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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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
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
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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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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
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
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

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

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

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

2.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8618356	0.8302696	0.8862473
aou + nitrate	Atlantic	(26,26.5]	0.9194901	0.9175599	0.9219046
aou + nitrate	Atlantic	(26.5,26.75]	0.9732993	0.9730277	0.9735274
aou + nitrate	Atlantic	(26.75,27]	0.9844527	0.9823298	0.9857022
aou + nitrate	Atlantic	(27,27.25]	0.9613798	0.9606972	0.9623951
aou + nitrate	Atlantic	(27.25,27.5]	0.8531613	0.8437307	0.8601774
aou + nitrate	Atlantic	(27.5,27.75]	0.6160805	0.6056664	0.6247540
aou + nitrate	Atlantic	(27.75,27.85]	0.4327319	0.4152196	0.4541854
aou + nitrate	Atlantic	(27.85,27.95]	0.5785390	0.5430307	0.6405578
aou + nitrate	Atlantic	(27.95,28.05]	0.3873625	0.3424201	0.4270253
aou + nitrate	Atlantic	(28.05,28.1]	0.6172979	0.5882770	0.6579683
aou + nitrate	Atlantic	(28.1,28.15]	0.8750103	0.8549667	0.8880755
aou + nitrate	Atlantic	(28.15,28.2]	0.9382752	0.9308048	0.9493165
aou + nitrate	Atlantic	(28.2, Inf]	0.9259131	0.9229654	0.9291658
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9354460	0.9325587	0.9373867
aou + nitrate	Indo-Pacific	(26,26.5]	0.8573630	0.8471339	0.8640088
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7638162	0.7555091	0.7679854
aou + nitrate	Indo-Pacific	(26.75,27]	0.8507639	0.8469161	0.8542889
aou + nitrate	Indo-Pacific	(27,27.25]	0.9240733	0.9223464	0.9258486
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9493513	0.9455928	0.9516895
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9726890	0.9707041	0.9747344
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9926887	0.9923362	0.9931040
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9917117	0.9913336	0.9920011
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9889151	0.9881268	0.9895682
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9895455	0.9891889	0.9899921
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9906953	0.9904317	0.9912147
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9902259	0.9901992	0.9902416
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.6923345	0.6589225	0.7145759
aou + phosphate	Atlantic	(-Inf,26]	0.9443425	0.9259521	0.9537140
aou + phosphate	Atlantic	(26,26.5]	0.8917500	0.8813099	0.9046015
aou + phosphate	Atlantic	(26.5,26.75]	0.9504863	0.9470714	0.9541177
aou + phosphate	Atlantic	(26.75,27]	0.9654566	0.9638703	0.9665125
aou + phosphate	Atlantic	(27,27.25]	0.9235032	0.9230614	0.9243419
aou + phosphate	Atlantic	(27.25,27.5]	0.7919853	0.7807219	0.7997058
aou + phosphate	Atlantic	(27.5,27.75]	0.5452133	0.5319159	0.5557769
aou + phosphate	Atlantic	(27.75,27.85]	0.3625243	0.3439725	0.3871368
aou + phosphate	Atlantic	(27.85,27.95]	0.5432588	0.5057507	0.6075482
aou + phosphate	Atlantic	(27.95,28.05]	0.3683577	0.3219938	0.4084911
aou + phosphate	Atlantic	(28.05,28.1]	0.6112004	0.5820846	0.6518402
aou + phosphate	Atlantic	(28.1,28.15]	0.8743691	0.8541207	0.8874704
aou + phosphate	Atlantic	(28.15,28.2]	0.9450606	0.9375024	0.9556124
aou + phosphate	Atlantic	(28.2, Inf]	0.9295028	0.9267137	0.9336574
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9669887	0.9659271	0.9676565
aou + phosphate	Indo-Pacific	(26,26.5]	0.9604367	0.9592831	0.9614609
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9733009	0.9728904	0.9739642
aou + phosphate	Indo-Pacific	(26.75,27]	0.9793893	0.9790085	0.9800752
aou + phosphate	Indo-Pacific	(27,27.25]	0.9861740	0.9856041	0.9868308
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9869816	0.9863780	0.9877032
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9893753	0.9891886	0.9896840
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9948652	0.9947070	0.9950849
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9954559	0.9953256	0.9956869
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9903672	0.9898095	0.9907922
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9927303	0.9924033	0.9931406
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9948223	0.9946719	0.9950835
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9938408	0.9935870	0.9940592
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.5959148	0.5609924	0.6176269
aou + phosphate_star	Atlantic	(-Inf,26]	0.2616246	0.2535052	0.2740039
aou + phosphate_star	Atlantic	(26,26.5]	0.3996045	0.3736393	0.4378155
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1795263	0.1405420	0.2010628
aou + phosphate_star	Atlantic	(26.75,27]	-0.1101281	-0.1245631	-0.0852147
aou + phosphate_star	Atlantic	(27,27.25]	0.0016090	-0.0170398	0.0229311
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1276217	-0.1420901	-0.1191159
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3040797	-0.3270210	-0.2869739
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3293674	-0.3665673	-0.3080455
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1745781	0.1158007	0.2647102
aou + phosphate_star	Atlantic	(27.95,28.05]	-0.0175332	-0.0690534	0.0245597
aou + phosphate_star	Atlantic	(28.05,28.1]	0.3212725	0.2829165	0.3740835
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7336680	0.7028367	0.7519405
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8535628	0.8377800	0.8727090
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8246833	0.8168995	0.8304684
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5847062	0.5719005	0.5932960
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4178366	0.4039279	0.4257382
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4742592	0.4694258	0.4799166
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6171299	0.6133336	0.6227445
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6996799	0.6861121	0.7155142
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3502737	0.2631791	0.4156854
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2978308	-0.3382229	-0.2514357
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5868703	-0.6005501	-0.5777491
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3543457	-0.3800897	-0.3339912
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3907127	-0.3966442	-0.3811226
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2396390	-0.2695046	-0.1905876
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.2566313	0.2138235	0.3121330
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5856116	0.5758622	0.6021674
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5948762	-0.6146293	-0.5835149
aou + silicate	Atlantic	(-Inf,26]	0.1455382	0.0480726	0.1962213
aou + silicate	Atlantic	(26,26.5]	0.2799518	0.2512553	0.3011052
aou + silicate	Atlantic	(26.5,26.75]	0.6234988	0.6039168	0.6428128
