eMLR - assumption testing

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Last updated: 2021-06-06

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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---

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
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
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28cbe5e	Donghe-Zhu	2021-05-27
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4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
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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
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

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

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

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7721261	0.6125683	0.8950698
aou + nitrate	Atlantic	(26,26.5]	0.8499064	0.8253833	0.8633801
aou + nitrate	Atlantic	(26.5,26.75]	0.9651164	0.9568738	0.9758958
aou + nitrate	Atlantic	(26.75,27]	0.9820764	0.9794413	0.9862811
aou + nitrate	Atlantic	(27,27.25]	0.9639819	0.9559258	0.9721401
aou + nitrate	Atlantic	(27.25,27.5]	0.9167083	0.8900497	0.9369118
aou + nitrate	Atlantic	(27.5,27.75]	0.8070585	0.7405331	0.8438944
aou + nitrate	Atlantic	(27.75,27.85]	0.6510033	0.6088622	0.7240393
aou + nitrate	Atlantic	(27.85,27.95]	0.7086666	0.5945420	0.7733583
aou + nitrate	Atlantic	(27.95,28.05]	0.8162272	0.7094472	0.8904182
aou + nitrate	Atlantic	(28.05,28.1]	0.9397650	0.9164441	0.9639361
aou + nitrate	Atlantic	(28.1,28.15]	0.9549962	0.9133152	0.9827072
aou + nitrate	Atlantic	(28.15,28.2]	0.9711637	0.9525850	0.9829908
aou + nitrate	Atlantic	(28.2, Inf]	0.9121711	0.8831006	0.9383444
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9261642	0.9084643	0.9499481
aou + nitrate	Indo-Pacific	(26,26.5]	0.8699787	0.8116690	0.9251232
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8687055	0.8338274	0.8869033
aou + nitrate	Indo-Pacific	(26.75,27]	0.8657135	0.8412518	0.9013455
aou + nitrate	Indo-Pacific	(27,27.25]	0.9097811	0.8709917	0.9346020
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9365144	0.9195209	0.9587692
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9641253	0.9486878	0.9777777
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9904264	0.9858544	0.9933420
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9928819	0.9897776	0.9960345
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9929819	0.9879484	0.9967294
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9923150	0.9870494	0.9959784
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9882571	0.9828498	0.9948973
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9811361	0.9696938	0.9933622
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9202509	0.8976054	0.9515019
aou + phosphate	Atlantic	(-Inf,26]	0.8893392	0.8427815	0.9720974
aou + phosphate	Atlantic	(26,26.5]	0.8845899	0.8578731	0.9087209
aou + phosphate	Atlantic	(26.5,26.75]	0.9155440	0.8908839	0.9430642
aou + phosphate	Atlantic	(26.75,27]	0.9595193	0.9517192	0.9660685
aou + phosphate	Atlantic	(27,27.25]	0.9272287	0.9115640	0.9352646
aou + phosphate	Atlantic	(27.25,27.5]	0.8662262	0.8136525	0.8992317
aou + phosphate	Atlantic	(27.5,27.75]	0.7578521	0.6777876	0.7992689
aou + phosphate	Atlantic	(27.75,27.85]	0.6122489	0.5728160	0.6860218
aou + phosphate	Atlantic	(27.85,27.95]	0.6828107	0.5647225	0.7545699
aou + phosphate	Atlantic	(27.95,28.05]	0.8037793	0.6950754	0.8751009
aou + phosphate	Atlantic	(28.05,28.1]	0.9360339	0.9113588	0.9604006
aou + phosphate	Atlantic	(28.1,28.15]	0.9522190	0.9092693	0.9814324
aou + phosphate	Atlantic	(28.15,28.2]	0.9741451	0.9560842	0.9848797
aou + phosphate	Atlantic	(28.2, Inf]	0.8930365	0.8526495	0.9377299
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9466114	0.9352061	0.9529637
aou + phosphate	Indo-Pacific	(26,26.5]	0.9618198	0.9550798	0.9681876
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9739923	0.9652390	0.9784820
aou + phosphate	Indo-Pacific	(26.75,27]	0.9777360	0.9710769	0.9823033
aou + phosphate	Indo-Pacific	(27,27.25]	0.9862652	0.9803062	0.9909311
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9867846	0.9802681	0.9914299
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9911158	0.9872192	0.9937235
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9954674	0.9930846	0.9978975
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9952121	0.9937222	0.9968791
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9956049	0.9945192	0.9967638
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9949506	0.9928772	0.9963035
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9919632	0.9896693	0.9960580
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9880610	0.9833137	0.9949026
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9025393	0.8835487	0.9335262
aou + phosphate_star	Atlantic	(-Inf,26]	0.1067056	-0.3336387	0.4029590
aou + phosphate_star	Atlantic	(26,26.5]	0.2964321	0.1864587	0.3726800
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0410409	-0.1175546	0.2394761
aou + phosphate_star	Atlantic	(26.75,27]	-0.0435109	-0.1486906	0.1011135
aou + phosphate_star	Atlantic	(27,27.25]	0.0203974	-0.0580986	0.1309052
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0445827	-0.1153623	0.1777080
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1335250	0.0567778	0.1804149
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1671481	0.0809334	0.2413056
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3471969	0.1749140	0.4892197
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5916434	0.4319432	0.6790142
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8483131	0.7994684	0.8929792
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8836495	0.7970463	0.9476215
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9220558	0.8769386	0.9508378
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7942833	0.7351482	0.8627982
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.4698891	0.4384196	0.4958310
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4900322	0.3761127	0.5546658
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4440822	0.3284113	0.6624174
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5868453	0.5011789	0.6817037
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.7000547	0.6042132	0.7519591
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4780501	0.2908616	0.5900991
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0562380	-0.0805538	0.1331762
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3231267	-0.4272718	-0.2452615
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4093269	-0.5391293	-0.3433940
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3861185	-0.6385488	-0.2218452
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2523607	-0.4568738	-0.0539889
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.2106226	-0.2903811	-0.1635665
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.1443803	-0.2358177	-0.0573587
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8259445	-0.8556226	-0.7790968
aou + silicate	Atlantic	(-Inf,26]	-0.1013940	-0.5223984	0.2036364
aou + silicate	Atlantic	(26,26.5]	0.3413776	0.2291580	0.4426245
