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
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
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51a42bd	Donghe-Zhu	2021-03-16
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aecbf75	Donghe-Zhu	2021-03-14
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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
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
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]	0.8395716	0.7918526	0.8840881
aou + nitrate	Atlantic	(26,26.5]	0.8804604	0.8699812	0.8914853
aou + nitrate	Atlantic	(26.5,26.75]	0.9698977	0.9684129	0.9712635
aou + nitrate	Atlantic	(26.75,27]	0.9845357	0.9785257	0.9877554
aou + nitrate	Atlantic	(27,27.25]	0.9643985	0.9582216	0.9688108
aou + nitrate	Atlantic	(27.25,27.5]	0.8712619	0.8699444	0.8735824
aou + nitrate	Atlantic	(27.5,27.75]	0.6581615	0.6395734	0.6713810
aou + nitrate	Atlantic	(27.75,27.85]	0.4263176	0.4085831	0.4501498
aou + nitrate	Atlantic	(27.85,27.95]	0.1916040	0.1465928	0.2519899
aou + nitrate	Atlantic	(27.95,28.05]	0.4791128	0.4392675	0.5488313
aou + nitrate	Atlantic	(28.05,28.1]	0.8312173	0.8049525	0.8803616
aou + nitrate	Atlantic	(28.1,28.15]	0.8906300	0.8787995	0.8985336
aou + nitrate	Atlantic	(28.15,28.2]	0.9460756	0.9384642	0.9574462
aou + nitrate	Atlantic	(28.2, Inf]	0.9202454	0.9132314	0.9240359
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9346068	0.9253572	0.9420620
aou + nitrate	Indo-Pacific	(26,26.5]	0.8695638	0.8683357	0.8707621
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7894715	0.7681796	0.8124443
aou + nitrate	Indo-Pacific	(26.75,27]	0.8471618	0.8408600	0.8591594
aou + nitrate	Indo-Pacific	(27,27.25]	0.9227399	0.9198842	0.9255215
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9495910	0.9461665	0.9528114
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9745386	0.9728854	0.9767562
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9930601	0.9929122	0.9932419
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9923304	0.9916806	0.9928812
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9919828	0.9915812	0.9925843
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9907577	0.9902762	0.9910346
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9887242	0.9884865	0.9888833
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9870943	0.9868035	0.9876651
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9040393	0.8883663	0.9154605
aou + phosphate	Atlantic	(-Inf,26]	0.9343499	0.8955516	0.9557443
aou + phosphate	Atlantic	(26,26.5]	0.8813269	0.8666801	0.8956525
aou + phosphate	Atlantic	(26.5,26.75]	0.9351646	0.9327120	0.9374605
aou + phosphate	Atlantic	(26.75,27]	0.9612940	0.9583395	0.9641249
aou + phosphate	Atlantic	(27,27.25]	0.9262083	0.9244241	0.9277809
aou + phosphate	Atlantic	(27.25,27.5]	0.8110360	0.8090404	0.8130284
aou + phosphate	Atlantic	(27.5,27.75]	0.5824648	0.5599200	0.5987597
aou + phosphate	Atlantic	(27.75,27.85]	0.3453707	0.3284132	0.3716193
aou + phosphate	Atlantic	(27.85,27.95]	0.1429912	0.0970526	0.2046113
aou + phosphate	Atlantic	(27.95,28.05]	0.4599370	0.4204212	0.5284061
aou + phosphate	Atlantic	(28.05,28.1]	0.8253291	0.7989507	0.8751062
aou + phosphate	Atlantic	(28.1,28.15]	0.8864940	0.8740764	0.8946030
aou + phosphate	Atlantic	(28.15,28.2]	0.9486880	0.9408137	0.9601385
aou + phosphate	Atlantic	(28.2, Inf]	0.9065431	0.8978848	0.9118379
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9665136	0.9639909	0.9678873
aou + phosphate	Indo-Pacific	(26,26.5]	0.9603479	0.9600047	0.9607030
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9707545	0.9680460	0.9732139
aou + phosphate	Indo-Pacific	(26.75,27]	0.9761938	0.9747398	0.9777467
aou + phosphate	Indo-Pacific	(27,27.25]	0.9829080	0.9824017	0.9838625
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9871659	0.9870070	0.9873166
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9899948	0.9897790	0.9903508
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9952541	0.9950655	0.9954591
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9945997	0.9940647	0.9951454
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9936284	0.9934571	0.9939652
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9937412	0.9933359	0.9939525
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9929229	0.9927811	0.9931837
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9928767	0.9927305	0.9930211
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.8896538	0.8683337	0.9048404
aou + phosphate_star	Atlantic	(-Inf,26]	0.1411071	0.1081410	0.1769336
aou + phosphate_star	Atlantic	(26,26.5]	0.3877074	0.3568280	0.4259179
aou + phosphate_star	Atlantic	(26.5,26.75]	0.2163844	0.2087479	0.2306513
aou + phosphate_star	Atlantic	(26.75,27]	-0.0850722	-0.1328258	-0.0359684
aou + phosphate_star	Atlantic	(27,27.25]	-0.0060530	-0.0107802	-0.0035897
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0882217	-0.0968010	-0.0715505
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.2851755	-0.3189807	-0.2577649
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3768079	-0.4074255	-0.3606353
aou + phosphate_star	Atlantic	(27.85,27.95]	-0.3441906	-0.3874533	-0.2919155
aou + phosphate_star	Atlantic	(27.95,28.05]	0.1446237	0.1035621	0.2251083
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6681361	0.6302950	0.7424083
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7594044	0.7414387	0.7761625
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8658539	0.8505343	0.8871341
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7952584	0.7759076	0.8062298
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6086603	0.5981615	0.6217156
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4212813	0.4143453	0.4256278
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4320291	0.4108813	0.4564475
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5681791	0.5543799	0.5773370
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6293107	0.6206543	0.6462372
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3240300	0.2818010	0.3591742
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2261735	-0.2539012	-0.2071512
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5047008	-0.5138912	-0.4927138
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4916358	-0.4985081	-0.4812844
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4676267	-0.4836752	-0.4470578
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2309831	-0.2549264	-0.1918704
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0018265	-0.0274962	0.0399653
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3521457	0.3221999	0.3969244
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7649103	-0.7690718	-0.7603636
aou + silicate	Atlantic	(-Inf,26]	0.1116855	0.0348861	0.1810662
aou + silicate	Atlantic	(26,26.5]	0.2323797	0.1903640	0.2885402
aou + silicate	Atlantic	(26.5,26.75]	0.6041972	0.5801707	0.6509311
aou + silicate	Atlantic	(26.75,27]	0.7888025	0.7743727	0.7961959
aou + silicate	Atlantic	(27,27.25]	0.6814314	0.6514598	0.7050289
aou + silicate	Atlantic	(27.25,27.5]	0.4817475	0.4757281	0.4903331
aou + silicate	Atlantic	(27.5,27.75]	0.1842175	0.1440238	0.2044519