aou + silicate	Atlantic	(26.75,27]	0.8048531	0.7982847	0.8107451
aou + silicate	Atlantic	(27,27.25]	0.7408583	0.7376952	0.7464970
aou + silicate	Atlantic	(27.25,27.5]	0.5380164	0.5194654	0.5504343
aou + silicate	Atlantic	(27.5,27.75]	0.2207475	0.2083667	0.2326438
aou + silicate	Atlantic	(27.75,27.85]	-0.0345805	-0.0554698	-0.0044699
aou + silicate	Atlantic	(27.85,27.95]	0.2772158	0.2329474	0.3465316
aou + silicate	Atlantic	(27.95,28.05]	0.3150092	0.2688018	0.3506021
aou + silicate	Atlantic	(28.05,28.1]	0.6388039	0.6122289	0.6732665
aou + silicate	Atlantic	(28.1,28.15]	0.9039861	0.8865645	0.9149632
aou + silicate	Atlantic	(28.15,28.2]	0.9439178	0.9395236	0.9504838
aou + silicate	Atlantic	(28.2, Inf]	0.7336053	0.7181039	0.7497559
aou + silicate	Indo-Pacific	(-Inf,26]	0.8343201	0.8319123	0.8364955
aou + silicate	Indo-Pacific	(26,26.5]	0.7720761	0.7685770	0.7755396
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7868292	0.7832315	0.7894941
aou + silicate	Indo-Pacific	(26.75,27]	0.8741948	0.8708831	0.8802042
aou + silicate	Indo-Pacific	(27,27.25]	0.9409011	0.9391182	0.9421651
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9556757	0.9544234	0.9577692
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9659617	0.9653631	0.9664870
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9838524	0.9832282	0.9842152
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9832305	0.9824539	0.9837670
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9865239	0.9858281	0.9871008
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9910316	0.9907004	0.9912714
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9784070	0.9781875	0.9785996
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9047094	0.9041701	0.9056827
aou + silicate	Indo-Pacific	(28.3, Inf]	0.1899598	0.1674108	0.2134364
nitrate + phosphate	Atlantic	(-Inf,26]	0.7311434	0.6412783	0.7956977
nitrate + phosphate	Atlantic	(26,26.5]	0.8334036	0.8306446	0.8356526
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9665353	0.9640498	0.9688312
nitrate + phosphate	Atlantic	(26.75,27]	0.9796158	0.9779796	0.9805095
nitrate + phosphate	Atlantic	(27,27.25]	0.9859320	0.9856299	0.9862273
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9919390	0.9917911	0.9920289
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9945067	0.9942966	0.9946717
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9964618	0.9963011	0.9966728
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986334	0.9985945	0.9986648
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9993378	0.9993012	0.9993996
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997854	0.9997819	0.9997921
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9998088	0.9998027	0.9998126
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9975670	0.9974855	0.9976281
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9909327	0.9902603	0.9915437
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9575285	0.9539064	0.9594005
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8749813	0.8623184	0.8837587
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7734705	0.7664875	0.7770144
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8665763	0.8621463	0.8693773
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9336223	0.9313954	0.9351896
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9530886	0.9487122	0.9561999
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9783024	0.9755138	0.9811698
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9955800	0.9951199	0.9963142
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9974710	0.9973254	0.9975674
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9988945	0.9987879	0.9990653
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9980835	0.9980213	0.9981485
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9969562	0.9968838	0.9970307
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9927844	0.9927090	0.9928462
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9525512	0.9513739	0.9546310
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2250417	0.1511504	0.2894996
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4173264	0.4085261	0.4300818
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2982129	0.2594285	0.3189394
nitrate + phosphate_star	Atlantic	(26.75,27]	-0.0005959	-0.0162482	0.0284357
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2500027	0.2304756	0.2713414
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3971978	0.3885281	0.4021095
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5472378	0.5380332	0.5527891
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7054367	0.6803909	0.7311402
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9016596	0.8948744	0.9079909
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9126179	0.9112956	0.9143489
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9420593	0.9409782	0.9432196
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9699666	0.9689759	0.9710019
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9783871	0.9767845	0.9792340
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9696264	0.9686359	0.9708227
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7285909	0.7165873	0.7358246
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5642463	0.5451884	0.5764157
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5422036	0.5384517	0.5462213
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7014773	0.6945771	0.7088998
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7753844	0.7708965	0.7837219
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4559834	0.3821926	0.5131133
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1681819	-0.2117677	-0.1216980
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5163240	-0.5288085	-0.5100051
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2504227	-0.2773553	-0.2311033
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2558426	-0.2660305	-0.2404176
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1052418	-0.1387795	-0.0549309
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.3717881	0.3329008	0.4210876
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6647107	0.6563820	0.6796828
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.1368791	0.1204008	0.1592634
nitrate + silicate	Atlantic	(-Inf,26]	0.5993023	0.5710838	0.6263200
nitrate + silicate	Atlantic	(26,26.5]	0.5637934	0.5456464	0.5756012
nitrate + silicate	Atlantic	(26.5,26.75]	0.7043791	0.6867368	0.7229347
nitrate + silicate	Atlantic	(26.75,27]	0.8566033	0.8503589	0.8616148
nitrate + silicate	Atlantic	(27,27.25]	0.8734735	0.8717758	0.8749816
nitrate + silicate	Atlantic	(27.25,27.5]	0.8557390	0.8533911	0.8579701
nitrate + silicate	Atlantic	(27.5,27.75]	0.8534733	0.8514996	0.8549627
nitrate + silicate	Atlantic	(27.75,27.85]	0.8301529	0.8230373	0.8342628
nitrate + silicate	Atlantic	(27.85,27.95]	0.9124978	0.9099770	0.9141021
nitrate + silicate	Atlantic	(27.95,28.05]	0.9682027	0.9672512	0.9697266
nitrate + silicate	Atlantic	(28.05,28.1]	0.9833344	0.9826672	0.9842117
nitrate + silicate	Atlantic	(28.1,28.15]	0.9857816	0.9853535	0.9860019
nitrate + silicate	Atlantic	(28.15,28.2]	0.9112561	0.9063725	0.9160900
