eMLR - assumption testing
Jens Daniel Müller and Donghe Zhu
30 July, 2021
Last updated: 2021-07-30
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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| Rmd | 8e8abf5 | Jens Müller | 2020-12-18 | Initial commit |
1 Required data
Required are:
- cleaned and prepared GLODAP-based synthetic cmorized model subsetting file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))2 Predictor correlation
The correlation between:
- pairs of seven potential predictor variables and
- C* and seven potential predictor variables
were investigated based on:
- property-property plots and
- calculated correlation coefficients.
2.1 Correlation plots
For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).
for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]
print(
GLODAP %>%
filter(basin == i_basin) %>%
sample_frac(0.05) %>%
ggpairs(columns = c(params_local$MLR_target,
params_local$MLR_predictors),
upper = "blank",
ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
scale_fill_viridis_d(direction = -1) +
scale_color_viridis_d(direction = -1) +
labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
nrow(GLODAP %>% filter(basin == i_basin))))
)
}
| Version | Author | Date |
|---|---|---|
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 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 |
| 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 |
| Version | Author | Date |
|---|---|---|
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:
/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/
if (params_local$plot_all_figures == "y") {
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
#i_basin <- unique(GLODAP$basin)[1]
#i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
#i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
if (nrow(GLODAP_basin_era_slab) > 2) {
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(
params_local$MLR_target,
params_local$MLR_predictors
),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""
),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}
rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}2.2 Correlation assessment
2.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated individually within each slabs, era and basin.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era) %>%
select(basin,
era,
gamma_slab,
params_local$MLR_target,
params_local$MLR_predictors)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# calculate correlation table
cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
focus(params_local$MLR_target) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_target_predictor")) {
cor_target_predictor <-
bind_rows(cor_target_predictor, cor_target_predictor_temp)
}
if (!exists("cor_target_predictor")) {
cor_target_predictor <- cor_target_predictor_temp
}
cor_predictors_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
shave %>%
stretch() %>%
filter(!is.na(r),
x != params_local$MLR_target,
y != params_local$MLR_target) %>%
mutate(pair = paste(x, y, sep = " + ")) %>%
select(-c(x, y)) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_predictors")) {
cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
}
if (!exists("cor_predictors")) {
cor_predictors <- cor_predictors_temp
}
}
}
}
rm(cor_predictors_temp, cor_target_predictor_temp,
i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab)2.2.2 Predictor pairs
Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>%
group_by(pair, basin, gamma_slab) %>%
summarise(mean_r = mean(r),
min_r = min(r),
max_r = max(r)) %>%
ungroup()
# plot figure
cor_predictors_stats %>%
mutate(pair = reorder(pair, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_predictors_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| pair | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou + nitrate | Atlantic | (-Inf,26] | 0.8203199 | 0.7552875 | 0.9215802 |
| aou + nitrate | Atlantic | (26,26.5] | 0.8747474 | 0.8625670 | 0.8823217 |
| aou + nitrate | Atlantic | (26.5,26.75] | 0.9637524 | 0.9572753 | 0.9744370 |
| aou + nitrate | Atlantic | (26.75,27] | 0.9827934 | 0.9757048 | 0.9875323 |
| aou + nitrate | Atlantic | (27,27.25] | 0.9664152 | 0.9638506 | 0.9703426 |
| aou + nitrate | Atlantic | (27.25,27.5] | 0.9181602 | 0.8995109 | 0.9349189 |
| aou + nitrate | Atlantic | (27.5,27.75] | 0.8128884 | 0.7526103 | 0.8866490 |