aou + silicate	Atlantic	(27.75,27.85]	-0.1005852	-0.1394125	-0.0755278
aou + silicate	Atlantic	(27.85,27.95]	-0.1221438	-0.1634780	-0.0559755
aou + silicate	Atlantic	(27.95,28.05]	0.3327808	0.2978474	0.3858997
aou + silicate	Atlantic	(28.05,28.1]	0.7857037	0.7593084	0.8377407
aou + silicate	Atlantic	(28.1,28.15]	0.8776943	0.8590451	0.8871907
aou + silicate	Atlantic	(28.15,28.2]	0.9429637	0.9364739	0.9517237
aou + silicate	Atlantic	(28.2, Inf]	0.6545952	0.6289181	0.6806779
aou + silicate	Indo-Pacific	(-Inf,26]	0.8583277	0.8557100	0.8620312
aou + silicate	Indo-Pacific	(26,26.5]	0.7887445	0.7860250	0.7921408
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7857785	0.7790583	0.7951234
aou + silicate	Indo-Pacific	(26.75,27]	0.8630851	0.8598179	0.8694232
aou + silicate	Indo-Pacific	(27,27.25]	0.9324165	0.9306753	0.9353780
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9511799	0.9502935	0.9522040
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9637876	0.9624652	0.9648837
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9823306	0.9819486	0.9829964
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9820332	0.9811020	0.9828514
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9866654	0.9856148	0.9876706
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9909821	0.9904870	0.9914864
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9847883	0.9837816	0.9855211
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9007252	0.8985426	0.9025025
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7718137	0.7524617	0.7854369
nitrate + phosphate	Atlantic	(-Inf,26]	0.7148341	0.5422291	0.8327905
nitrate + phosphate	Atlantic	(26,26.5]	0.7438789	0.7367162	0.7495144
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9538201	0.9497797	0.9592215
nitrate + phosphate	Atlantic	(26.75,27]	0.9752237	0.9705964	0.9777212
nitrate + phosphate	Atlantic	(27,27.25]	0.9812335	0.9784358	0.9831259
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9909869	0.9906144	0.9914438
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9938629	0.9936697	0.9941937
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9956149	0.9953429	0.9957712
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9982710	0.9982302	0.9983140
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992174	0.9991400	0.9992876
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997255	0.9997097	0.9997487
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9997265	0.9997075	0.9997422
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9981653	0.9981009	0.9982875
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9933772	0.9925529	0.9940556
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9594842	0.9466418	0.9693307
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8990398	0.8963806	0.9009319
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8066427	0.7881681	0.8283361
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8696162	0.8647222	0.8793455
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9384309	0.9351907	0.9415470
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9530109	0.9487418	0.9569473
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9794699	0.9770436	0.9823615
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9956695	0.9951375	0.9963718
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9978039	0.9976845	0.9979043
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9990562	0.9989623	0.9992156
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9983026	0.9982066	0.9983954
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972034	0.9971460	0.9972772
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9928678	0.9928320	0.9928904
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9801939	0.9785649	0.9812834
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1987397	0.0511046	0.2833412
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3147193	0.3097297	0.3225218
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.3326930	0.3145490	0.3686149
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0183346	-0.0296069	0.0771622
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2216767	0.2144957	0.2346835
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3954661	0.3795590	0.4163840
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5168835	0.5090480	0.5265455
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6741247	0.6547212	0.7000949
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8536400	0.8503097	0.8570209
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9360952	0.9343327	0.9374322
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9677660	0.9660161	0.9703213
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9709831	0.9693402	0.9729995
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9789621	0.9777685	0.9801706
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9637228	0.9590866	0.9669529
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7632965	0.7564510	0.7768617
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6111106	0.6069700	0.6163001
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5520808	0.5404641	0.5709779
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6886179	0.6806647	0.6938014
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7440223	0.7347167	0.7597310
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4324141	0.3977747	0.4649029
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1020097	-0.1273964	-0.0817127
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4312652	-0.4435496	-0.4202391
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3952040	-0.4033323	-0.3795687
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3575962	-0.3786617	-0.3329922
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1049108	-0.1310973	-0.0619572
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1355097	0.1090629	0.1763805
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4694117	0.4431702	0.5076516
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4354457	-0.4598088	-0.3966145
nitrate + silicate	Atlantic	(-Inf,26]	0.5826059	0.5229959	0.6189938
nitrate + silicate	Atlantic	(26,26.5]	0.6100454	0.6021160	0.6229432
nitrate + silicate	Atlantic	(26.5,26.75]	0.7138167	0.6974710	0.7421243
nitrate + silicate	Atlantic	(26.75,27]	0.8464389	0.8363150	0.8537695
nitrate + silicate	Atlantic	(27,27.25]	0.8225492	0.8056548	0.8350327
nitrate + silicate	Atlantic	(27.25,27.5]	0.8167366	0.8139004	0.8218755
nitrate + silicate	Atlantic	(27.5,27.75]	0.8217781	0.8136262	0.8270350
nitrate + silicate	Atlantic	(27.75,27.85]	0.8086601	0.7916969	0.8252845
nitrate + silicate	Atlantic	(27.85,27.95]	0.9065629	0.9039474	0.9086584
nitrate + silicate	Atlantic	(27.95,28.05]	0.9572440	0.9541842	0.9592278
nitrate + silicate	Atlantic	(28.05,28.1]	0.9816622	0.9809747	0.9820532
nitrate + silicate	Atlantic	(28.1,28.15]	0.9893889	0.9891996	0.9895928
nitrate + silicate	Atlantic	(28.15,28.2]	0.9559510	0.9539676	0.9577677
nitrate + silicate	Atlantic	(28.2, Inf]	0.7679284	0.7500792	0.7850389
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8793964	0.8736875	0.8847328
