eMLR - assumption testing

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Last updated: 2021-05-27

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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---

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
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
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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
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
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]	0.8413383	0.7918526	0.9195398
aou + nitrate	Atlantic	(26,26.5]	0.8815468	0.8695011	0.8914853
aou + nitrate	Atlantic	(26.5,26.75]	0.9694205	0.9684129	0.9702091
aou + nitrate	Atlantic	(26.75,27]	0.9843333	0.9785257	0.9875952
aou + nitrate	Atlantic	(27,27.25]	0.9642162	0.9582216	0.9682290
aou + nitrate	Atlantic	(27.25,27.5]	0.8710661	0.8683042	0.8746350
aou + nitrate	Atlantic	(27.5,27.75]	0.6589095	0.6365958	0.6766025
aou + nitrate	Atlantic	(27.75,27.85]	0.4248408	0.4073399	0.4585993
aou + nitrate	Atlantic	(27.85,27.95]	0.1885358	0.1522964	0.2519899
aou + nitrate	Atlantic	(27.95,28.05]	0.4851897	0.4461399	0.5488313
aou + nitrate	Atlantic	(28.05,28.1]	0.8380546	0.8104657	0.8803616
aou + nitrate	Atlantic	(28.1,28.15]	0.8914998	0.8699589	0.9099837
aou + nitrate	Atlantic	(28.15,28.2]	0.9467070	0.9388308	0.9574462
aou + nitrate	Atlantic	(28.2, Inf]	0.9175737	0.9132314	0.9198337
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9353375	0.9252414	0.9420620
aou + nitrate	Indo-Pacific	(26,26.5]	0.8701644	0.8680941	0.8740634
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7908353	0.7663228	0.8124443
aou + nitrate	Indo-Pacific	(26.75,27]	0.8490840	0.8439990	0.8591594
aou + nitrate	Indo-Pacific	(27,27.25]	0.9225235	0.9199647	0.9255215
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9494103	0.9454942	0.9528114
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9744548	0.9728854	0.9774218
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9930030	0.9928598	0.9931231
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9922581	0.9913334	0.9928812
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9919009	0.9912581	0.9928634
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9906361	0.9902762	0.9910712
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9886307	0.9883811	0.9888026
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9870896	0.9866711	0.9876651
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9037617	0.8883663	0.9157838
aou + phosphate	Atlantic	(-Inf,26]	0.9332333	0.8955516	0.9609379
aou + phosphate	Atlantic	(26,26.5]	0.8824826	0.8666801	0.8990538
aou + phosphate	Atlantic	(26.5,26.75]	0.9355474	0.9327120	0.9371844
aou + phosphate	Atlantic	(26.75,27]	0.9610197	0.9583395	0.9640946
aou + phosphate	Atlantic	(27,27.25]	0.9263722	0.9244241	0.9275495
aou + phosphate	Atlantic	(27.25,27.5]	0.8114337	0.8080819	0.8151802
aou + phosphate	Atlantic	(27.5,27.75]	0.5837090	0.5567723	0.6056397
aou + phosphate	Atlantic	(27.75,27.85]	0.3440416	0.3224766	0.3812352
aou + phosphate	Atlantic	(27.85,27.95]	0.1397763	0.1029982	0.2046113
aou + phosphate	Atlantic	(27.95,28.05]	0.4661304	0.4276584	0.5284061
aou + phosphate	Atlantic	(28.05,28.1]	0.8323882	0.8044993	0.8751062
aou + phosphate	Atlantic	(28.1,28.15]	0.8874623	0.8650425	0.9065417
aou + phosphate	Atlantic	(28.15,28.2]	0.9493104	0.9412724	0.9601385
aou + phosphate	Atlantic	(28.2, Inf]	0.9034784	0.8978848	0.9084468
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9668204	0.9634657	0.9691083
aou + phosphate	Indo-Pacific	(26,26.5]	0.9604497	0.9596257	0.9610203
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9706831	0.9667665	0.9732139
aou + phosphate	Indo-Pacific	(26.75,27]	0.9762872	0.9750091	0.9777467
aou + phosphate	Indo-Pacific	(27,27.25]	0.9830786	0.9824377	0.9838625
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9871515	0.9870070	0.9872359
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9899812	0.9897763	0.9903508
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9952196	0.9949958	0.9954591
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9945304	0.9937973	0.9951454
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9935770	0.9930605	0.9942074
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9935844	0.9933359	0.9938621
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9928227	0.9926227	0.9930419
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9929158	0.9928785	0.9929642
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.8887602	0.8683337	0.9035091
aou + phosphate_star	Atlantic	(-Inf,26]	0.1789311	0.1685337	0.1913260
aou + phosphate_star	Atlantic	(26,26.5]	0.3916805	0.3568280	0.4258516
aou + phosphate_star	Atlantic	(26.5,26.75]	0.2116791	0.1906473	0.2306513
aou + phosphate_star	Atlantic	(26.75,27]	-0.0837071	-0.1302179	-0.0359684
aou + phosphate_star	Atlantic	(27,27.25]	-0.0058416	-0.0105362	-0.0033988
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0834105	-0.0894111	-0.0715505
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.2826521	-0.3244997	-0.2446757
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3760615	-0.4165337	-0.3492881
aou + phosphate_star	Atlantic	(27.85,27.95]	-0.3488121	-0.3849385	-0.2919155
aou + phosphate_star	Atlantic	(27.95,28.05]	0.1522133	0.1109009	0.2251083
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6791515	0.6392076	0.7424083
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7614928	0.7248227	0.7990436
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8669087	0.8505842	0.8871341
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7894494	0.7759076	0.8002291
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6112912	0.5981615	0.6339013
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4227753	0.4051469	0.4393083
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4313671	0.3964880	0.4564475
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5708483	0.5601475	0.5773370
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6315431	0.6216388	0.6462372
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3244132	0.2818010	0.3591974
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2250237	-0.2566877	-0.2009153
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5040826	-0.5169562	-0.4927138
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4931506	-0.5062639	-0.4780731
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4648533	-0.4863583	-0.4470578
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2386748	-0.2663599	-0.1918704
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0069908	-0.0550763	0.0399653
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3555973	0.3218878	0.3969244
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7648540	-0.7726701	-0.7603636
aou + silicate	Atlantic	(-Inf,26]	0.1268127	0.0348861	0.1884636
aou + silicate	Atlantic	(26,26.5]	0.2310600	0.1831263	0.2885402
aou + silicate	Atlantic	(26.5,26.75]	0.6025687	0.5741286	0.6509311
aou + silicate	Atlantic	(26.75,27]	0.7892590	0.7743727	0.8000288
aou + silicate	Atlantic	(27,27.25]	0.6801043	0.6514598	0.6998723
aou + silicate	Atlantic	(27.25,27.5]	0.4832110	0.4745438	0.4959077
