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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html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor correlation

The correlation between:

• pairs of seven potential predictor variables and
• C* and seven potential predictor variables

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
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9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
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4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
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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183443b	Donghe-Zhu	2021-03-21
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aecbf75	Donghe-Zhu	2021-03-14
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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
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
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]	0.7880577	0.5633370	0.9037929
aou + nitrate	Atlantic	(26,26.5]	0.8742928	0.8609370	0.8869406
aou + nitrate	Atlantic	(26.5,26.75]	0.9613224	0.9560810	0.9693027
aou + nitrate	Atlantic	(26.75,27]	0.9832579	0.9783617	0.9877312
aou + nitrate	Atlantic	(27,27.25]	0.9644241	0.9569789	0.9712666
aou + nitrate	Atlantic	(27.25,27.5]	0.9217958	0.9123924	0.9298328
aou + nitrate	Atlantic	(27.5,27.75]	0.7920254	0.7486979	0.8393618
aou + nitrate	Atlantic	(27.75,27.85]	0.5854666	0.5156610	0.7217326
aou + nitrate	Atlantic	(27.85,27.95]	0.5970888	0.4762429	0.7563035
aou + nitrate	Atlantic	(27.95,28.05]	0.7378695	0.6149730	0.8857120
aou + nitrate	Atlantic	(28.05,28.1]	0.9268177	0.8942570	0.9640694
aou + nitrate	Atlantic	(28.1,28.15]	0.9558547	0.9272899	0.9781434
aou + nitrate	Atlantic	(28.15,28.2]	0.9741399	0.9669037	0.9784034
aou + nitrate	Atlantic	(28.2, Inf]	0.9035148	0.8710595	0.9583416
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9238899	0.9102931	0.9449039
aou + nitrate	Indo-Pacific	(26,26.5]	0.8529489	0.7593874	0.9272962
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8835521	0.8429543	0.9160581
aou + nitrate	Indo-Pacific	(26.75,27]	0.9066327	0.8898769	0.9229034
aou + nitrate	Indo-Pacific	(27,27.25]	0.9433307	0.9389904	0.9511609
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9546350	0.9473955	0.9629169
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9737564	0.9681705	0.9795881
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9890481	0.9807925	0.9939612
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9917376	0.9872058	0.9948214
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9921753	0.9859885	0.9958258
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9916838	0.9859409	0.9951671
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9875341	0.9820432	0.9912096
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9806385	0.9731779	0.9864043
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9045132	0.8545622	0.9329603
aou + phosphate	Atlantic	(-Inf,26]	0.9495791	0.8861831	0.9875564
aou + phosphate	Atlantic	(26,26.5]	0.8781426	0.8671867	0.8859326
aou + phosphate	Atlantic	(26.5,26.75]	0.9044537	0.8834447	0.9227459
aou + phosphate	Atlantic	(26.75,27]	0.9521317	0.9436606	0.9601405
aou + phosphate	Atlantic	(27,27.25]	0.9182967	0.8973651	0.9326578
aou + phosphate	Atlantic	(27.25,27.5]	0.8792192	0.8613211	0.8925663
aou + phosphate	Atlantic	(27.5,27.75]	0.7428227	0.6922405	0.7989517
aou + phosphate	Atlantic	(27.75,27.85]	0.5397123	0.4607331	0.6827852
aou + phosphate	Atlantic	(27.85,27.95]	0.5661874	0.4407325	0.7262612
aou + phosphate	Atlantic	(27.95,28.05]	0.7242107	0.6001222	0.8690044
aou + phosphate	Atlantic	(28.05,28.1]	0.9226356	0.8889926	0.9597844
aou + phosphate	Atlantic	(28.1,28.15]	0.9529464	0.9234881	0.9762541
aou + phosphate	Atlantic	(28.15,28.2]	0.9752698	0.9679597	0.9797725
aou + phosphate	Atlantic	(28.2, Inf]	0.8755435	0.8236309	0.9612080
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9501999	0.9437607	0.9550881
aou + phosphate	Indo-Pacific	(26,26.5]	0.9573292	0.9525984	0.9651264
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9684950	0.9559287	0.9748089
aou + phosphate	Indo-Pacific	(26.75,27]	0.9774052	0.9652241	0.9872630
aou + phosphate	Indo-Pacific	(27,27.25]	0.9861789	0.9795331	0.9910591
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9862724	0.9782214	0.9914932
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9901550	0.9843660	0.9936612
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9950985	0.9934289	0.9962292
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9946831	0.9938919	0.9955111
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9955871	0.9952957	0.9959149
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9948882	0.9937517	0.9956341
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9917087	0.9905688	0.9926547
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9887728	0.9875121	0.9894987
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.8894153	0.8382033	0.9200178
aou + phosphate_star	Atlantic	(-Inf,26]	0.2517654	0.0327941	0.3704484
aou + phosphate_star	Atlantic	(26,26.5]	0.3302453	0.2262802	0.3845963
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0932842	-0.0299607	0.2031379
aou + phosphate_star	Atlantic	(26.75,27]	-0.0449120	-0.1451818	0.0134051
aou + phosphate_star	Atlantic	(27,27.25]	0.0103139	-0.0593645	0.0576105
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0023855	-0.0409261	0.0489295
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1004782	0.0525892	0.1716362
aou + phosphate_star	Atlantic	(27.75,27.85]	0.0349695	-0.1264264	0.2296127
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1770018	-0.0034122	0.3706445
aou + phosphate_star	Atlantic	(27.95,28.05]	0.4745865	0.3018744	0.6650935
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8231934	0.7608085	0.8866030
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8801376	0.8221688	0.9265981
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9253847	0.9091298	0.9371248
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7672240	0.6799714	0.9014739
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5205379	0.4207238	0.5967604
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4849755	0.3171674	0.6218909
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4735000	0.2961597	0.5997845
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6314940	0.4624665	0.7512438
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.7224383	0.6192988	0.7927175
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5282070	0.3805356	0.6389784
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0898126	-0.0517640	0.2105803
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2216874	-0.2623236	-0.1534372
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3317939	-0.4868969	-0.0854786
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3724452	-0.5435111	-0.0899341
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2559184	-0.3860515	-0.0546247
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1978738	-0.2881809	-0.0402358
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0641845	-0.2179296	0.2264571
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8209636	-0.8366739	-0.8088952