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8389478	0.8250851	0.8484791
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8319969	0.8277569	0.8392622
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8843261	0.8817999	0.8878483
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9408792	0.9389418	0.9437745
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9594934	0.9560739	0.9622942
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9783166	0.9772305	0.9800513
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9900672	0.9895983	0.9903288
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9914059	0.9912081	0.9915827
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9926794	0.9917638	0.9932788
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9926368	0.9920148	0.9932614
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9848259	0.9830090	0.9861283
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8985742	0.8975080	0.8997403
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8636878	0.8622828	0.8654394
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.4124600	0.3456284	0.5213805
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7627325	0.7575557	0.7686788
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5423645	0.5301842	0.5606219
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1867114	0.1391265	0.2450802
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3657025	0.3603255	0.3730834
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5031836	0.4910604	0.5197624
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6025757	0.5970769	0.6093807
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7369223	0.7212489	0.7596642
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8787710	0.8753756	0.8819476
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9439962	0.9417946	0.9452701
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9707320	0.9691190	0.9732313
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9735240	0.9717835	0.9754159
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9786832	0.9775608	0.9798946
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9746103	0.9716945	0.9761887
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7735063	0.7645666	0.7811676
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6522609	0.6470918	0.6560611
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6322989	0.6228418	0.6453179
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7292236	0.7224725	0.7333237
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7577321	0.7521471	0.7685835
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4684817	0.4299072	0.5004368
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0879729	-0.1147690	-0.0675305
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4197112	-0.4291784	-0.4090995
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4000175	-0.4086500	-0.3843259
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3670269	-0.3866512	-0.3442161
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1233730	-0.1494942	-0.0800583
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1138240	0.0861577	0.1563705
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4552413	0.4258661	0.4974577
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4030030	-0.4342702	-0.3539118
sal + aou	Atlantic	(-Inf,26]	-0.3669000	-0.4268764	-0.3296869
sal + aou	Atlantic	(26,26.5]	-0.3567292	-0.4057754	-0.3184196
sal + aou	Atlantic	(26.5,26.75]	0.1406525	0.1197894	0.1686222
sal + aou	Atlantic	(26.75,27]	0.4181672	0.3904949	0.4388211
sal + aou	Atlantic	(27,27.25]	0.3399845	0.3347947	0.3446080
sal + aou	Atlantic	(27.25,27.5]	0.3789017	0.3387087	0.4098400
sal + aou	Atlantic	(27.5,27.75]	0.6353268	0.6033816	0.6653424
sal + aou	Atlantic	(27.75,27.85]	0.6415475	0.6015615	0.6689209
sal + aou	Atlantic	(27.85,27.95]	0.5517735	0.5034123	0.5784911
sal + aou	Atlantic	(27.95,28.05]	-0.0128111	-0.0937802	0.0291370
sal + aou	Atlantic	(28.05,28.1]	-0.6212396	-0.6938090	-0.5778558
sal + aou	Atlantic	(28.1,28.15]	-0.7827172	-0.7935768	-0.7720147
sal + aou	Atlantic	(28.15,28.2]	-0.8520434	-0.8652874	-0.8442115
sal + aou	Atlantic	(28.2, Inf]	-0.8434374	-0.8485856	-0.8362801
sal + aou	Indo-Pacific	(-Inf,26]	-0.2785904	-0.2913252	-0.2638086
sal + aou	Indo-Pacific	(26,26.5]	-0.1970316	-0.2037985	-0.1906645
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2121063	-0.2354452	-0.1952923
sal + aou	Indo-Pacific	(26.75,27]	-0.4407190	-0.4469747	-0.4315803
sal + aou	Indo-Pacific	(27,27.25]	-0.5656749	-0.5750542	-0.5585320
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2861252	-0.3331845	-0.2464576
sal + aou	Indo-Pacific	(27.5,27.75]	0.4158249	0.3826113	0.4370241
sal + aou	Indo-Pacific	(27.75,27.85]	0.6830932	0.6756841	0.6956298
sal + aou	Indo-Pacific	(27.85,27.95]	0.7807403	0.7735214	0.7870235
sal + aou	Indo-Pacific	(27.95,28.05]	0.8458087	0.8360453	0.8508205
sal + aou	Indo-Pacific	(28.05,28.1]	0.8491054	0.8380757	0.8574748
sal + aou	Indo-Pacific	(28.1,28.2]	0.8293272	0.8134313	0.8431416
sal + aou	Indo-Pacific	(28.2,28.3]	0.5244717	0.4980120	0.5436107
sal + aou	Indo-Pacific	(28.3, Inf]	0.8581879	0.8512266	0.8666357
sal + nitrate	Atlantic	(-Inf,26]	-0.6424767	-0.6966747	-0.5872391
sal + nitrate	Atlantic	(26,26.5]	-0.3821635	-0.4238852	-0.3437017
sal + nitrate	Atlantic	(26.5,26.75]	0.0623479	0.0343932	0.1029392
sal + nitrate	Atlantic	(26.75,27]	0.3602066	0.3222894	0.3835881
sal + nitrate	Atlantic	(27,27.25]	0.1912646	0.1779196	0.2054727
sal + nitrate	Atlantic	(27.25,27.5]	0.0305883	-0.0492895	0.0989250
sal + nitrate	Atlantic	(27.5,27.75]	0.2265898	0.1711317	0.2545228
sal + nitrate	Atlantic	(27.75,27.85]	-0.3167067	-0.3972178	-0.2637411
sal + nitrate	Atlantic	(27.85,27.95]	-0.6644214	-0.6785597	-0.6554606
sal + nitrate	Atlantic	(27.95,28.05]	-0.8507400	-0.8545271	-0.8473122
sal + nitrate	Atlantic	(28.05,28.1]	-0.9354953	-0.9393699	-0.9316250
sal + nitrate	Atlantic	(28.1,28.15]	-0.9688521	-0.9712677	-0.9651318
sal + nitrate	Atlantic	(28.15,28.2]	-0.9623839	-0.9645455	-0.9611017
sal + nitrate	Atlantic	(28.2, Inf]	-0.9399364	-0.9444819	-0.9353403
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4245076	-0.4432521	-0.3985968
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4687795	-0.4769367	-0.4539749
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4882749	-0.4932273	-0.4799699
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6627214	-0.6730338	-0.6559193
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7277899	-0.7350888	-0.7215844
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4254915	-0.4693423	-0.3883415
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.3072691	0.2729661	0.3292896
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.6183476	0.6080143	0.6330452
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7178529	0.7063885	0.7278568
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7853330	0.7731802	0.7938877
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7839345	0.7691261	0.7959655
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7594076	0.7424321	0.7751995
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4460750	0.4197216	0.4663108