aou + silicate	Atlantic	(27.5,27.75]	0.1875793	0.1445865	0.2136996
aou + silicate	Atlantic	(27.75,27.85]	-0.0997416	-0.1517774	-0.0606322
aou + silicate	Atlantic	(27.85,27.95]	-0.1256355	-0.1636018	-0.0559755
aou + silicate	Atlantic	(27.95,28.05]	0.3397925	0.3066384	0.3858997
aou + silicate	Atlantic	(28.05,28.1]	0.7934877	0.7645608	0.8377407
aou + silicate	Atlantic	(28.1,28.15]	0.8791680	0.8498504	0.9008064
aou + silicate	Atlantic	(28.15,28.2]	0.9434953	0.9377007	0.9517237
aou + silicate	Atlantic	(28.2, Inf]	0.6497783	0.6289181	0.6809620
aou + silicate	Indo-Pacific	(-Inf,26]	0.8597805	0.8557100	0.8621559
aou + silicate	Indo-Pacific	(26,26.5]	0.7887118	0.7823731	0.7956946
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7866100	0.7781619	0.7951234
aou + silicate	Indo-Pacific	(26.75,27]	0.8643794	0.8607265	0.8694232
aou + silicate	Indo-Pacific	(27,27.25]	0.9325254	0.9308119	0.9353780
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9513519	0.9507333	0.9522801
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9638718	0.9625943	0.9648837
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9823628	0.9818714	0.9829964
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9818214	0.9804309	0.9828514
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9865656	0.9856148	0.9879276
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9908311	0.9904870	0.9910919
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9846793	0.9837816	0.9854606
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9000736	0.8985426	0.9015998
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7705372	0.7524617	0.7827942
nitrate + phosphate	Atlantic	(-Inf,26]	0.7132603	0.5422291	0.8873040
nitrate + phosphate	Atlantic	(26,26.5]	0.7454626	0.7318395	0.7550339
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9530833	0.9484730	0.9592215
nitrate + phosphate	Atlantic	(26.75,27]	0.9749825	0.9705964	0.9772219
nitrate + phosphate	Atlantic	(27,27.25]	0.9811507	0.9784358	0.9831911
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9911180	0.9907283	0.9914438
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9939006	0.9936679	0.9943084
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9956300	0.9953202	0.9958393
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9982705	0.9982419	0.9983140
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992248	0.9991400	0.9993027
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997331	0.9997230	0.9997487
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9997296	0.9997097	0.9997422
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9981822	0.9980786	0.9983672
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9932628	0.9925529	0.9939003
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9597849	0.9452484	0.9693307
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8993853	0.8963806	0.9048757
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8078805	0.7874623	0.8283361
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8716208	0.8676839	0.8793455
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9378814	0.9350140	0.9415470
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9528991	0.9483326	0.9569473
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9794515	0.9770436	0.9833251
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9956378	0.9950869	0.9963275
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9978458	0.9977182	0.9979149
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9990305	0.9989036	0.9992257
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9983320	0.9982066	0.9984713
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972217	0.9971921	0.9972772
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9927876	0.9926885	0.9928423
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9801996	0.9785649	0.9813429
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2236674	0.0511046	0.3242600
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3169659	0.3063951	0.3347728
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.3267504	0.2997023	0.3686149
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0200953	-0.0255049	0.0771622
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2221121	0.2116499	0.2346835
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4002980	0.3827244	0.4163840
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5179451	0.5074004	0.5313777
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6758954	0.6581873	0.7000949
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8526860	0.8503097	0.8556926
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9364171	0.9354102	0.9373206
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9684326	0.9674803	0.9703213
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9712653	0.9691409	0.9753149
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9790071	0.9776534	0.9801706
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9630104	0.9590866	0.9667264
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7642530	0.7508433	0.7854646
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6114057	0.5985480	0.6286991
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5515767	0.5342049	0.5709779
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6912281	0.6844857	0.6978111
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7446773	0.7347161	0.7597310
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4330576	0.3977747	0.4647047
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1004057	-0.1289018	-0.0753952
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4303440	-0.4466687	-0.4202391
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3958702	-0.4120324	-0.3728673
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3542034	-0.3837450	-0.3329922
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1117200	-0.1392229	-0.0619572
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1310519	0.0828701	0.1763805
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4722516	0.4436220	0.5076516
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4348230	-0.4552411	-0.3966145
nitrate + silicate	Atlantic	(-Inf,26]	0.5860272	0.4876958	0.6645577
nitrate + silicate	Atlantic	(26,26.5]	0.6073668	0.5962328	0.6229432
nitrate + silicate	Atlantic	(26.5,26.75]	0.7121728	0.6952033	0.7421243
nitrate + silicate	Atlantic	(26.75,27]	0.8466576	0.8363150	0.8571116
nitrate + silicate	Atlantic	(27,27.25]	0.8217914	0.8056548	0.8324094
nitrate + silicate	Atlantic	(27.25,27.5]	0.8178767	0.8143203	0.8248759
nitrate + silicate	Atlantic	(27.5,27.75]	0.8230336	0.8156399	0.8270350
nitrate + silicate	Atlantic	(27.75,27.85]	0.8096446	0.7923214	0.8252845
nitrate + silicate	Atlantic	(27.85,27.95]	0.9068256	0.9030967	0.9087217
nitrate + silicate	Atlantic	(27.95,28.05]	0.9569481	0.9541842	0.9583484
nitrate + silicate	Atlantic	(28.05,28.1]	0.9820444	0.9812285	0.9828515
nitrate + silicate	Atlantic	(28.1,28.15]	0.9894630	0.9891996	0.9897083
nitrate + silicate	Atlantic	(28.15,28.2]	0.9561779	0.9534179	0.9589980
nitrate + silicate	Atlantic	(28.2, Inf]	0.7663340	0.7500792	0.7842224
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8797530	0.8727600	0.8847328