aou + silicate	Atlantic	(-Inf,26]	0.0533267	-0.0955795	0.1556412
aou + silicate	Atlantic	(26,26.5]	0.3128415	0.2009060	0.3873217
aou + silicate	Atlantic	(26.5,26.75]	0.5875022	0.5684551	0.6007097
aou + silicate	Atlantic	(26.75,27]	0.7696708	0.7607884	0.7873432
aou + silicate	Atlantic	(27,27.25]	0.6241613	0.6139374	0.6293982
aou + silicate	Atlantic	(27.25,27.5]	0.6133215	0.5758629	0.6400918
aou + silicate	Atlantic	(27.5,27.75]	0.4520727	0.4205902	0.4965749
aou + silicate	Atlantic	(27.75,27.85]	0.2637422	0.1558803	0.3699112
aou + silicate	Atlantic	(27.85,27.95]	0.3391071	0.2180106	0.4299247
aou + silicate	Atlantic	(27.95,28.05]	0.5836949	0.4798921	0.6547686
aou + silicate	Atlantic	(28.05,28.1]	0.8713957	0.8411693	0.8901805
aou + silicate	Atlantic	(28.1,28.15]	0.9300669	0.9061074	0.9438542
aou + silicate	Atlantic	(28.15,28.2]	0.9539584	0.9422450	0.9611399
aou + silicate	Atlantic	(28.2, Inf]	0.5896286	0.4213287	0.8606818
aou + silicate	Indo-Pacific	(-Inf,26]	0.7860574	0.7381372	0.8344986
aou + silicate	Indo-Pacific	(26,26.5]	0.7964725	0.7410702	0.8416254
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7874618	0.7275304	0.8208158
aou + silicate	Indo-Pacific	(26.75,27]	0.8746054	0.8297651	0.8996530
aou + silicate	Indo-Pacific	(27,27.25]	0.9272997	0.8977683	0.9440333
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9401565	0.9004853	0.9607556
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9559826	0.9289791	0.9699243
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9748008	0.9571369	0.9855149
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9781324	0.9659932	0.9862852
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9831791	0.9738221	0.9889592
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9904083	0.9858837	0.9938143
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9779706	0.9748735	0.9809810
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9047861	0.8987783	0.9108157
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7773892	0.7086339	0.8300502
nitrate + phosphate	Atlantic	(-Inf,26]	0.6455141	0.1782070	0.8842251
nitrate + phosphate	Atlantic	(26,26.5]	0.7360744	0.7040927	0.7625830
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9283633	0.9076115	0.9413500
nitrate + phosphate	Atlantic	(26.75,27]	0.9711285	0.9650722	0.9759632
nitrate + phosphate	Atlantic	(27,27.25]	0.9828606	0.9784009	0.9863792
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9890231	0.9861821	0.9913884
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9950306	0.9943664	0.9961978
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9980263	0.9975645	0.9982954
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9985938	0.9983864	0.9987472
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992124	0.9987831	0.9994586
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996606	0.9994601	0.9997971
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995544	0.9992831	0.9997129
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9974674	0.9959606	0.9983221
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9924192	0.9908513	0.9935918
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9685313	0.9542758	0.9844734
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8936452	0.7863041	0.9588005
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9214913	0.8933422	0.9449674
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9353880	0.9322864	0.9404884
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9578694	0.9452344	0.9788084
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9645672	0.9528640	0.9737356
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9815977	0.9740680	0.9870870
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9938430	0.9910322	0.9956721
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9978023	0.9958646	0.9991762
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9980018	0.9947535	0.9997739
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9980520	0.9951242	0.9997300
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9973809	0.9940973	0.9994164
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9922529	0.9841416	0.9970197
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9807451	0.9719836	0.9861923
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.3586413	0.0796168	0.6578564
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2558493	0.1768063	0.3233492
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2213418	0.0958675	0.3469046
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0545185	-0.0312053	0.1087599
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2463327	0.1615370	0.3134836
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3249767	0.3013210	0.3657932
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6613914	0.6331475	0.6918162
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8231874	0.7818182	0.8515242
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8889653	0.8749298	0.9064972
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9389070	0.9331144	0.9477322
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9743148	0.9700651	0.9775024
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9788074	0.9743371	0.9818328
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9832186	0.9798862	0.9865256
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9618930	0.9494821	0.9790465
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7429869	0.6399507	0.8025346
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6818631	0.5021672	0.7870865
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6761103	0.5696857	0.7605154
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7752103	0.6873471	0.8380327
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.8178985	0.7825446	0.8409867
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6426390	0.5892117	0.6882113
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2220745	0.1544228	0.2926512
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1197098	-0.1929653	0.0030740
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2234112	-0.4020368	0.0580676
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2684989	-0.4673234	0.0576411
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1419399	-0.2969110	0.0973474
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0538756	-0.1629426	0.1300424
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.1037362	-0.0616801	0.3992716
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5214732	-0.5859817	-0.4026610
nitrate + silicate	Atlantic	(-Inf,26]	0.5926429	0.4992054	0.7588733
nitrate + silicate	Atlantic	(26,26.5]	0.6874016	0.6163665	0.7459259
nitrate + silicate	Atlantic	(26.5,26.75]	0.7186312	0.7044290	0.7401721
nitrate + silicate	Atlantic	(26.75,27]	0.8308847	0.8176263	0.8394148
nitrate + silicate	Atlantic	(27,27.25]	0.7871615	0.7752543	0.8037131
nitrate + silicate	Atlantic	(27.25,27.5]	0.8499488	0.8199522	0.8765246
nitrate + silicate	Atlantic	(27.5,27.75]	0.8724825	0.8640540	0.8857106
nitrate + silicate	Atlantic	(27.75,27.85]	0.8969505	0.8818236	0.9255924
nitrate + silicate	Atlantic	(27.85,27.95]	0.9190833	0.8855581	0.9461666
nitrate + silicate	Atlantic	(27.95,28.05]	0.9400065	0.8983331	0.9654478