nitrate + silicate	Atlantic	(28.2, Inf]	0.7163865	0.7036035	0.7285999
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8622243	0.8561312	0.8678819
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8056772	0.7876860	0.8160296
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8063024	0.8035627	0.8084506
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8779205	0.8754825	0.8807873
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9370342	0.9351116	0.9387266
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9590842	0.9557896	0.9613188
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9787360	0.9777425	0.9804907
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9906211	0.9903465	0.9910061
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9901239	0.9895376	0.9906636
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9916356	0.9911637	0.9919832
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9899525	0.9892526	0.9904247
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9779146	0.9763084	0.9790686
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9086843	0.9075077	0.9096040
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6929938	0.6796174	0.7055729
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.4998557	0.4731950	0.5265146
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7602020	0.7555902	0.7680798
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4719353	0.4462602	0.4881989
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1481501	0.1317190	0.1787946
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3803383	0.3640516	0.3983088
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4994116	0.4926732	0.5035898
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6239655	0.6173499	0.6279622
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7584019	0.7368112	0.7821864
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9199688	0.9142173	0.9255408
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9215863	0.9207810	0.9227673
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9449867	0.9438541	0.9463106
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9706575	0.9697334	0.9716071
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9762609	0.9747282	0.9772083
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9723931	0.9711165	0.9734471
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7570487	0.7494178	0.7632974
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6493616	0.6407249	0.6540986
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6601300	0.6570051	0.6659508
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7592899	0.7575142	0.7615092
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8045686	0.7953047	0.8154839
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4938722	0.4160471	0.5506966
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1575043	-0.1981428	-0.1116809
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5037187	-0.5177886	-0.4958938
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2666576	-0.2918078	-0.2481905
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2631518	-0.2724320	-0.2490922
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1243817	-0.1582456	-0.0736305
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.3499191	0.3094925	0.4012338
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6648510	0.6555856	0.6821295
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2821607	0.2697327	0.3000091
sal + aou	Atlantic	(-Inf,26]	-0.3991434	-0.4320088	-0.3599045
sal + aou	Atlantic	(26,26.5]	-0.3796699	-0.4355509	-0.3159677
sal + aou	Atlantic	(26.5,26.75]	0.2453086	0.2285944	0.2742310
sal + aou	Atlantic	(26.75,27]	0.4390547	0.4178758	0.4546398
sal + aou	Atlantic	(27,27.25]	0.3260708	0.3053922	0.3446211
sal + aou	Atlantic	(27.25,27.5]	0.3882394	0.3725263	0.4001538
sal + aou	Atlantic	(27.5,27.75]	0.6728673	0.6566871	0.6856302
sal + aou	Atlantic	(27.75,27.85]	0.6636043	0.6102409	0.7071397
sal + aou	Atlantic	(27.85,27.95]	0.2339070	0.1363403	0.3106638
sal + aou	Atlantic	(27.95,28.05]	0.0194316	-0.0237605	0.0746643
sal + aou	Atlantic	(28.05,28.1]	-0.3207086	-0.3658378	-0.2917357
sal + aou	Atlantic	(28.1,28.15]	-0.7288759	-0.7438723	-0.7014172
sal + aou	Atlantic	(28.15,28.2]	-0.8034237	-0.8200942	-0.7918572
sal + aou	Atlantic	(28.2, Inf]	-0.6938702	-0.7040652	-0.6856552
sal + aou	Indo-Pacific	(-Inf,26]	-0.2199956	-0.2251724	-0.2109497
sal + aou	Indo-Pacific	(26,26.5]	-0.1626007	-0.1784010	-0.1351731
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2108529	-0.2135203	-0.2060289
sal + aou	Indo-Pacific	(26.75,27]	-0.4581053	-0.4611964	-0.4536895
sal + aou	Indo-Pacific	(27,27.25]	-0.6063794	-0.6229060	-0.5939495
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2734984	-0.3365068	-0.2075314
sal + aou	Indo-Pacific	(27.5,27.75]	0.5133077	0.4718534	0.5564786
sal + aou	Indo-Pacific	(27.75,27.85]	0.7771873	0.7709074	0.7806731
sal + aou	Indo-Pacific	(27.85,27.95]	0.7695641	0.7640499	0.7753810
sal + aou	Indo-Pacific	(27.95,28.05]	0.8448593	0.8369783	0.8497054
sal + aou	Indo-Pacific	(28.05,28.1]	0.8389999	0.8282212	0.8470894
sal + aou	Indo-Pacific	(28.1,28.2]	0.8013249	0.7818628	0.8195859
sal + aou	Indo-Pacific	(28.2,28.3]	0.5367646	0.5115627	0.5566424
sal + aou	Indo-Pacific	(28.3, Inf]	0.8026089	0.7975437	0.8101863
sal + nitrate	Atlantic	(-Inf,26]	-0.6684875	-0.6840178	-0.6571712
sal + nitrate	Atlantic	(26,26.5]	-0.4385095	-0.4851069	-0.3842605
sal + nitrate	Atlantic	(26.5,26.75]	0.1657511	0.1484758	0.1980000
sal + nitrate	Atlantic	(26.75,27]	0.3788371	0.3543220	0.3966935
sal + nitrate	Atlantic	(27,27.25]	0.1550979	0.1309826	0.1767740
sal + nitrate	Atlantic	(27.25,27.5]	-0.0380497	-0.0920668	0.0049607
sal + nitrate	Atlantic	(27.5,27.75]	0.1940258	0.1426853	0.2210448
sal + nitrate	Atlantic	(27.75,27.85]	-0.3002224	-0.3980103	-0.2423084
sal + nitrate	Atlantic	(27.85,27.95]	-0.6022656	-0.6221981	-0.5729718
sal + nitrate	Atlantic	(27.95,28.05]	-0.8449955	-0.8505161	-0.8353409
sal + nitrate	Atlantic	(28.05,28.1]	-0.9199626	-0.9256071	-0.9156396
sal + nitrate	Atlantic	(28.1,28.15]	-0.9609970	-0.9617364	-0.9597316
sal + nitrate	Atlantic	(28.15,28.2]	-0.9491394	-0.9497262	-0.9485387
sal + nitrate	Atlantic	(28.2, Inf]	-0.8602254	-0.8704262	-0.8501103
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3552607	-0.3598707	-0.3475260
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4028985	-0.4163638	-0.3814354
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4613394	-0.4669785	-0.4552539
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6550521	-0.6625338	-0.6486079
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7418469	-0.7515729	-0.7365335
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4108781	-0.4649718	-0.3528877
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.4036013	0.3624303	0.4470357
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7229167	0.7137775	0.7293504
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7096885	0.7017516	0.7151605
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7832763	0.7695881	0.7903420
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7680060	0.7535495	0.7795778