aou + silicate	Atlantic	(26.5,26.75]	0.6319646	0.5934611	0.6974452
aou + silicate	Atlantic	(26.75,27]	0.8131501	0.8000223	0.8248421
aou + silicate	Atlantic	(27,27.25]	0.7033901	0.6918064	0.7110898
aou + silicate	Atlantic	(27.25,27.5]	0.6414801	0.6288195	0.6552386
aou + silicate	Atlantic	(27.5,27.75]	0.4933790	0.4454201	0.5338808
aou + silicate	Atlantic	(27.75,27.85]	0.3592229	0.3114816	0.3867909
aou + silicate	Atlantic	(27.85,27.95]	0.4593934	0.3493208	0.5961412
aou + silicate	Atlantic	(27.95,28.05]	0.6622163	0.5594678	0.7583369
aou + silicate	Atlantic	(28.05,28.1]	0.8867467	0.8587348	0.9047423
aou + silicate	Atlantic	(28.1,28.15]	0.9302748	0.8853157	0.9620478
aou + silicate	Atlantic	(28.15,28.2]	0.9546924	0.9492303	0.9581574
aou + silicate	Atlantic	(28.2, Inf]	0.6448288	0.5529513	0.7936872
aou + silicate	Indo-Pacific	(-Inf,26]	0.7918907	0.7537655	0.8518688
aou + silicate	Indo-Pacific	(26,26.5]	0.8114523	0.7798297	0.8402766
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7870992	0.7475759	0.8359913
aou + silicate	Indo-Pacific	(26.75,27]	0.8555178	0.8266270	0.8955301
aou + silicate	Indo-Pacific	(27,27.25]	0.9242517	0.9077258	0.9448582
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9430947	0.9185567	0.9610153
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9586443	0.9431883	0.9696323
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9770107	0.9646326	0.9848527
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9803355	0.9726890	0.9868604
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9841718	0.9785192	0.9891014
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9904416	0.9862901	0.9942964
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9777665	0.9742574	0.9823797
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9037355	0.8918690	0.9220743
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7922565	0.7425046	0.8475977
nitrate + phosphate	Atlantic	(-Inf,26]	0.5169812	0.1686490	0.8707344
nitrate + phosphate	Atlantic	(26,26.5]	0.6861576	0.6690121	0.6955060
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9327289	0.9088952	0.9522071
nitrate + phosphate	Atlantic	(26.75,27]	0.9757585	0.9715577	0.9822848
nitrate + phosphate	Atlantic	(27,27.25]	0.9816291	0.9721136	0.9893570
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9873191	0.9804288	0.9925032
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9945055	0.9930614	0.9963196
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983675	0.9982646	0.9985610
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9988622	0.9986746	0.9991833
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992511	0.9989463	0.9994207
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996855	0.9995795	0.9997693
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995812	0.9995320	0.9996104
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9974256	0.9972598	0.9977450
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9935058	0.9923964	0.9943548
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9676987	0.9558810	0.9820890
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9065181	0.8341615	0.9508554
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8966024	0.8667957	0.9191091
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8911925	0.8602043	0.9267120
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9191426	0.8670144	0.9452789
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9379647	0.9086784	0.9622949
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9658790	0.9414948	0.9810331
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9934749	0.9929266	0.9944510
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9977424	0.9969480	0.9981487
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9984513	0.9963121	0.9997467
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9984116	0.9964268	0.9997472
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9977150	0.9954075	0.9994387
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9933698	0.9879528	0.9968541
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9832328	0.9782688	0.9916778
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.0355846	-0.7232622	0.6607966
nitrate + phosphate_star	Atlantic	(26,26.5]	0.1512430	-0.0135285	0.2398528
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.1331285	-0.0266580	0.3642715
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0328692	-0.1165894	0.1897667
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2151824	0.1265753	0.3611058
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3805567	0.2856396	0.5060910
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6602931	0.6368024	0.6745656
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8512199	0.8291102	0.8841333
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9026877	0.8875949	0.9273910
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9443101	0.9356805	0.9566212
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9766952	0.9722275	0.9791333
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9807526	0.9726040	0.9881476
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9845360	0.9792979	0.9874353
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9666294	0.9600043	0.9755908
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6926174	0.6513899	0.7321349
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6750739	0.5427040	0.7678995
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6160342	0.4922861	0.8038378
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7233390	0.6776852	0.8009722
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7742162	0.7465342	0.8278533
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5598923	0.4528847	0.6370655
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1576839	0.0775625	0.2196225
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2419023	-0.3055606	-0.1654322
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3152943	-0.4788396	-0.2248167
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2873355	-0.5772660	-0.1219943
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1431535	-0.3788577	0.0497900
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0722383	-0.1973377	0.0058427
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0231561	-0.1315475	0.1565566
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5592647	-0.6723460	-0.4425638
nitrate + silicate	Atlantic	(-Inf,26]	0.2867279	-0.4641316	0.7902760
nitrate + silicate	Atlantic	(26,26.5]	0.7218923	0.6440464	0.7836553
nitrate + silicate	Atlantic	(26.5,26.75]	0.7430715	0.7226902	0.7779061
nitrate + silicate	Atlantic	(26.75,27]	0.8716134	0.8608694	0.8929894
nitrate + silicate	Atlantic	(27,27.25]	0.8480695	0.8417027	0.8575576
nitrate + silicate	Atlantic	(27.25,27.5]	0.8735828	0.8618540	0.8900062
nitrate + silicate	Atlantic	(27.5,27.75]	0.8839438	0.8686413	0.9029389
nitrate + silicate	Atlantic	(27.75,27.85]	0.9113217	0.8888113	0.9417782
nitrate + silicate	Atlantic	(27.85,27.95]	0.9207511	0.8888313	0.9431492
nitrate + silicate	Atlantic	(27.95,28.05]	0.9390749	0.9041615	0.9601783
nitrate + silicate	Atlantic	(28.05,28.1]	0.9701686	0.9578860	0.9774894