nitrate + silicate	Atlantic	(28.05,28.1]	0.9691063	0.9463005	0.9824584
nitrate + silicate	Atlantic	(28.1,28.15]	0.9776329	0.9622198	0.9862791
nitrate + silicate	Atlantic	(28.15,28.2]	0.9551223	0.9390086	0.9676396
nitrate + silicate	Atlantic	(28.2, Inf]	0.7781047	0.7265040	0.8541288
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8556555	0.7682704	0.9193190
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8684133	0.7486076	0.9364377
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8929945	0.8441458	0.9243444
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9289820	0.9080217	0.9448762
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9561974	0.9538191	0.9604966
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9656030	0.9619514	0.9698270
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9772815	0.9721985	0.9817145
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9872277	0.9800300	0.9913735
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9891347	0.9832181	0.9930252
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9901869	0.9852762	0.9931840
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9942204	0.9929740	0.9956209
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9818692	0.9783968	0.9850472
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9016038	0.8935395	0.9074946
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8665061	0.8362316	0.8848617
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3863429	0.1663615	0.5666217
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7272037	0.6461427	0.7857718
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5013248	0.4358128	0.5927394
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2502596	0.1233900	0.3161982
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3963769	0.3194924	0.4846214
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4479439	0.4282541	0.4733033
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7257407	0.7018249	0.7578670
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8546279	0.8202644	0.8777780
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9074174	0.8948272	0.9210973
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9470140	0.9427586	0.9523274
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9775925	0.9731856	0.9801803
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9817435	0.9769142	0.9854387
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9853957	0.9837843	0.9872533
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9781278	0.9732242	0.9843930
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7427363	0.6632634	0.7922939
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.7090320	0.5802919	0.8000598
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6728609	0.5599548	0.7601751
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7765389	0.6745524	0.8442162
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8226762	0.7612061	0.8630714
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6567923	0.5615439	0.7308204
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2232923	0.1232419	0.3166953
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1266609	-0.1793855	-0.0409752
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2367013	-0.3954508	0.0072337
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2880729	-0.4670894	0.0039066
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1612613	-0.3002913	0.0526864
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0744882	-0.1725784	0.0925961
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0748835	-0.0805923	0.3560914
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4895004	-0.5719026	-0.3772294
sal + aou	Atlantic	(-Inf,26]	-0.3223243	-0.3994769	-0.2413586
sal + aou	Atlantic	(26,26.5]	-0.3621201	-0.4957784	-0.2192672
sal + aou	Atlantic	(26.5,26.75]	0.1954203	0.0683111	0.2727303
sal + aou	Atlantic	(26.75,27]	0.3969447	0.2859329	0.5672571
sal + aou	Atlantic	(27,27.25]	0.3215307	0.1973994	0.4112500
sal + aou	Atlantic	(27.25,27.5]	0.5469159	0.4706042	0.5990927
sal + aou	Atlantic	(27.5,27.75]	0.5090652	0.4755512	0.5416799
sal + aou	Atlantic	(27.75,27.85]	0.4607311	0.4269556	0.5234152
sal + aou	Atlantic	(27.85,27.95]	0.2579322	0.2021918	0.3580024
sal + aou	Atlantic	(27.95,28.05]	-0.1587081	-0.2115116	-0.0624365
sal + aou	Atlantic	(28.05,28.1]	-0.7261427	-0.7519903	-0.6747815
sal + aou	Atlantic	(28.1,28.15]	-0.8528769	-0.8913566	-0.8122104
sal + aou	Atlantic	(28.15,28.2]	-0.8730271	-0.8970633	-0.8511678
sal + aou	Atlantic	(28.2, Inf]	-0.8578360	-0.8718646	-0.8480622
sal + aou	Indo-Pacific	(-Inf,26]	-0.1693617	-0.2871821	0.0595223
sal + aou	Indo-Pacific	(26,26.5]	-0.3279915	-0.5498385	-0.0376123
sal + aou	Indo-Pacific	(26.5,26.75]	-0.3111525	-0.4626286	-0.0839709
sal + aou	Indo-Pacific	(26.75,27]	-0.5391767	-0.6730512	-0.3277483
sal + aou	Indo-Pacific	(27,27.25]	-0.6605861	-0.7475092	-0.5214196
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5526993	-0.7052554	-0.3107113
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0782170	-0.2514416	0.1626826
sal + aou	Indo-Pacific	(27.75,27.85]	0.4732706	0.3797422	0.5551576
sal + aou	Indo-Pacific	(27.85,27.95]	0.6621987	0.5047393	0.7737482
sal + aou	Indo-Pacific	(27.95,28.05]	0.7924466	0.6532498	0.8862359
sal + aou	Indo-Pacific	(28.05,28.1]	0.8449570	0.7295140	0.9218757
sal + aou	Indo-Pacific	(28.1,28.2]	0.8437198	0.7697575	0.8958174
sal + aou	Indo-Pacific	(28.2,28.3]	0.6537894	0.5711468	0.7166714
sal + aou	Indo-Pacific	(28.3, Inf]	0.9092706	0.9057837	0.9151765
sal + nitrate	Atlantic	(-Inf,26]	-0.7161382	-0.8205875	-0.6392016
sal + nitrate	Atlantic	(26,26.5]	-0.3903429	-0.5174433	-0.2605841
sal + nitrate	Atlantic	(26.5,26.75]	0.1033805	-0.0472059	0.1969058
sal + nitrate	Atlantic	(26.75,27]	0.3657202	0.2734709	0.5342472
sal + nitrate	Atlantic	(27,27.25]	0.1691775	0.0336151	0.2647998
sal + nitrate	Atlantic	(27.25,27.5]	0.4310946	0.3405527	0.4769793
sal + nitrate	Atlantic	(27.5,27.75]	0.2352938	0.1638556	0.2871116
sal + nitrate	Atlantic	(27.75,27.85]	-0.2675932	-0.3428393	-0.1319284
sal + nitrate	Atlantic	(27.85,27.95]	-0.5094919	-0.5884150	-0.3732631
sal + nitrate	Atlantic	(27.95,28.05]	-0.6875459	-0.7676709	-0.5323735
sal + nitrate	Atlantic	(28.05,28.1]	-0.9049827	-0.9298959	-0.8611741
sal + nitrate	Atlantic	(28.1,28.15]	-0.9503326	-0.9557527	-0.9416916
sal + nitrate	Atlantic	(28.15,28.2]	-0.9400985	-0.9592409	-0.9082763
sal + nitrate	Atlantic	(28.2, Inf]	-0.9331411	-0.9453665	-0.9235273
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3480203	-0.4980194	-0.0953855
sal + nitrate	Indo-Pacific	(26,26.5]	-0.6080610	-0.7363591	-0.4135767
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5825995	-0.6867410	-0.4489515
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7362321	-0.8082163	-0.6158161
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7887249	-0.8375864	-0.7070904
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6786028	-0.7751493	-0.5291514
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1977927	-0.3255716	-0.0309683
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3795584	0.2235271	0.5005329
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5801730	0.3788639	0.7213702