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7383405	0.7180371	0.7580475
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4818911	0.4565630	0.5027560
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.5565302	0.4918029	0.6190618
sal + phosphate	Atlantic	(-Inf,26]	-0.2974542	-0.3385738	-0.2173249
sal + phosphate	Atlantic	(26,26.5]	-0.6456710	-0.6620160	-0.6171789
sal + phosphate	Atlantic	(26.5,26.75]	-0.0107119	-0.0236263	0.0134874
sal + phosphate	Atlantic	(26.75,27]	0.2581953	0.2283594	0.2787333
sal + phosphate	Atlantic	(27,27.25]	0.0214344	-0.0035053	0.0429099
sal + phosphate	Atlantic	(27.25,27.5]	-0.1513848	-0.2053687	-0.1096133
sal + phosphate	Atlantic	(27.5,27.75]	0.0982788	0.0463061	0.1272953
sal + phosphate	Atlantic	(27.75,27.85]	-0.3728760	-0.4677984	-0.3187061
sal + phosphate	Atlantic	(27.85,27.95]	-0.6373293	-0.6563222	-0.6096080
sal + phosphate	Atlantic	(27.95,28.05]	-0.8562268	-0.8616593	-0.8474240
sal + phosphate	Atlantic	(28.05,28.1]	-0.9243788	-0.9297468	-0.9204567
sal + phosphate	Atlantic	(28.1,28.15]	-0.9617406	-0.9624062	-0.9604878
sal + phosphate	Atlantic	(28.15,28.2]	-0.9318994	-0.9321831	-0.9313509
sal + phosphate	Atlantic	(28.2, Inf]	-0.7967385	-0.8104992	-0.7831968
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3408088	-0.3452259	-0.3345292
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3794249	-0.3954320	-0.3549051
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3986244	-0.4035401	-0.3961261
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5990873	-0.6018195	-0.5976654
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6950076	-0.7082786	-0.6847539
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3831793	-0.4394590	-0.3232684
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.4077948	0.3652837	0.4528711
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7200490	0.7117368	0.7252152
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7236615	0.7160555	0.7282310
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7985798	0.7869520	0.8053426
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.7958630	0.7818518	0.8066376
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7702937	0.7501578	0.7894806
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5528167	0.5283052	0.5731818
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.6000146	0.5183766	0.6744484
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3055868	-0.3333091	-0.2615202
sal + phosphate_star	Atlantic	(26,26.5]	-0.8773781	-0.8835516	-0.8675046
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8060749	-0.8112853	-0.8030310
sal + phosphate_star	Atlantic	(26.75,27]	-0.7789185	-0.7849905	-0.7735704
sal + phosphate_star	Atlantic	(27,27.25]	-0.8054575	-0.8134522	-0.7992639
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8500041	-0.8822123	-0.8259082
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5936483	-0.6337849	-0.5667332
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8580177	-0.8916578	-0.8372275
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8705191	-0.8758716	-0.8603172
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9453283	-0.9491753	-0.9408603
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9819524	-0.9850707	-0.9792709
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9925514	-0.9930583	-0.9921764
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9698516	-0.9702963	-0.9691704
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8475605	-0.8612401	-0.8322066
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7057651	-0.7060215	-0.7055632
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8716400	-0.8784338	-0.8628585
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9018667	-0.9041042	-0.8986530
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9288225	-0.9307320	-0.9252812
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9180039	-0.9212794	-0.9135003
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8331546	-0.8371766	-0.8284725
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8368461	-0.8393500	-0.8329519
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9150726	-0.9206850	-0.9058797
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7531403	-0.7704186	-0.7287440
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6554388	-0.6593869	-0.6499234
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5812703	-0.5940097	-0.5659507
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1246404	-0.1400980	-0.1008709
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2293967	0.2171503	0.2392137
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4035291	-0.4827551	-0.3326019
sal + silicate	Atlantic	(-Inf,26]	-0.8001725	-0.8206943	-0.7713127
sal + silicate	Atlantic	(26,26.5]	0.1236596	0.0763412	0.1834069
sal + silicate	Atlantic	(26.5,26.75]	0.2605725	0.2336395	0.2920285
sal + silicate	Atlantic	(26.75,27]	0.1715192	0.1552775	0.1870027
sal + silicate	Atlantic	(27,27.25]	-0.1522565	-0.1836013	-0.1214817
sal + silicate	Atlantic	(27.25,27.5]	-0.3323289	-0.3972604	-0.2823302
sal + silicate	Atlantic	(27.5,27.75]	-0.1532750	-0.2045302	-0.1248898
sal + silicate	Atlantic	(27.75,27.85]	-0.6722728	-0.7398344	-0.6354598
sal + silicate	Atlantic	(27.85,27.95]	-0.8170527	-0.8306870	-0.7988244
sal + silicate	Atlantic	(27.95,28.05]	-0.9033106	-0.9086210	-0.8984876
sal + silicate	Atlantic	(28.05,28.1]	-0.9165828	-0.9190027	-0.9133252
sal + silicate	Atlantic	(28.1,28.15]	-0.9321693	-0.9334624	-0.9306561
sal + silicate	Atlantic	(28.15,28.2]	-0.7544085	-0.7619655	-0.7476731
sal + silicate	Atlantic	(28.2, Inf]	-0.3086662	-0.3392200	-0.2795239
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5292882	-0.5324077	-0.5274102
sal + silicate	Indo-Pacific	(26,26.5]	-0.5928502	-0.6070950	-0.5716625
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6378386	-0.6422587	-0.6314953
sal + silicate	Indo-Pacific	(26.75,27]	-0.7336475	-0.7373035	-0.7281566
sal + silicate	Indo-Pacific	(27,27.25]	-0.7688286	-0.7808865	-0.7574088
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4887073	-0.5392551	-0.4327325
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3387565	0.2926302	0.3872102
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6934495	0.6850173	0.6995710
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7139565	0.7076271	0.7192551
sal + silicate	Indo-Pacific	(27.95,28.05]	0.8097822	0.7978210	0.8158891
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8144863	0.8018824	0.8238592
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8183395	0.8038079	0.8321979
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7083718	0.6852241	0.7284383
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4453770	0.3706887	0.5179829
sal + temp	Atlantic	(-Inf,26]	0.6739828	0.6220809	0.7111954
sal + temp	Atlantic	(26,26.5]	0.9572678	0.9559222	0.9590724
sal + temp	Atlantic	(26.5,26.75]	0.9706902	0.9705466	0.9709523
sal + temp	Atlantic	(26.75,27]	0.9694071	0.9687679	0.9701127
sal + temp	Atlantic	(27,27.25]	0.9633831	0.9612608	0.9660169
sal + temp	Atlantic	(27.25,27.5]	0.9716794	0.9704107	0.9730706
sal + temp	Atlantic	(27.5,27.75]	0.9658535	0.9649530	0.9669286
sal + temp	Atlantic	(27.75,27.85]	0.9867456	0.9866012	0.9870183