nitrate + silicate	Atlantic	(28.1,28.15]	0.9799428	0.9760521	0.9822676
nitrate + silicate	Atlantic	(28.15,28.2]	0.9540086	0.9458197	0.9645595
nitrate + silicate	Atlantic	(28.2, Inf]	0.7918827	0.7675218	0.8212701
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8581987	0.7837366	0.9223821
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8804632	0.7919972	0.9332970
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8811344	0.8361547	0.9086680
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9103418	0.8937534	0.9331341
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9397235	0.9149082	0.9537143
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9530341	0.9395745	0.9676967
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9697986	0.9585933	0.9804231
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9874904	0.9836114	0.9897540
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9896572	0.9867554	0.9916111
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9904792	0.9881412	0.9929785
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9934295	0.9918148	0.9956365
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9811522	0.9789680	0.9839780
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8976861	0.8831224	0.9215720
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8760633	0.8279393	0.9222814
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3533644	-0.0099480	0.5425104
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6814706	0.5412187	0.7600564
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4035486	0.2893096	0.6107964
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2132168	0.0898558	0.3916874
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3725183	0.3198070	0.4663395
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5086004	0.4546226	0.5980597
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7280239	0.7081281	0.7498492
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8776125	0.8581418	0.9055958
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9190051	0.9075564	0.9393899
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9521899	0.9474915	0.9612826
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9796091	0.9755272	0.9822767
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9833143	0.9753692	0.9902194
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9845317	0.9783085	0.9889640
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9790433	0.9762130	0.9815159
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7124159	0.6738281	0.7389356
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.7021943	0.6087362	0.7594365
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6276970	0.5110862	0.8002103
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7387656	0.6892191	0.8111142
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8029114	0.7453096	0.8422454
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6090099	0.4713265	0.6861725
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1841953	0.0774214	0.2396282
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2365990	-0.3197098	-0.1531407
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3206587	-0.4724147	-0.2375123
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3019868	-0.5760881	-0.1310178
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1587752	-0.3807152	0.0366647
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0907095	-0.2065975	-0.0245180
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0032499	-0.1485871	0.1171061
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5217767	-0.6270243	-0.4130789
sal + aou	Atlantic	(-Inf,26]	-0.0587551	-0.3643283	0.4998779
sal + aou	Atlantic	(26,26.5]	-0.2508949	-0.5001766	-0.0191424
sal + aou	Atlantic	(26.5,26.75]	0.2849172	0.0243704	0.4862776
sal + aou	Atlantic	(26.75,27]	0.4790583	0.3250512	0.6657627
sal + aou	Atlantic	(27,27.25]	0.4832479	0.4407151	0.5216258
sal + aou	Atlantic	(27.25,27.5]	0.4965829	0.3444139	0.6276231
sal + aou	Atlantic	(27.5,27.75]	0.5176866	0.4525104	0.5811766
sal + aou	Atlantic	(27.75,27.85]	0.4104122	0.3905819	0.4498949
sal + aou	Atlantic	(27.85,27.95]	0.2128313	0.1397035	0.2702365
sal + aou	Atlantic	(27.95,28.05]	-0.2005187	-0.3185488	-0.1222074
sal + aou	Atlantic	(28.05,28.1]	-0.7512960	-0.7753338	-0.7052471
sal + aou	Atlantic	(28.1,28.15]	-0.8592265	-0.9176850	-0.7912244
sal + aou	Atlantic	(28.15,28.2]	-0.8487325	-0.8880429	-0.8005594
sal + aou	Atlantic	(28.2, Inf]	-0.8606097	-0.8755657	-0.8418253
sal + aou	Indo-Pacific	(-Inf,26]	-0.0840254	-0.2439960	0.0210955
sal + aou	Indo-Pacific	(26,26.5]	-0.3106095	-0.4485857	-0.0691325
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2431267	-0.5395543	-0.0890822
sal + aou	Indo-Pacific	(26.75,27]	-0.4651734	-0.6176707	-0.3325973
sal + aou	Indo-Pacific	(27,27.25]	-0.6242091	-0.7112766	-0.5004343
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4988698	-0.6545812	-0.2183402
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0273888	-0.1927996	0.2297624
sal + aou	Indo-Pacific	(27.75,27.85]	0.5349666	0.4858295	0.5700270
sal + aou	Indo-Pacific	(27.85,27.95]	0.7101757	0.6554452	0.7887005
sal + aou	Indo-Pacific	(27.95,28.05]	0.8086877	0.7477993	0.9046755
sal + aou	Indo-Pacific	(28.05,28.1]	0.8625228	0.8008989	0.9344814
sal + aou	Indo-Pacific	(28.1,28.2]	0.8481156	0.8009465	0.9068292
sal + aou	Indo-Pacific	(28.2,28.3]	0.6451038	0.6221841	0.6812924
sal + aou	Indo-Pacific	(28.3, Inf]	0.8314119	0.6880580	0.9289632
sal + nitrate	Atlantic	(-Inf,26]	-0.2228216	-0.8492624	0.8104698
sal + nitrate	Atlantic	(26,26.5]	-0.2412633	-0.4984751	0.0511359
sal + nitrate	Atlantic	(26.5,26.75]	0.2527014	-0.0650473	0.4953615
sal + nitrate	Atlantic	(26.75,27]	0.5034271	0.3072213	0.6767424
sal + nitrate	Atlantic	(27,27.25]	0.4369025	0.3828977	0.5242487
sal + nitrate	Atlantic	(27.25,27.5]	0.3362039	0.1492813	0.4354646
sal + nitrate	Atlantic	(27.5,27.75]	0.2798468	0.2058596	0.3842891
sal + nitrate	Atlantic	(27.75,27.85]	-0.2047425	-0.2474458	-0.1602013
sal + nitrate	Atlantic	(27.85,27.95]	-0.4066788	-0.5104994	-0.3525700
sal + nitrate	Atlantic	(27.95,28.05]	-0.6128282	-0.7510600	-0.4296425
sal + nitrate	Atlantic	(28.05,28.1]	-0.9048710	-0.9160360	-0.8841381
sal + nitrate	Atlantic	(28.1,28.15]	-0.9506996	-0.9537163	-0.9491300
sal + nitrate	Atlantic	(28.15,28.2]	-0.9316364	-0.9371264	-0.9241026
sal + nitrate	Atlantic	(28.2, Inf]	-0.9328801	-0.9447404	-0.9178068
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2568644	-0.4732794	-0.1292758
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5724567	-0.6839308	-0.3997222
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5062904	-0.7515826	-0.3473534
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6874568	-0.7907217	-0.6100980
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7619242	-0.8252038	-0.6930319
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6211357	-0.7269901	-0.4175453
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1345614	-0.2672589	0.0728289
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.4585395	0.4151602	0.5098080
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.6425947	0.5566892	0.7549520
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7515440	0.6516914	0.8819563