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7282236	0.5381012	0.8546763
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7843342	0.6227233	0.8910249
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7789940	0.6616243	0.8590299
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5528242	0.4313172	0.6443977
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7957602	0.7304695	0.8602809
sal + phosphate	Atlantic	(-Inf,26]	-0.1588850	-0.3269080	0.0983411
sal + phosphate	Atlantic	(26,26.5]	-0.6183611	-0.7492382	-0.4932178
sal + phosphate	Atlantic	(26.5,26.75]	-0.1676264	-0.3042059	-0.0757684
sal + phosphate	Atlantic	(26.75,27]	0.1978085	0.0643248	0.4236732
sal + phosphate	Atlantic	(27,27.25]	0.0242482	-0.1400605	0.1500419
sal + phosphate	Atlantic	(27.25,27.5]	0.3054672	0.2266075	0.3534695
sal + phosphate	Atlantic	(27.5,27.75]	0.1500759	0.0718026	0.2139872
sal + phosphate	Atlantic	(27.75,27.85]	-0.3176792	-0.3871548	-0.1812709
sal + phosphate	Atlantic	(27.85,27.95]	-0.5437353	-0.6161648	-0.4139679
sal + phosphate	Atlantic	(27.95,28.05]	-0.7002037	-0.7778797	-0.5548257
sal + phosphate	Atlantic	(28.05,28.1]	-0.9116567	-0.9327225	-0.8732967
sal + phosphate	Atlantic	(28.1,28.15]	-0.9530836	-0.9586802	-0.9455749
sal + phosphate	Atlantic	(28.15,28.2]	-0.9217600	-0.9462745	-0.8793491
sal + phosphate	Atlantic	(28.2, Inf]	-0.8927518	-0.9144016	-0.8807687
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3191815	-0.4334169	-0.1461461
sal + phosphate	Indo-Pacific	(26,26.5]	-0.5254234	-0.6892781	-0.2742935
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.5099419	-0.6263983	-0.3446404
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6794589	-0.7600233	-0.5383210
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7465802	-0.7968474	-0.6585670
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6359933	-0.7404148	-0.4623535
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1663019	-0.2970996	0.0205099
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.4037586	0.2849501	0.5036809
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.5991601	0.4364771	0.7183408
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7514582	0.6033657	0.8535387
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8096115	0.6859624	0.8934898
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.8053777	0.7177341	0.8663938
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6207086	0.5362558	0.6903783
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8531242	0.8074664	0.8960751
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3616679	-0.5408450	-0.1467068
sal + phosphate_star	Atlantic	(26,26.5]	-0.8278181	-0.8567230	-0.7979500
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8624154	-0.8888613	-0.8380093
sal + phosphate_star	Atlantic	(26.75,27]	-0.7643877	-0.8059439	-0.6997765
sal + phosphate_star	Atlantic	(27,27.25]	-0.7828922	-0.8110900	-0.7323443
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.5877191	-0.6112252	-0.5574872
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4295488	-0.4678711	-0.3732855
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6937614	-0.7923902	-0.5761014
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8040791	-0.8633064	-0.7152845
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8493525	-0.9152092	-0.7410165
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9624871	-0.9826422	-0.9305827
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9776774	-0.9874436	-0.9659516
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9411627	-0.9676717	-0.8926780
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8715014	-0.9228341	-0.8373465
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6507003	-0.7244787	-0.6136070
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8892102	-0.9244122	-0.8567106
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9421678	-0.9501922	-0.9335964
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9515904	-0.9573948	-0.9476522
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9400536	-0.9519936	-0.9247879
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8345075	-0.8904885	-0.7829292
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7097845	-0.8503772	-0.5683075
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8294398	-0.9016106	-0.7716895
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8257413	-0.8402189	-0.7998840
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7279942	-0.7778812	-0.6316201
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5897262	-0.6259133	-0.5195142
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4538712	-0.4674274	-0.4351922
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3952614	-0.4668939	-0.2775733
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7500272	-0.7946893	-0.7049702
sal + silicate	Atlantic	(-Inf,26]	-0.8768069	-0.9222475	-0.7900439
sal + silicate	Atlantic	(26,26.5]	0.0383988	-0.0745837	0.1765147
sal + silicate	Atlantic	(26.5,26.75]	0.2482421	0.1000644	0.3611395
sal + silicate	Atlantic	(26.75,27]	0.1816968	0.0343198	0.3496892
sal + silicate	Atlantic	(27,27.25]	-0.2282361	-0.2904867	-0.1717058
sal + silicate	Atlantic	(27.25,27.5]	0.1477704	0.0325742	0.2163006
sal + silicate	Atlantic	(27.5,27.75]	-0.0752028	-0.1303157	-0.0107517
sal + silicate	Atlantic	(27.75,27.85]	-0.5618211	-0.6308768	-0.4862489
sal + silicate	Atlantic	(27.85,27.95]	-0.7450292	-0.7717611	-0.7029605
sal + silicate	Atlantic	(27.95,28.05]	-0.8277054	-0.8549625	-0.7848700
sal + silicate	Atlantic	(28.05,28.1]	-0.9509730	-0.9526872	-0.9489027
sal + silicate	Atlantic	(28.1,28.15]	-0.9533961	-0.9575265	-0.9503511
sal + silicate	Atlantic	(28.15,28.2]	-0.8300693	-0.8664610	-0.7623203
sal + silicate	Atlantic	(28.2, Inf]	-0.5592674	-0.7023908	-0.4621221
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5594751	-0.6387587	-0.4302120
sal + silicate	Indo-Pacific	(26,26.5]	-0.6788493	-0.8031415	-0.5260752
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.7176863	-0.7772795	-0.6347275
sal + silicate	Indo-Pacific	(26.75,27]	-0.7866557	-0.8296722	-0.7227116
sal + silicate	Indo-Pacific	(27,27.25]	-0.8182486	-0.8409678	-0.7892772
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7389241	-0.8091536	-0.6409655
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2732122	-0.3678736	-0.1530171
sal + silicate	Indo-Pacific	(27.75,27.85]	0.3239950	0.1453432	0.4647855
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5468320	0.3201663	0.7094169
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7270582	0.5300472	0.8600485
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7972060	0.6477496	0.8989559
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8325939	0.7345851	0.9015774
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7638864	0.6476994	0.8485244
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8560986	0.8075917	0.8823809
sal + temp	Atlantic	(-Inf,26]	0.7993810	0.7461379	0.8704676
sal + temp	Atlantic	(26,26.5]	0.9369519	0.9183837	0.9499307
sal + temp	Atlantic	(26.5,26.75]	0.9738906	0.9722276	0.9770109
sal + temp	Atlantic	(26.75,27]	0.9782368	0.9720229	0.9823861
sal + temp	Atlantic	(27,27.25]	0.9667313	0.9629598	0.9714069