| aou + nitrate | Atlantic | (27.75,27.85] | 0.6835334 | 0.5665902 | 0.8189608 |
| aou + nitrate | Atlantic | (27.85,27.95] | 0.6939298 | 0.5851988 | 0.8524983 |
| aou + nitrate | Atlantic | (27.95,28.05] | 0.8063253 | 0.7428198 | 0.8694556 |
| aou + nitrate | Atlantic | (28.05,28.1] | 0.9211201 | 0.9110298 | 0.9357966 |
| aou + nitrate | Atlantic | (28.1,28.15] | 0.9717053 | 0.9685900 | 0.9770713 |
| aou + nitrate | Atlantic | (28.15,28.2] | 0.9788002 | 0.9751218 | 0.9824960 |
| aou + nitrate | Atlantic | (28.2, Inf] | 0.9032354 | 0.8685210 | 0.9418841 |
| aou + nitrate | Indo-Pacific | (-Inf,26] | 0.9207719 | 0.9109091 | 0.9307671 |
| aou + nitrate | Indo-Pacific | (26,26.5] | 0.8661657 | 0.8184410 | 0.8951551 |
| aou + nitrate | Indo-Pacific | (26.5,26.75] | 0.8625972 | 0.8263441 | 0.8898726 |
| aou + nitrate | Indo-Pacific | (26.75,27] | 0.8725980 | 0.8508781 | 0.9080766 |
| aou + nitrate | Indo-Pacific | (27,27.25] | 0.9263330 | 0.9004252 | 0.9410407 |
| aou + nitrate | Indo-Pacific | (27.25,27.5] | 0.9401611 | 0.9285884 | 0.9602524 |
| aou + nitrate | Indo-Pacific | (27.5,27.75] | 0.9670769 | 0.9518154 | 0.9767293 |
| aou + nitrate | Indo-Pacific | (27.75,27.85] | 0.9909858 | 0.9882303 | 0.9937714 |
| aou + nitrate | Indo-Pacific | (27.85,27.95] | 0.9940708 | 0.9920464 | 0.9955851 |
| aou + nitrate | Indo-Pacific | (27.95,28.05] | 0.9942989 | 0.9909958 | 0.9965908 |
| aou + nitrate | Indo-Pacific | (28.05,28.1] | 0.9944859 | 0.9919518 | 0.9963542 |
| aou + nitrate | Indo-Pacific | (28.1,28.2] | 0.9907438 | 0.9873709 | 0.9939791 |
| aou + nitrate | Indo-Pacific | (28.2,28.3] | 0.9841173 | 0.9789760 | 0.9891293 |
| aou + nitrate | Indo-Pacific | (28.3, Inf] | 0.9353303 | 0.9118850 | 0.9659361 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.8317823 | 0.8163946 | 0.8409087 |
| aou + phosphate | Atlantic | (26,26.5] | 0.9010837 | 0.8787005 | 0.9156108 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.9367653 | 0.9047241 | 0.9582071 |
| aou + phosphate | Atlantic | (26.75,27] | 0.9619989 | 0.9504939 | 0.9707229 |
| aou + phosphate | Atlantic | (27,27.25] | 0.9384362 | 0.9334740 | 0.9412485 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.8754333 | 0.8497728 | 0.9049717 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.7681232 | 0.6983373 | 0.8567085 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.6453626 | 0.5213796 | 0.7904041 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.6680640 | 0.5579657 | 0.8309436 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.7936626 | 0.7304102 | 0.8536817 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9170212 | 0.9070386 | 0.9303333 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9699610 | 0.9663935 | 0.9759119 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9817483 | 0.9781062 | 0.9856907 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.8844793 | 0.8344636 | 0.9282892 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9552294 | 0.9457261 | 0.9617556 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9579189 | 0.9556905 | 0.9623555 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9667684 | 0.9618432 | 0.9765272 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9759980 | 0.9727988 | 0.9810508 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.9854818 | 0.9814147 | 0.9889925 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.9868358 | 0.9829741 | 0.9892286 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9908894 | 0.9889159 | 0.9925887 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9961193 | 0.9945538 | 0.9971780 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9966472 | 0.9959929 | 0.9970420 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9965988 | 0.9960317 | 0.9974464 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9969257 | 0.9965554 | 0.9976241 |
| aou + phosphate | Indo-Pacific | (28.1,28.2] | 0.9944446 | 0.9931685 | 0.9965342 |
| aou + phosphate | Indo-Pacific | (28.2,28.3] | 0.9916448 | 0.9895871 | 0.9949741 |
| aou + phosphate | Indo-Pacific | (28.3, Inf] | 0.9178175 | 0.8897959 | 0.9591933 |
| aou + phosphate_star | Atlantic | (-Inf,26] | -0.1559834 | -0.4968316 | 0.2058898 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.2991834 | 0.0724954 | 0.4443089 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.1374713 | -0.0947206 | 0.2945144 |