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8372359	0.8250851	0.8499058
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8323859	0.8272513	0.8392622
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8852046	0.8826478	0.8878483
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9406723	0.9388431	0.9437745
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9595183	0.9559795	0.9622942
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9784232	0.9767220	0.9808796
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9901477	0.9899353	0.9903288
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9912799	0.9909129	0.9915002
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9926683	0.9917638	0.9932924
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9926732	0.9920148	0.9930811
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9846404	0.9830090	0.9860331
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8979565	0.8962330	0.8991623
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8643537	0.8626810	0.8654394
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.4495369	0.3953064	0.5213805
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7632195	0.7619629	0.7653786
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5372211	0.5163576	0.5606219
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1889203	0.1441465	0.2450802
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3655356	0.3570451	0.3730834
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5068450	0.4932568	0.5197624
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6032232	0.5954814	0.6129187
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7383888	0.7245015	0.7596642
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8779609	0.8753756	0.8810116
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9442867	0.9429005	0.9452701
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9713090	0.9703465	0.9732313
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9737499	0.9717835	0.9775042
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9787342	0.9773948	0.9798946
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9741130	0.9716945	0.9757750
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7751139	0.7645666	0.7883011
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6532549	0.6403953	0.6657396
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6318768	0.6144534	0.6453179
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7311489	0.7264238	0.7351486
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7589827	0.7532003	0.7685835
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4689362	0.4299072	0.5010597
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0867086	-0.1175969	-0.0609097
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4187389	-0.4320883	-0.4090995
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4010331	-0.4157851	-0.3786641
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3637299	-0.3915663	-0.3442161
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1298642	-0.1576760	-0.0800583
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1095122	0.0598884	0.1563705
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4581840	0.4259568	0.4974577
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4009950	-0.4259023	-0.3539118
sal + aou	Atlantic	(-Inf,26]	-0.3870731	-0.4321404	-0.3441367
sal + aou	Atlantic	(26,26.5]	-0.3515317	-0.4070785	-0.3184196
sal + aou	Atlantic	(26.5,26.75]	0.1538856	0.1150925	0.2130183
sal + aou	Atlantic	(26.75,27]	0.4196904	0.3904949	0.4386822
sal + aou	Atlantic	(27,27.25]	0.3462482	0.3411597	0.3529767
sal + aou	Atlantic	(27.25,27.5]	0.3754046	0.3387087	0.4138790
sal + aou	Atlantic	(27.5,27.75]	0.6360164	0.6033816	0.6680464
sal + aou	Atlantic	(27.75,27.85]	0.6386017	0.6015615	0.6673011
sal + aou	Atlantic	(27.85,27.95]	0.5552444	0.5034123	0.5903559
sal + aou	Atlantic	(27.95,28.05]	-0.0193870	-0.0937802	0.0252533
sal + aou	Atlantic	(28.05,28.1]	-0.6295108	-0.6938090	-0.5834525
sal + aou	Atlantic	(28.1,28.15]	-0.7842975	-0.8092359	-0.7610964
sal + aou	Atlantic	(28.15,28.2]	-0.8534757	-0.8652874	-0.8451174
sal + aou	Atlantic	(28.2, Inf]	-0.8398476	-0.8446103	-0.8362801
sal + aou	Indo-Pacific	(-Inf,26]	-0.2820360	-0.2923704	-0.2638086
sal + aou	Indo-Pacific	(26,26.5]	-0.1976688	-0.2156540	-0.1866880
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2120862	-0.2354452	-0.1862602
sal + aou	Indo-Pacific	(26.75,27]	-0.4443889	-0.4528919	-0.4366727
sal + aou	Indo-Pacific	(27,27.25]	-0.5674336	-0.5750542	-0.5627178
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2847184	-0.3360827	-0.2464576
sal + aou	Indo-Pacific	(27.5,27.75]	0.4147919	0.3730709	0.4370241
sal + aou	Indo-Pacific	(27.75,27.85]	0.6858298	0.6803939	0.6956298
sal + aou	Indo-Pacific	(27.85,27.95]	0.7785540	0.7674379	0.7870235
sal + aou	Indo-Pacific	(27.95,28.05]	0.8448157	0.8360453	0.8525828
sal + aou	Indo-Pacific	(28.05,28.1]	0.8501952	0.8380757	0.8607398
sal + aou	Indo-Pacific	(28.1,28.2]	0.8291112	0.8134313	0.8453683
sal + aou	Indo-Pacific	(28.2,28.3]	0.5233998	0.4980120	0.5416901
sal + aou	Indo-Pacific	(28.3, Inf]	0.8569715	0.8512266	0.8632251
sal + nitrate	Atlantic	(-Inf,26]	-0.6544575	-0.6966747	-0.6036620
sal + nitrate	Atlantic	(26,26.5]	-0.3779895	-0.4172230	-0.3437017
sal + nitrate	Atlantic	(26.5,26.75]	0.0766554	0.0343932	0.1419995
sal + nitrate	Atlantic	(26.75,27]	0.3617305	0.3222894	0.3821442
sal + nitrate	Atlantic	(27,27.25]	0.1972024	0.1779196	0.2144380
sal + nitrate	Atlantic	(27.25,27.5]	0.0255658	-0.0492895	0.1139920
sal + nitrate	Atlantic	(27.5,27.75]	0.2305745	0.1711317	0.2629549
sal + nitrate	Atlantic	(27.75,27.85]	-0.3258676	-0.3972178	-0.2629918
sal + nitrate	Atlantic	(27.85,27.95]	-0.6626765	-0.6810922	-0.6476934
sal + nitrate	Atlantic	(27.95,28.05]	-0.8515349	-0.8577430	-0.8423346
sal + nitrate	Atlantic	(28.05,28.1]	-0.9350119	-0.9397704	-0.9297745
sal + nitrate	Atlantic	(28.1,28.15]	-0.9689766	-0.9714971	-0.9651318
sal + nitrate	Atlantic	(28.15,28.2]	-0.9630794	-0.9679609	-0.9597729
sal + nitrate	Atlantic	(28.2, Inf]	-0.9394061	-0.9431965	-0.9353403
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4256177	-0.4391305	-0.3985968
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4680904	-0.4862495	-0.4539749
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4870728	-0.4932273	-0.4788935
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6650836	-0.6792074	-0.6559193
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7290120	-0.7350888	-0.7236306
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4242468	-0.4721126	-0.3883415
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.3057897	0.2627857	0.3292896
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.6211100	0.6137390	0.6330452
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7145335	0.6969881	0.7278568
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7836736	0.7731802	0.7974447
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7852480	0.7691261	0.8009972
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7588176	0.7424321	0.7774167