sal + temp	Atlantic	(27.25,27.5]	0.9864713	0.9834092	0.9888106
sal + temp	Atlantic	(27.5,27.75]	0.9661496	0.9622133	0.9688755
sal + temp	Atlantic	(27.75,27.85]	0.9757165	0.9706239	0.9803842
sal + temp	Atlantic	(27.85,27.95]	0.9724686	0.9656091	0.9771848
sal + temp	Atlantic	(27.95,28.05]	0.9625729	0.9426438	0.9739071
sal + temp	Atlantic	(28.05,28.1]	0.9755022	0.9672592	0.9801014
sal + temp	Atlantic	(28.1,28.15]	0.9651298	0.9475860	0.9747840
sal + temp	Atlantic	(28.15,28.2]	0.9528536	0.9144874	0.9733900
sal + temp	Atlantic	(28.2, Inf]	0.9327921	0.9193514	0.9436840
sal + temp	Indo-Pacific	(-Inf,26]	0.6775524	0.5361236	0.7782521
sal + temp	Indo-Pacific	(26,26.5]	0.9542341	0.9385149	0.9622304
sal + temp	Indo-Pacific	(26.5,26.75]	0.9842489	0.9804421	0.9869439
sal + temp	Indo-Pacific	(26.75,27]	0.9820447	0.9788688	0.9848129
sal + temp	Indo-Pacific	(27,27.25]	0.9794193	0.9721027	0.9851020
sal + temp	Indo-Pacific	(27.25,27.5]	0.9234220	0.8966085	0.9511511
sal + temp	Indo-Pacific	(27.5,27.75]	0.7813194	0.6784632	0.8983795
sal + temp	Indo-Pacific	(27.75,27.85]	0.9202759	0.8978196	0.9539238
sal + temp	Indo-Pacific	(27.85,27.95]	0.9327056	0.9303417	0.9345469
sal + temp	Indo-Pacific	(27.95,28.05]	0.9217645	0.9061118	0.9303156
sal + temp	Indo-Pacific	(28.05,28.1]	0.9458215	0.9440219	0.9476963
sal + temp	Indo-Pacific	(28.1,28.2]	0.8762321	0.8736963	0.8788716
sal + temp	Indo-Pacific	(28.2,28.3]	0.8827145	0.8755074	0.8966180
sal + temp	Indo-Pacific	(28.3, Inf]	0.8528205	0.7775000	0.9199947
silicate + phosphate	Atlantic	(-Inf,26]	-0.1156118	-0.4925249	0.0984044
silicate + phosphate	Atlantic	(26,26.5]	0.0462764	-0.1051566	0.1357175
silicate + phosphate	Atlantic	(26.5,26.75]	0.4924648	0.4152821	0.5393748
silicate + phosphate	Atlantic	(26.75,27]	0.8390625	0.8169296	0.8553491
silicate + phosphate	Atlantic	(27,27.25]	0.8516151	0.8382698	0.8719609
silicate + phosphate	Atlantic	(27.25,27.5]	0.8916877	0.8628239	0.9177407
silicate + phosphate	Atlantic	(27.5,27.75]	0.9079456	0.8966984	0.9215039
silicate + phosphate	Atlantic	(27.75,27.85]	0.9211651	0.9086807	0.9442667
silicate + phosphate	Atlantic	(27.85,27.95]	0.9362649	0.9077103	0.9585372
silicate + phosphate	Atlantic	(27.95,28.05]	0.9499571	0.9154096	0.9706151
silicate + phosphate	Atlantic	(28.05,28.1]	0.9746716	0.9558658	0.9854767
silicate + phosphate	Atlantic	(28.1,28.15]	0.9826954	0.9707562	0.9892957
silicate + phosphate	Atlantic	(28.15,28.2]	0.9719327	0.9634954	0.9792820
silicate + phosphate	Atlantic	(28.2, Inf]	0.8465302	0.8100147	0.9052449
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8650838	0.8163140	0.9087154
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8911125	0.8664526	0.9126606
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8792118	0.8617410	0.8907645
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9230777	0.9181738	0.9281618
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9516232	0.9477978	0.9589396
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9631299	0.9476180	0.9745628
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9743592	0.9623026	0.9819665
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9834050	0.9732784	0.9890407
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9864889	0.9776259	0.9919812
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9888443	0.9819778	0.9929111
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9944187	0.9914471	0.9967504
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9839555	0.9801485	0.9868883
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9229502	0.9180411	0.9279130
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9427684	0.9365000	0.9463603
silicate + phosphate_star	Atlantic	(-Inf,26]	0.2740219	-0.2851561	0.6306522
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3093027	-0.4124864	-0.1995605
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0395434	-0.2125112	0.1224610
silicate + phosphate_star	Atlantic	(26.75,27]	0.2833680	0.2411847	0.3555804
silicate + phosphate_star	Atlantic	(27,27.25]	0.6922900	0.6395955	0.7366075
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6632732	0.6115610	0.7282917
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8823641	0.8733687	0.8885792
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9383467	0.9194237	0.9626727
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9565323	0.9460077	0.9700222
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9612453	0.9547869	0.9693489
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9740524	0.9711901	0.9761340
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9725199	0.9674730	0.9779898
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9488532	0.9469007	0.9509205
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8700115	0.8566863	0.8887869
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7590910	0.6221441	0.8431893
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7921528	0.7516045	0.8450465
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8034173	0.7716947	0.8387970
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8224193	0.7996617	0.8462832
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8479264	0.8454154	0.8518032
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7080845	0.6753779	0.7440159
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.3020135	0.2491467	0.3651106
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0690266	-0.1602593	0.0728772
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1880244	-0.3807458	0.1107103
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2588947	-0.4589969	0.0674047
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1632571	-0.3123169	0.0637014
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0809344	-0.1768453	0.0783635
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0653442	-0.0948811	0.3441202
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3622764	-0.4789010	-0.2540726
temp + aou	Atlantic	(-Inf,26]	-0.5647106	-0.6951794	-0.3763824
temp + aou	Atlantic	(26,26.5]	-0.4519120	-0.5713149	-0.3176631
temp + aou	Atlantic	(26.5,26.75]	0.1016261	-0.0209144	0.1758920
temp + aou	Atlantic	(26.75,27]	0.3296616	0.2414682	0.4993581
temp + aou	Atlantic	(27,27.25]	0.2956604	0.2079256	0.3576346
temp + aou	Atlantic	(27.25,27.5]	0.5570545	0.4860533	0.6067064
temp + aou	Atlantic	(27.5,27.75]	0.5134646	0.4687026	0.5487574
temp + aou	Atlantic	(27.75,27.85]	0.4606735	0.4161007	0.5262226
temp + aou	Atlantic	(27.85,27.95]	0.2844478	0.2311091	0.3829315
temp + aou	Atlantic	(27.95,28.05]	-0.0657368	-0.1247198	0.0170682
temp + aou	Atlantic	(28.05,28.1]	-0.6215186	-0.6591411	-0.5647762
temp + aou	Atlantic	(28.1,28.15]	-0.7512046	-0.7754779	-0.7151034
temp + aou	Atlantic	(28.15,28.2]	-0.8311503	-0.8527225	-0.8098379
temp + aou	Atlantic	(28.2, Inf]	-0.7906061	-0.8549910	-0.7533885
temp + aou	Indo-Pacific	(-Inf,26]	-0.4079762	-0.5414255	-0.2322697
temp + aou	Indo-Pacific	(26,26.5]	-0.3380669	-0.5555427	-0.0601817
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2967426	-0.4533542	-0.0718932
temp + aou	Indo-Pacific	(26.75,27]	-0.5006993	-0.6301133	-0.3039277
temp + aou	Indo-Pacific	(27,27.25]	-0.6344729	-0.7073007	-0.5112627
temp + aou	Indo-Pacific	(27.25,27.5]	-0.5169421	-0.6419113	-0.3105334