sal + temp	Atlantic	(27.85,27.95]	0.9815836	0.9810180	0.9821966
sal + temp	Atlantic	(27.95,28.05]	0.9763878	0.9751167	0.9774846
sal + temp	Atlantic	(28.05,28.1]	0.9859471	0.9851962	0.9864500
sal + temp	Atlantic	(28.1,28.15]	0.9841453	0.9837259	0.9848717
sal + temp	Atlantic	(28.15,28.2]	0.9787514	0.9771285	0.9803019
sal + temp	Atlantic	(28.2, Inf]	0.9367716	0.9288699	0.9438515
sal + temp	Indo-Pacific	(-Inf,26]	0.8189263	0.8169918	0.8213463
sal + temp	Indo-Pacific	(26,26.5]	0.9529922	0.9523042	0.9540470
sal + temp	Indo-Pacific	(26.5,26.75]	0.9794866	0.9784250	0.9804966
sal + temp	Indo-Pacific	(26.75,27]	0.9763110	0.9756811	0.9767526
sal + temp	Indo-Pacific	(27,27.25]	0.9744530	0.9740471	0.9750489
sal + temp	Indo-Pacific	(27.25,27.5]	0.9186556	0.9150813	0.9205980
sal + temp	Indo-Pacific	(27.5,27.75]	0.8718509	0.8691991	0.8735451
sal + temp	Indo-Pacific	(27.75,27.85]	0.9705997	0.9674837	0.9730982
sal + temp	Indo-Pacific	(27.85,27.95]	0.9390318	0.9366596	0.9405718
sal + temp	Indo-Pacific	(27.95,28.05]	0.9457668	0.9452092	0.9465281
sal + temp	Indo-Pacific	(28.05,28.1]	0.9738462	0.9719231	0.9755057
sal + temp	Indo-Pacific	(28.1,28.2]	0.8729426	0.8698946	0.8762644
sal + temp	Indo-Pacific	(28.2,28.3]	0.8226365	0.8099400	0.8300043
sal + temp	Indo-Pacific	(28.3, Inf]	0.8662083	0.8637681	0.8708864
silicate + phosphate	Atlantic	(-Inf,26]	-0.0472440	-0.2071265	0.0432201
silicate + phosphate	Atlantic	(26,26.5]	0.0385038	0.0171383	0.0500488
silicate + phosphate	Atlantic	(26.5,26.75]	0.5826315	0.5502862	0.6173084
silicate + phosphate	Atlantic	(26.75,27]	0.8451285	0.8375044	0.8519892
silicate + phosphate	Atlantic	(27,27.25]	0.9052776	0.9041458	0.9061477
silicate + phosphate	Atlantic	(27.25,27.5]	0.8959417	0.8948083	0.8976232
silicate + phosphate	Atlantic	(27.5,27.75]	0.8915430	0.8902742	0.8923353
silicate + phosphate	Atlantic	(27.75,27.85]	0.8712486	0.8654039	0.8747471
silicate + phosphate	Atlantic	(27.85,27.95]	0.9316748	0.9296314	0.9329547
silicate + phosphate	Atlantic	(27.95,28.05]	0.9745876	0.9738902	0.9756954
silicate + phosphate	Atlantic	(28.05,28.1]	0.9859591	0.9853601	0.9867576
silicate + phosphate	Atlantic	(28.1,28.15]	0.9880829	0.9876743	0.9883100
silicate + phosphate	Atlantic	(28.15,28.2]	0.9347626	0.9310942	0.9383965
silicate + phosphate	Atlantic	(28.2, Inf]	0.8006268	0.7928129	0.8082140
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8856417	0.8841764	0.8867800
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8776289	0.8747145	0.8791816
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8680375	0.8668414	0.8700963
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9193639	0.9166275	0.9215519
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9569060	0.9562679	0.9577150
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9722670	0.9714330	0.9735414
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9808271	0.9802525	0.9816185
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9886492	0.9877189	0.9894152
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9879103	0.9870532	0.9885404
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9935726	0.9931863	0.9937754
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942590	0.9936928	0.9946022
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9818991	0.9808812	0.9826269
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9297320	0.9290853	0.9302853
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8504414	0.8422117	0.8558327
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0426405	-0.1543538	0.0203098
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2740485	-0.2814939	-0.2634643
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0664448	0.0041526	0.1252629
silicate + phosphate_star	Atlantic	(26.75,27]	0.1836448	0.1548748	0.2203857
silicate + phosphate_star	Atlantic	(27,27.25]	0.5713405	0.5447062	0.5964473
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6793597	0.6713530	0.6884237
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8035003	0.7964485	0.8073685
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9061770	0.8938504	0.9198381
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9662896	0.9634852	0.9701233
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9235417	0.9227610	0.9243999
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9195958	0.9177823	0.9228099
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9399438	0.9389912	0.9412206
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8644804	0.8600687	0.8708733
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7452692	0.7416614	0.7508653
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7725145	0.7672841	0.7771536
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7776824	0.7683676	0.7848652
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7926009	0.7842725	0.7977595
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8191977	0.8156716	0.8244034
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8170267	0.8024768	0.8295282
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5314718	0.4565660	0.5849641
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1080819	-0.1510916	-0.0595852
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4900604	-0.5023404	-0.4818658
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2540047	-0.2803667	-0.2327507
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2823734	-0.2923283	-0.2688324
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1609217	-0.1922546	-0.1155989
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.3326122	0.2977206	0.3773618
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6995751	0.6889659	0.7184137
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.6013678	0.5968830	0.6077538
temp + aou	Atlantic	(-Inf,26]	-0.6596791	-0.7066205	-0.6081655
temp + aou	Atlantic	(26,26.5]	-0.4316069	-0.4768226	-0.3747213
temp + aou	Atlantic	(26.5,26.75]	0.1330061	0.1168113	0.1635082
temp + aou	Atlantic	(26.75,27]	0.3782638	0.3592598	0.3930771
temp + aou	Atlantic	(27,27.25]	0.3140428	0.2993116	0.3302740
temp + aou	Atlantic	(27.25,27.5]	0.4118270	0.4021446	0.4189724
temp + aou	Atlantic	(27.5,27.75]	0.6612019	0.6499183	0.6692190
temp + aou	Atlantic	(27.75,27.85]	0.6806442	0.6313873	0.7220860
temp + aou	Atlantic	(27.85,27.95]	0.2325546	0.1363253	0.3105258
temp + aou	Atlantic	(27.95,28.05]	0.1397605	0.1051357	0.1844643
temp + aou	Atlantic	(28.05,28.1]	-0.2253051	-0.2705157	-0.1908264
temp + aou	Atlantic	(28.1,28.15]	-0.6516997	-0.6644057	-0.6274176
temp + aou	Atlantic	(28.15,28.2]	-0.7533194	-0.7667718	-0.7400224
temp + aou	Atlantic	(28.2, Inf]	-0.7456265	-0.7535137	-0.7379838
temp + aou	Indo-Pacific	(-Inf,26]	-0.3761143	-0.3840129	-0.3716951
temp + aou	Indo-Pacific	(26,26.5]	-0.2078031	-0.2204308	-0.1839329
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1969698	-0.2012709	-0.1916148
temp + aou	Indo-Pacific	(26.75,27]	-0.4059868	-0.4105363	-0.4014296
temp + aou	Indo-Pacific	(27,27.25]	-0.5661738	-0.5799500	-0.5589382
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2485123	-0.3065929	-0.1783995
temp + aou	Indo-Pacific	(27.5,27.75]	0.4210112	0.3871220	0.4555363
temp + aou	Indo-Pacific	(27.75,27.85]	0.7697902	0.7675609	0.7738097