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7347732	0.7196459	0.7496738
sal + phosphate	Atlantic	(-Inf,26]	-0.2794156	-0.3793747	-0.1507372
sal + phosphate	Atlantic	(26,26.5]	-0.5817513	-0.5863582	-0.5727010
sal + phosphate	Atlantic	(26.5,26.75]	-0.1336507	-0.1536382	-0.0942685
sal + phosphate	Atlantic	(26.75,27]	0.2383283	0.1946127	0.2665663
sal + phosphate	Atlantic	(27,27.25]	0.0577249	0.0451498	0.0701419
sal + phosphate	Atlantic	(27.25,27.5]	-0.0851177	-0.1634329	-0.0192572
sal + phosphate	Atlantic	(27.5,27.75]	0.1305793	0.0716665	0.1621480
sal + phosphate	Atlantic	(27.75,27.85]	-0.3957931	-0.4728260	-0.3428673
sal + phosphate	Atlantic	(27.85,27.95]	-0.7012303	-0.7153114	-0.6925530
sal + phosphate	Atlantic	(27.95,28.05]	-0.8605258	-0.8654221	-0.8565029
sal + phosphate	Atlantic	(28.05,28.1]	-0.9397559	-0.9437307	-0.9358422
sal + phosphate	Atlantic	(28.1,28.15]	-0.9706214	-0.9732004	-0.9667924
sal + phosphate	Atlantic	(28.15,28.2]	-0.9495711	-0.9525264	-0.9479117
sal + phosphate	Atlantic	(28.2, Inf]	-0.9028617	-0.9103752	-0.8950792
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3694730	-0.3699400	-0.3687835
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4113641	-0.4192729	-0.4051221
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4095115	-0.4221343	-0.4026268
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5944242	-0.5991885	-0.5920235
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6744716	-0.6781028	-0.6699503
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3937131	-0.4377101	-0.3569728
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.3105730	0.2741533	0.3356399
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.6212330	0.6117526	0.6363906
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7264905	0.7151345	0.7375017
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7984765	0.7884721	0.8049645
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8091061	0.7952043	0.8201890
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7913154	0.7739606	0.8072225
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5203286	0.4950011	0.5396583
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8019737	0.7801861	0.8216910
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3071054	-0.4056737	-0.1487478
sal + phosphate_star	Atlantic	(26,26.5]	-0.8030072	-0.8233462	-0.7836994
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7980262	-0.8082001	-0.7776842
sal + phosphate_star	Atlantic	(26.75,27]	-0.7469596	-0.7591744	-0.7399643
sal + phosphate_star	Atlantic	(27,27.25]	-0.7779486	-0.7986950	-0.7607329
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.7909756	-0.8374419	-0.7522663
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5645144	-0.6094727	-0.5318478
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8718490	-0.8970329	-0.8473583
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9384228	-0.9457380	-0.9329905
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9628015	-0.9650635	-0.9588571
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9836635	-0.9869167	-0.9818779
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9881549	-0.9896059	-0.9862121
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9707642	-0.9711175	-0.9700649
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8928698	-0.9037860	-0.8817087
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6810186	-0.7023877	-0.6642917
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8822406	-0.8858455	-0.8798452
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9159639	-0.9187062	-0.9141223
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9322794	-0.9340899	-0.9311875
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9271603	-0.9295193	-0.9227675
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8331502	-0.8376462	-0.8305366
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8226901	-0.8289531	-0.8114243
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9042849	-0.9081118	-0.8967345
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8327171	-0.8379463	-0.8270194
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7624553	-0.7729647	-0.7465549
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5645601	-0.5796207	-0.5465575
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3290506	-0.3438960	-0.3077219
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0239059	-0.0342903	-0.0114652
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6780938	-0.6849306	-0.6666907
sal + silicate	Atlantic	(-Inf,26]	-0.8048295	-0.8194349	-0.7759129
sal + silicate	Atlantic	(26,26.5]	0.0781733	-0.0022452	0.1823386
sal + silicate	Atlantic	(26.5,26.75]	0.1561349	0.1431610	0.1636497
sal + silicate	Atlantic	(26.75,27]	0.1177192	0.0753514	0.1454049
sal + silicate	Atlantic	(27,27.25]	-0.1850519	-0.2364700	-0.1428213
sal + silicate	Atlantic	(27.25,27.5]	-0.3184817	-0.4128594	-0.2370919
sal + silicate	Atlantic	(27.5,27.75]	-0.1608812	-0.2026126	-0.1266071
sal + silicate	Atlantic	(27.75,27.85]	-0.7210661	-0.7538824	-0.6858432
sal + silicate	Atlantic	(27.85,27.95]	-0.8531612	-0.8617303	-0.8460918
sal + silicate	Atlantic	(27.95,28.05]	-0.9095947	-0.9186259	-0.9034042
sal + silicate	Atlantic	(28.05,28.1]	-0.9516372	-0.9548895	-0.9463044
sal + silicate	Atlantic	(28.1,28.15]	-0.9626406	-0.9666070	-0.9583533
sal + silicate	Atlantic	(28.15,28.2]	-0.8558778	-0.8632306	-0.8498747
sal + silicate	Atlantic	(28.2, Inf]	-0.5471911	-0.5771585	-0.5176457
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5391540	-0.5490434	-0.5270264
sal + silicate	Indo-Pacific	(26,26.5]	-0.6026837	-0.6059135	-0.5972909
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6443510	-0.6447169	-0.6440381
sal + silicate	Indo-Pacific	(26.75,27]	-0.7383005	-0.7424848	-0.7346523
sal + silicate	Indo-Pacific	(27,27.25]	-0.7582384	-0.7601387	-0.7547017
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.5088995	-0.5473890	-0.4749922
sal + silicate	Indo-Pacific	(27.5,27.75]	0.2256482	0.1848948	0.2560458
sal + silicate	Indo-Pacific	(27.75,27.85]	0.5767015	0.5645792	0.5962037
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7034785	0.6909328	0.7132605
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7913219	0.7815107	0.7982580
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8124100	0.7979297	0.8232913
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8213608	0.8080250	0.8333865
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6956061	0.6717620	0.7160605
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8198861	0.7946307	0.8422272
sal + temp	Atlantic	(-Inf,26]	0.6566822	0.5840662	0.7151743
sal + temp	Atlantic	(26,26.5]	0.9481270	0.9466487	0.9508255
sal + temp	Atlantic	(26.5,26.75]	0.9735114	0.9719567	0.9745107
sal + temp	Atlantic	(26.75,27]	0.9695930	0.9682091	0.9714737
sal + temp	Atlantic	(27,27.25]	0.9653901	0.9643193	0.9668331
sal + temp	Atlantic	(27.25,27.5]	0.9750881	0.9741798	0.9764861
sal + temp	Atlantic	(27.5,27.75]	0.9696826	0.9685936	0.9713493
sal + temp	Atlantic	(27.75,27.85]	0.9857195	0.9847065	0.9864099
sal + temp	Atlantic	(27.85,27.95]	0.9827726	0.9819732	0.9835191
sal + temp	Atlantic	(27.95,28.05]	0.9772172	0.9766470	0.9775601