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0383182	-0.1562840	0.1446624
temp + aou	Indo-Pacific	(27.75,27.85]	0.4567166	0.3986373	0.5067879
temp + aou	Indo-Pacific	(27.85,27.95]	0.6190563	0.4690487	0.7218397
temp + aou	Indo-Pacific	(27.95,28.05]	0.7449783	0.6152393	0.8325923
temp + aou	Indo-Pacific	(28.05,28.1]	0.7829185	0.6712322	0.8580539
temp + aou	Indo-Pacific	(28.1,28.2]	0.8077527	0.7183954	0.8644040
temp + aou	Indo-Pacific	(28.2,28.3]	0.7588020	0.6778674	0.8094803
temp + aou	Indo-Pacific	(28.3, Inf]	0.7219740	0.6554277	0.8019751
temp + nitrate	Atlantic	(-Inf,26]	-0.8760515	-0.8896045	-0.8506118
temp + nitrate	Atlantic	(26,26.5]	-0.4381834	-0.5285947	-0.3611420
temp + nitrate	Atlantic	(26.5,26.75]	-0.0001716	-0.1469965	0.0925295
temp + nitrate	Atlantic	(26.75,27]	0.2894652	0.1899416	0.4588876
temp + nitrate	Atlantic	(27,27.25]	0.1368386	0.0424376	0.2016019
temp + nitrate	Atlantic	(27.25,27.5]	0.4525899	0.3674818	0.4961434
temp + nitrate	Atlantic	(27.5,27.75]	0.2361054	0.1553158	0.3012616
temp + nitrate	Atlantic	(27.75,27.85]	-0.3085545	-0.3877385	-0.1859324
temp + nitrate	Atlantic	(27.85,27.95]	-0.5126806	-0.5913733	-0.3835186
temp + nitrate	Atlantic	(27.95,28.05]	-0.6524907	-0.7414117	-0.4788545
temp + nitrate	Atlantic	(28.05,28.1]	-0.8443863	-0.8817643	-0.7876456
temp + nitrate	Atlantic	(28.1,28.15]	-0.8853776	-0.9004562	-0.8579287
temp + nitrate	Atlantic	(28.15,28.2]	-0.9102529	-0.9286594	-0.8734618
temp + nitrate	Atlantic	(28.2, Inf]	-0.9139763	-0.9418035	-0.8744206
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.6220037	-0.7315878	-0.4593938
temp + nitrate	Indo-Pacific	(26,26.5]	-0.6166352	-0.7493304	-0.4218473
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5714247	-0.6789285	-0.4432502
temp + nitrate	Indo-Pacific	(26.75,27]	-0.7086525	-0.7802586	-0.5956729
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7755506	-0.8154355	-0.7031678
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6717179	-0.7490031	-0.5506773
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1991008	-0.2856977	-0.0741154
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3549331	0.2425326	0.4385154
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5291356	0.3399780	0.6584718
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6707675	0.4948019	0.7878124
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7120615	0.5543900	0.8165081
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7260662	0.5934195	0.8098491
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6546803	0.5218244	0.7407313
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.6530493	0.6318784	0.6720486
temp + phosphate	Atlantic	(-Inf,26]	-0.4492159	-0.6742742	-0.0776522
temp + phosphate	Atlantic	(26,26.5]	-0.6818493	-0.8001268	-0.5453829
temp + phosphate	Atlantic	(26.5,26.75]	-0.2486496	-0.3718506	-0.1625603
temp + phosphate	Atlantic	(26.75,27]	0.1340738	0.0208196	0.3562171
temp + phosphate	Atlantic	(27,27.25]	0.0096998	-0.1132570	0.1041149
temp + phosphate	Atlantic	(27.25,27.5]	0.3338977	0.2610032	0.3792700
temp + phosphate	Atlantic	(27.5,27.75]	0.1556853	0.0682098	0.2331044
temp + phosphate	Atlantic	(27.75,27.85]	-0.3591714	-0.4326105	-0.2367796
temp + phosphate	Atlantic	(27.85,27.95]	-0.5476739	-0.6200873	-0.4255911
temp + phosphate	Atlantic	(27.95,28.05]	-0.6688710	-0.7536158	-0.5076425
temp + phosphate	Atlantic	(28.05,28.1]	-0.8535106	-0.8859671	-0.8042671
temp + phosphate	Atlantic	(28.1,28.15]	-0.8928616	-0.9047266	-0.8703468
temp + phosphate	Atlantic	(28.15,28.2]	-0.9068169	-0.9232633	-0.8745919
temp + phosphate	Atlantic	(28.2, Inf]	-0.8997618	-0.9221052	-0.8604654
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5665353	-0.6761439	-0.4166668
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5485859	-0.7145688	-0.3042581
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.5005440	-0.6214031	-0.3352423
temp + phosphate	Indo-Pacific	(26.75,27]	-0.6527723	-0.7315065	-0.5218090
temp + phosphate	Indo-Pacific	(27,27.25]	-0.7315675	-0.7722805	-0.6551933
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6276221	-0.7118175	-0.4813715
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.1584717	-0.2463847	-0.0194297
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.3794520	0.3007293	0.4438133
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.5473497	0.3937543	0.6570460
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6923200	0.5515135	0.7892958
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7354608	0.6105665	0.8201115
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7521339	0.6466592	0.8185376
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7139218	0.6196338	0.7770922
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.7113133	0.7046186	0.7189792
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6034743	-0.8362888	-0.3915735
temp + phosphate_star	Atlantic	(26,26.5]	-0.8382877	-0.8655117	-0.8164621
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8722809	-0.8879204	-0.8556913
temp + phosphate_star	Atlantic	(26.75,27]	-0.7757098	-0.8195248	-0.7166361
temp + phosphate_star	Atlantic	(27,27.25]	-0.7733991	-0.7979955	-0.7376378
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5571473	-0.5758496	-0.5265129
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4317085	-0.4742996	-0.3634810
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.7418013	-0.8201231	-0.6378458
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8224838	-0.8725215	-0.7411652
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8517481	-0.9184307	-0.7384190
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9356806	-0.9567355	-0.8950397
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9517308	-0.9626415	-0.9300692
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9508208	-0.9654002	-0.9220102
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9179109	-0.9442967	-0.8814954
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8843159	-0.9084639	-0.8593740
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9337826	-0.9598119	-0.8931050
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9531672	-0.9605880	-0.9396793
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9663728	-0.9699139	-0.9617436
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9631439	-0.9686208	-0.9567917
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9481566	-0.9617530	-0.9342939
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9457060	-0.9668561	-0.9230720
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9140205	-0.9363440	-0.8958717
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9030430	-0.9141936	-0.8807690
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8427630	-0.8761081	-0.7794890
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7125785	-0.7328798	-0.6733082
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6236378	-0.6289748	-0.6157980
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4712238	-0.5248168	-0.3875036
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6389605	-0.7309777	-0.5342800
temp + silicate	Atlantic	(-Inf,26]	-0.6814780	-0.7364055	-0.6333048
temp + silicate	Atlantic	(26,26.5]	0.0651133	-0.0112678	0.1202416
temp + silicate	Atlantic	(26.5,26.75]	0.1598482	-0.0109929	0.2932805