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.8083860	0.7101093	0.9103372
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7887556	0.7084066	0.8831718
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5555302	0.5042847	0.6318908
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7460815	0.6104833	0.9051193
sal + phosphate	Atlantic	(-Inf,26]	0.0244472	-0.2391329	0.2035406
sal + phosphate	Atlantic	(26,26.5]	-0.4858522	-0.7366557	-0.2345327
sal + phosphate	Atlantic	(26.5,26.75]	0.0447470	-0.3224520	0.3064427
sal + phosphate	Atlantic	(26.75,27]	0.3649780	0.1318148	0.5953302
sal + phosphate	Atlantic	(27,27.25]	0.2944464	0.2617023	0.3357318
sal + phosphate	Atlantic	(27.25,27.5]	0.2021631	0.0413243	0.2968686
sal + phosphate	Atlantic	(27.5,27.75]	0.1931083	0.1343735	0.2951141
sal + phosphate	Atlantic	(27.75,27.85]	-0.2494076	-0.2940443	-0.2069787
sal + phosphate	Atlantic	(27.85,27.95]	-0.4396724	-0.5418192	-0.3854283
sal + phosphate	Atlantic	(27.95,28.05]	-0.6250237	-0.7615784	-0.4512941
sal + phosphate	Atlantic	(28.05,28.1]	-0.9103026	-0.9215414	-0.8926133
sal + phosphate	Atlantic	(28.1,28.15]	-0.9519754	-0.9561014	-0.9494283
sal + phosphate	Atlantic	(28.15,28.2]	-0.9102616	-0.9163698	-0.9033446
sal + phosphate	Atlantic	(28.2, Inf]	-0.8977890	-0.9043789	-0.8850012
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2606552	-0.4362789	-0.1676778
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4951285	-0.6232402	-0.2816937
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4213117	-0.6811115	-0.2644797
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6085620	-0.7403263	-0.5195913
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7081903	-0.7837335	-0.6308279
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.5758340	-0.6911761	-0.3634698
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1019140	-0.2130491	0.1053523
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.4750383	0.4211486	0.5204932
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.6544066	0.5907237	0.7541253
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7689412	0.6962548	0.8800483
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8290320	0.7553089	0.9120034
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.8121975	0.7537324	0.8891384
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6203174	0.5847148	0.6821883
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8036728	0.6855838	0.9272896
sal + phosphate_star	Atlantic	(-Inf,26]	-0.4125753	-0.9377327	0.0064308
sal + phosphate_star	Atlantic	(26,26.5]	-0.8067890	-0.8104199	-0.8040405
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7752513	-0.8783817	-0.6952523
sal + phosphate_star	Atlantic	(26.75,27]	-0.6319528	-0.7064351	-0.4926522
sal + phosphate_star	Atlantic	(27,27.25]	-0.6125301	-0.6759507	-0.5445820
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6378330	-0.6657472	-0.5848164
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4004709	-0.4322168	-0.3405887
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6061684	-0.6764369	-0.5549259
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7077707	-0.8020148	-0.6249939
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7801945	-0.8988885	-0.6513986
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9589924	-0.9750407	-0.9443686
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9737605	-0.9825636	-0.9658882
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9418696	-0.9449977	-0.9366744
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8850034	-0.9084277	-0.8662443
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6617959	-0.7638321	-0.6073636
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8693919	-0.9274079	-0.8343276
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9194419	-0.9548250	-0.8854117
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9325769	-0.9584968	-0.9037254
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9229618	-0.9431856	-0.8876927
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7906872	-0.8640922	-0.6722829
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6430964	-0.8298077	-0.3766775
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8121291	-0.9179485	-0.6993647
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8236365	-0.8497706	-0.8076343
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7149840	-0.8052134	-0.6251868
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5597264	-0.6510965	-0.4183404
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4408418	-0.4695018	-0.4224735
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3900654	-0.4448123	-0.3186566
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6928951	-0.7482641	-0.6015946
sal + silicate	Atlantic	(-Inf,26]	-0.8330150	-0.9404492	-0.7256601
sal + silicate	Atlantic	(26,26.5]	0.0402646	-0.0433134	0.1281923
sal + silicate	Atlantic	(26.5,26.75]	0.2661052	0.1464275	0.4707401
sal + silicate	Atlantic	(26.75,27]	0.3944606	0.1537773	0.5679297
sal + silicate	Atlantic	(27,27.25]	0.1829435	0.0647403	0.3095873
sal + silicate	Atlantic	(27.25,27.5]	0.0842753	-0.0858816	0.1776132
sal + silicate	Atlantic	(27.5,27.75]	-0.0011465	-0.0650273	0.0720513
sal + silicate	Atlantic	(27.75,27.85]	-0.4858737	-0.5347026	-0.4378206
sal + silicate	Atlantic	(27.85,27.95]	-0.6687886	-0.7292769	-0.5967264
sal + silicate	Atlantic	(27.95,28.05]	-0.7700671	-0.8570778	-0.6900865
sal + silicate	Atlantic	(28.05,28.1]	-0.9473856	-0.9524490	-0.9374400
sal + silicate	Atlantic	(28.1,28.15]	-0.9496936	-0.9557078	-0.9416433
sal + silicate	Atlantic	(28.15,28.2]	-0.8113139	-0.8201622	-0.7937331
sal + silicate	Atlantic	(28.2, Inf]	-0.5875321	-0.6451809	-0.5471022
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4874768	-0.6381221	-0.3761204
sal + silicate	Indo-Pacific	(26,26.5]	-0.6308984	-0.7116259	-0.5077063
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6401250	-0.8120139	-0.5098683
sal + silicate	Indo-Pacific	(26.75,27]	-0.7369848	-0.8151975	-0.6965023
sal + silicate	Indo-Pacific	(27,27.25]	-0.7885264	-0.8290421	-0.7551128
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6840006	-0.7720185	-0.5248332
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2089535	-0.3143489	-0.0391062
sal + silicate	Indo-Pacific	(27.75,27.85]	0.3994116	0.3615230	0.4615202
sal + silicate	Indo-Pacific	(27.85,27.95]	0.6122141	0.5114784	0.7407044
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7516670	0.6490090	0.8854051
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8206119	0.7319293	0.9161765
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8441511	0.7758286	0.9275055
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7770912	0.6981655	0.8799086
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8143022	0.7084275	0.9113517
sal + temp	Atlantic	(-Inf,26]	0.7987732	0.6385580	0.8799713
sal + temp	Atlantic	(26,26.5]	0.9379023	0.9218866	0.9493115
sal + temp	Atlantic	(26.5,26.75]	0.9852050	0.9773103	0.9902855
sal + temp	Atlantic	(26.75,27]	0.9838639	0.9785613	0.9884240
sal + temp	Atlantic	(27,27.25]	0.9781803	0.9662835	0.9869590
sal + temp	Atlantic	(27.25,27.5]	0.9862822	0.9823407	0.9882748
sal + temp	Atlantic	(27.5,27.75]	0.9688212	0.9628300	0.9746636