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4453254	0.4197216	0.4648233
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7346158	0.7196459	0.7520135
sal + phosphate	Atlantic	(-Inf,26]	-0.3016468	-0.3804739	-0.1507372
sal + phosphate	Atlantic	(26,26.5]	-0.5727176	-0.5861947	-0.5560880
sal + phosphate	Atlantic	(26.5,26.75]	-0.1174188	-0.1530454	-0.0509924
sal + phosphate	Atlantic	(26.75,27]	0.2398748	0.1946127	0.2668814
sal + phosphate	Atlantic	(27,27.25]	0.0645772	0.0451498	0.0844127
sal + phosphate	Atlantic	(27.25,27.5]	-0.0893333	-0.1634329	-0.0030761
sal + phosphate	Atlantic	(27.5,27.75]	0.1349184	0.0716665	0.1719939
sal + phosphate	Atlantic	(27.75,27.85]	-0.4045455	-0.4728260	-0.3414439
sal + phosphate	Atlantic	(27.85,27.95]	-0.6996657	-0.7177102	-0.6854604
sal + phosphate	Atlantic	(27.95,28.05]	-0.8613645	-0.8673120	-0.8513596
sal + phosphate	Atlantic	(28.05,28.1]	-0.9392111	-0.9439162	-0.9340222
sal + phosphate	Atlantic	(28.1,28.15]	-0.9706866	-0.9734073	-0.9667924
sal + phosphate	Atlantic	(28.15,28.2]	-0.9504465	-0.9566916	-0.9463728
sal + phosphate	Atlantic	(28.2, Inf]	-0.9017731	-0.9082401	-0.8950792
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3725283	-0.3826246	-0.3652647
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4118653	-0.4301241	-0.4003496
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4097085	-0.4221343	-0.3999671
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5974116	-0.6045678	-0.5920604
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6751344	-0.6781028	-0.6711239
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3926934	-0.4414157	-0.3569728
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.3094181	0.2640001	0.3356399
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.6238265	0.6172761	0.6363906
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7237507	0.7073106	0.7375017
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7970559	0.7884721	0.8083437
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8100798	0.7952043	0.8244323
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7905106	0.7739606	0.8090839
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5198916	0.4950011	0.5384836
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8006612	0.7801861	0.8228799
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3161950	-0.4403029	-0.1487478
sal + phosphate_star	Atlantic	(26,26.5]	-0.7992431	-0.8233462	-0.7767779
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7911315	-0.8082001	-0.7645971
sal + phosphate_star	Atlantic	(26.75,27]	-0.7453571	-0.7591744	-0.7374277
sal + phosphate_star	Atlantic	(27,27.25]	-0.7754089	-0.7986950	-0.7627941
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.7914122	-0.8374419	-0.7387057
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5607295	-0.6094727	-0.5217274
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8760387	-0.8970329	-0.8454892
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9379119	-0.9474258	-0.9297699
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9633239	-0.9693869	-0.9555214
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9833161	-0.9871561	-0.9809144
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9881347	-0.9899327	-0.9862121
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9714728	-0.9743621	-0.9689462
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8914580	-0.9026674	-0.8817087
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6824265	-0.7023877	-0.6603037
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8822261	-0.8892189	-0.8776141
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9163512	-0.9206755	-0.9141223
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9326443	-0.9341654	-0.9315608
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9264625	-0.9289398	-0.9227675
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8338509	-0.8399464	-0.8305366
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8225925	-0.8291077	-0.8114243
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9039449	-0.9088202	-0.8967345
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8342610	-0.8432610	-0.8270194
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7619741	-0.7719468	-0.7465549
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5668104	-0.5928771	-0.5465575
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3349834	-0.3567285	-0.3077219
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0193503	-0.0250275	-0.0114652
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6759249	-0.6902989	-0.6666907
sal + silicate	Atlantic	(-Inf,26]	-0.8059027	-0.8257329	-0.7759129
sal + silicate	Atlantic	(26,26.5]	0.0730386	-0.0069146	0.1823386
sal + silicate	Atlantic	(26.5,26.75]	0.1695204	0.1615939	0.1807329
sal + silicate	Atlantic	(26.75,27]	0.1217125	0.0753514	0.1531282
sal + silicate	Atlantic	(27,27.25]	-0.1802696	-0.2364700	-0.1433998
sal + silicate	Atlantic	(27.25,27.5]	-0.3210067	-0.4128594	-0.2144981
sal + silicate	Atlantic	(27.5,27.75]	-0.1543489	-0.2026126	-0.1122420
sal + silicate	Atlantic	(27.75,27.85]	-0.7260175	-0.7538824	-0.6815894
sal + silicate	Atlantic	(27.85,27.95]	-0.8527856	-0.8646168	-0.8460918
sal + silicate	Atlantic	(27.95,28.05]	-0.9097342	-0.9186259	-0.9031195
sal + silicate	Atlantic	(28.05,28.1]	-0.9514821	-0.9548895	-0.9458963
sal + silicate	Atlantic	(28.1,28.15]	-0.9624141	-0.9669275	-0.9583533
sal + silicate	Atlantic	(28.15,28.2]	-0.8573313	-0.8704564	-0.8470096
sal + silicate	Atlantic	(28.2, Inf]	-0.5435045	-0.5730281	-0.5176457
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5400179	-0.5473609	-0.5270264
sal + silicate	Indo-Pacific	(26,26.5]	-0.6029489	-0.6099214	-0.5972909
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6431929	-0.6451811	-0.6403594
sal + silicate	Indo-Pacific	(26.75,27]	-0.7394623	-0.7455733	-0.7346523
sal + silicate	Indo-Pacific	(27,27.25]	-0.7593371	-0.7614868	-0.7566497
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.5072515	-0.5510632	-0.4749922
sal + silicate	Indo-Pacific	(27.5,27.75]	0.2245373	0.1745830	0.2560458
sal + silicate	Indo-Pacific	(27.75,27.85]	0.5797414	0.5705324	0.5962037
sal + silicate	Indo-Pacific	(27.85,27.95]	0.6996204	0.6802784	0.7132605
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7896752	0.7815107	0.8018704
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8132719	0.7979297	0.8278751
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8210905	0.8080250	0.8350816
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6950592	0.6717620	0.7158230
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8170851	0.7946307	0.8415705
sal + temp	Atlantic	(-Inf,26]	0.6545486	0.5496062	0.7151743
sal + temp	Atlantic	(26,26.5]	0.9487755	0.9466487	0.9528414
sal + temp	Atlantic	(26.5,26.75]	0.9730557	0.9700899	0.9750103
sal + temp	Atlantic	(26.75,27]	0.9695818	0.9685720	0.9714737
sal + temp	Atlantic	(27,27.25]	0.9647982	0.9612880	0.9680888
sal + temp	Atlantic	(27.25,27.5]	0.9754190	0.9745984	0.9768760
sal + temp	Atlantic	(27.5,27.75]	0.9702031	0.9685010	0.9713493
sal + temp	Atlantic	(27.75,27.85]	0.9856861	0.9851218	0.9864099
sal + temp	Atlantic	(27.85,27.95]	0.9827254	0.9819732	0.9832667
