Inf]	0.7898043	0.7813640	0.8005079
sal	Indo-Pacific	(-Inf,26]	-0.0643166	-0.1423893	-0.0109208
sal	Indo-Pacific	(26,26.5]	0.3133615	0.2647171	0.3483155
sal	Indo-Pacific	(26.5,26.75]	0.3751749	0.3649826	0.3877126
sal	Indo-Pacific	(26.75,27]	0.3815467	0.3602236	0.3949623
sal	Indo-Pacific	(27,27.25]	0.4676041	0.4371737	0.5123328
sal	Indo-Pacific	(27.25,27.5]	0.2308482	0.1836864	0.2753559
sal	Indo-Pacific	(27.5,27.75]	-0.1541380	-0.4191018	0.2615409
sal	Indo-Pacific	(27.75,27.85]	-0.2973046	-0.7630872	0.3423104
sal	Indo-Pacific	(27.85,27.95]	-0.1821265	-0.5915824	0.3073376
sal	Indo-Pacific	(27.95,28.05]	-0.2607393	-0.5459642	0.0748864
sal	Indo-Pacific	(28.05,28.1]	-0.1884146	-0.4735499	0.1376179
sal	Indo-Pacific	(28.1,28.2]	0.1009982	-0.1126212	0.3274302
sal	Indo-Pacific	(28.2,28.3]	0.0400247	-0.0218012	0.1133441
sal	Indo-Pacific	(28.3, Inf]	0.3017586	0.1577528	0.4442729
silicate	Atlantic	(-Inf,26]	-0.6034634	-0.6618626	-0.5136193
silicate	Atlantic	(26,26.5]	-0.4834846	-0.5195859	-0.4199339
silicate	Atlantic	(26.5,26.75]	-0.3668113	-0.4758630	-0.2332389
silicate	Atlantic	(26.75,27]	-0.4182754	-0.6037699	-0.2053316
silicate	Atlantic	(27,27.25]	-0.7898617	-0.8478720	-0.7168070
silicate	Atlantic	(27.25,27.5]	-0.8739559	-0.8962803	-0.8396793
silicate	Atlantic	(27.5,27.75]	-0.9077715	-0.9130748	-0.9044353
silicate	Atlantic	(27.75,27.85]	-0.9225040	-0.9386303	-0.9103078
silicate	Atlantic	(27.85,27.95]	-0.8906851	-0.9160532	-0.8720498
silicate	Atlantic	(27.95,28.05]	-0.8961337	-0.9103435	-0.8746128
silicate	Atlantic	(28.05,28.1]	-0.9709839	-0.9772322	-0.9664954
silicate	Atlantic	(28.1,28.15]	-0.9800186	-0.9836469	-0.9753940
silicate	Atlantic	(28.15,28.2]	-0.9122461	-0.9245080	-0.9058901
silicate	Atlantic	(28.2, Inf]	-0.7880833	-0.8179593	-0.7511623
silicate	Indo-Pacific	(-Inf,26]	-0.1107496	-0.2057906	0.0206222
silicate	Indo-Pacific	(26,26.5]	-0.6393861	-0.7259598	-0.5240630
silicate	Indo-Pacific	(26.5,26.75]	-0.7666977	-0.8149671	-0.6914870
silicate	Indo-Pacific	(26.75,27]	-0.7280021	-0.7620346	-0.6794291
silicate	Indo-Pacific	(27,27.25]	-0.7118355	-0.7718277	-0.6384874
silicate	Indo-Pacific	(27.25,27.5]	-0.6313780	-0.7746290	-0.4150240
silicate	Indo-Pacific	(27.5,27.75]	-0.2594209	-0.6593143	0.3566688
silicate	Indo-Pacific	(27.75,27.85]	0.1287747	-0.4172665	0.7836378
silicate	Indo-Pacific	(27.85,27.95]	0.3127645	-0.1247689	0.7703457
silicate	Indo-Pacific	(27.95,28.05]	0.1831181	-0.1267439	0.5316213
silicate	Indo-Pacific	(28.05,28.1]	0.2704222	-0.0284708	0.5846704
silicate	Indo-Pacific	(28.1,28.2]	0.5001551	0.3186627	0.6820551
silicate	Indo-Pacific	(28.2,28.3]	0.5769457	0.5211961	0.6342947
silicate	Indo-Pacific	(28.3, Inf]	-0.5984911	-0.6551982	-0.5398830
temp	Atlantic	(-Inf,26]	-0.0550159	-0.2983701	0.0885402
temp	Atlantic	(26,26.5]	-0.2216184	-0.2712802	-0.1849949
temp	Atlantic	(26.5,26.75]	0.0055842	-0.0911358	0.0716969
temp	Atlantic	(26.75,27]	0.0695467	0.0262522	0.1458739
temp	Atlantic	(27,27.25]	0.1127310	0.0488114	0.2080611
temp	Atlantic	(27.25,27.5]	0.2774921	0.1170482	0.4419073
temp	Atlantic	(27.5,27.75]	0.0212481	-0.0469403	0.1343350
temp	Atlantic	(27.75,27.85]	0.5404083	0.4620229	0.6650131
temp	Atlantic	(27.85,27.95]	0.5797942	0.5110536	0.6494508
temp	Atlantic	(27.95,28.05]	0.7145776	0.6580692	0.7485982
temp	Atlantic	(28.05,28.1]	0.8597677	0.8456908	0.8781085
temp	Atlantic	(28.1,28.15]	0.9092155	0.8981023	0.9207705
temp	Atlantic	(28.15,28.2]	0.9153929	0.9097036	0.9238527
temp	Atlantic	(28.2, Inf]	0.8839692	0.8768073	0.8905682
temp	Indo-Pacific	(-Inf,26]	-0.3855359	-0.4777175	-0.3186090
temp	Indo-Pacific	(26,26.5]	0.2678067	0.2077666	0.3138153
temp	Indo-Pacific	(26.5,26.75]	0.3491654	0.3331337	0.3637702
temp	Indo-Pacific	(26.75,27]	0.3139305	0.2889928	0.3275192
temp	Indo-Pacific	(27,27.25]	0.4338682	0.4116288	0.4722207
temp	Indo-Pacific	(27.25,27.5]	0.3421500	0.3281972	0.3527738
temp	Indo-Pacific	(27.5,27.75]	0.0727841	-0.1771304	0.4250042
temp	Indo-Pacific	(27.75,27.85]	-0.2933776	-0.7500910	0.3397281
temp	Indo-Pacific	(27.85,27.95]	-0.2236735	-0.6240139	0.2544631
temp	Indo-Pacific	(27.95,28.05]	-0.3426063	-0.6188719	-0.0091871
temp	Indo-Pacific	(28.05,28.1]	-0.2092890	-0.4946105	0.1213982
temp	Indo-Pacific	(28.1,28.2]	-0.0420788	-0.2606665	0.1932642
temp	Indo-Pacific	(28.2,28.3]	0.0525728	-0.0331464	0.1460435
temp	Indo-Pacific	(28.3, Inf]	0.6162020	0.5388895	0.6932982

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