sal + temp	Atlantic	(27.75,27.85]	0.9700900	0.9647855	0.9731551
sal + temp	Atlantic	(27.85,27.95]	0.9616146	0.9512897	0.9700270
sal + temp	Atlantic	(27.95,28.05]	0.9503689	0.9392167	0.9690480
sal + temp	Atlantic	(28.05,28.1]	0.9737931	0.9716221	0.9774123
sal + temp	Atlantic	(28.1,28.15]	0.9682709	0.9672241	0.9695289
sal + temp	Atlantic	(28.15,28.2]	0.9648980	0.9561440	0.9709103
sal + temp	Atlantic	(28.2, Inf]	0.9235515	0.8922707	0.9521941
sal + temp	Indo-Pacific	(-Inf,26]	0.6963583	0.5482562	0.8035899
sal + temp	Indo-Pacific	(26,26.5]	0.9439147	0.9120946	0.9643118
sal + temp	Indo-Pacific	(26.5,26.75]	0.9783739	0.9657422	0.9863392
sal + temp	Indo-Pacific	(26.75,27]	0.9780364	0.9685015	0.9835851
sal + temp	Indo-Pacific	(27,27.25]	0.9760004	0.9633645	0.9823804
sal + temp	Indo-Pacific	(27.25,27.5]	0.9088069	0.8606789	0.9379856
sal + temp	Indo-Pacific	(27.5,27.75]	0.7480552	0.5921082	0.8793027
sal + temp	Indo-Pacific	(27.75,27.85]	0.9095688	0.8564421	0.9578937
sal + temp	Indo-Pacific	(27.85,27.95]	0.9305011	0.9180886	0.9475877
sal + temp	Indo-Pacific	(27.95,28.05]	0.9127411	0.8804215	0.9323612
sal + temp	Indo-Pacific	(28.05,28.1]	0.9453568	0.9321431	0.9526414
sal + temp	Indo-Pacific	(28.1,28.2]	0.8668144	0.8411898	0.8810231
sal + temp	Indo-Pacific	(28.2,28.3]	0.8739939	0.8467402	0.8984407
sal + temp	Indo-Pacific	(28.3, Inf]	0.8291219	0.7783459	0.8663977
silicate + phosphate	Atlantic	(-Inf,26]	-0.2771930	-0.4678968	0.0954383
silicate + phosphate	Atlantic	(26,26.5]	0.0635972	-0.0855200	0.2224006
silicate + phosphate	Atlantic	(26.5,26.75]	0.5316379	0.4543370	0.6234811
silicate + phosphate	Atlantic	(26.75,27]	0.8701982	0.8493651	0.8937272
silicate + phosphate	Atlantic	(27,27.25]	0.8914938	0.8854984	0.9008573
silicate + phosphate	Atlantic	(27.25,27.5]	0.9136715	0.9020648	0.9365004
silicate + phosphate	Atlantic	(27.5,27.75]	0.9179383	0.8998850	0.9376918
silicate + phosphate	Atlantic	(27.75,27.85]	0.9318527	0.9129848	0.9570941
silicate + phosphate	Atlantic	(27.85,27.95]	0.9365949	0.9100194	0.9544774
silicate + phosphate	Atlantic	(27.95,28.05]	0.9488807	0.9198999	0.9658648
silicate + phosphate	Atlantic	(28.05,28.1]	0.9753008	0.9652639	0.9810269
silicate + phosphate	Atlantic	(28.1,28.15]	0.9845115	0.9814293	0.9863583
silicate + phosphate	Atlantic	(28.15,28.2]	0.9711851	0.9656234	0.9784052
silicate + phosphate	Atlantic	(28.2, Inf]	0.8534606	0.8376847	0.8776455
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8738833	0.8241751	0.9288117
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8914189	0.8760832	0.9035586
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8648933	0.8413697	0.8983343
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9028476	0.8618383	0.9317648
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9454440	0.9292994	0.9610358
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9621507	0.9526260	0.9750708
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9737157	0.9665450	0.9818423
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9844793	0.9790043	0.9876935
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9873005	0.9823874	0.9903400
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9894491	0.9860576	0.9924317
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942538	0.9927992	0.9966942
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9835402	0.9820886	0.9854674
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9212503	0.9118769	0.9387340
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9448013	0.9203928	0.9620958
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1753317	-0.3565686	0.5485860
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3253263	-0.4159299	-0.2526841
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0749961	-0.1728064	0.0774232
silicate + phosphate_star	Atlantic	(26.75,27]	0.2131337	0.0428416	0.3587167
silicate + phosphate_star	Atlantic	(27,27.25]	0.5782987	0.4746476	0.7329707
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6715870	0.5780256	0.7644239
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8715981	0.8605648	0.8828136
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9528441	0.9379205	0.9639208
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9673987	0.9579733	0.9726970
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9672617	0.9642323	0.9722285
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9757022	0.9743732	0.9769172
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9755731	0.9699834	0.9789555
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9429381	0.9353579	0.9514798
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8675182	0.8593395	0.8788328
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7354655	0.6324880	0.7889178
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7635344	0.7383677	0.7826175
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7554618	0.6435415	0.8642303
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7868371	0.7327049	0.8319981
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8254150	0.8094460	0.8504375
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6572313	0.5598580	0.7157720
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2589267	0.1739953	0.3112926
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1837363	-0.2322907	-0.1165801
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2809756	-0.4504035	-0.1818823
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2780069	-0.5630983	-0.1130135
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1638833	-0.3910965	0.0256611
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0970323	-0.2061710	-0.0397617
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0193857	-0.1742614	0.0912419
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3893959	-0.4879511	-0.2740018
temp + aou	Atlantic	(-Inf,26]	-0.3285854	-0.6851943	0.1407728
temp + aou	Atlantic	(26,26.5]	-0.3319278	-0.5723439	-0.0872725
temp + aou	Atlantic	(26.5,26.75]	0.2298959	-0.0524321	0.4277396
temp + aou	Atlantic	(26.75,27]	0.4269181	0.2484630	0.6071788
temp + aou	Atlantic	(27,27.25]	0.4628187	0.4271610	0.5298360
temp + aou	Atlantic	(27.25,27.5]	0.5153642	0.3771098	0.6350903
temp + aou	Atlantic	(27.5,27.75]	0.5089904	0.4610354	0.5863971
temp + aou	Atlantic	(27.75,27.85]	0.4006284	0.3769582	0.4451974
temp + aou	Atlantic	(27.85,27.95]	0.2198889	0.1366787	0.2890017
temp + aou	Atlantic	(27.95,28.05]	-0.1133050	-0.2271340	-0.0406871
temp + aou	Atlantic	(28.05,28.1]	-0.6504315	-0.6829816	-0.5934250
temp + aou	Atlantic	(28.1,28.15]	-0.7684663	-0.8467757	-0.6854938
temp + aou	Atlantic	(28.15,28.2]	-0.8124638	-0.8570267	-0.7620146
temp + aou	Atlantic	(28.2, Inf]	-0.7776543	-0.8214189	-0.7086676
temp + aou	Indo-Pacific	(-Inf,26]	-0.3588848	-0.4323069	-0.2516896
temp + aou	Indo-Pacific	(26,26.5]	-0.3355106	-0.4685942	-0.1223718
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2358859	-0.5245417	-0.0784959
temp + aou	Indo-Pacific	(26.75,27]	-0.4272383	-0.5683403	-0.3049961
temp + aou	Indo-Pacific	(27,27.25]	-0.5993774	-0.6835733	-0.4904860
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4637463	-0.5981334	-0.2138677
temp + aou	Indo-Pacific	(27.5,27.75]	0.0004642	-0.1072119	0.1983936