temp + aou	Indo-Pacific	(27.85,27.95]	0.7387216	0.7344860	0.7414777
temp + aou	Indo-Pacific	(27.95,28.05]	0.7967660	0.7896673	0.8003490
temp + aou	Indo-Pacific	(28.05,28.1]	0.8222681	0.8028401	0.8350439
temp + aou	Indo-Pacific	(28.1,28.2]	0.7608793	0.7494122	0.7725022
temp + aou	Indo-Pacific	(28.2,28.3]	0.7233622	0.7177123	0.7272562
temp + aou	Indo-Pacific	(28.3, Inf]	0.8957261	0.8907969	0.9001265
temp + nitrate	Atlantic	(-Inf,26]	-0.7659589	-0.7869124	-0.7486958
temp + nitrate	Atlantic	(26,26.5]	-0.4872262	-0.5174548	-0.4444451
temp + nitrate	Atlantic	(26.5,26.75]	0.0484473	0.0303130	0.0836915
temp + nitrate	Atlantic	(26.75,27]	0.3008453	0.2798358	0.3166440
temp + nitrate	Atlantic	(27,27.25]	0.1354309	0.1181572	0.1540965
temp + nitrate	Atlantic	(27.25,27.5]	-0.0031912	-0.0537905	0.0323112
temp + nitrate	Atlantic	(27.5,27.75]	0.1693946	0.1245948	0.1958435
temp + nitrate	Atlantic	(27.75,27.85]	-0.2936055	-0.3815351	-0.2384448
temp + nitrate	Atlantic	(27.85,27.95]	-0.6140884	-0.6332878	-0.5845795
temp + nitrate	Atlantic	(27.95,28.05]	-0.8062270	-0.8098865	-0.8043487
temp + nitrate	Atlantic	(28.05,28.1]	-0.8768986	-0.8800895	-0.8724566
temp + nitrate	Atlantic	(28.1,28.15]	-0.9209864	-0.9236705	-0.9174867
temp + nitrate	Atlantic	(28.15,28.2]	-0.9221254	-0.9256860	-0.9187188
temp + nitrate	Atlantic	(28.2, Inf]	-0.9116595	-0.9229198	-0.8984107
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5267824	-0.5353941	-0.5203065
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4542944	-0.4653583	-0.4365205
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4579865	-0.4646817	-0.4516352
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6187355	-0.6264419	-0.6125439
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7190168	-0.7262126	-0.7119024
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4186997	-0.4688962	-0.3558798
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2696603	0.2343563	0.3051412
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7130555	0.7092919	0.7168982
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6687195	0.6623215	0.6719262
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7209768	0.7072047	0.7290105
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7475740	0.7235377	0.7647996
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6813137	0.6707303	0.6931811
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6489200	0.6424801	0.6533853
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.5127612	0.4716232	0.5483374
temp + phosphate	Atlantic	(-Inf,26]	-0.6774057	-0.7554503	-0.5925847
temp + phosphate	Atlantic	(26,26.5]	-0.6676012	-0.6818317	-0.6428590
temp + phosphate	Atlantic	(26.5,26.75]	-0.1133982	-0.1277457	-0.0871986
temp + phosphate	Atlantic	(26.75,27]	0.1900768	0.1640606	0.2082099
temp + phosphate	Atlantic	(27,27.25]	0.0172818	0.0003180	0.0358846
temp + phosphate	Atlantic	(27.25,27.5]	-0.1089339	-0.1602343	-0.0741685
temp + phosphate	Atlantic	(27.5,27.75]	0.0785756	0.0333383	0.1069943
temp + phosphate	Atlantic	(27.75,27.85]	-0.3652681	-0.4503693	-0.3138812
temp + phosphate	Atlantic	(27.85,27.95]	-0.6474933	-0.6656143	-0.6198750
temp + phosphate	Atlantic	(27.95,28.05]	-0.8191777	-0.8219311	-0.8175694
temp + phosphate	Atlantic	(28.05,28.1]	-0.8813222	-0.8842113	-0.8775244
temp + phosphate	Atlantic	(28.1,28.15]	-0.9224388	-0.9251179	-0.9190758
temp + phosphate	Atlantic	(28.15,28.2]	-0.9120658	-0.9152706	-0.9088744
temp + phosphate	Atlantic	(28.2, Inf]	-0.8817681	-0.8941280	-0.8677550
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4970439	-0.5058799	-0.4902061
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4301620	-0.4421134	-0.4107584
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3910531	-0.3970934	-0.3879461
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5570994	-0.5587729	-0.5558487
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6655159	-0.6761789	-0.6601212
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3799900	-0.4313828	-0.3165301
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2964121	0.2627605	0.3322279
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7110257	0.7077222	0.7150233
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6851784	0.6792758	0.6894149
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7327344	0.7208507	0.7392100
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7701938	0.7465158	0.7867413
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7140428	0.7026099	0.7261497
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7047367	0.6978915	0.7096826
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.4686851	0.4212359	0.5087209
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7235899	-0.7624285	-0.6725483
temp + phosphate_star	Atlantic	(26,26.5]	-0.8647941	-0.8706159	-0.8565019
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8269326	-0.8352676	-0.8200906
temp + phosphate_star	Atlantic	(26.75,27]	-0.8145116	-0.8161377	-0.8132471
temp + phosphate_star	Atlantic	(27,27.25]	-0.7994178	-0.8020668	-0.7948030
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8247034	-0.8608371	-0.7991854
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6120388	-0.6486004	-0.5860957
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8628066	-0.8894922	-0.8472532
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8831988	-0.8884093	-0.8733931
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9550804	-0.9557413	-0.9540389
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9725526	-0.9752481	-0.9697314
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9795428	-0.9807682	-0.9783527
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9719478	-0.9730129	-0.9703187
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9395278	-0.9512344	-0.9245456
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8446994	-0.8489341	-0.8398072
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9169856	-0.9200641	-0.9132217
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9185675	-0.9196062	-0.9167677
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9363023	-0.9385891	-0.9327102
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9349299	-0.9366847	-0.9329317
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9379161	-0.9384383	-0.9369399
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9581939	-0.9610294	-0.9554388
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9373486	-0.9407433	-0.9334024
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8379246	-0.8511936	-0.8214250
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7726515	-0.7783556	-0.7686977
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6542370	-0.6596149	-0.6482128
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3242712	-0.3468215	-0.2916210
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.1162117	0.1071297	0.1301049
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6533046	-0.6766918	-0.6305310
temp + silicate	Atlantic	(-Inf,26]	-0.4250399	-0.4642585	-0.3793988
temp + silicate	Atlantic	(26,26.5]	0.0784002	0.0541303	0.1197078
temp + silicate	Atlantic	(26.5,26.75]	0.1661328	0.1295534	0.2076085
temp + silicate	Atlantic	(26.75,27]	0.0636539	0.0512332	0.0765002