sal + temp	Atlantic	(28.05,28.1]	0.9815201	0.9802209	0.9827717
sal + temp	Atlantic	(28.1,28.15]	0.9797882	0.9796147	0.9801014
sal + temp	Atlantic	(28.15,28.2]	0.9773119	0.9761088	0.9787171
sal + temp	Atlantic	(28.2, Inf]	0.9434094	0.9339174	0.9515127
sal + temp	Indo-Pacific	(-Inf,26]	0.8137582	0.8047587	0.8195914
sal + temp	Indo-Pacific	(26,26.5]	0.9560657	0.9550047	0.9568798
sal + temp	Indo-Pacific	(26.5,26.75]	0.9813916	0.9800979	0.9827449
sal + temp	Indo-Pacific	(26.75,27]	0.9766825	0.9758435	0.9772075
sal + temp	Indo-Pacific	(27,27.25]	0.9760070	0.9751399	0.9770650
sal + temp	Indo-Pacific	(27.25,27.5]	0.9169168	0.9158360	0.9189672
sal + temp	Indo-Pacific	(27.5,27.75]	0.8525007	0.8481845	0.8571227
sal + temp	Indo-Pacific	(27.75,27.85]	0.9621625	0.9609765	0.9631657
sal + temp	Indo-Pacific	(27.85,27.95]	0.9380596	0.9357005	0.9398372
sal + temp	Indo-Pacific	(27.95,28.05]	0.9430143	0.9384549	0.9456619
sal + temp	Indo-Pacific	(28.05,28.1]	0.9605700	0.9559018	0.9637613
sal + temp	Indo-Pacific	(28.1,28.2]	0.8854232	0.8829610	0.8880499
sal + temp	Indo-Pacific	(28.2,28.3]	0.7948470	0.7930984	0.7977101
sal + temp	Indo-Pacific	(28.3, Inf]	0.8855545	0.8821424	0.8896593
silicate + phosphate	Atlantic	(-Inf,26]	-0.0623223	-0.2928443	0.0750663
silicate + phosphate	Atlantic	(26,26.5]	-0.0519553	-0.0702675	-0.0244769
silicate + phosphate	Atlantic	(26.5,26.75]	0.5532126	0.5229162	0.6054796
silicate + phosphate	Atlantic	(26.75,27]	0.8420443	0.8383501	0.8452269
silicate + phosphate	Atlantic	(27,27.25]	0.8736192	0.8614762	0.8835848
silicate + phosphate	Atlantic	(27.25,27.5]	0.8692964	0.8665506	0.8741640
silicate + phosphate	Atlantic	(27.5,27.75]	0.8699628	0.8644240	0.8740069
silicate + phosphate	Atlantic	(27.75,27.85]	0.8577895	0.8445911	0.8714982
silicate + phosphate	Atlantic	(27.85,27.95]	0.9283009	0.9261081	0.9298058
silicate + phosphate	Atlantic	(27.95,28.05]	0.9655737	0.9634355	0.9670049
silicate + phosphate	Atlantic	(28.05,28.1]	0.9854195	0.9848655	0.9858370
silicate + phosphate	Atlantic	(28.1,28.15]	0.9920120	0.9917111	0.9921685
silicate + phosphate	Atlantic	(28.15,28.2]	0.9703472	0.9690011	0.9715155
silicate + phosphate	Atlantic	(28.2, Inf]	0.8336330	0.8225893	0.8447582
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8898272	0.8889578	0.8905998
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8847610	0.8828864	0.8877115
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8676446	0.8653668	0.8709000
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9134009	0.9094227	0.9175152
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9546758	0.9539250	0.9551959
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9701204	0.9695603	0.9710354
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9798595	0.9792332	0.9807260
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9878350	0.9874586	0.9881667
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9889961	0.9889282	0.9890975
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9930842	0.9921850	0.9938521
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9952308	0.9947789	0.9956903
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9886267	0.9873018	0.9895297
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9204767	0.9196467	0.9218082
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9398175	0.9383779	0.9423876
silicate + phosphate_star	Atlantic	(-Inf,26]	0.0418445	-0.2803149	0.2393486
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3491878	-0.3668530	-0.3347272
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0943542	0.0640885	0.1353197
silicate + phosphate_star	Atlantic	(26.75,27]	0.2471203	0.1916000	0.3340376
silicate + phosphate_star	Atlantic	(27,27.25]	0.6299077	0.6035449	0.6678827
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7489212	0.7364161	0.7636653
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8369583	0.8273118	0.8423806
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9197494	0.9178284	0.9218924
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9404855	0.9376200	0.9443211
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9566550	0.9520588	0.9617191
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9704781	0.9683964	0.9734544
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9676241	0.9633952	0.9705020
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9281515	0.9254209	0.9298050
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8382729	0.8291076	0.8456445
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7570605	0.7519657	0.7662092
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7613475	0.7611044	0.7616799
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7655191	0.7580069	0.7698837
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7959208	0.7921532	0.7998210
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7827391	0.7796079	0.7877068
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5230178	0.4849365	0.5529625
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0242030	-0.0494250	0.0000380
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3941098	-0.4030857	-0.3871539
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3730965	-0.3826370	-0.3554530
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3592512	-0.3790857	-0.3357741
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1398090	-0.1646462	-0.0985110
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0902901	0.0667074	0.1288131
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4679491	0.4353934	0.5150331
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2733076	-0.2983218	-0.2318023
temp + aou	Atlantic	(-Inf,26]	-0.5798986	-0.5821752	-0.5778343
temp + aou	Atlantic	(26,26.5]	-0.4041761	-0.4406684	-0.3757781
temp + aou	Atlantic	(26.5,26.75]	0.0504241	0.0350780	0.0723826
temp + aou	Atlantic	(26.75,27]	0.3432357	0.3129193	0.3698461
temp + aou	Atlantic	(27,27.25]	0.3124327	0.3026885	0.3228692
temp + aou	Atlantic	(27.25,27.5]	0.3928347	0.3607334	0.4129638
temp + aou	Atlantic	(27.5,27.75]	0.6313637	0.6008246	0.6597483
temp + aou	Atlantic	(27.75,27.85]	0.6588063	0.6138822	0.6895778
temp + aou	Atlantic	(27.85,27.95]	0.5820041	0.5344179	0.6110950
temp + aou	Atlantic	(27.95,28.05]	0.0838407	0.0049950	0.1261270
temp + aou	Atlantic	(28.05,28.1]	-0.5201258	-0.6010131	-0.4769337
temp + aou	Atlantic	(28.1,28.15]	-0.7134233	-0.7302668	-0.6982400
temp + aou	Atlantic	(28.15,28.2]	-0.8263993	-0.8355774	-0.8186067
temp + aou	Atlantic	(28.2, Inf]	-0.7973455	-0.8117260	-0.7728334
temp + aou	Indo-Pacific	(-Inf,26]	-0.3925404	-0.4002299	-0.3788646
temp + aou	Indo-Pacific	(26,26.5]	-0.2351031	-0.2407738	-0.2312264
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2041411	-0.2230044	-0.1902281
temp + aou	Indo-Pacific	(26.75,27]	-0.3902618	-0.3950370	-0.3832866
temp + aou	Indo-Pacific	(27,27.25]	-0.5272401	-0.5404972	-0.5175649
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2710830	-0.3154068	-0.2253091
temp + aou	Indo-Pacific	(27.5,27.75]	0.3249280	0.2994373	0.3427060
temp + aou	Indo-Pacific	(27.75,27.85]	0.6952162	0.6930865	0.6987931
temp + aou	Indo-Pacific	(27.85,27.95]	0.7439445	0.7379947	0.7510194