temp + silicate	Atlantic	(26.75,27]	0.0978825	-0.0701932	0.2720436
temp + silicate	Atlantic	(27,27.25]	-0.2539092	-0.2741700	-0.2258982
temp + silicate	Atlantic	(27.25,27.5]	0.1844798	0.0776649	0.2469288
temp + silicate	Atlantic	(27.5,27.75]	-0.0666634	-0.1270280	0.0122923
temp + silicate	Atlantic	(27.75,27.85]	-0.5924890	-0.6404408	-0.5354334
temp + silicate	Atlantic	(27.85,27.95]	-0.7405828	-0.7579384	-0.7088159
temp + silicate	Atlantic	(27.95,28.05]	-0.8075339	-0.8342269	-0.7639842
temp + silicate	Atlantic	(28.05,28.1]	-0.9082008	-0.9129234	-0.9026507
temp + silicate	Atlantic	(28.1,28.15]	-0.9135822	-0.9158634	-0.9115173
temp + silicate	Atlantic	(28.15,28.2]	-0.8508384	-0.8644233	-0.8313417
temp + silicate	Atlantic	(28.2, Inf]	-0.6830875	-0.7901577	-0.6281687
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6372178	-0.7858205	-0.3776199
temp + silicate	Indo-Pacific	(26,26.5]	-0.6879335	-0.8075505	-0.5472068
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.7068811	-0.7716442	-0.6273969
temp + silicate	Indo-Pacific	(26.75,27]	-0.7593396	-0.7982921	-0.7073891
temp + silicate	Indo-Pacific	(27,27.25]	-0.8092081	-0.8228640	-0.7906324
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.7396311	-0.7940467	-0.6616442
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2839527	-0.3516105	-0.1915779
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2888986	0.1513011	0.3911186
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4795635	0.2613893	0.6290639
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6475934	0.4612245	0.7716824
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7216463	0.5753786	0.8218929
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7289435	0.6166039	0.8018543
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7338139	0.6070071	0.8240594
temp + silicate	Indo-Pacific	(28.3, Inf]	0.6886281	0.6514299	0.7249550

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
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]	0.3840992	0.3008903	0.5463812
aou	Atlantic	(26,26.5]	0.2763415	0.2146543	0.3758998
aou	Atlantic	(26.5,26.75]	-0.0009875	-0.2044881	0.1772475
aou	Atlantic	(26.75,27]	-0.1723073	-0.2391350	-0.1314925
aou	Atlantic	(27,27.25]	-0.3262318	-0.3968314	-0.2367748
aou	Atlantic	(27.25,27.5]	-0.6282530	-0.6994172	-0.5247707
aou	Atlantic	(27.5,27.75]	-0.5156555	-0.5247776	-0.5022785
aou	Atlantic	(27.75,27.85]	-0.3571091	-0.4772365	-0.2606103
aou	Atlantic	(27.85,27.95]	-0.4852848	-0.6034007	-0.3760156
aou	Atlantic	(27.95,28.05]	-0.6865710	-0.7824526	-0.6011545
aou	Atlantic	(28.05,28.1]	-0.9242537	-0.9470336	-0.9060269
aou	Atlantic	(28.1,28.15]	-0.9511384	-0.9664006	-0.9248047
aou	Atlantic	(28.15,28.2]	-0.9622888	-0.9763746	-0.9514302
aou	Atlantic	(28.2, Inf]	-0.7836313	-0.9223423	-0.6895421
aou	Indo-Pacific	(-Inf,26]	0.1970046	0.0958045	0.3423665
aou	Indo-Pacific	(26,26.5]	-0.4582407	-0.5227746	-0.3626545
aou	Indo-Pacific	(26.5,26.75]	-0.6915295	-0.7635545	-0.6130289
aou	Indo-Pacific	(26.75,27]	-0.8605469	-0.9078304	-0.8057119
aou	Indo-Pacific	(27,27.25]	-0.7402720	-0.8000248	-0.6973668
aou	Indo-Pacific	(27.25,27.5]	-0.5255868	-0.6536449	-0.4134199
aou	Indo-Pacific	(27.5,27.75]	-0.0005035	-0.2850473	0.3383733
aou	Indo-Pacific	(27.75,27.85]	0.4294604	0.1468464	0.7234545
aou	Indo-Pacific	(27.85,27.95]	0.4239669	0.1310655	0.7123531
aou	Indo-Pacific	(27.95,28.05]	0.3630658	0.1336256	0.5487768
aou	Indo-Pacific	(28.05,28.1]	0.4285089	0.3089398	0.4993741
aou	Indo-Pacific	(28.1,28.2]	0.4187102	0.3408760	0.5196038
aou	Indo-Pacific	(28.2,28.3]	0.5110704	0.3101982	0.6201597
aou	Indo-Pacific	(28.3, Inf]	0.3098270	0.1082543	0.5777565
nitrate	Atlantic	(-Inf,26]	0.0954430	-0.0500920	0.3578356
nitrate	Atlantic	(26,26.5]	-0.0295920	-0.1184250	0.0870193
nitrate	Atlantic	(26.5,26.75]	-0.1853330	-0.3984916	0.0269081
nitrate	Atlantic	(26.75,27]	-0.2879880	-0.3456409	-0.2481604
nitrate	Atlantic	(27,27.25]	-0.5196452	-0.5675542	-0.4455471
nitrate	Atlantic	(27.25,27.5]	-0.8418762	-0.8919958	-0.7671822
nitrate	Atlantic	(27.5,27.75]	-0.8975190	-0.9068540	-0.8812482
nitrate	Atlantic	(27.75,27.85]	-0.9472602	-0.9567705	-0.9416950
nitrate	Atlantic	(27.85,27.95]	-0.9755491	-0.9792377	-0.9697552
nitrate	Atlantic	(27.95,28.05]	-0.9404387	-0.9521330	-0.9345414
nitrate	Atlantic	(28.05,28.1]	-0.9927965	-0.9947486	-0.9914717
nitrate	Atlantic	(28.1,28.15]	-0.9927170	-0.9939399	-0.9919989
nitrate	Atlantic	(28.15,28.2]	-0.9925614	-0.9939014	-0.9905750
nitrate	Atlantic	(28.2, Inf]	-0.9617174	-0.9898392	-0.9397966
nitrate	Indo-Pacific	(-Inf,26]	0.1837097	0.1194779	0.3118416
nitrate	Indo-Pacific	(26,26.5]	-0.5378574	-0.6314635	-0.3963798
nitrate	Indo-Pacific	(26.5,26.75]	-0.7414105	-0.8139570	-0.6685782
nitrate	Indo-Pacific	(26.75,27]	-0.7993582	-0.8433676	-0.7498567
nitrate	Indo-Pacific	(27,27.25]	-0.6799219	-0.7199580	-0.6533394
nitrate	Indo-Pacific	(27.25,27.5]	-0.5170377	-0.6048308	-0.4511401
nitrate	Indo-Pacific	(27.5,27.75]	-0.0173410	-0.2677579	0.2712140
nitrate	Indo-Pacific	(27.75,27.85]	0.4605231	0.1839964	0.7427714
nitrate	Indo-Pacific	(27.85,27.95]	0.4747557	0.1899844	0.7499706
nitrate	Indo-Pacific	(27.95,28.05]	0.4180516	0.1845479	0.6117645
nitrate	Indo-Pacific	(28.05,28.1]	0.4864632	0.3533171	0.5610746
nitrate	Indo-Pacific	(28.1,28.2]	0.4883523	0.4330030	0.5780697
nitrate	Indo-Pacific	(28.2,28.3]	0.5949618	0.4341538	0.6863689
nitrate	Indo-Pacific	(28.3, Inf]	0.0816488	-0.0294526	0.1743919
phosphate	Atlantic	(-Inf,26]	0.4134676	0.3744448	0.4888643
phosphate	Atlantic	(26,26.5]	0.2324805	0.1849489	0.3203675
phosphate	Atlantic	(26.5,26.75]	-0.1617384	-0.3873837	-0.0104230
phosphate	Atlantic	(26.75,27]	-0.2892266	-0.3690754	-0.2102777
phosphate	Atlantic	(27,27.25]	-0.5728151	-0.6270496	-0.5101967
phosphate	Atlantic	(27.25,27.5]	-0.8329591	-0.8686074	-0.7740643
phosphate	Atlantic	(27.5,27.75]	-0.9051268	-0.9113241	-0.8966162
phosphate	Atlantic	(27.75,27.85]	-0.9593808	-0.9639677	-0.9570152
phosphate	Atlantic	(27.85,27.95]	-0.9799680	-0.9815860	-0.9771038
phosphate	Atlantic	(27.95,28.05]	-0.9460236	-0.9555562	-0.9397339
phosphate	Atlantic	(28.05,28.1]	-0.9922532	-0.9938737	-0.9912346
phosphate	Atlantic	(28.1,28.15]	-0.9921615	-0.9930058	-0.9915731
phosphate	Atlantic	(28.15,28.2]	-0.9917030	-0.9936388	-0.9878714
phosphate	Atlantic	(28.2, Inf]	-0.9778965	-0.9847616	-0.9710868
phosphate	Indo-Pacific	(-Inf,26]	0.1469664	0.0258512	0.3208407
phosphate	Indo-Pacific	(26,26.5]	-0.5790942	-0.6284746	-0.5381247
phosphate	Indo-Pacific	(26.5,26.75]	-0.7878022	-0.8342434	-0.7571441
phosphate	Indo-Pacific	(26.75,27]	-0.8679865	-0.9025756	-0.8296423
phosphate	Indo-Pacific	(27,27.25]	-0.7504532	-0.8055183	-0.7078835
phosphate	Indo-Pacific	(27.25,27.5]	-0.5815616	-0.6874910	-0.4984008
phosphate	Indo-Pacific	(27.5,27.75]	-0.0343707	-0.3037367	0.2758631
phosphate	Indo-Pacific	(27.75,27.85]	0.4591913	0.1841545	0.7402675
phosphate	Indo-Pacific	(27.85,27.95]	0.4735561	0.1951120	0.7375044
phosphate	Indo-Pacific	(27.95,28.05]	0.4062411	0.1859099	0.5795907
phosphate	Indo-Pacific	(28.05,28.1]	0.4630514	0.3506809	0.5334542
phosphate	Indo-Pacific	(28.1,28.2]	0.4534001	0.3576623	0.5569035
phosphate	Indo-Pacific	(28.2,28.3]	0.5351969	0.3064129	0.6563548
phosphate	Indo-Pacific	(28.3, Inf]	-0.0150814	-0.1456656	0.0909175