temp + aou	Indo-Pacific	(27.75,27.85]	0.5200465	0.4709205	0.5863514
temp + aou	Indo-Pacific	(27.85,27.95]	0.6685020	0.6309362	0.7412140
temp + aou	Indo-Pacific	(27.95,28.05]	0.7601249	0.6969086	0.8733462
temp + aou	Indo-Pacific	(28.05,28.1]	0.7974619	0.7487384	0.8879458
temp + aou	Indo-Pacific	(28.1,28.2]	0.8167571	0.7601178	0.8906979
temp + aou	Indo-Pacific	(28.2,28.3]	0.7729672	0.7423608	0.8086247
temp + aou	Indo-Pacific	(28.3, Inf]	0.7059774	0.6489601	0.7507926
temp + nitrate	Atlantic	(-Inf,26]	-0.3919257	-0.9131852	0.6096252
temp + nitrate	Atlantic	(26,26.5]	-0.2856872	-0.5095231	0.0234737
temp + nitrate	Atlantic	(26.5,26.75]	0.1921988	-0.1502317	0.4322744
temp + nitrate	Atlantic	(26.75,27]	0.4429017	0.2223402	0.6079925
temp + nitrate	Atlantic	(27,27.25]	0.4145368	0.3176629	0.5301616
temp + nitrate	Atlantic	(27.25,27.5]	0.3648297	0.1912116	0.4549950
temp + nitrate	Atlantic	(27.5,27.75]	0.2703754	0.2140581	0.3773675
temp + nitrate	Atlantic	(27.75,27.85]	-0.2665794	-0.3007652	-0.2107034
temp + nitrate	Atlantic	(27.85,27.95]	-0.4363153	-0.5282145	-0.3776729
temp + nitrate	Atlantic	(27.95,28.05]	-0.5917892	-0.7201016	-0.4138724
temp + nitrate	Atlantic	(28.05,28.1]	-0.8469136	-0.8611088	-0.8251485
temp + nitrate	Atlantic	(28.1,28.15]	-0.8947535	-0.8963874	-0.8930975
temp + nitrate	Atlantic	(28.15,28.2]	-0.9065822	-0.9098789	-0.9029684
temp + nitrate	Atlantic	(28.2, Inf]	-0.8769869	-0.9517555	-0.8099520
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5750788	-0.6353824	-0.4712464
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5936903	-0.6881118	-0.4389677
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4990161	-0.7393119	-0.3424439
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6627736	-0.7555970	-0.5927925
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7541305	-0.8121381	-0.6937334
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6182847	-0.7112710	-0.4423622
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1564483	-0.2559125	0.0103037
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.4352485	0.3901018	0.4686346
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5914744	0.5298001	0.6929739
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6925908	0.6076099	0.8395050
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7320187	0.6463662	0.8555946
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7391766	0.6483264	0.8530492
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6787706	0.6050324	0.7622190
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.6654391	0.6110136	0.7244039
temp + phosphate	Atlantic	(-Inf,26]	-0.3082170	-0.6828970	-0.0794935
temp + phosphate	Atlantic	(26,26.5]	-0.5568019	-0.7938961	-0.3245991
temp + phosphate	Atlantic	(26.5,26.75]	-0.0015352	-0.3759626	0.2489149
temp + phosphate	Atlantic	(26.75,27]	0.3109184	0.0590300	0.5299372
temp + phosphate	Atlantic	(27,27.25]	0.2836530	0.2340607	0.3503629
temp + phosphate	Atlantic	(27.25,27.5]	0.2360798	0.0869664	0.3274673
temp + phosphate	Atlantic	(27.5,27.75]	0.1883214	0.1263058	0.2918131
temp + phosphate	Atlantic	(27.75,27.85]	-0.3127622	-0.3482555	-0.2590040
temp + phosphate	Atlantic	(27.85,27.95]	-0.4710714	-0.5605529	-0.4178912
temp + phosphate	Atlantic	(27.95,28.05]	-0.6092037	-0.7341182	-0.4416331
temp + phosphate	Atlantic	(28.05,28.1]	-0.8546018	-0.8657381	-0.8359139
temp + phosphate	Atlantic	(28.1,28.15]	-0.9003678	-0.9019358	-0.8993968
temp + phosphate	Atlantic	(28.15,28.2]	-0.8958986	-0.9034319	-0.8904627
temp + phosphate	Atlantic	(28.2, Inf]	-0.8645545	-0.9333957	-0.8023626
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5422017	-0.6121382	-0.4254209
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5346858	-0.6364473	-0.3392670
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4201711	-0.6705747	-0.2790724
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5844772	-0.7041200	-0.4994085
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6956006	-0.7667090	-0.6275060
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.5717445	-0.6740033	-0.3782308
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.1104016	-0.1961617	0.0543427
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.4520817	0.3978008	0.4969389
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6027719	0.5547868	0.6939619
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7092073	0.6418585	0.8402989
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7507102	0.6853619	0.8578710
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7621048	0.6904436	0.8602137
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7325407	0.6833765	0.8007471
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.7206342	0.6838256	0.7520751
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6886255	-0.9750665	-0.2611051
temp + phosphate_star	Atlantic	(26,26.5]	-0.8374218	-0.8712133	-0.8067519
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7830462	-0.8700556	-0.7158083
temp + phosphate_star	Atlantic	(26.75,27]	-0.6607871	-0.7265212	-0.5403448
temp + phosphate_star	Atlantic	(27,27.25]	-0.6067472	-0.6478234	-0.5657699
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6103647	-0.6422894	-0.5552272
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4075519	-0.4394054	-0.3546899
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6760911	-0.7370802	-0.6455147
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7511712	-0.8326117	-0.6867905
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8002376	-0.9018591	-0.6821205
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9337763	-0.9488497	-0.9156207
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9529150	-0.9595063	-0.9411159
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9472855	-0.9509897	-0.9432288
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.8925975	-0.9451642	-0.8407336
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8918512	-0.9229117	-0.8535248
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9294782	-0.9609859	-0.8921159
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9400359	-0.9623352	-0.9272018
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9561787	-0.9691029	-0.9472637
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9530590	-0.9629108	-0.9399384
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9321112	-0.9469859	-0.9041475
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9297638	-0.9541133	-0.8901335
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9150365	-0.9529339	-0.8826854
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9131510	-0.9307551	-0.8944380
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8341897	-0.8916600	-0.7760930
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6963673	-0.7462336	-0.5994577
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6266383	-0.6517169	-0.6125443
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4904839	-0.5064695	-0.4694283
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6128441	-0.7051506	-0.4858135
temp + silicate	Atlantic	(-Inf,26]	-0.5866967	-0.7155865	-0.4457696
temp + silicate	Atlantic	(26,26.5]	0.0834267	0.0207788	0.1362261
temp + silicate	Atlantic	(26.5,26.75]	0.2064894	0.0477117	0.4193906