temp + aou	Indo-Pacific	(27.95,28.05]	0.7939041	0.7897641	0.7984700
temp + aou	Indo-Pacific	(28.05,28.1]	0.8014273	0.7829920	0.8121043
temp + aou	Indo-Pacific	(28.1,28.2]	0.7791016	0.7709607	0.7835258
temp + aou	Indo-Pacific	(28.2,28.3]	0.7185314	0.7064828	0.7295535
temp + aou	Indo-Pacific	(28.3, Inf]	0.7708132	0.7635738	0.7807826
temp + nitrate	Atlantic	(-Inf,26]	-0.7570913	-0.7709628	-0.7499552
temp + nitrate	Atlantic	(26,26.5]	-0.4257215	-0.4408135	-0.4157799
temp + nitrate	Atlantic	(26.5,26.75]	-0.0338183	-0.0611985	-0.0019877
temp + nitrate	Atlantic	(26.75,27]	0.2692999	0.2309501	0.2975108
temp + nitrate	Atlantic	(27,27.25]	0.1536549	0.1445924	0.1668994
temp + nitrate	Atlantic	(27.25,27.5]	0.0529861	-0.0238843	0.1138041
temp + nitrate	Atlantic	(27.5,27.75]	0.2116459	0.1707632	0.2389274
temp + nitrate	Atlantic	(27.75,27.85]	-0.3093897	-0.3940112	-0.2577839
temp + nitrate	Atlantic	(27.85,27.95]	-0.6442139	-0.6549717	-0.6372725
temp + nitrate	Atlantic	(27.95,28.05]	-0.8034667	-0.8054108	-0.8006580
temp + nitrate	Atlantic	(28.05,28.1]	-0.8873973	-0.8879976	-0.8864501
temp + nitrate	Atlantic	(28.1,28.15]	-0.9307499	-0.9338643	-0.9253374
temp + nitrate	Atlantic	(28.15,28.2]	-0.9448207	-0.9474026	-0.9400155
temp + nitrate	Atlantic	(28.2, Inf]	-0.9362025	-0.9486283	-0.9192175
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5550303	-0.5661081	-0.5353807
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5122333	-0.5168360	-0.5034576
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4867733	-0.4906038	-0.4818265
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6300487	-0.6410780	-0.6189630
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7053389	-0.7169700	-0.6956971
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4408952	-0.4818511	-0.3980608
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.1758092	0.1479982	0.1956362
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.6293059	0.6255173	0.6342881
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6696323	0.6589196	0.6807121
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7222838	0.7160445	0.7307048
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7261503	0.7030808	0.7404543
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6935353	0.6841110	0.6989781
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6212332	0.6097289	0.6325614
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.6750978	0.6691435	0.6788232
temp + phosphate	Atlantic	(-Inf,26]	-0.6171740	-0.6685354	-0.5249537
temp + phosphate	Atlantic	(26,26.5]	-0.6149568	-0.6194736	-0.6089380
temp + phosphate	Atlantic	(26.5,26.75]	-0.2131088	-0.2303528	-0.1834575
temp + phosphate	Atlantic	(26.75,27]	0.1583748	0.1163504	0.1905544
temp + phosphate	Atlantic	(27,27.25]	0.0395320	0.0331872	0.0504500
temp + phosphate	Atlantic	(27.25,27.5]	-0.0537581	-0.1298102	0.0049484
temp + phosphate	Atlantic	(27.5,27.75]	0.1195258	0.0761582	0.1507601
temp + phosphate	Atlantic	(27.75,27.85]	-0.3882908	-0.4689813	-0.3367851
temp + phosphate	Atlantic	(27.85,27.95]	-0.6805963	-0.6913956	-0.6741041
temp + phosphate	Atlantic	(27.95,28.05]	-0.8156198	-0.8191118	-0.8120892
temp + phosphate	Atlantic	(28.05,28.1]	-0.8926975	-0.8932604	-0.8916384
temp + phosphate	Atlantic	(28.1,28.15]	-0.9344089	-0.9373110	-0.9289187
temp + phosphate	Atlantic	(28.15,28.2]	-0.9384124	-0.9411021	-0.9334327
temp + phosphate	Atlantic	(28.2, Inf]	-0.9220229	-0.9350865	-0.9044542
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4950949	-0.5023820	-0.4879371
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4546636	-0.4611520	-0.4510278
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4065391	-0.4153543	-0.4009818
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5544333	-0.5579252	-0.5513580
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6459543	-0.6536044	-0.6384836
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3994487	-0.4404356	-0.3574200
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2000373	0.1731118	0.2164401
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.6314156	0.6281639	0.6370433
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6791343	0.6686381	0.6911820
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7337482	0.7295264	0.7401999
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7473926	0.7249215	0.7608669
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7226211	0.7122613	0.7285522
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6770879	0.6654260	0.6886300
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.7362834	0.7239422	0.7436144
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7126701	-0.8027759	-0.5605038
temp + phosphate_star	Atlantic	(26,26.5]	-0.8156849	-0.8269218	-0.8052000
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8139842	-0.8221338	-0.8035290
temp + phosphate_star	Atlantic	(26.75,27]	-0.7784340	-0.7811557	-0.7753373
temp + phosphate_star	Atlantic	(27,27.25]	-0.7714132	-0.7903792	-0.7549097
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.7680167	-0.8206260	-0.7267964
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.5789001	-0.6080816	-0.5472833
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8776023	-0.9026735	-0.8554168
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9356558	-0.9414001	-0.9305499
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9510156	-0.9521996	-0.9491447
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9673037	-0.9695499	-0.9643700
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9768127	-0.9786027	-0.9741408
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9734804	-0.9745382	-0.9717194
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9477726	-0.9579309	-0.9349974
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8269813	-0.8425229	-0.8065095
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9227321	-0.9251278	-0.9208497
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9313326	-0.9335223	-0.9298244
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9426413	-0.9450510	-0.9406805
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9441383	-0.9463281	-0.9421839
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9397261	-0.9406929	-0.9382495
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9592909	-0.9626397	-0.9570523
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9349599	-0.9377335	-0.9294981
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9163130	-0.9205404	-0.9121232
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8580606	-0.8655049	-0.8451324
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6859764	-0.6921561	-0.6775944
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5224062	-0.5387885	-0.5025716
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.2038990	-0.2211098	-0.1734438
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6526538	-0.6605590	-0.6459678
temp + silicate	Atlantic	(-Inf,26]	-0.4648995	-0.5210822	-0.4250668
temp + silicate	Atlantic	(26,26.5]	0.0655464	0.0235451	0.1207176
temp + silicate	Atlantic	(26.5,26.75]	0.0743620	0.0701096	0.0794200
temp + silicate	Atlantic	(26.75,27]	0.0087950	-0.0249135	0.0342936
temp + silicate	Atlantic	(27,27.25]	-0.2216306	-0.2639452	-0.1823784