phosphate_star	Atlantic	(-Inf,26]	0.0001195	-0.2287487	0.4384713
phosphate_star	Atlantic	(26,26.5]	0.1125161	0.0789002	0.1443353
phosphate_star	Atlantic	(26.5,26.75]	-0.2971446	-0.4509016	-0.1312568
phosphate_star	Atlantic	(26.75,27]	-0.2076296	-0.3492565	-0.0314047
phosphate_star	Atlantic	(27,27.25]	-0.5978402	-0.7081191	-0.5104819
phosphate_star	Atlantic	(27.25,27.5]	-0.4075307	-0.5207317	-0.3084607
phosphate_star	Atlantic	(27.5,27.75]	-0.7522433	-0.7974285	-0.7233617
phosphate_star	Atlantic	(27.75,27.85]	-0.9075479	-0.9367627	-0.8888712
phosphate_star	Atlantic	(27.85,27.95]	-0.9183795	-0.9424507	-0.8980918
phosphate_star	Atlantic	(27.95,28.05]	-0.8839843	-0.8985987	-0.8742834
phosphate_star	Atlantic	(28.05,28.1]	-0.9624011	-0.9746948	-0.9501627
phosphate_star	Atlantic	(28.1,28.15]	-0.9670120	-0.9795374	-0.9601429
phosphate_star	Atlantic	(28.15,28.2]	-0.9783121	-0.9817322	-0.9762901
phosphate_star	Atlantic	(28.2, Inf]	-0.9806488	-0.9831593	-0.9758878
phosphate_star	Indo-Pacific	(-Inf,26]	0.1811301	0.0717840	0.3173260
phosphate_star	Indo-Pacific	(26,26.5]	-0.5672148	-0.6281878	-0.4466735
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6944242	-0.7089546	-0.6776802
phosphate_star	Indo-Pacific	(26.75,27]	-0.5888696	-0.6701145	-0.4773253
phosphate_star	Indo-Pacific	(27,27.25]	-0.5181603	-0.5956094	-0.4219863
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5066083	-0.5534021	-0.4724576
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1702399	-0.2682750	-0.0986315
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3330926	0.1489597	0.4867137
phosphate_star	Indo-Pacific	(27.85,27.95]	0.4214300	0.3227224	0.5507196
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4215082	0.3417052	0.5005655
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3806005	0.3049503	0.4260826
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3317701	0.2850617	0.3982253
phosphate_star	Indo-Pacific	(28.2,28.3]	0.2569415	0.2288747	0.2744446
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6136562	-0.8895355	-0.4368776
sal	Atlantic	(-Inf,26]	0.4933916	-0.0222728	0.7892690
sal	Atlantic	(26,26.5]	-0.0818756	-0.0945489	-0.0577354
sal	Atlantic	(26.5,26.75]	0.0082889	-0.1835065	0.1767013
sal	Atlantic	(26.75,27]	-0.3371256	-0.4961148	-0.1300841
sal	Atlantic	(27,27.25]	0.0167262	-0.0584995	0.0922769
sal	Atlantic	(27.25,27.5]	-0.4845409	-0.5717406	-0.3476095
sal	Atlantic	(27.5,27.75]	-0.2583810	-0.2650248	-0.2498592
sal	Atlantic	(27.75,27.85]	0.3497495	0.2602069	0.4440652
sal	Atlantic	(27.85,27.95]	0.5295000	0.4513722	0.5769329
sal	Atlantic	(27.95,28.05]	0.5554394	0.4205845	0.6479980
sal	Atlantic	(28.05,28.1]	0.8768376	0.8395730	0.8962682
sal	Atlantic	(28.1,28.15]	0.9239485	0.9186895	0.9284932
sal	Atlantic	(28.15,28.2]	0.9181019	0.8820999	0.9398079
sal	Atlantic	(28.2, Inf]	0.8337260	0.7845620	0.9202461
sal	Indo-Pacific	(-Inf,26]	0.1394050	0.0000893	0.3959701
sal	Indo-Pacific	(26,26.5]	0.4065164	0.3163399	0.5337450
sal	Indo-Pacific	(26.5,26.75]	0.5469120	0.4693271	0.5994467
sal	Indo-Pacific	(26.75,27]	0.4584500	0.2997909	0.5597434
sal	Indo-Pacific	(27,27.25]	0.3251691	0.2122659	0.4105954
sal	Indo-Pacific	(27.25,27.5]	0.1873226	0.1414267	0.2438220
sal	Indo-Pacific	(27.5,27.75]	-0.2722249	-0.4114806	-0.0421204
sal	Indo-Pacific	(27.75,27.85]	-0.3327619	-0.5897532	-0.0556855
sal	Indo-Pacific	(27.85,27.95]	-0.2250061	-0.4317031	-0.0365297
sal	Indo-Pacific	(27.95,28.05]	-0.1266351	-0.2372996	-0.0509275
sal	Indo-Pacific	(28.05,28.1]	0.0172044	-0.1223429	0.1474019
sal	Indo-Pacific	(28.1,28.2]	0.1111478	-0.1030828	0.2466292
sal	Indo-Pacific	(28.2,28.3]	0.0994065	-0.1629848	0.2388499
sal	Indo-Pacific	(28.3, Inf]	0.1679671	-0.0815815	0.4485878
silicate	Atlantic	(-Inf,26]	-0.5745011	-0.8438546	-0.0650397
silicate	Atlantic	(26,26.5]	-0.4260756	-0.4994869	-0.3703406
silicate	Atlantic	(26.5,26.75]	-0.4201185	-0.5361731	-0.2478454
silicate	Atlantic	(26.75,27]	-0.5543562	-0.5956886	-0.5057387
silicate	Atlantic	(27,27.25]	-0.8143648	-0.8380190	-0.7915692
silicate	Atlantic	(27.25,27.5]	-0.8974671	-0.9009165	-0.8912624
silicate	Atlantic	(27.5,27.75]	-0.9066837	-0.9295287	-0.8870936
silicate	Atlantic	(27.75,27.85]	-0.9394046	-0.9437379	-0.9349895
silicate	Atlantic	(27.85,27.95]	-0.9314398	-0.9356883	-0.9241806
silicate	Atlantic	(27.95,28.05]	-0.8751080	-0.8997070	-0.8457239
silicate	Atlantic	(28.05,28.1]	-0.9536472	-0.9659542	-0.9307518
silicate	Atlantic	(28.1,28.15]	-0.9634683	-0.9738152	-0.9448611
silicate	Atlantic	(28.15,28.2]	-0.9542404	-0.9689286	-0.9314690
silicate	Atlantic	(28.2, Inf]	-0.8776151	-0.8986554	-0.8515038
silicate	Indo-Pacific	(-Inf,26]	0.0337654	-0.2468181	0.2383589
silicate	Indo-Pacific	(26,26.5]	-0.6554809	-0.7019873	-0.6215572
silicate	Indo-Pacific	(26.5,26.75]	-0.7937012	-0.8343039	-0.7684239
silicate	Indo-Pacific	(26.75,27]	-0.7614400	-0.8006731	-0.7135898
silicate	Indo-Pacific	(27,27.25]	-0.6152058	-0.6701176	-0.5576836
silicate	Indo-Pacific	(27.25,27.5]	-0.4418069	-0.5472605	-0.3424134
silicate	Indo-Pacific	(27.5,27.75]	0.0518649	-0.2071362	0.3548968
silicate	Indo-Pacific	(27.75,27.85]	0.5095376	0.2318192	0.7981779
silicate	Indo-Pacific	(27.85,27.95]	0.5146663	0.2191692	0.8009768
silicate	Indo-Pacific	(27.95,28.05]	0.4434241	0.2007710	0.6520810
silicate	Indo-Pacific	(28.05,28.1]	0.4973693	0.3630554	0.5689260
silicate	Indo-Pacific	(28.1,28.2]	0.5040450	0.4389066	0.5979549
silicate	Indo-Pacific	(28.2,28.3]	0.5781103	0.4342498	0.6844083
silicate	Indo-Pacific	(28.3, Inf]	-0.2059842	-0.3636475	-0.0856982
temp	Atlantic	(-Inf,26]	-0.0020620	-0.4679999	0.3212358
temp	Atlantic	(26,26.5]	-0.2617574	-0.3077638	-0.2185036
temp	Atlantic	(26.5,26.75]	-0.0032517	-0.1770559	0.1697390
temp	Atlantic	(26.75,27]	-0.3262903	-0.4860402	-0.0949573
temp	Atlantic	(27,27.25]	0.0256679	-0.0753464	0.1018935
temp	Atlantic	(27.25,27.5]	-0.5152145	-0.5954910	-0.3905709
temp	Atlantic	(27.5,27.75]	-0.2534558	-0.2660066	-0.2470910
temp	Atlantic	(27.75,27.85]	0.4082054	0.3322133	0.4786422
temp	Atlantic	(27.85,27.95]	0.5465918	0.4800520	0.5801630
temp	Atlantic	(27.95,28.05]	0.5487653	0.4112964	0.6376922
temp	Atlantic	(28.05,28.1]	0.8146734	0.7772166	0.8438744
temp	Atlantic	(28.1,28.15]	0.8545131	0.8421765	0.8651537
temp	Atlantic	(28.15,28.2]	0.8869802	0.8559630	0.9052343
temp	Atlantic	(28.2, Inf]	0.8582383	0.7898632	0.9081239
temp	Indo-Pacific	(-Inf,26]	-0.4655507	-0.4928248	-0.4516717
temp	Indo-Pacific	(26,26.5]	0.3357203	0.2489914	0.4507732
temp	Indo-Pacific	(26.5,26.75]	0.5063593	0.4338111	0.5517999
temp	Indo-Pacific	(26.75,27]	0.4102240	0.2606787	0.5111839
temp	Indo-Pacific	(27,27.25]	0.3117160	0.2073872	0.3898865
temp	Indo-Pacific	(27.25,27.5]	0.3053626	0.2600595	0.3538025
temp	Indo-Pacific	(27.5,27.75]	0.0322872	-0.0421697	0.1740188
temp	Indo-Pacific	(27.75,27.85]	-0.2909344	-0.5099366	-0.0366227
temp	Indo-Pacific	(27.85,27.95]	-0.2573545	-0.4482063	-0.0834200
temp	Indo-Pacific	(27.95,28.05]	-0.1980084	-0.3231562	-0.1315086
temp	Indo-Pacific	(28.05,28.1]	-0.0879026	-0.1816643	0.0269002
temp	Indo-Pacific	(28.1,28.2]	-0.0348990	-0.1946891	0.0923525
temp	Indo-Pacific	(28.2,28.3]	0.0989413	-0.1760497	0.2397170
temp	Indo-Pacific	(28.3, Inf]	0.2374820	0.0305222	0.4860579

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