temp + silicate	Atlantic	(27,27.25]	-0.1847340	-0.2076811	-0.1577461
temp + silicate	Atlantic	(27.25,27.5]	-0.2912808	-0.3546860	-0.2454654
temp + silicate	Atlantic	(27.5,27.75]	-0.1843709	-0.2288863	-0.1566646
temp + silicate	Atlantic	(27.75,27.85]	-0.6598383	-0.7180039	-0.6261662
temp + silicate	Atlantic	(27.85,27.95]	-0.8143344	-0.8276060	-0.7962364
temp + silicate	Atlantic	(27.95,28.05]	-0.8646285	-0.8657859	-0.8633743
temp + silicate	Atlantic	(28.05,28.1]	-0.8676053	-0.8697415	-0.8659620
temp + silicate	Atlantic	(28.1,28.15]	-0.8885133	-0.8910396	-0.8855187
temp + silicate	Atlantic	(28.15,28.2]	-0.7471507	-0.7490810	-0.7444676
temp + silicate	Atlantic	(28.2, Inf]	-0.5325964	-0.5536627	-0.5118126
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6002069	-0.6027910	-0.5963997
temp + silicate	Indo-Pacific	(26,26.5]	-0.6184264	-0.6292423	-0.6033633
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6373232	-0.6410456	-0.6313906
temp + silicate	Indo-Pacific	(26.75,27]	-0.7095719	-0.7125561	-0.7056497
temp + silicate	Indo-Pacific	(27,27.25]	-0.7538190	-0.7634284	-0.7459308
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4815039	-0.5275398	-0.4221203
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2179344	0.1804664	0.2555561
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6826304	0.6792181	0.6866148
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6602538	0.6558259	0.6641596
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7446872	0.7322361	0.7521999
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7911535	0.7699385	0.8058726
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6994437	0.6911748	0.7081354
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6930345	0.6801574	0.7011415
temp + silicate	Indo-Pacific	(28.3, Inf]	0.1419388	0.1127146	0.1789844

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
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.3513258	0.2660546	0.4709803
aou	Atlantic	(26,26.5]	0.0200981	-0.0631711	0.1146115
aou	Atlantic	(26.5,26.75]	0.0252624	-0.0819287	0.2000915
aou	Atlantic	(26.75,27]	-0.0220441	-0.2060024	0.2101491
aou	Atlantic	(27,27.25]	-0.3817585	-0.4893620	-0.2401180
aou	Atlantic	(27.25,27.5]	-0.3015318	-0.4002496	-0.1633855
aou	Atlantic	(27.5,27.75]	-0.1593738	-0.1969565	-0.0881255
aou	Atlantic	(27.75,27.85]	-0.0639147	-0.1120728	0.0264852
aou	Atlantic	(27.85,27.95]	-0.4944720	-0.5223489	-0.4741655
aou	Atlantic	(27.95,28.05]	-0.3224998	-0.3377903	-0.3146033
aou	Atlantic	(28.05,28.1]	-0.5856951	-0.5900719	-0.5785723
aou	Atlantic	(28.1,28.15]	-0.8613799	-0.8730826	-0.8545279
aou	Atlantic	(28.15,28.2]	-0.9259344	-0.9284088	-0.9237215
aou	Atlantic	(28.2, Inf]	-0.8740389	-0.8894402	-0.8599492
aou	Indo-Pacific	(-Inf,26]	-0.0691961	-0.1563482	0.0590039
aou	Indo-Pacific	(26,26.5]	-0.4400315	-0.5529519	-0.2825292
aou	Indo-Pacific	(26.5,26.75]	-0.7551466	-0.8209225	-0.6526810
aou	Indo-Pacific	(26.75,27]	-0.8577648	-0.8936823	-0.8059362
aou	Indo-Pacific	(27,27.25]	-0.8115288	-0.8664312	-0.7333591
aou	Indo-Pacific	(27.25,27.5]	-0.6813648	-0.8266070	-0.4531253
aou	Indo-Pacific	(27.5,27.75]	-0.2838400	-0.6921958	0.3672013
aou	Indo-Pacific	(27.75,27.85]	0.0575784	-0.4440057	0.7451227
aou	Indo-Pacific	(27.85,27.95]	0.2626563	-0.1357257	0.7426874
aou	Indo-Pacific	(27.95,28.05]	0.1176835	-0.1732719	0.4779399
aou	Indo-Pacific	(28.05,28.1]	0.2316127	-0.0255696	0.5553300
aou	Indo-Pacific	(28.1,28.2]	0.4510244	0.2860618	0.6412067
aou	Indo-Pacific	(28.2,28.3]	0.5248950	0.4745464	0.5812381
aou	Indo-Pacific	(28.3, Inf]	0.5968660	0.5307787	0.6669053
nitrate	Atlantic	(-Inf,26]	0.0377956	-0.0449145	0.2002087
nitrate	Atlantic	(26,26.5]	-0.1998356	-0.2804526	-0.0980003
nitrate	Atlantic	(26.5,26.75]	-0.1308728	-0.2386413	0.0445411
nitrate	Atlantic	(26.75,27]	-0.1354845	-0.3144626	0.0911029
nitrate	Atlantic	(27,27.25]	-0.5854402	-0.6737863	-0.4668151
nitrate	Atlantic	(27.25,27.5]	-0.7156071	-0.7700948	-0.6349205
nitrate	Atlantic	(27.5,27.75]	-0.8466896	-0.8673456	-0.8140891
nitrate	Atlantic	(27.75,27.85]	-0.9035848	-0.9140385	-0.8828442
nitrate	Atlantic	(27.85,27.95]	-0.9622608	-0.9668096	-0.9599000
nitrate	Atlantic	(27.95,28.05]	-0.9378884	-0.9442009	-0.9275909
nitrate	Atlantic	(28.05,28.1]	-0.9921369	-0.9930080	-0.9916317
nitrate	Atlantic	(28.1,28.15]	-0.9956272	-0.9959583	-0.9952683
nitrate	Atlantic	(28.15,28.2]	-0.9951641	-0.9960209	-0.9941280
nitrate	Atlantic	(28.2, Inf]	-0.9793616	-0.9810222	-0.9779498
nitrate	Indo-Pacific	(-Inf,26]	-0.0893447	-0.1706967	0.0309908
nitrate	Indo-Pacific	(26,26.5]	-0.4425039	-0.5523397	-0.2825718
nitrate	Indo-Pacific	(26.5,26.75]	-0.6279725	-0.6798542	-0.5417752
nitrate	Indo-Pacific	(26.75,27]	-0.7198308	-0.7478332	-0.6732421
nitrate	Indo-Pacific	(27,27.25]	-0.7595101	-0.8081936	-0.6957009
nitrate	Indo-Pacific	(27.25,27.5]	-0.6744666	-0.8090356	-0.4656554
nitrate	Indo-Pacific	(27.5,27.75]	-0.3128063	-0.7045168	0.3204736
nitrate	Indo-Pacific	(27.75,27.85]	0.0813677	-0.4157147	0.7540617
nitrate	Indo-Pacific	(27.85,27.95]	0.2948238	-0.0914540	0.7567661
nitrate	Indo-Pacific	(27.95,28.05]	0.1951130	-0.0891787	0.5435620
nitrate	Indo-Pacific	(28.05,28.1]	0.3095161	0.0674333	0.6076232
nitrate	Indo-Pacific	(28.1,28.2]	0.5103849	0.3655277	0.6743368
nitrate	Indo-Pacific	(28.2,28.3]	0.5833897	0.5411122	0.6294447
nitrate	Indo-Pacific	(28.3, Inf]	-0.0685412	-0.1023163	-0.0449780
phosphate	Atlantic	(-Inf,26]	0.4293756	0.3505645	0.5192985
phosphate	Atlantic	(26,26.5]	0.0354766	-0.0220788	0.1041771
phosphate	Atlantic	(26.5,26.75]	-0.1250440	-0.2224070	0.0381228
phosphate	Atlantic	(26.75,27]	-0.1692073	-0.3359442	0.0407869
phosphate	Atlantic	(27,27.25]	-0.6283812	-0.7077731	-0.5223808
phosphate	Atlantic	(27.25,27.5]	-0.7598345	-0.8033427	-0.6936455
phosphate	Atlantic	(27.5,27.75]	-0.8723649	-0.8891844	-0.8459759
phosphate	Atlantic	(27.75,27.85]	-0.9278787	-0.9354075	-0.9133647
phosphate	Atlantic	(27.85,27.95]	-0.9636783	-0.9703363	-0.9600221
phosphate	Atlantic	(27.95,28.05]	-0.9408337	-0.9468365	-0.9299345
phosphate	Atlantic	(28.05,28.1]	-0.9922407	-0.9930321	-0.9918244
phosphate	Atlantic	(28.1,28.15]	-0.9954939	-0.9958292	-0.9951474
phosphate	Atlantic	(28.15,28.2]	-0.9934836	-0.9938145	-0.9930205
phosphate	Atlantic	(28.2, Inf]	-0.9857399	-0.9876229	-0.9828073
phosphate	Indo-Pacific	(-Inf,26]	-0.1179580	-0.2112013	0.0157623
phosphate	Indo-Pacific	(26,26.5]	-0.5681001	-0.6726749	-0.4221202
phosphate	Indo-Pacific	(26.5,26.75]	-0.8221075	-0.8773798	-0.7335236
phosphate	Indo-Pacific	(26.75,27]	-0.8713853	-0.8994182	-0.8293082
phosphate	Indo-Pacific	(27,27.25]	-0.8473108	-0.8910146	-0.7862544
phosphate	Indo-Pacific	(27.25,27.5]	-0.7346870	-0.8590475	-0.5359419
phosphate	Indo-Pacific	(27.5,27.75]	-0.3177081	-0.7038340	0.3039117
phosphate	Indo-Pacific	(27.75,27.85]	0.0934938	-0.3965069	0.7563445
phosphate	Indo-Pacific	(27.85,27.95]	0.2951467	-0.0902861	0.7558374
phosphate	Indo-Pacific	(27.95,28.05]	0.1847472	-0.0978699	0.5307825
phosphate	Indo-Pacific	(28.05,28.1]	0.2802622	0.0379458	0.5806439
phosphate	Indo-Pacific	(28.1,28.2]	0.4672971	0.3174600	0.6387788
phosphate	Indo-Pacific	(28.2,28.3]	0.5194454	0.4738228	0.5692553
phosphate	Indo-Pacific	(28.3, Inf]	-0.2360211	-0.2817310	-0.1990225