sal + temp	Atlantic	(27.95,28.05]	0.9771384	0.9765726	0.9775601
sal + temp	Atlantic	(28.05,28.1]	0.9815730	0.9798426	0.9833088
sal + temp	Atlantic	(28.1,28.15]	0.9799333	0.9792177	0.9804809
sal + temp	Atlantic	(28.15,28.2]	0.9772748	0.9761088	0.9786142
sal + temp	Atlantic	(28.2, Inf]	0.9433745	0.9339174	0.9518000
sal + temp	Indo-Pacific	(-Inf,26]	0.8166310	0.8092379	0.8210636
sal + temp	Indo-Pacific	(26,26.5]	0.9559407	0.9550047	0.9569918
sal + temp	Indo-Pacific	(26.5,26.75]	0.9814495	0.9800979	0.9830676
sal + temp	Indo-Pacific	(26.75,27]	0.9765753	0.9758435	0.9770542
sal + temp	Indo-Pacific	(27,27.25]	0.9758639	0.9751399	0.9766100
sal + temp	Indo-Pacific	(27.25,27.5]	0.9168729	0.9147004	0.9199710
sal + temp	Indo-Pacific	(27.5,27.75]	0.8522535	0.8481845	0.8574161
sal + temp	Indo-Pacific	(27.75,27.85]	0.9623116	0.9606693	0.9631657
sal + temp	Indo-Pacific	(27.85,27.95]	0.9381729	0.9360752	0.9398372
sal + temp	Indo-Pacific	(27.95,28.05]	0.9428839	0.9384549	0.9462383
sal + temp	Indo-Pacific	(28.05,28.1]	0.9605186	0.9559018	0.9639562
sal + temp	Indo-Pacific	(28.1,28.2]	0.8856105	0.8829610	0.8874802
sal + temp	Indo-Pacific	(28.2,28.3]	0.7943744	0.7917125	0.7976780
sal + temp	Indo-Pacific	(28.3, Inf]	0.8840608	0.8801141	0.8872065
silicate + phosphate	Atlantic	(-Inf,26]	-0.0462599	-0.2928443	0.0990617
silicate + phosphate	Atlantic	(26,26.5]	-0.0525076	-0.0795040	-0.0244769
silicate + phosphate	Atlantic	(26.5,26.75]	0.5475091	0.5070537	0.6054796
silicate + phosphate	Atlantic	(26.75,27]	0.8427843	0.8371693	0.8459568
silicate + phosphate	Atlantic	(27,27.25]	0.8729975	0.8614762	0.8825229
silicate + phosphate	Atlantic	(27.25,27.5]	0.8699408	0.8663240	0.8763239
silicate + phosphate	Atlantic	(27.5,27.75]	0.8708358	0.8660310	0.8740069
silicate + phosphate	Atlantic	(27.75,27.85]	0.8585700	0.8453119	0.8714982
silicate + phosphate	Atlantic	(27.85,27.95]	0.9285272	0.9254773	0.9302984
silicate + phosphate	Atlantic	(27.95,28.05]	0.9653386	0.9634355	0.9664056
silicate + phosphate	Atlantic	(28.05,28.1]	0.9856974	0.9849911	0.9865451
silicate + phosphate	Atlantic	(28.1,28.15]	0.9920543	0.9917111	0.9922478
silicate + phosphate	Atlantic	(28.15,28.2]	0.9704649	0.9686440	0.9722257
silicate + phosphate	Atlantic	(28.2, Inf]	0.8328320	0.8225893	0.8448323
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8906830	0.8895230	0.8919262
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8845780	0.8812567	0.8895911
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8684453	0.8664385	0.8709000
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9141519	0.9099138	0.9175152
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9546928	0.9535236	0.9556482
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9701975	0.9696074	0.9712198
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9799450	0.9792709	0.9809449
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9878781	0.9876839	0.9880708
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9889387	0.9888001	0.9890532
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9930294	0.9921850	0.9939196
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9952447	0.9947789	0.9955338
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9885349	0.9873018	0.9895617
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9200005	0.9188085	0.9212178
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9401974	0.9382914	0.9423876
silicate + phosphate_star	Atlantic	(-Inf,26]	0.0466560	-0.2803149	0.2218961
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3487332	-0.3668530	-0.3305107
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0795872	0.0355916	0.1353197
silicate + phosphate_star	Atlantic	(26.75,27]	0.2484149	0.1895400	0.3340376
silicate + phosphate_star	Atlantic	(27,27.25]	0.6319105	0.6136213	0.6678827
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7508689	0.7362210	0.7636653
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8362915	0.8273118	0.8418980
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9194905	0.9164492	0.9224949
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9406261	0.9376200	0.9443552
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9562639	0.9515647	0.9617191
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9711579	0.9694212	0.9734544
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9676195	0.9633952	0.9702030
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9284380	0.9255821	0.9299267
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8372888	0.8291076	0.8432759
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7576578	0.7519657	0.7688586
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7618735	0.7575229	0.7668394
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7649413	0.7516371	0.7733030
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7964773	0.7935524	0.7998210
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7843464	0.7825314	0.7877068
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5227045	0.4849365	0.5533254
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0231215	-0.0519043	0.0057620
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3934594	-0.4070449	-0.3861794
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3733096	-0.3898417	-0.3474500
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3559145	-0.3837532	-0.3357741
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1460311	-0.1723048	-0.0985110
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0853509	0.0403542	0.1288131
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4717921	0.4359070	0.5150331
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2698466	-0.2923726	-0.2318023
temp + aou	Atlantic	(-Inf,26]	-0.5964733	-0.6427998	-0.5669336
temp + aou	Atlantic	(26,26.5]	-0.4010711	-0.4392257	-0.3757781
temp + aou	Atlantic	(26.5,26.75]	0.0603456	0.0331243	0.1041009
temp + aou	Atlantic	(26.75,27]	0.3422848	0.3129193	0.3646286
temp + aou	Atlantic	(27,27.25]	0.3182164	0.3150879	0.3228692
temp + aou	Atlantic	(27.25,27.5]	0.3910321	0.3607334	0.4177503
temp + aou	Atlantic	(27.5,27.75]	0.6319011	0.6008246	0.6615431
temp + aou	Atlantic	(27.75,27.85]	0.6557863	0.6138822	0.6886739
temp + aou	Atlantic	(27.85,27.95]	0.5855191	0.5344179	0.6152075
temp + aou	Atlantic	(27.95,28.05]	0.0779469	0.0049950	0.1195545
temp + aou	Atlantic	(28.05,28.1]	-0.5301207	-0.6010131	-0.4871266
temp + aou	Atlantic	(28.1,28.15]	-0.7161612	-0.7511557	-0.6855649
temp + aou	Atlantic	(28.15,28.2]	-0.8276614	-0.8355774	-0.8201206
temp + aou	Atlantic	(28.2, Inf]	-0.7944665	-0.8080533	-0.7728334
temp + aou	Indo-Pacific	(-Inf,26]	-0.3954036	-0.4119876	-0.3788646
temp + aou	Indo-Pacific	(26,26.5]	-0.2367254	-0.2535540	-0.2253958
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2037289	-0.2230044	-0.1789750
temp + aou	Indo-Pacific	(26.75,27]	-0.3934661	-0.3977215	-0.3902151
temp + aou	Indo-Pacific	(27,27.25]	-0.5292189	-0.5404972	-0.5220693
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2703147	-0.3182213	-0.2253091
temp + aou	Indo-Pacific	(27.5,27.75]	0.3239838	0.2906376	0.3486735
temp + aou	Indo-Pacific	(27.75,27.85]	0.6959100	0.6925413	0.6987931
temp + aou	Indo-Pacific	(27.85,27.95]	0.7427453	0.7343933	0.7510194