temp + silicate	Atlantic	(27.25,27.5]	-0.2849390	-0.3791104	-0.2061746
temp + silicate	Atlantic	(27.5,27.75]	-0.1813588	-0.2053255	-0.1478390
temp + silicate	Atlantic	(27.75,27.85]	-0.7096170	-0.7429659	-0.6764685
temp + silicate	Atlantic	(27.85,27.95]	-0.8249175	-0.8297811	-0.8198200
temp + silicate	Atlantic	(27.95,28.05]	-0.8777987	-0.8893460	-0.8675772
temp + silicate	Atlantic	(28.05,28.1]	-0.9127279	-0.9166142	-0.9098715
temp + silicate	Atlantic	(28.1,28.15]	-0.9350747	-0.9401379	-0.9283046
temp + silicate	Atlantic	(28.15,28.2]	-0.8587844	-0.8662058	-0.8521870
temp + silicate	Atlantic	(28.2, Inf]	-0.6791971	-0.7038170	-0.6518185
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5958316	-0.6012332	-0.5865235
temp + silicate	Indo-Pacific	(26,26.5]	-0.6238909	-0.6259525	-0.6220024
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6465187	-0.6471967	-0.6452878
temp + silicate	Indo-Pacific	(26.75,27]	-0.7159222	-0.7194604	-0.7114916
temp + silicate	Indo-Pacific	(27,27.25]	-0.7444180	-0.7490318	-0.7391138
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.5169748	-0.5534653	-0.4770872
temp + silicate	Indo-Pacific	(27.5,27.75]	0.1045779	0.0728284	0.1218823
temp + silicate	Indo-Pacific	(27.75,27.85]	0.5870836	0.5820616	0.5960157
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6418181	0.6295781	0.6537007
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7181355	0.7120519	0.7265631
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7526697	0.7302592	0.7656289
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7194530	0.7106429	0.7247897
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6651571	0.6524977	0.6762205
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7156874	0.6994599	0.7281099

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
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]	0.4119320	0.2788024	0.5417091
aou	Atlantic	(26,26.5]	0.0455673	-0.0203608	0.1107855
aou	Atlantic	(26.5,26.75]	-0.0267974	-0.1202965	0.0526903
aou	Atlantic	(26.75,27]	0.0124280	-0.1801918	0.2290297
aou	Atlantic	(27,27.25]	-0.3177195	-0.4607464	-0.1329347
aou	Atlantic	(27.25,27.5]	-0.3247287	-0.4161113	-0.2201304
aou	Atlantic	(27.5,27.75]	-0.1729016	-0.2133907	-0.1058791
aou	Atlantic	(27.75,27.85]	0.0188448	-0.0268138	0.0984987
aou	Atlantic	(27.85,27.95]	-0.0086811	-0.0441423	0.0230999
aou	Atlantic	(27.95,28.05]	-0.4020240	-0.4263404	-0.3831210
aou	Atlantic	(28.05,28.1]	-0.8261799	-0.8576469	-0.8026515
aou	Atlantic	(28.1,28.15]	-0.8760317	-0.8863019	-0.8664166
aou	Atlantic	(28.15,28.2]	-0.9323807	-0.9383933	-0.9282219
aou	Atlantic	(28.2, Inf]	-0.8274693	-0.8416571	-0.8099523
aou	Indo-Pacific	(-Inf,26]	-0.0891587	-0.1729259	0.0388705
aou	Indo-Pacific	(26,26.5]	-0.4222825	-0.5373151	-0.2552129
aou	Indo-Pacific	(26.5,26.75]	-0.7006220	-0.7636605	-0.5998419
aou	Indo-Pacific	(26.75,27]	-0.8329153	-0.8683479	-0.7809421
aou	Indo-Pacific	(27,27.25]	-0.7801923	-0.8347281	-0.7056074
aou	Indo-Pacific	(27.25,27.5]	-0.6479250	-0.7912158	-0.4229227
aou	Indo-Pacific	(27.5,27.75]	-0.2878054	-0.6689100	0.3023015
aou	Indo-Pacific	(27.75,27.85]	0.1507141	-0.3323348	0.7469369
aou	Indo-Pacific	(27.85,27.95]	0.2400637	-0.2155737	0.7914357
aou	Indo-Pacific	(27.95,28.05]	0.2679706	-0.0994723	0.6853716
aou	Indo-Pacific	(28.05,28.1]	0.3535493	0.0982707	0.6633844
aou	Indo-Pacific	(28.1,28.2]	0.3952621	0.1932705	0.6278814
aou	Indo-Pacific	(28.2,28.3]	0.5304601	0.4582030	0.6129983
aou	Indo-Pacific	(28.3, Inf]	0.4473000	0.3551015	0.5597282
nitrate	Atlantic	(-Inf,26]	0.1476537	0.0525050	0.3325999
nitrate	Atlantic	(26,26.5]	-0.1915946	-0.2918169	-0.0793038
nitrate	Atlantic	(26.5,26.75]	-0.1936744	-0.2884518	-0.1154759
nitrate	Atlantic	(26.75,27]	-0.0949047	-0.2811875	0.1147476
nitrate	Atlantic	(27,27.25]	-0.5128235	-0.6319422	-0.3582136
nitrate	Atlantic	(27.25,27.5]	-0.7064853	-0.7630098	-0.6372934
nitrate	Atlantic	(27.5,27.75]	-0.8238650	-0.8471780	-0.7875939
nitrate	Atlantic	(27.75,27.85]	-0.8714800	-0.8814649	-0.8528143
nitrate	Atlantic	(27.85,27.95]	-0.9511589	-0.9561505	-0.9455250
nitrate	Atlantic	(27.95,28.05]	-0.9329605	-0.9396760	-0.9215523
nitrate	Atlantic	(28.05,28.1]	-0.9930191	-0.9939731	-0.9923490
nitrate	Atlantic	(28.1,28.15]	-0.9933678	-0.9934526	-0.9933083
nitrate	Atlantic	(28.15,28.2]	-0.9934289	-0.9948410	-0.9923626
nitrate	Atlantic	(28.2, Inf]	-0.9679349	-0.9703077	-0.9667156
nitrate	Indo-Pacific	(-Inf,26]	-0.0895516	-0.1601800	0.0222087
nitrate	Indo-Pacific	(26,26.5]	-0.4387998	-0.5444748	-0.2813748
nitrate	Indo-Pacific	(26.5,26.75]	-0.6302852	-0.6672454	-0.5712217
nitrate	Indo-Pacific	(26.75,27]	-0.7263443	-0.7533867	-0.6883833
nitrate	Indo-Pacific	(27,27.25]	-0.7444242	-0.7888951	-0.6852493
nitrate	Indo-Pacific	(27.25,27.5]	-0.6307435	-0.7653384	-0.4222823
nitrate	Indo-Pacific	(27.5,27.75]	-0.3085309	-0.6762072	0.2661683
nitrate	Indo-Pacific	(27.75,27.85]	0.1793417	-0.2956951	0.7593752
nitrate	Indo-Pacific	(27.85,27.95]	0.2849893	-0.1567588	0.8112231
nitrate	Indo-Pacific	(27.95,28.05]	0.3279677	-0.0273339	0.7252566
nitrate	Indo-Pacific	(28.05,28.1]	0.4198824	0.1817340	0.7043240
nitrate	Indo-Pacific	(28.1,28.2]	0.4648521	0.2866389	0.6665003
nitrate	Indo-Pacific	(28.2,28.3]	0.6012859	0.5448382	0.6633506
nitrate	Indo-Pacific	(28.3, Inf]	0.2185768	0.1628332	0.2790463
phosphate	Atlantic	(-Inf,26]	0.4545161	0.3256056	0.5525408
phosphate	Atlantic	(26,26.5]	0.0620010	0.0302627	0.0999613
phosphate	Atlantic	(26.5,26.75]	-0.2089583	-0.2800661	-0.1634096
phosphate	Atlantic	(26.75,27]	-0.1531856	-0.3182413	0.0338771
phosphate	Atlantic	(27,27.25]	-0.5745573	-0.6792134	-0.4370591
phosphate	Atlantic	(27.25,27.5]	-0.7512485	-0.7948559	-0.6955153
phosphate	Atlantic	(27.5,27.75]	-0.8572818	-0.8776800	-0.8267041
phosphate	Atlantic	(27.75,27.85]	-0.9067554	-0.9147697	-0.8924016
phosphate	Atlantic	(27.85,27.95]	-0.9596646	-0.9626257	-0.9568583
phosphate	Atlantic	(27.95,28.05]	-0.9389834	-0.9451104	-0.9273959
phosphate	Atlantic	(28.05,28.1]	-0.9933032	-0.9943936	-0.9925455
phosphate	Atlantic	(28.1,28.15]	-0.9935364	-0.9938089	-0.9933375
phosphate	Atlantic	(28.15,28.2]	-0.9929289	-0.9933209	-0.9926890
phosphate	Atlantic	(28.2, Inf]	-0.9801390	-0.9803136	-0.9800486
phosphate	Indo-Pacific	(-Inf,26]	-0.1281442	-0.2253182	0.0078854
phosphate	Indo-Pacific	(26,26.5]	-0.5520154	-0.6622105	-0.3940230
phosphate	Indo-Pacific	(26.5,26.75]	-0.7935313	-0.8499321	-0.7031672
phosphate	Indo-Pacific	(26.75,27]	-0.8711160	-0.9025708	-0.8228713
phosphate	Indo-Pacific	(27,27.25]	-0.8267113	-0.8721330	-0.7665000
phosphate	Indo-Pacific	(27.25,27.5]	-0.7023901	-0.8278017	-0.5033165
phosphate	Indo-Pacific	(27.5,27.75]	-0.3178998	-0.6798855	0.2456913
phosphate	Indo-Pacific	(27.75,27.85]	0.1861814	-0.2823809	0.7595838
phosphate	Indo-Pacific	(27.85,27.95]	0.2888842	-0.1501832	0.8111609
phosphate	Indo-Pacific	(27.95,28.05]	0.3165721	-0.0370770	0.7135691
phosphate	Indo-Pacific	(28.05,28.1]	0.3928470	0.1534933	0.6809831
phosphate	Indo-Pacific	(28.1,28.2]	0.4228838	0.2394268	0.6324146
phosphate	Indo-Pacific	(28.2,28.3]	0.5410519	0.4810013	0.6078377
phosphate	Indo-Pacific	(28.3, Inf]	0.1292684	0.0687169	0.1931504
phosphate_star	Atlantic	(-Inf,26]	0.0409505	-0.0016758	0.0633094