temp + silicate	Atlantic	(26.75,27]	0.3247929	0.0672973	0.4935410
temp + silicate	Atlantic	(27,27.25]	0.1709135	0.0065723	0.3212965
temp + silicate	Atlantic	(27.25,27.5]	0.1203509	-0.0402811	0.2052848
temp + silicate	Atlantic	(27.5,27.75]	0.0015289	-0.0491130	0.0677084
temp + silicate	Atlantic	(27.75,27.85]	-0.5406057	-0.5760227	-0.5136987
temp + silicate	Atlantic	(27.85,27.95]	-0.6903932	-0.7376054	-0.6365242
temp + silicate	Atlantic	(27.95,28.05]	-0.7682686	-0.8382015	-0.7031754
temp + silicate	Atlantic	(28.05,28.1]	-0.9040876	-0.9109079	-0.8964970
temp + silicate	Atlantic	(28.1,28.15]	-0.9161641	-0.9210196	-0.9095024
temp + silicate	Atlantic	(28.15,28.2]	-0.8212096	-0.8414600	-0.7985626
temp + silicate	Atlantic	(28.2, Inf]	-0.6699795	-0.6977959	-0.6379016
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6192680	-0.7289124	-0.4031566
temp + silicate	Indo-Pacific	(26,26.5]	-0.6488073	-0.7113299	-0.5456638
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6321952	-0.8014932	-0.4949953
temp + silicate	Indo-Pacific	(26.75,27]	-0.7104772	-0.7815568	-0.6624768
temp + silicate	Indo-Pacific	(27,27.25]	-0.7832398	-0.8192720	-0.7594794
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6913401	-0.7786179	-0.5468451
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2409760	-0.3368535	-0.0948229
temp + silicate	Indo-Pacific	(27.75,27.85]	0.3666101	0.3315884	0.3868049
temp + silicate	Indo-Pacific	(27.85,27.95]	0.5454313	0.4720445	0.6558190
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6700643	0.5858896	0.8179674
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7397599	0.6637374	0.8573719
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7389578	0.6703133	0.8391201
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7605608	0.6846162	0.8715698
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7001795	0.6755561	0.7127976

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
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.1892332	-0.1950518	0.5460197
aou	Atlantic	(26,26.5]	0.1372425	-0.0185736	0.2651377
aou	Atlantic	(26.5,26.75]	-0.3127694	-0.3327798	-0.2850241
aou	Atlantic	(26.75,27]	-0.3704713	-0.4047820	-0.3294754
aou	Atlantic	(27,27.25]	-0.5165199	-0.5801000	-0.4053103
aou	Atlantic	(27.25,27.5]	-0.6750542	-0.7164727	-0.5922770
aou	Atlantic	(27.5,27.75]	-0.5668279	-0.6514913	-0.5198025
aou	Atlantic	(27.75,27.85]	-0.4620727	-0.4889254	-0.4328538
aou	Atlantic	(27.85,27.95]	-0.6224241	-0.7322640	-0.5200148
aou	Atlantic	(27.95,28.05]	-0.7693392	-0.8095784	-0.6962311
aou	Atlantic	(28.05,28.1]	-0.9341052	-0.9519052	-0.9237166
aou	Atlantic	(28.1,28.15]	-0.9456121	-0.9685723	-0.9060625
aou	Atlantic	(28.15,28.2]	-0.9564092	-0.9715409	-0.9349481
aou	Atlantic	(28.2, Inf]	-0.8076254	-0.8688152	-0.7587872
aou	Indo-Pacific	(-Inf,26]	0.2131881	0.0960904	0.4274096
aou	Indo-Pacific	(26,26.5]	-0.3909900	-0.4919654	-0.3294283
aou	Indo-Pacific	(26.5,26.75]	-0.6373083	-0.7002474	-0.5923438
aou	Indo-Pacific	(26.75,27]	-0.8094103	-0.8498656	-0.7768810
aou	Indo-Pacific	(27,27.25]	-0.7018876	-0.7558887	-0.6423132
aou	Indo-Pacific	(27.25,27.5]	-0.4955312	-0.6003019	-0.3775379
aou	Indo-Pacific	(27.5,27.75]	-0.0090263	-0.2318261	0.2866124
aou	Indo-Pacific	(27.75,27.85]	0.4316605	0.2004100	0.6536022
aou	Indo-Pacific	(27.85,27.95]	0.4484946	0.1672780	0.6843023
aou	Indo-Pacific	(27.95,28.05]	0.3907509	0.0317510	0.5708740
aou	Indo-Pacific	(28.05,28.1]	0.4512127	0.2580995	0.6147010
aou	Indo-Pacific	(28.1,28.2]	0.4460437	0.3677835	0.5459511
aou	Indo-Pacific	(28.2,28.3]	0.5185009	0.2880318	0.6407400
aou	Indo-Pacific	(28.3, Inf]	0.2205109	0.0699582	0.4939936
nitrate	Atlantic	(-Inf,26]	-0.1401512	-0.6676609	0.3066229
nitrate	Atlantic	(26,26.5]	-0.1801121	-0.3397954	-0.0144146
nitrate	Atlantic	(26.5,26.75]	-0.4528603	-0.4591505	-0.4470898
nitrate	Atlantic	(26.75,27]	-0.4971369	-0.5328913	-0.4761004
nitrate	Atlantic	(27,27.25]	-0.6892600	-0.7560511	-0.6057167
nitrate	Atlantic	(27.25,27.5]	-0.8696744	-0.9093258	-0.8219212
nitrate	Atlantic	(27.5,27.75]	-0.9056207	-0.9231926	-0.8786066
nitrate	Atlantic	(27.75,27.85]	-0.9556251	-0.9657239	-0.9443134
nitrate	Atlantic	(27.85,27.95]	-0.9758861	-0.9800885	-0.9716594
nitrate	Atlantic	(27.95,28.05]	-0.9498100	-0.9582886	-0.9425521
nitrate	Atlantic	(28.05,28.1]	-0.9920805	-0.9939920	-0.9902597
nitrate	Atlantic	(28.1,28.15]	-0.9911413	-0.9917234	-0.9903518
nitrate	Atlantic	(28.15,28.2]	-0.9914568	-0.9924164	-0.9905123
nitrate	Atlantic	(28.2, Inf]	-0.9673189	-0.9804472	-0.9588805
nitrate	Indo-Pacific	(-Inf,26]	0.2155317	0.1050774	0.4242593
nitrate	Indo-Pacific	(26,26.5]	-0.4605765	-0.5579030	-0.3931770
nitrate	Indo-Pacific	(26.5,26.75]	-0.6468733	-0.6874432	-0.6153423
nitrate	Indo-Pacific	(26.75,27]	-0.6913314	-0.7653281	-0.6221490
nitrate	Indo-Pacific	(27,27.25]	-0.5917923	-0.6284592	-0.5713461
nitrate	Indo-Pacific	(27.25,27.5]	-0.4459768	-0.4874008	-0.3647918
nitrate	Indo-Pacific	(27.5,27.75]	-0.0031792	-0.1701629	0.2450933
nitrate	Indo-Pacific	(27.75,27.85]	0.4596570	0.2253743	0.6768092
nitrate	Indo-Pacific	(27.85,27.95]	0.4898247	0.2027381	0.7222170
nitrate	Indo-Pacific	(27.95,28.05]	0.4359613	0.0746238	0.6265940
nitrate	Indo-Pacific	(28.05,28.1]	0.5000084	0.2968507	0.6452802
nitrate	Indo-Pacific	(28.1,28.2]	0.5096802	0.4591459	0.6033117
nitrate	Indo-Pacific	(28.2,28.3]	0.5999767	0.4333380	0.6903239
nitrate	Indo-Pacific	(28.3, Inf]	0.0474407	-0.0922726	0.2500167
phosphate	Atlantic	(-Inf,26]	0.3567055	0.1828697	0.5301524
phosphate	Atlantic	(26,26.5]	0.1759563	0.0726878	0.2649798
phosphate	Atlantic	(26.5,26.75]	-0.4051127	-0.4380601	-0.3832090
phosphate	Atlantic	(26.75,27]	-0.4660838	-0.5347133	-0.3952244
phosphate	Atlantic	(27,27.25]	-0.6819656	-0.7022644	-0.6502507
phosphate	Atlantic	(27.25,27.5]	-0.8551860	-0.8805263	-0.8275228
phosphate	Atlantic	(27.5,27.75]	-0.9083328	-0.9215445	-0.8937650
phosphate	Atlantic	(27.75,27.85]	-0.9643204	-0.9694467	-0.9569293
phosphate	Atlantic	(27.85,27.95]	-0.9787226	-0.9828318	-0.9749631
phosphate	Atlantic	(27.95,28.05]	-0.9539534	-0.9612958	-0.9465257
phosphate	Atlantic	(28.05,28.1]	-0.9915770	-0.9933000	-0.9902331
phosphate	Atlantic	(28.1,28.15]	-0.9908473	-0.9914287	-0.9900267
phosphate	Atlantic	(28.15,28.2]	-0.9910718	-0.9923252	-0.9899368
phosphate	Atlantic	(28.2, Inf]	-0.9787553	-0.9792069	-0.9783063
phosphate	Indo-Pacific	(-Inf,26]	0.1884852	0.0317921	0.4512223
phosphate	Indo-Pacific	(26,26.5]	-0.4843046	-0.5503286	-0.3964374
phosphate	Indo-Pacific	(26.5,26.75]	-0.7071515	-0.7482634	-0.6268752
phosphate	Indo-Pacific	(26.75,27]	-0.8105214	-0.8512069	-0.7483862
phosphate	Indo-Pacific	(27,27.25]	-0.7160468	-0.7463276	-0.6761653
phosphate	Indo-Pacific	(27.25,27.5]	-0.5555033	-0.6317661	-0.4764348
phosphate	Indo-Pacific	(27.5,27.75]	-0.0434103	-0.2509897	0.2235826
phosphate	Indo-Pacific	(27.75,27.85]	0.4593938	0.2213155	0.6799465
phosphate	Indo-Pacific	(27.85,27.95]	0.4907556	0.2081142	0.7151175
phosphate	Indo-Pacific	(27.95,28.05]	0.4270498	0.0778711	0.6022344
phosphate	Indo-Pacific	(28.05,28.1]	0.4813894	0.2964678	0.6327969
phosphate	Indo-Pacific	(28.1,28.2]	0.4799297	0.3998448	0.5807676
phosphate	Indo-Pacific	(28.2,28.3]	0.5484307	0.3301522	0.6611689
phosphate	Indo-Pacific	(28.3, Inf]	-0.0331599	-0.1361895	0.1491027