temp + aou	Indo-Pacific	(27.95,28.05]	0.7921246	0.7856135	0.8009962
temp + aou	Indo-Pacific	(28.05,28.1]	0.8023209	0.7829920	0.8148751
temp + aou	Indo-Pacific	(28.1,28.2]	0.7792703	0.7709607	0.7885150
temp + aou	Indo-Pacific	(28.2,28.3]	0.7172749	0.7064828	0.7282697
temp + aou	Indo-Pacific	(28.3, Inf]	0.7699415	0.7602143	0.7807826
temp + nitrate	Atlantic	(-Inf,26]	-0.7652611	-0.7915254	-0.7332952
temp + nitrate	Atlantic	(26,26.5]	-0.4209429	-0.4291560	-0.4157799
temp + nitrate	Atlantic	(26.5,26.75]	-0.0231262	-0.0611985	0.0239199
temp + nitrate	Atlantic	(26.75,27]	0.2684874	0.2309501	0.2913737
temp + nitrate	Atlantic	(27,27.25]	0.1593518	0.1445924	0.1713286
temp + nitrate	Atlantic	(27.25,27.5]	0.0486932	-0.0238843	0.1291527
temp + nitrate	Atlantic	(27.5,27.75]	0.2162021	0.1707632	0.2511721
temp + nitrate	Atlantic	(27.75,27.85]	-0.3178664	-0.3940112	-0.2583833
temp + nitrate	Atlantic	(27.85,27.95]	-0.6429962	-0.6566184	-0.6319726
temp + nitrate	Atlantic	(27.95,28.05]	-0.8038334	-0.8069612	-0.7991282
temp + nitrate	Atlantic	(28.05,28.1]	-0.8874967	-0.8879976	-0.8865844
temp + nitrate	Atlantic	(28.1,28.15]	-0.9315545	-0.9364403	-0.9253374
temp + nitrate	Atlantic	(28.15,28.2]	-0.9453889	-0.9496126	-0.9400155
temp + nitrate	Atlantic	(28.2, Inf]	-0.9367314	-0.9485706	-0.9192175
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5572663	-0.5747632	-0.5353807
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5122730	-0.5259868	-0.5034576
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4852331	-0.4878895	-0.4817284
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6315669	-0.6433633	-0.6189630
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7065846	-0.7169700	-0.6983815
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4405645	-0.4841355	-0.3980608
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.1743675	0.1375992	0.2017101
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.6298364	0.6235933	0.6342881
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6675701	0.6521293	0.6807121
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7198363	0.7081432	0.7353211
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7268482	0.7030808	0.7445811
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6934214	0.6841110	0.7038846
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6199161	0.6097289	0.6310483
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.6747432	0.6691435	0.6781339
temp + phosphate	Atlantic	(-Inf,26]	-0.6304914	-0.7247232	-0.5249537
temp + phosphate	Atlantic	(26,26.5]	-0.6075436	-0.6194736	-0.6006982
temp + phosphate	Atlantic	(26.5,26.75]	-0.2009697	-0.2303528	-0.1559186
temp + phosphate	Atlantic	(26.75,27]	0.1578527	0.1163504	0.1873402
temp + phosphate	Atlantic	(27,27.25]	0.0464067	0.0331872	0.0591867
temp + phosphate	Atlantic	(27.25,27.5]	-0.0575846	-0.1298102	0.0210374
temp + phosphate	Atlantic	(27.5,27.75]	0.1244357	0.0761582	0.1640276
temp + phosphate	Atlantic	(27.75,27.85]	-0.3963606	-0.4689813	-0.3367717
temp + phosphate	Atlantic	(27.85,27.95]	-0.6795845	-0.6930132	-0.6694511
temp + phosphate	Atlantic	(27.95,28.05]	-0.8160259	-0.8191118	-0.8102472
temp + phosphate	Atlantic	(28.05,28.1]	-0.8926638	-0.8932604	-0.8917473
temp + phosphate	Atlantic	(28.1,28.15]	-0.9351216	-0.9396699	-0.9289187
temp + phosphate	Atlantic	(28.15,28.2]	-0.9391192	-0.9441907	-0.9334327
temp + phosphate	Atlantic	(28.2, Inf]	-0.9222206	-0.9342773	-0.9044542
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4980121	-0.5170272	-0.4820434
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4560072	-0.4720953	-0.4448986
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4062443	-0.4153543	-0.3973086
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5569282	-0.5603492	-0.5513580
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6469807	-0.6536044	-0.6400747
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3989186	-0.4438400	-0.3574200
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.1989682	0.1639170	0.2224275
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.6318846	0.6261790	0.6370433
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6773359	0.6629282	0.6911820
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7315130	0.7204434	0.7445692
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7478035	0.7249215	0.7643491
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7222419	0.7122613	0.7330719
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6760764	0.6654260	0.6876628
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.7351677	0.7239422	0.7420909
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7182289	-0.8239503	-0.5605038
temp + phosphate_star	Atlantic	(26,26.5]	-0.8121753	-0.8269218	-0.7957991
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8097906	-0.8221338	-0.8013761
temp + phosphate_star	Atlantic	(26.75,27]	-0.7760467	-0.7811557	-0.7672821
temp + phosphate_star	Atlantic	(27,27.25]	-0.7679443	-0.7903792	-0.7541576
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.7696931	-0.8206260	-0.7140015
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.5742530	-0.6080816	-0.5335546
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8811958	-0.9026735	-0.8541553
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9356950	-0.9434480	-0.9286196
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9512254	-0.9551744	-0.9463024
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9669115	-0.9690724	-0.9643700
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9770677	-0.9786144	-0.9741408
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9741001	-0.9774206	-0.9717194
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9474762	-0.9567405	-0.9349974
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8279885	-0.8427086	-0.7987338
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9229092	-0.9272155	-0.9192934
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9313140	-0.9346130	-0.9295046
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9426758	-0.9449216	-0.9409134
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9440230	-0.9471295	-0.9421839
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9399309	-0.9414398	-0.9381169
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9592986	-0.9630618	-0.9570523
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9346556	-0.9372422	-0.9294981
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9175326	-0.9240432	-0.9121232
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8576338	-0.8645402	-0.8451324
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6891636	-0.7062945	-0.6775944
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5264939	-0.5559370	-0.5025716
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.2018590	-0.2194132	-0.1734438
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6512088	-0.6605590	-0.6365318
temp + silicate	Atlantic	(-Inf,26]	-0.4642956	-0.5301045	-0.4142327
temp + silicate	Atlantic	(26,26.5]	0.0640031	0.0236061	0.1207176
temp + silicate	Atlantic	(26.5,26.75]	0.0862895	0.0735564	0.0936527
temp + silicate	Atlantic	(26.75,27]	0.0108718	-0.0249135	0.0394932