phosphate_star	Atlantic	(26,26.5]	0.1292576	0.1140559	0.1501358
phosphate_star	Atlantic	(26.5,26.75]	-0.4055229	-0.4560239	-0.3714521
phosphate_star	Atlantic	(26.75,27]	-0.4812075	-0.5284679	-0.4340591
phosphate_star	Atlantic	(27,27.25]	-0.6525590	-0.7387773	-0.5865205
phosphate_star	Atlantic	(27.25,27.5]	-0.7249923	-0.8036363	-0.6500293
phosphate_star	Atlantic	(27.5,27.75]	-0.7857406	-0.8187983	-0.7587658
phosphate_star	Atlantic	(27.75,27.85]	-0.8937015	-0.9375628	-0.8607731
phosphate_star	Atlantic	(27.85,27.95]	-0.8982559	-0.9248609	-0.8783653
phosphate_star	Atlantic	(27.95,28.05]	-0.8878592	-0.9117544	-0.8618693
phosphate_star	Atlantic	(28.05,28.1]	-0.9591200	-0.9709158	-0.9507172
phosphate_star	Atlantic	(28.1,28.15]	-0.9661430	-0.9719904	-0.9598589
phosphate_star	Atlantic	(28.15,28.2]	-0.9757007	-0.9826594	-0.9692613
phosphate_star	Atlantic	(28.2, Inf]	-0.9830928	-0.9865537	-0.9792672
phosphate_star	Indo-Pacific	(-Inf,26]	0.0487158	-0.0345214	0.1499493
phosphate_star	Indo-Pacific	(26,26.5]	-0.5541264	-0.6040013	-0.4857429
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6733729	-0.6809521	-0.6671841
phosphate_star	Indo-Pacific	(26.75,27]	-0.6279709	-0.6457542	-0.6042928
phosphate_star	Indo-Pacific	(27,27.25]	-0.6581082	-0.6682289	-0.6422428
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5146049	-0.5365320	-0.5011306
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1355501	-0.3964436	0.0274784
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2982879	-0.1651461	0.6372254
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3463590	-0.1313921	0.6871429
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3532456	0.0201072	0.6218087
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3939828	0.1572198	0.5761467
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3838133	0.2136080	0.5262904
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4232637	0.3475712	0.4830307
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7208372	-0.8173149	-0.6458194
sal	Atlantic	(-Inf,26]	0.5629203	0.4728849	0.6094803
sal	Atlantic	(26,26.5]	-0.1164901	-0.1511141	-0.0881748
sal	Atlantic	(26.5,26.75]	0.0254807	-0.0401467	0.1074256
sal	Atlantic	(26.75,27]	-0.0038376	-0.0865485	0.1066626
sal	Atlantic	(27,27.25]	0.0797883	-0.0405093	0.2434297
sal	Atlantic	(27.25,27.5]	0.1772416	0.0098889	0.3676728
sal	Atlantic	(27.5,27.75]	-0.0523393	-0.1099358	0.0564422
sal	Atlantic	(27.75,27.85]	0.5762592	0.5136341	0.6979603
sal	Atlantic	(27.85,27.95]	0.7182786	0.6738370	0.7592162
sal	Atlantic	(27.95,28.05]	0.7670054	0.7218855	0.8057307
sal	Atlantic	(28.05,28.1]	0.9230841	0.9146172	0.9326732
sal	Atlantic	(28.1,28.15]	0.9595584	0.9577584	0.9612532
sal	Atlantic	(28.15,28.2]	0.9515179	0.9460687	0.9597089
sal	Atlantic	(28.2, Inf]	0.8629524	0.8587434	0.8692821
sal	Indo-Pacific	(-Inf,26]	-0.1213450	-0.1698758	-0.0936899
sal	Indo-Pacific	(26,26.5]	0.3236169	0.2815385	0.3502569
sal	Indo-Pacific	(26.5,26.75]	0.4482069	0.4346604	0.4638540
sal	Indo-Pacific	(26.75,27]	0.4451746	0.4186121	0.4602225
sal	Indo-Pacific	(27,27.25]	0.4593594	0.4423024	0.4872853
sal	Indo-Pacific	(27.25,27.5]	0.1975018	0.1470298	0.2441379
sal	Indo-Pacific	(27.5,27.75]	-0.1923704	-0.3709371	0.1308240
sal	Indo-Pacific	(27.75,27.85]	-0.2789453	-0.6758852	0.2723942
sal	Indo-Pacific	(27.85,27.95]	-0.1854577	-0.6123197	0.3850270
sal	Indo-Pacific	(27.95,28.05]	-0.1164201	-0.4839161	0.3234020
sal	Indo-Pacific	(28.05,28.1]	-0.0324761	-0.2940401	0.2997343
sal	Indo-Pacific	(28.1,28.2]	0.0570781	-0.1599443	0.3192285
sal	Indo-Pacific	(28.2,28.3]	0.0603413	-0.0007146	0.1442467
sal	Indo-Pacific	(28.3, Inf]	0.3407220	0.2089856	0.4857545
silicate	Atlantic	(-Inf,26]	-0.5379785	-0.5749127	-0.4752647
silicate	Atlantic	(26,26.5]	-0.4327531	-0.5163566	-0.3426449
silicate	Atlantic	(26.5,26.75]	-0.3661474	-0.4573797	-0.2494027
silicate	Atlantic	(26.75,27]	-0.4057298	-0.5624121	-0.2282822
silicate	Atlantic	(27,27.25]	-0.7883258	-0.8332938	-0.7276903
silicate	Atlantic	(27.25,27.5]	-0.8927625	-0.9024226	-0.8769179
silicate	Atlantic	(27.5,27.75]	-0.9166294	-0.9203293	-0.9127212
silicate	Atlantic	(27.75,27.85]	-0.9307044	-0.9446566	-0.9188610
silicate	Atlantic	(27.85,27.95]	-0.9157116	-0.9289577	-0.9067229
silicate	Atlantic	(27.95,28.05]	-0.8939440	-0.9064784	-0.8742858
silicate	Atlantic	(28.05,28.1]	-0.9738106	-0.9755651	-0.9709289
silicate	Atlantic	(28.1,28.15]	-0.9822080	-0.9831311	-0.9813486
silicate	Atlantic	(28.15,28.2]	-0.9572581	-0.9629097	-0.9529682
silicate	Atlantic	(28.2, Inf]	-0.8600667	-0.8834172	-0.8301532
silicate	Indo-Pacific	(-Inf,26]	-0.0802518	-0.1463625	0.0308907
silicate	Indo-Pacific	(26,26.5]	-0.6147936	-0.7033056	-0.4817069
silicate	Indo-Pacific	(26.5,26.75]	-0.7519363	-0.7916906	-0.6837691
silicate	Indo-Pacific	(26.75,27]	-0.7336145	-0.7673729	-0.6856652
silicate	Indo-Pacific	(27,27.25]	-0.6896958	-0.7451400	-0.6209666
silicate	Indo-Pacific	(27.25,27.5]	-0.5958679	-0.7314534	-0.3836791
silicate	Indo-Pacific	(27.5,27.75]	-0.2607017	-0.6223397	0.3002159
silicate	Indo-Pacific	(27.75,27.85]	0.2199281	-0.2491289	0.7871004
silicate	Indo-Pacific	(27.85,27.95]	0.3075703	-0.1342237	0.8285950
silicate	Indo-Pacific	(27.95,28.05]	0.3376422	-0.0174472	0.7349979
silicate	Indo-Pacific	(28.05,28.1]	0.4066265	0.1642580	0.7005466
silicate	Indo-Pacific	(28.1,28.2]	0.4553400	0.2665212	0.6725744
silicate	Indo-Pacific	(28.2,28.3]	0.5952131	0.5283943	0.6715853
silicate	Indo-Pacific	(28.3, Inf]	-0.0603791	-0.1354794	0.0231505
temp	Atlantic	(-Inf,26]	-0.1057640	-0.2914966	0.0302528
temp	Atlantic	(26,26.5]	-0.2710023	-0.2889522	-0.2504443
temp	Atlantic	(26.5,26.75]	0.0111210	-0.0378304	0.0759322
temp	Atlantic	(26.75,27]	0.0432315	0.0009274	0.0958907
temp	Atlantic	(27,27.25]	0.1001592	-0.0038661	0.2414061
temp	Atlantic	(27.25,27.5]	0.1431633	-0.0193679	0.3328188
temp	Atlantic	(27.5,27.75]	-0.0331905	-0.0820473	0.0497965
temp	Atlantic	(27.75,27.85]	0.5816139	0.5200988	0.7029021
temp	Atlantic	(27.85,27.95]	0.7017636	0.6593095	0.7442301
temp	Atlantic	(27.95,28.05]	0.7282684	0.6849203	0.7690926
temp	Atlantic	(28.05,28.1]	0.8673620	0.8579636	0.8822676
temp	Atlantic	(28.1,28.15]	0.9108254	0.9060747	0.9143284
temp	Atlantic	(28.15,28.2]	0.9259154	0.9190253	0.9321111
temp	Atlantic	(28.2, Inf]	0.9059059	0.8975108	0.9127363
temp	Indo-Pacific	(-Inf,26]	-0.4526752	-0.5051531	-0.4151483
temp	Indo-Pacific	(26,26.5]	0.2702707	0.2140521	0.3105425
temp	Indo-Pacific	(26.5,26.75]	0.4246098	0.4174728	0.4314583
temp	Indo-Pacific	(26.75,27]	0.3855617	0.3522663	0.4022561
temp	Indo-Pacific	(27,27.25]	0.4274566	0.4101393	0.4536254
temp	Indo-Pacific	(27.25,27.5]	0.3181891	0.2965555	0.3402385
temp	Indo-Pacific	(27.5,27.75]	0.0528536	-0.1104018	0.3235868
temp	Indo-Pacific	(27.75,27.85]	-0.2534137	-0.6474305	0.2882480
temp	Indo-Pacific	(27.85,27.95]	-0.2156103	-0.6308012	0.3426374
temp	Indo-Pacific	(27.95,28.05]	-0.1838464	-0.5355055	0.2473956
temp	Indo-Pacific	(28.05,28.1]	-0.1058749	-0.3717836	0.2272883
temp	Indo-Pacific	(28.1,28.2]	-0.0615606	-0.2890725	0.2130679
temp	Indo-Pacific	(28.2,28.3]	0.0753554	-0.0173929	0.1935146
temp	Indo-Pacific	(28.3, Inf]	0.3455879	0.2431664	0.4654158

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