| aou + phosphate_star | Atlantic | (26.75,27] | -0.0128190 | -0.0904431 | 0.0267301 |
| aou + phosphate_star | Atlantic | (27,27.25] | -0.0858440 | -0.1861111 | 0.0880094 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.0764125 | -0.0206315 | 0.2577810 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.1600441 | 0.0595839 | 0.3247735 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.2042692 | 0.0321083 | 0.4213739 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.3240664 | 0.1779034 | 0.5320262 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.5586268 | 0.4731803 | 0.6084309 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.8036149 | 0.7821890 | 0.8186255 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9144932 | 0.9008162 | 0.9350225 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9372334 | 0.9253705 | 0.9470129 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.7482330 | 0.6661314 | 0.8320452 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.5148840 | 0.5053109 | 0.5242694 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.4375389 | 0.3070566 | 0.5268337 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4309275 | 0.2958609 | 0.6325843 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.5946394 | 0.5368461 | 0.6914329 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.6903694 | 0.6111180 | 0.7757704 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.4837006 | 0.3431157 | 0.5577468 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.0496774 | -0.0757145 | 0.1361985 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.2392606 | -0.3562114 | -0.1542234 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.3115070 | -0.3820115 | -0.2250623 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.4065328 | -0.6969294 | -0.2376239 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.2152842 | -0.4594351 | -0.0435581 |
| aou + phosphate_star | Indo-Pacific | (28.1,28.2] | -0.1829804 | -0.3170279 | -0.0757093 |
| aou + phosphate_star | Indo-Pacific | (28.2,28.3] | -0.1357638 | -0.2566117 | -0.0101011 |
| aou + phosphate_star | Indo-Pacific | (28.3, Inf] | -0.8130183 | -0.8510073 | -0.7751818 |
| aou + silicate | Atlantic | (-Inf,26] | -0.0162477 | -0.7600742 | 0.4214999 |
| aou + silicate | Atlantic | (26,26.5] | 0.2731256 | 0.1762980 | 0.3254702 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.6538851 | 0.6076721 | 0.7247135 |
| aou + silicate | Atlantic | (26.75,27] | 0.8213805 | 0.8161905 | 0.8262688 |
| aou + silicate | Atlantic | (27,27.25] | 0.7344559 | 0.7139849 | 0.7673106 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.6364299 | 0.5505565 | 0.6842834 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.4974391 | 0.3912585 | 0.6219483 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.3714183 | 0.2508296 | 0.5242309 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.4560737 | 0.3800358 | 0.5725702 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.6610399 | 0.6194153 | 0.7125056 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.8703586 | 0.8557568 | 0.8890816 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.9561575 | 0.9494937 | 0.9678680 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.9666641 | 0.9602828 | 0.9739643 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.6161236 | 0.4861351 | 0.6880684 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.7962582 | 0.7585017 | 0.8454048 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.7828149 | 0.7278633 | 0.8187705 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.7620168 | 0.7014027 | 0.8259944 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.8490407 | 0.8237960 | 0.8985637 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.9232618 | 0.9087155 | 0.9467310 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.9429048 | 0.9255703 | 0.9606944 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9581080 | 0.9501761 | 0.9709567 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9766774 | 0.9698890 | 0.9842144 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9811665 | 0.9771571 | 0.9853623 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.9862352 | 0.9825051 | 0.9891859 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9930193 | 0.9922153 | 0.9945609 |
| aou + silicate | Indo-Pacific | (28.1,28.2] | 0.9811453 | 0.9794815 | 0.9827071 |