temp + silicate	Atlantic	(27,27.25]	-0.2164747	-0.2639452	-0.1867321
temp + silicate	Atlantic	(27.25,27.5]	-0.2879218	-0.3791104	-0.1837804
temp + silicate	Atlantic	(27.5,27.75]	-0.1740431	-0.2053255	-0.1288448
temp + silicate	Atlantic	(27.75,27.85]	-0.7138922	-0.7429659	-0.6733610
temp + silicate	Atlantic	(27.85,27.95]	-0.8252776	-0.8323713	-0.8198200
temp + silicate	Atlantic	(27.95,28.05]	-0.8773205	-0.8893460	-0.8709289
temp + silicate	Atlantic	(28.05,28.1]	-0.9128679	-0.9166142	-0.9103647
temp + silicate	Atlantic	(28.1,28.15]	-0.9353442	-0.9398123	-0.9283046
temp + silicate	Atlantic	(28.15,28.2]	-0.8600277	-0.8713959	-0.8521870
temp + silicate	Atlantic	(28.2, Inf]	-0.6767075	-0.7001768	-0.6518185
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5972223	-0.6058690	-0.5865235
temp + silicate	Indo-Pacific	(26,26.5]	-0.6246069	-0.6272069	-0.6228958
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6451168	-0.6489360	-0.6411267
temp + silicate	Indo-Pacific	(26.75,27]	-0.7166543	-0.7199688	-0.7114916
temp + silicate	Indo-Pacific	(27,27.25]	-0.7458209	-0.7490318	-0.7418707
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.5156590	-0.5563036	-0.4770872
temp + silicate	Indo-Pacific	(27.5,27.75]	0.1037005	0.0639374	0.1281409
temp + silicate	Indo-Pacific	(27.75,27.85]	0.5878810	0.5799164	0.5960157
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6390784	0.6212016	0.6537007
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7156890	0.7038203	0.7311947
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7530128	0.7302592	0.7698255
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7196225	0.7106429	0.7278206
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6635566	0.6524977	0.6751321
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7135638	0.6994599	0.7258449

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
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]	0.3908401	0.1809333	0.5763026
aou	Atlantic	(26,26.5]	0.0353169	-0.0298934	0.1107855
aou	Atlantic	(26.5,26.75]	-0.0248386	-0.1416347	0.0526903
aou	Atlantic	(26.75,27]	0.0110476	-0.2013328	0.2290297
aou	Atlantic	(27,27.25]	-0.3181393	-0.4642246	-0.1329347
aou	Atlantic	(27.25,27.5]	-0.3271203	-0.4348158	-0.2201304
aou	Atlantic	(27.5,27.75]	-0.1767290	-0.2229244	-0.1058791
aou	Atlantic	(27.75,27.85]	0.0198452	-0.0360052	0.0984987
aou	Atlantic	(27.85,27.95]	-0.0063086	-0.0387451	0.0248203
aou	Atlantic	(27.95,28.05]	-0.4093068	-0.4263404	-0.3908626
aou	Atlantic	(28.05,28.1]	-0.8327226	-0.8576469	-0.8040158
aou	Atlantic	(28.1,28.15]	-0.8769497	-0.8968779	-0.8664166
aou	Atlantic	(28.15,28.2]	-0.9339484	-0.9383933	-0.9282493
aou	Atlantic	(28.2, Inf]	-0.8233101	-0.8375522	-0.8099523
aou	Indo-Pacific	(-Inf,26]	-0.0947346	-0.1888216	0.0388705
aou	Indo-Pacific	(26,26.5]	-0.4221309	-0.5370637	-0.2552129
aou	Indo-Pacific	(26.5,26.75]	-0.7015072	-0.7676523	-0.5998419
aou	Indo-Pacific	(26.75,27]	-0.8326375	-0.8703513	-0.7809421
aou	Indo-Pacific	(27,27.25]	-0.7800654	-0.8394279	-0.7056074
aou	Indo-Pacific	(27.25,27.5]	-0.6489552	-0.7991518	-0.4229227
aou	Indo-Pacific	(27.5,27.75]	-0.2834470	-0.6801928	0.3023015
aou	Indo-Pacific	(27.75,27.85]	0.1518554	-0.3829273	0.7469369
aou	Indo-Pacific	(27.85,27.95]	0.2519210	-0.2418625	0.7914357
aou	Indo-Pacific	(27.95,28.05]	0.2723467	-0.1346223	0.6853716
aou	Indo-Pacific	(28.05,28.1]	0.3459899	0.0504059	0.6633844
aou	Indo-Pacific	(28.1,28.2]	0.3953780	0.1560638	0.6278814
aou	Indo-Pacific	(28.2,28.3]	0.5289942	0.4472502	0.6129983
aou	Indo-Pacific	(28.3, Inf]	0.4470374	0.3359858	0.5597282
nitrate	Atlantic	(-Inf,26]	0.1337379	-0.0589555	0.4023131
nitrate	Atlantic	(26,26.5]	-0.1964226	-0.2952582	-0.0793038
nitrate	Atlantic	(26.5,26.75]	-0.1910842	-0.3089540	-0.1154759
nitrate	Atlantic	(26.75,27]	-0.0962768	-0.3031252	0.1147476
nitrate	Atlantic	(27,27.25]	-0.5131926	-0.6376706	-0.3582136
nitrate	Atlantic	(27.25,27.5]	-0.7082835	-0.7733949	-0.6372934
nitrate	Atlantic	(27.5,27.75]	-0.8253312	-0.8495361	-0.7875939
nitrate	Atlantic	(27.75,27.85]	-0.8717464	-0.8824074	-0.8528143
nitrate	Atlantic	(27.85,27.95]	-0.9505780	-0.9554519	-0.9455250
nitrate	Atlantic	(27.95,28.05]	-0.9353477	-0.9489874	-0.9194026
nitrate	Atlantic	(28.05,28.1]	-0.9927813	-0.9939731	-0.9920814
nitrate	Atlantic	(28.1,28.15]	-0.9933221	-0.9934526	-0.9931462
nitrate	Atlantic	(28.15,28.2]	-0.9938798	-0.9948410	-0.9927375
nitrate	Atlantic	(28.2, Inf]	-0.9674152	-0.9703077	-0.9659406
nitrate	Indo-Pacific	(-Inf,26]	-0.0946329	-0.1781315	0.0222087
nitrate	Indo-Pacific	(26,26.5]	-0.4375262	-0.5420262	-0.2813748
nitrate	Indo-Pacific	(26.5,26.75]	-0.6302895	-0.6677312	-0.5712217
nitrate	Indo-Pacific	(26.75,27]	-0.7295437	-0.7617038	-0.6883833
nitrate	Indo-Pacific	(27,27.25]	-0.7426358	-0.7911956	-0.6852493
nitrate	Indo-Pacific	(27.25,27.5]	-0.6324886	-0.7724613	-0.4222823
nitrate	Indo-Pacific	(27.5,27.75]	-0.3046394	-0.6857881	0.2661683
nitrate	Indo-Pacific	(27.75,27.85]	0.1797470	-0.3469529	0.7593752
nitrate	Indo-Pacific	(27.85,27.95]	0.2967428	-0.1832664	0.8112231
nitrate	Indo-Pacific	(27.95,28.05]	0.3317558	-0.0625332	0.7252566
nitrate	Indo-Pacific	(28.05,28.1]	0.4130048	0.1351688	0.7043240
nitrate	Indo-Pacific	(28.1,28.2]	0.4644941	0.2525297	0.6665003
nitrate	Indo-Pacific	(28.2,28.3]	0.6000949	0.5362517	0.6633506
nitrate	Indo-Pacific	(28.3, Inf]	0.2167299	0.1450803	0.2790463
phosphate	Atlantic	(-Inf,26]	0.4361414	0.2498270	0.5731953
phosphate	Atlantic	(26,26.5]	0.0504564	0.0229402	0.0999613
phosphate	Atlantic	(26.5,26.75]	-0.2037856	-0.2894729	-0.1584742
phosphate	Atlantic	(26.75,27]	-0.1553166	-0.3370182	0.0338771
phosphate	Atlantic	(27,27.25]	-0.5751983	-0.6875990	-0.4370591
phosphate	Atlantic	(27.25,27.5]	-0.7523891	-0.8020221	-0.6955153
phosphate	Atlantic	(27.5,27.75]	-0.8582339	-0.8794254	-0.8267041
phosphate	Atlantic	(27.75,27.85]	-0.9070431	-0.9163225	-0.8924016
phosphate	Atlantic	(27.85,27.95]	-0.9589501	-0.9615682	-0.9568583
phosphate	Atlantic	(27.95,28.05]	-0.9411028	-0.9533831	-0.9254814
phosphate	Atlantic	(28.05,28.1]	-0.9930743	-0.9943936	-0.9923078
phosphate	Atlantic	(28.1,28.15]	-0.9934974	-0.9938089	-0.9931714
phosphate	Atlantic	(28.15,28.2]	-0.9933027	-0.9941625	-0.9924247
phosphate	Atlantic	(28.2, Inf]	-0.9799157	-0.9800486	-0.9796905
phosphate	Indo-Pacific	(-Inf,26]	-0.1331301	-0.2478632	0.0078854
phosphate	Indo-Pacific	(26,26.5]	-0.5517871	-0.6650177	-0.3940230
phosphate	Indo-Pacific	(26.5,26.75]	-0.7937694	-0.8542287	-0.7031672
phosphate	Indo-Pacific	(26.75,27]	-0.8712121	-0.9050750	-0.8228713
phosphate	Indo-Pacific	(27,27.25]	-0.8260605	-0.8752937	-0.7665000
phosphate	Indo-Pacific	(27.25,27.5]	-0.7036277	-0.8347889	-0.5033165
phosphate	Indo-Pacific	(27.5,27.75]	-0.3137125	-0.6900138	0.2456913
phosphate	Indo-Pacific	(27.75,27.85]	0.1865642	-0.3325907	0.7595838
phosphate	Indo-Pacific	(27.85,27.95]	0.3001764	-0.1766356	0.8111609
phosphate	Indo-Pacific	(27.95,28.05]	0.3203095	-0.0719372	0.7135691
phosphate	Indo-Pacific	(28.05,28.1]	0.3865237	0.1075085	0.6809831
phosphate	Indo-Pacific	(28.1,28.2]	0.4230882	0.2053899	0.6324146
phosphate	Indo-Pacific	(28.2,28.3]	0.5394769	0.4723062	0.6078377
phosphate	Indo-Pacific	(28.3, Inf]	0.1270585	0.0494737	0.1931504
phosphate_star	Atlantic	(-Inf,26]	0.0555670	0.0055653	0.0978264