phosphate_star	Atlantic	(-Inf,26]	0.4923764	0.0958506	0.9432183
phosphate_star	Atlantic	(26,26.5]	0.2534230	0.1511290	0.4089864
phosphate_star	Atlantic	(26.5,26.75]	-0.0356011	-0.4182216	0.2618507
phosphate_star	Atlantic	(26.75,27]	-0.0562223	-0.2231613	0.2583235
phosphate_star	Atlantic	(27,27.25]	-0.3430222	-0.6969755	-0.1262203
phosphate_star	Atlantic	(27.25,27.5]	-0.4046579	-0.6066489	-0.2643624
phosphate_star	Atlantic	(27.5,27.75]	-0.7106925	-0.7973404	-0.6629801
phosphate_star	Atlantic	(27.75,27.85]	-0.9101636	-0.9301611	-0.8948874
phosphate_star	Atlantic	(27.85,27.95]	-0.9161246	-0.9393884	-0.9035742
phosphate_star	Atlantic	(27.95,28.05]	-0.8939197	-0.9020775	-0.8896176
phosphate_star	Atlantic	(28.05,28.1]	-0.9637242	-0.9719195	-0.9517187
phosphate_star	Atlantic	(28.1,28.15]	-0.9681419	-0.9793234	-0.9606927
phosphate_star	Atlantic	(28.15,28.2]	-0.9799065	-0.9853395	-0.9759121
phosphate_star	Atlantic	(28.2, Inf]	-0.9794932	-0.9856439	-0.9717525
phosphate_star	Indo-Pacific	(-Inf,26]	0.2518160	0.0837741	0.4864933
phosphate_star	Indo-Pacific	(26,26.5]	-0.4362855	-0.6070240	-0.3116527
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5431528	-0.6925398	-0.3178052
phosphate_star	Indo-Pacific	(26.75,27]	-0.4729185	-0.5904887	-0.3100650
phosphate_star	Indo-Pacific	(27,27.25]	-0.4683577	-0.5339989	-0.4219735
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4842004	-0.5194059	-0.4463794
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1712552	-0.3179432	-0.0829715
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2605638	0.0089294	0.4153937
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3284874	0.1572241	0.4486675
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3608013	0.2511501	0.5037670
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3421789	0.3153107	0.3927569
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3259933	0.2826888	0.3765381
phosphate_star	Indo-Pacific	(28.2,28.3]	0.2550801	0.1726023	0.3508635
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4995119	-0.7611087	-0.3337911
sal	Atlantic	(-Inf,26]	0.0022302	-0.8210126	0.8040543
sal	Atlantic	(26,26.5]	-0.1732287	-0.4448911	0.0121520
sal	Atlantic	(26.5,26.75]	-0.4388175	-0.7720068	0.1093318
sal	Atlantic	(26.75,27]	-0.6533054	-0.8369362	-0.4647750
sal	Atlantic	(27,27.25]	-0.4782085	-0.6872851	-0.1803258
sal	Atlantic	(27.25,27.5]	-0.4197237	-0.5511768	-0.1734900
sal	Atlantic	(27.5,27.75]	-0.3421404	-0.4596009	-0.1862624
sal	Atlantic	(27.75,27.85]	0.2373250	0.1608757	0.2950209
sal	Atlantic	(27.85,27.95]	0.3914228	0.2632669	0.4911404
sal	Atlantic	(27.95,28.05]	0.4688903	0.3044537	0.6331208
sal	Atlantic	(28.05,28.1]	0.8685924	0.8539374	0.8788135
sal	Atlantic	(28.1,28.15]	0.9175227	0.9120484	0.9224471
sal	Atlantic	(28.15,28.2]	0.9092954	0.9029937	0.9164451
sal	Atlantic	(28.2, Inf]	0.8433142	0.8043726	0.8837473
sal	Indo-Pacific	(-Inf,26]	0.0188116	-0.2726996	0.3764937
sal	Indo-Pacific	(26,26.5]	0.2686530	0.1868413	0.3613990
sal	Indo-Pacific	(26.5,26.75]	0.3585214	0.1250187	0.4862838
sal	Indo-Pacific	(26.75,27]	0.3022738	0.1257730	0.4776718
sal	Indo-Pacific	(27,27.25]	0.2424262	0.1790608	0.3430874
sal	Indo-Pacific	(27.25,27.5]	0.1222627	0.0411433	0.1657241
sal	Indo-Pacific	(27.5,27.75]	-0.3011161	-0.5637539	0.0171655
sal	Indo-Pacific	(27.75,27.85]	-0.2756900	-0.5514524	0.0589458
sal	Indo-Pacific	(27.85,27.95]	-0.1477446	-0.3687752	0.0814035
sal	Indo-Pacific	(27.95,28.05]	-0.0600678	-0.2943024	0.0616140
sal	Indo-Pacific	(28.05,28.1]	0.0859960	-0.0023821	0.2565178
sal	Indo-Pacific	(28.1,28.2]	0.1679844	0.0026473	0.2580397
sal	Indo-Pacific	(28.2,28.3]	0.1212346	-0.0886669	0.2291084
sal	Indo-Pacific	(28.3, Inf]	0.2242856	-0.0940743	0.4401904
silicate	Atlantic	(-Inf,26]	-0.2216326	-0.8395085	0.2774079
silicate	Atlantic	(26,26.5]	-0.4743255	-0.5446217	-0.4031018
silicate	Atlantic	(26.5,26.75]	-0.4269595	-0.5335999	-0.3122949
silicate	Atlantic	(26.75,27]	-0.6464331	-0.7038353	-0.5976184
silicate	Atlantic	(27,27.25]	-0.8423147	-0.8537376	-0.8365829
silicate	Atlantic	(27.25,27.5]	-0.9003547	-0.9218492	-0.8888047
silicate	Atlantic	(27.5,27.75]	-0.9034210	-0.9312811	-0.8847229
silicate	Atlantic	(27.75,27.85]	-0.9392753	-0.9451469	-0.9340753
silicate	Atlantic	(27.85,27.95]	-0.9192944	-0.9311033	-0.9001663
silicate	Atlantic	(27.95,28.05]	-0.8770144	-0.9000903	-0.8568395
silicate	Atlantic	(28.05,28.1]	-0.9516637	-0.9573709	-0.9412024
silicate	Atlantic	(28.1,28.15]	-0.9647599	-0.9696409	-0.9581525
silicate	Atlantic	(28.15,28.2]	-0.9548241	-0.9634876	-0.9493850
silicate	Atlantic	(28.2, Inf]	-0.8679242	-0.8904866	-0.8321558
silicate	Indo-Pacific	(-Inf,26]	0.1019975	-0.2161420	0.4259275
silicate	Indo-Pacific	(26,26.5]	-0.5841365	-0.5977349	-0.5744123
silicate	Indo-Pacific	(26.5,26.75]	-0.7370810	-0.7500434	-0.7160188
silicate	Indo-Pacific	(26.75,27]	-0.7015555	-0.7413770	-0.6680218
silicate	Indo-Pacific	(27,27.25]	-0.5684803	-0.6037367	-0.5066641
silicate	Indo-Pacific	(27.25,27.5]	-0.4086187	-0.4681988	-0.3212877
silicate	Indo-Pacific	(27.5,27.75]	0.0520590	-0.1318189	0.3095243
silicate	Indo-Pacific	(27.75,27.85]	0.5141365	0.2847052	0.7355971
silicate	Indo-Pacific	(27.85,27.95]	0.5312509	0.2411677	0.7673844
silicate	Indo-Pacific	(27.95,28.05]	0.4611339	0.0980946	0.6582022
silicate	Indo-Pacific	(28.05,28.1]	0.5147020	0.3109085	0.6657644
silicate	Indo-Pacific	(28.1,28.2]	0.5283085	0.4665781	0.6304633
silicate	Indo-Pacific	(28.2,28.3]	0.5687546	0.4148063	0.7044599
silicate	Indo-Pacific	(28.3, Inf]	-0.2069186	-0.3110705	-0.0721541
temp	Atlantic	(-Inf,26]	-0.4108217	-0.9556789	0.1344336
temp	Atlantic	(26,26.5]	-0.3419575	-0.5516313	-0.2048686
temp	Atlantic	(26.5,26.75]	-0.4407221	-0.7599507	0.0930129
temp	Atlantic	(26.75,27]	-0.6309508	-0.8229321	-0.4315374
temp	Atlantic	(27,27.25]	-0.4782944	-0.6939732	-0.1588360
temp	Atlantic	(27.25,27.5]	-0.4520266	-0.5758688	-0.2230848
temp	Atlantic	(27.5,27.75]	-0.3327196	-0.4395511	-0.1962379
temp	Atlantic	(27.75,27.85]	0.3213723	0.2706873	0.3692477
temp	Atlantic	(27.85,27.95]	0.4423749	0.3384945	0.5260656
temp	Atlantic	(27.95,28.05]	0.4828804	0.3330185	0.6238663
temp	Atlantic	(28.05,28.1]	0.8103437	0.7983541	0.8221263
temp	Atlantic	(28.1,28.15]	0.8574974	0.8533411	0.8626966
temp	Atlantic	(28.15,28.2]	0.8832887	0.8780125	0.8881998
temp	Atlantic	(28.2, Inf]	0.8155270	0.7216580	0.9041538
temp	Indo-Pacific	(-Inf,26]	-0.5176266	-0.6299741	-0.4565814
temp	Indo-Pacific	(26,26.5]	0.1867846	0.0769336	0.2941651
temp	Indo-Pacific	(26.5,26.75]	0.3127070	0.0701105	0.4402931
temp	Indo-Pacific	(26.75,27]	0.2561915	0.0877891	0.4207013
temp	Indo-Pacific	(27,27.25]	0.2337017	0.1713335	0.3312227
temp	Indo-Pacific	(27.25,27.5]	0.2520581	0.1950198	0.2897802
temp	Indo-Pacific	(27.5,27.75]	0.0111336	-0.1565600	0.2053713
temp	Indo-Pacific	(27.75,27.85]	-0.2360415	-0.4743317	0.0725588
temp	Indo-Pacific	(27.85,27.95]	-0.1815648	-0.3864636	0.0437553
temp	Indo-Pacific	(27.95,28.05]	-0.1307884	-0.3545365	-0.0027116
temp	Indo-Pacific	(28.05,28.1]	-0.0261526	-0.1047871	0.0950413
temp	Indo-Pacific	(28.1,28.2]	0.0122048	-0.1165771	0.0790614
temp	Indo-Pacific	(28.2,28.3]	0.1307753	-0.1107250	0.2798456
temp	Indo-Pacific	(28.3, Inf]	0.1866493	-0.0308443	0.3443710

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