phosphate_star	Atlantic	(-Inf,26]	0.0925197	0.0531057	0.1504162
phosphate_star	Atlantic	(26,26.5]	0.0983077	0.0858799	0.1158414
phosphate_star	Atlantic	(26.5,26.75]	-0.3631891	-0.3783315	-0.3521585
phosphate_star	Atlantic	(26.75,27]	-0.4612451	-0.5111949	-0.4230149
phosphate_star	Atlantic	(27,27.25]	-0.6406262	-0.7123549	-0.5856908
phosphate_star	Atlantic	(27.25,27.5]	-0.7541931	-0.8278567	-0.6895396
phosphate_star	Atlantic	(27.5,27.75]	-0.7953825	-0.8369518	-0.7615508
phosphate_star	Atlantic	(27.75,27.85]	-0.8804436	-0.9300953	-0.8391327
phosphate_star	Atlantic	(27.85,27.95]	-0.8890454	-0.9201038	-0.8651982
phosphate_star	Atlantic	(27.95,28.05]	-0.8652779	-0.8908333	-0.8358875
phosphate_star	Atlantic	(28.05,28.1]	-0.9421545	-0.9593061	-0.9283669
phosphate_star	Atlantic	(28.1,28.15]	-0.9682107	-0.9778168	-0.9597781
phosphate_star	Atlantic	(28.15,28.2]	-0.9771992	-0.9844146	-0.9700742
phosphate_star	Atlantic	(28.2, Inf]	-0.9811232	-0.9860380	-0.9768223
phosphate_star	Indo-Pacific	(-Inf,26]	0.0085414	-0.0704702	0.1197414
phosphate_star	Indo-Pacific	(26,26.5]	-0.5631115	-0.6070934	-0.4961531
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6385827	-0.6488899	-0.6185457
phosphate_star	Indo-Pacific	(26.75,27]	-0.5832344	-0.5898774	-0.5748819
phosphate_star	Indo-Pacific	(27,27.25]	-0.6901015	-0.7076289	-0.6811841
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5507658	-0.5598667	-0.5462073
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1524813	-0.4727401	0.0534842
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3295137	-0.2395416	0.6943348
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3691961	0.0307360	0.6115750
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5149745	0.2856801	0.6784761
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4759184	0.2461040	0.6448102
phosphate_star	Indo-Pacific	(28.1,28.2]	0.4525024	0.3513425	0.5357953
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4423270	0.4144130	0.4607026
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9457847	-0.9583064	-0.9335902
sal	Atlantic	(-Inf,26]	0.6278464	0.5223750	0.6886164
sal	Atlantic	(26,26.5]	-0.0681391	-0.1291504	-0.0249353
sal	Atlantic	(26.5,26.75]	0.0295963	-0.0325568	0.1077740
sal	Atlantic	(26.75,27]	0.0068497	-0.0667589	0.1137887
sal	Atlantic	(27,27.25]	0.0985722	0.0180593	0.2120731
sal	Atlantic	(27.25,27.5]	0.3224860	0.1887044	0.4863790
sal	Atlantic	(27.5,27.75]	-0.0006803	-0.0720565	0.1191861
sal	Atlantic	(27.75,27.85]	0.5241591	0.4289389	0.6721645
sal	Atlantic	(27.85,27.95]	0.5698698	0.5080247	0.6362815
sal	Atlantic	(27.95,28.05]	0.7344751	0.6860089	0.7732206
sal	Atlantic	(28.05,28.1]	0.9048341	0.8979393	0.9157123
sal	Atlantic	(28.1,28.15]	0.9527596	0.9453188	0.9621261
sal	Atlantic	(28.15,28.2]	0.9389525	0.9275874	0.9517016
sal	Atlantic	(28.2, Inf]	0.7921740	0.7877247	0.8005079
sal	Indo-Pacific	(-Inf,26]	-0.0678917	-0.1423893	-0.0200082
sal	Indo-Pacific	(26,26.5]	0.3158223	0.2647171	0.3467693
sal	Indo-Pacific	(26.5,26.75]	0.3762224	0.3649826	0.3839742
sal	Indo-Pacific	(26.75,27]	0.3758707	0.3602236	0.3855629
sal	Indo-Pacific	(27,27.25]	0.4703885	0.4371737	0.5093498
sal	Indo-Pacific	(27.25,27.5]	0.2302250	0.1836864	0.2721307
sal	Indo-Pacific	(27.5,27.75]	-0.1600121	-0.4120672	0.2615409
sal	Indo-Pacific	(27.75,27.85]	-0.3080839	-0.7412728	0.3423104
sal	Indo-Pacific	(27.85,27.95]	-0.1891000	-0.5634478	0.3073376
sal	Indo-Pacific	(27.95,28.05]	-0.2627935	-0.5301652	0.0748864
sal	Indo-Pacific	(28.05,28.1]	-0.1872067	-0.4317494	0.1376179
sal	Indo-Pacific	(28.1,28.2]	0.1024638	-0.0824859	0.3274302
sal	Indo-Pacific	(28.2,28.3]	0.0402257	-0.0144294	0.1133441
sal	Indo-Pacific	(28.3, Inf]	0.2987565	0.1630331	0.4442729
silicate	Atlantic	(-Inf,26]	-0.6104774	-0.6618626	-0.5240175
silicate	Atlantic	(26,26.5]	-0.4830336	-0.5251889	-0.4199339
silicate	Atlantic	(26.5,26.75]	-0.3686675	-0.4633067	-0.2332389
silicate	Atlantic	(26.75,27]	-0.4188033	-0.5888310	-0.2053316
silicate	Atlantic	(27,27.25]	-0.7878364	-0.8390362	-0.7168070
silicate	Atlantic	(27.25,27.5]	-0.8727958	-0.8939134	-0.8396793
silicate	Atlantic	(27.5,27.75]	-0.9078532	-0.9115342	-0.9044353
silicate	Atlantic	(27.75,27.85]	-0.9214084	-0.9386303	-0.9059787
silicate	Atlantic	(27.85,27.95]	-0.8931062	-0.9160532	-0.8781268
silicate	Atlantic	(27.95,28.05]	-0.8942101	-0.9034447	-0.8769199
silicate	Atlantic	(28.05,28.1]	-0.9712679	-0.9768966	-0.9664954
silicate	Atlantic	(28.1,28.15]	-0.9799832	-0.9832781	-0.9753940
silicate	Atlantic	(28.15,28.2]	-0.9122505	-0.9208904	-0.9063403
silicate	Atlantic	(28.2, Inf]	-0.7877349	-0.8168061	-0.7511623
silicate	Indo-Pacific	(-Inf,26]	-0.1062367	-0.1879128	0.0206222
silicate	Indo-Pacific	(26,26.5]	-0.6395971	-0.7194129	-0.5240630
silicate	Indo-Pacific	(26.5,26.75]	-0.7672898	-0.8122115	-0.6914870
silicate	Indo-Pacific	(26.75,27]	-0.7262766	-0.7584287	-0.6794291
silicate	Indo-Pacific	(27,27.25]	-0.7133070	-0.7689998	-0.6384874
silicate	Indo-Pacific	(27.25,27.5]	-0.6312562	-0.7689650	-0.4150240
silicate	Indo-Pacific	(27.5,27.75]	-0.2624709	-0.6485772	0.3566688
silicate	Indo-Pacific	(27.75,27.85]	0.1179089	-0.3793646	0.7836378
silicate	Indo-Pacific	(27.85,27.95]	0.3037043	-0.0865428	0.7703457
silicate	Indo-Pacific	(27.95,28.05]	0.1793055	-0.1089559	0.5316213
silicate	Indo-Pacific	(28.05,28.1]	0.2743622	0.0262858	0.5846704
silicate	Indo-Pacific	(28.1,28.2]	0.5031351	0.3483997	0.6820551
silicate	Indo-Pacific	(28.2,28.3]	0.5762094	0.5264400	0.6342947
silicate	Indo-Pacific	(28.3, Inf]	-0.5947231	-0.6441532	-0.5398830
temp	Atlantic	(-Inf,26]	-0.0429946	-0.2476843	0.0885402
temp	Atlantic	(26,26.5]	-0.2172754	-0.2712802	-0.1832287
temp	Atlantic	(26.5,26.75]	0.0098705	-0.0436714	0.0716969
temp	Atlantic	(26.75,27]	0.0788225	0.0344502	0.1458739
temp	Atlantic	(27,27.25]	0.1181240	0.0522304	0.2080611
temp	Atlantic	(27.25,27.5]	0.2798847	0.1511613	0.4419073
temp	Atlantic	(27.5,27.75]	0.0257790	-0.0358216	0.1343350
temp	Atlantic	(27.75,27.85]	0.5300897	0.4392204	0.6650131
temp	Atlantic	(27.85,27.95]	0.5861258	0.5271405	0.6494508
temp	Atlantic	(27.95,28.05]	0.7122589	0.6695223	0.7485982
temp	Atlantic	(28.05,28.1]	0.8605857	0.8486294	0.8781085
temp	Atlantic	(28.1,28.15]	0.9091395	0.9003020	0.9207705
temp	Atlantic	(28.15,28.2]	0.9126804	0.9004947	0.9238527
temp	Atlantic	(28.2, Inf]	0.8833464	0.8768073	0.8881227
temp	Indo-Pacific	(-Inf,26]	-0.3894306	-0.4777175	-0.3301600
temp	Indo-Pacific	(26,26.5]	0.2694888	0.2077666	0.3107982
temp	Indo-Pacific	(26.5,26.75]	0.3503441	0.3331337	0.3594327
temp	Indo-Pacific	(26.75,27]	0.3088142	0.2889928	0.3198162
temp	Indo-Pacific	(27,27.25]	0.4367184	0.4116288	0.4702885
temp	Indo-Pacific	(27.25,27.5]	0.3418307	0.3281972	0.3557021
temp	Indo-Pacific	(27.5,27.75]	0.0674034	-0.1644152	0.4250042
temp	Indo-Pacific	(27.75,27.85]	-0.3034296	-0.7282411	0.3397281
temp	Indo-Pacific	(27.85,27.95]	-0.2325049	-0.5970596	0.2544631
temp	Indo-Pacific	(27.95,28.05]	-0.3456608	-0.6037803	-0.0091871
temp	Indo-Pacific	(28.05,28.1]	-0.2072925	-0.4550326	0.1213982
temp	Indo-Pacific	(28.1,28.2]	-0.0418112	-0.2339841	0.1932642
temp	Indo-Pacific	(28.2,28.3]	0.0544034	-0.0208733	0.1460435
temp	Indo-Pacific	(28.3, Inf]	0.6143123	0.5360263	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