phosphate_star	Atlantic	(26,26.5]	0.1268221	0.0964135	0.1699969
phosphate_star	Atlantic	(26.5,26.75]	-0.3958865	-0.4560239	-0.3646448
phosphate_star	Atlantic	(26.75,27]	-0.4796148	-0.5284679	-0.4263709
phosphate_star	Atlantic	(27,27.25]	-0.6546010	-0.7387773	-0.6105197
phosphate_star	Atlantic	(27.25,27.5]	-0.7266044	-0.8036363	-0.6368045
phosphate_star	Atlantic	(27.5,27.75]	-0.7846181	-0.8187983	-0.7548244
phosphate_star	Atlantic	(27.75,27.85]	-0.8949657	-0.9375628	-0.8643063
phosphate_star	Atlantic	(27.85,27.95]	-0.8965331	-0.9248609	-0.8715750
phosphate_star	Atlantic	(27.95,28.05]	-0.8903063	-0.9117544	-0.8563981
phosphate_star	Atlantic	(28.05,28.1]	-0.9593896	-0.9709158	-0.9499723
phosphate_star	Atlantic	(28.1,28.15]	-0.9663839	-0.9719904	-0.9576611
phosphate_star	Atlantic	(28.15,28.2]	-0.9759909	-0.9826594	-0.9696496
phosphate_star	Atlantic	(28.2, Inf]	-0.9828257	-0.9865537	-0.9779959
phosphate_star	Indo-Pacific	(-Inf,26]	0.0424750	-0.0654505	0.1499493
phosphate_star	Indo-Pacific	(26,26.5]	-0.5546671	-0.6104329	-0.4857429
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6700950	-0.6804814	-0.6578211
phosphate_star	Indo-Pacific	(26.75,27]	-0.6310980	-0.6467560	-0.6042928
phosphate_star	Indo-Pacific	(27,27.25]	-0.6572988	-0.6682289	-0.6411105
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5176432	-0.5365320	-0.5003506
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1389138	-0.3964436	0.0314601
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2903937	-0.1651461	0.6596417
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3345415	-0.1313921	0.6998853
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3473879	0.0201072	0.6481511
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3963960	0.1572198	0.5995360
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3817577	0.2136080	0.5407780
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4250556	0.3475712	0.4966664
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7223097	-0.8173149	-0.6324136
sal	Atlantic	(-Inf,26]	0.5638126	0.4255485	0.6564090
sal	Atlantic	(26,26.5]	-0.1220965	-0.1519102	-0.1041978
sal	Atlantic	(26.5,26.75]	0.0101854	-0.0453336	0.1074256
sal	Atlantic	(26.75,27]	-0.0111426	-0.1011346	0.1066626
sal	Atlantic	(27,27.25]	0.0783136	-0.0068010	0.2434297
sal	Atlantic	(27.25,27.5]	0.1816046	-0.0269291	0.3676728
sal	Atlantic	(27.5,27.75]	-0.0585397	-0.1169842	0.0564422
sal	Atlantic	(27.75,27.85]	0.5859327	0.5099751	0.6979603
sal	Atlantic	(27.85,27.95]	0.7149891	0.6571813	0.7592162
sal	Atlantic	(27.95,28.05]	0.7713986	0.7070053	0.8057307
sal	Atlantic	(28.05,28.1]	0.9215745	0.9126137	0.9326732
sal	Atlantic	(28.1,28.15]	0.9598653	0.9575944	0.9623377
sal	Atlantic	(28.15,28.2]	0.9536972	0.9468376	0.9597089
sal	Atlantic	(28.2, Inf]	0.8614492	0.8570659	0.8692821
sal	Indo-Pacific	(-Inf,26]	-0.1195654	-0.1698758	-0.0935652
sal	Indo-Pacific	(26,26.5]	0.3238544	0.2815385	0.3517442
sal	Indo-Pacific	(26.5,26.75]	0.4446075	0.4274756	0.4638540
sal	Indo-Pacific	(26.75,27]	0.4494161	0.4186121	0.4652275
sal	Indo-Pacific	(27,27.25]	0.4575594	0.4423024	0.4875876
sal	Indo-Pacific	(27.25,27.5]	0.2021494	0.1470298	0.2518505
sal	Indo-Pacific	(27.5,27.75]	-0.1873264	-0.3695739	0.1308240
sal	Indo-Pacific	(27.75,27.85]	-0.2701924	-0.7024487	0.2723942
sal	Indo-Pacific	(27.85,27.95]	-0.1749338	-0.6316185	0.3850270
sal	Indo-Pacific	(27.95,28.05]	-0.1113390	-0.5136736	0.3234020
sal	Indo-Pacific	(28.05,28.1]	-0.0374030	-0.3359289	0.2997343
sal	Indo-Pacific	(28.1,28.2]	0.0577722	-0.1950719	0.3192285
sal	Indo-Pacific	(28.2,28.3]	0.0573266	-0.0116852	0.1442467
sal	Indo-Pacific	(28.3, Inf]	0.3462143	0.1928310	0.4857545
silicate	Atlantic	(-Inf,26]	-0.5416793	-0.5994005	-0.4618792
silicate	Atlantic	(26,26.5]	-0.4237690	-0.5100544	-0.3426449
silicate	Atlantic	(26.5,26.75]	-0.3607408	-0.4666149	-0.2494027
silicate	Atlantic	(26.75,27]	-0.4040094	-0.5809405	-0.2282822
silicate	Atlantic	(27,27.25]	-0.7902275	-0.8440940	-0.7276903
silicate	Atlantic	(27.25,27.5]	-0.8936389	-0.9038326	-0.8769179
silicate	Atlantic	(27.5,27.75]	-0.9169710	-0.9220497	-0.9127212
silicate	Atlantic	(27.75,27.85]	-0.9312908	-0.9446566	-0.9228702
silicate	Atlantic	(27.85,27.95]	-0.9138703	-0.9289577	-0.9020127
silicate	Atlantic	(27.95,28.05]	-0.8960102	-0.9106178	-0.8709345
silicate	Atlantic	(28.05,28.1]	-0.9737532	-0.9755651	-0.9701665
silicate	Atlantic	(28.1,28.15]	-0.9821978	-0.9832663	-0.9813486
silicate	Atlantic	(28.15,28.2]	-0.9576087	-0.9653783	-0.9529682
silicate	Atlantic	(28.2, Inf]	-0.8597879	-0.8825090	-0.8301532
silicate	Indo-Pacific	(-Inf,26]	-0.0874820	-0.1670412	0.0308907
silicate	Indo-Pacific	(26,26.5]	-0.6148998	-0.7082210	-0.4817069
silicate	Indo-Pacific	(26.5,26.75]	-0.7512598	-0.7935595	-0.6837691
silicate	Indo-Pacific	(26.75,27]	-0.7344008	-0.7726896	-0.6856652
silicate	Indo-Pacific	(27,27.25]	-0.6887587	-0.7493437	-0.6209666
silicate	Indo-Pacific	(27.25,27.5]	-0.5975542	-0.7387010	-0.3836791
silicate	Indo-Pacific	(27.5,27.75]	-0.2570421	-0.6327565	0.3002159
silicate	Indo-Pacific	(27.75,27.85]	0.2198922	-0.3018990	0.7871004
silicate	Indo-Pacific	(27.85,27.95]	0.3205975	-0.1598894	0.8285950
silicate	Indo-Pacific	(27.95,28.05]	0.3418197	-0.0528989	0.7349979
silicate	Indo-Pacific	(28.05,28.1]	0.4004374	0.1164508	0.7005466
silicate	Indo-Pacific	(28.1,28.2]	0.4549720	0.2305740	0.6725744
silicate	Indo-Pacific	(28.2,28.3]	0.5940880	0.5182898	0.6715853
silicate	Indo-Pacific	(28.3, Inf]	-0.0617337	-0.1539324	0.0231505
temp	Atlantic	(-Inf,26]	-0.1087029	-0.3744709	0.0302528
temp	Atlantic	(26,26.5]	-0.2781171	-0.2880843	-0.2726566
temp	Atlantic	(26.5,26.75]	-0.0007926	-0.0417398	0.0759322
temp	Atlantic	(26.75,27]	0.0340580	-0.0101123	0.0958907
temp	Atlantic	(27,27.25]	0.0975695	0.0121656	0.2414061
temp	Atlantic	(27.25,27.5]	0.1488541	-0.0545588	0.3328188
temp	Atlantic	(27.5,27.75]	-0.0404382	-0.0988868	0.0497965
temp	Atlantic	(27.75,27.85]	0.5904931	0.5202477	0.7029021
temp	Atlantic	(27.85,27.95]	0.6992141	0.6451949	0.7442301
temp	Atlantic	(27.95,28.05]	0.7319107	0.6705162	0.7690926
temp	Atlantic	(28.05,28.1]	0.8663505	0.8540537	0.8822676
temp	Atlantic	(28.1,28.15]	0.9117124	0.9047629	0.9160459
temp	Atlantic	(28.15,28.2]	0.9278471	0.9251832	0.9321111
temp	Atlantic	(28.2, Inf]	0.9061849	0.8975108	0.9108665
temp	Indo-Pacific	(-Inf,26]	-0.4439165	-0.5051531	-0.3976705
temp	Indo-Pacific	(26,26.5]	0.2711885	0.2140521	0.3153017
temp	Indo-Pacific	(26.5,26.75]	0.4199696	0.4084937	0.4314583
temp	Indo-Pacific	(26.75,27]	0.3890826	0.3522663	0.4119705
temp	Indo-Pacific	(27,27.25]	0.4262722	0.4051091	0.4551025
temp	Indo-Pacific	(27.25,27.5]	0.3224458	0.2965555	0.3451950
temp	Indo-Pacific	(27.5,27.75]	0.0571679	-0.1111094	0.3235868
temp	Indo-Pacific	(27.75,27.85]	-0.2465648	-0.6740231	0.2882480
temp	Indo-Pacific	(27.85,27.95]	-0.2038515	-0.6507665	0.3426374
temp	Indo-Pacific	(27.95,28.05]	-0.1781794	-0.5635216	0.2473956
temp	Indo-Pacific	(28.05,28.1]	-0.1110149	-0.4121250	0.2272883
temp	Indo-Pacific	(28.1,28.2]	-0.0602270	-0.3202432	0.2130679
temp	Indo-Pacific	(28.2,28.3]	0.0716758	-0.0341127	0.1935146
temp	Indo-Pacific	(28.3, Inf]	0.3467730	0.2235815	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