| aou + silicate | Indo-Pacific | (28.2,28.3] | 0.9035099 | 0.8922707 | 0.9215976 |
| aou + silicate | Indo-Pacific | (28.3, Inf] | 0.8075985 | 0.7484074 | 0.8857606 |
| nitrate + phosphate | Atlantic | (-Inf,26] | 0.4458509 | 0.2888039 | 0.6426603 |
| nitrate + phosphate | Atlantic | (26,26.5] | 0.7459809 | 0.7209257 | 0.7690664 |
| nitrate + phosphate | Atlantic | (26.5,26.75] | 0.9438985 | 0.9352483 | 0.9484456 |
| nitrate + phosphate | Atlantic | (26.75,27] | 0.9783665 | 0.9736220 | 0.9834237 |
| nitrate + phosphate | Atlantic | (27,27.25] | 0.9841428 | 0.9815234 | 0.9863058 |
| nitrate + phosphate | Atlantic | (27.25,27.5] | 0.9895857 | 0.9865237 | 0.9927818 |
| nitrate + phosphate | Atlantic | (27.5,27.75] | 0.9950422 | 0.9940997 | 0.9963979 |
| nitrate + phosphate | Atlantic | (27.75,27.85] | 0.9983084 | 0.9981567 | 0.9985528 |
| nitrate + phosphate | Atlantic | (27.85,27.95] | 0.9989195 | 0.9988633 | 0.9989962 |
| nitrate + phosphate | Atlantic | (27.95,28.05] | 0.9993075 | 0.9990525 | 0.9994402 |
| nitrate + phosphate | Atlantic | (28.05,28.1] | 0.9996782 | 0.9995516 | 0.9997647 |
| nitrate + phosphate | Atlantic | (28.1,28.15] | 0.9996346 | 0.9995826 | 0.9997021 |
| nitrate + phosphate | Atlantic | (28.15,28.2] | 0.9977007 | 0.9972535 | 0.9983483 |
| nitrate + phosphate | Atlantic | (28.2, Inf] | 0.9918741 | 0.9910721 | 0.9924856 |
| nitrate + phosphate | Indo-Pacific | (-Inf,26] | 0.9634879 | 0.9592888 | 0.9659718 |
| nitrate + phosphate | Indo-Pacific | (26,26.5] | 0.9152874 | 0.8661618 | 0.9416917 |
| nitrate + phosphate | Indo-Pacific | (26.5,26.75] | 0.9064136 | 0.8728378 | 0.9277290 |
| nitrate + phosphate | Indo-Pacific | (26.75,27] | 0.9026394 | 0.8807270 | 0.9321099 |
| nitrate + phosphate | Indo-Pacific | (27,27.25] | 0.9388252 | 0.9093358 | 0.9564649 |
| nitrate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9431864 | 0.9305844 | 0.9632772 |
| nitrate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9705814 | 0.9506321 | 0.9814813 |
| nitrate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9941106 | 0.9932206 | 0.9946928 |
| nitrate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9978500 | 0.9976513 | 0.9981044 |
| nitrate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9986869 | 0.9972318 | 0.9994516 |
| nitrate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9985363 | 0.9971927 | 0.9992344 |
| nitrate + phosphate | Indo-Pacific | (28.1,28.2] | 0.9975771 | 0.9960200 | 0.9983956 |
| nitrate + phosphate | Indo-Pacific | (28.2,28.3] | 0.9924260 | 0.9891505 | 0.9951930 |
| nitrate + phosphate | Indo-Pacific | (28.3, Inf] | 0.9829185 | 0.9770380 | 0.9894988 |
| nitrate + phosphate_star | Atlantic | (-Inf,26] | -0.2910862 | -0.8598655 | 0.0137262 |
| nitrate + phosphate_star | Atlantic | (26,26.5] | 0.2068019 | -0.0117385 | 0.3496977 |
| nitrate + phosphate_star | Atlantic | (26.5,26.75] | 0.2193890 | -0.0673842 | 0.3725643 |
| nitrate + phosphate_star | Atlantic | (26.75,27] | 0.0778977 | -0.0352914 | 0.1367465 |
| nitrate + phosphate_star | Atlantic | (27,27.25] | 0.0716848 | -0.0640981 | 0.2767279 |
| nitrate + phosphate_star | Atlantic | (27.25,27.5] | 0.4040815 | 0.3005226 | 0.5375853 |
| nitrate + phosphate_star | Atlantic | (27.5,27.75] | 0.6689521 | 0.6346802 | 0.6967155 |
| nitrate + phosphate_star | Atlantic | (27.75,27.85] | 0.8462218 | 0.8387216 | 0.8610366 |
| nitrate + phosphate_star | Atlantic | (27.85,27.95] | 0.8991932 | 0.8933544 | 0.9043239 |
| nitrate + phosphate_star | Atlantic | (27.95,28.05] | 0.9368053 | 0.9180881 | 0.9524711 |
| nitrate + phosphate_star | Atlantic | (28.05,28.1] | 0.9704726 | 0.9669016 | 0.9758733 |
| nitrate + phosphate_star | Atlantic | (28.1,28.15] | 0.9829015 | 0.9793540 | 0.9880678 |
| nitrate + phosphate_star | Atlantic | (28.15,28.2] | 0.9860510 | 0.9831439 | 0.9879009 |
| nitrate + phosphate_star | Atlantic | (28.2, Inf] | 0.9529438 | 0.9398815 | 0.9639811 |
| nitrate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7284948 | 0.7101885 | 0.7634279 |
| nitrate + phosphate_star | Indo-Pacific | (26,26.5] | 0.6703458 | 0.5653843 | 0.7529990 |
| nitrate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6561684 | 0.5580383 | 0.7960463 |
| nitrate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7456410 | 0.7099861 | 0.8071417 |
| nitrate + phosphate_star | Indo-Pacific | (27,27.25] | 0.7825826 | 0.7449765 | 0.8443391 |
| nitrate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.5768150 | 0.4802164 | 0.6380257 |
| nitrate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.1644624 | 0.0754614 | 0.2270999 |
| nitrate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.1541410 | -0.2411803 | -0.0732931 |
| nitrate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.2265071 | -0.3040827 | -0.1534294 |
| nitrate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.3204094 | -0.6406863 | -0.1220185 |
| nitrate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1246369 | -0.3898201 | 0.0684615 |
| nitrate + phosphate_star | Indo-Pacific | (28.1,28.2] | -0.0623763 | -0.2221938 | 0.0662573 |
| nitrate + phosphate_star | Indo-Pacific | (28.2,28.3] | 0.0143415 | -0.1382640 | 0.1588096 |
| nitrate + phosphate_star | Indo-Pacific | (28.3, Inf] | -0.5700426 | -0.6954461 | -0.4630284 |
| nitrate + silicate | Atlantic | (-Inf,26] | 0.2855508 | -0.6065108 | 0.8315993 |
| nitrate + silicate | Atlantic | (26,26.5] | 0.6661834 | 0.5733742 | 0.7212387 |
| nitrate + silicate | Atlantic | (26.5,26.75] | 0.7528465 | 0.7070455 | 0.7890405 |
| nitrate + silicate | Atlantic | (26.75,27] | 0.8808033 | 0.8731683 | 0.8908160 |
| nitrate + silicate | Atlantic | (27,27.25] | 0.8695542 | 0.8595039 | 0.8850261 |
| nitrate + silicate | Atlantic | (27.25,27.5] | 0.8695152 | 0.8354334 | 0.8889049 |
| nitrate + silicate | Atlantic | (27.5,27.75] | 0.8836607 | 0.8706974 | 0.8956341 |
| nitrate + silicate | Atlantic | (27.75,27.85] | 0.9008942 | 0.8982856 | 0.9032121 |
| nitrate + silicate | Atlantic | (27.85,27.95] | 0.9204578 | 0.8928505 | 0.9355423 |
| nitrate + silicate | Atlantic | (27.95,28.05] | 0.9404931 | 0.9067480 | 0.9596847 |
| nitrate + silicate | Atlantic | (28.05,28.1] | 0.9690557 | 0.9538201 | 0.9778372 |
| nitrate + silicate | Atlantic | (28.1,28.15] | 0.9815073 | 0.9781347 | 0.9856618 |
| nitrate + silicate | Atlantic | (28.15,28.2] | 0.9564797 | 0.9445668 | 0.9678942 |
| nitrate + silicate | Atlantic | (28.2, Inf] | 0.7452922 | 0.7026176 | 0.7731328 |
| nitrate + silicate | Indo-Pacific | (-Inf,26] | 0.8610764 | 0.7947326 | 0.9094665 |
| nitrate + silicate | Indo-Pacific | (26,26.5] | 0.8889763 | 0.8253888 | 0.9220599 |
| nitrate + silicate | Indo-Pacific | (26.5,26.75] | 0.8822487 | 0.8285622 | 0.9118987 |
| nitrate + silicate | Indo-Pacific | (26.75,27] | 0.9159541 | 0.9013621 | 0.9368981 |
| nitrate + silicate | Indo-Pacific | (27,27.25] | 0.9484030 | 0.9340755 | 0.9569557 |
| nitrate + silicate | Indo-Pacific | (27.25,27.5] | 0.9561972 | 0.9493476 | 0.9675044 |
| nitrate + silicate | Indo-Pacific | (27.5,27.75] | 0.9719668 | 0.9605229 | 0.9801276 |
| nitrate + silicate | Indo-Pacific | (27.75,27.85] | 0.9874699 | 0.9861538 | 0.9899264 |
| nitrate + silicate | Indo-Pacific | (27.85,27.95] | 0.9894695 | 0.9886183 | 0.9906695 |
| nitrate + silicate | Indo-Pacific | (27.95,28.05] | 0.9915124 | 0.9891332 | 0.9938702 |
| nitrate + silicate | Indo-Pacific | (28.05,28.1] | 0.9939092 | 0.9926727 | 0.9959965 |
| nitrate + silicate | Indo-Pacific | (28.1,28.2] | 0.9821909 | 0.9804261 | 0.9845014 |
| nitrate + silicate | Indo-Pacific | (28.2,28.3] | 0.8963096 | 0.8834919 | 0.9160120 |
| nitrate + silicate | Indo-Pacific | (28.3, Inf] | 0.8799178 | 0.8388071 | 0.9159153 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.1498143 | -0.0945084 | 0.5086812 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.6482989 | 0.4255912 | 0.7687704 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.4404682 | 0.1776704 | 0.6010426 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.2402462 | 0.1235605 | 0.3248147 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.2222935 | 0.1115548 | 0.3941013 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.5190265 | 0.4392521 | 0.6240910 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.7328672 | 0.7076907 | 0.7495475 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.8736601 | 0.8676725 | 0.8856011 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.9156123 | 0.9115367 | 0.9205551 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.9450859 | 0.9308634 | 0.9579233 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9735746 | 0.9714553 | 0.9777599 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9848595 | 0.9817607 | 0.9892616 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9855817 | 0.9831260 | 0.9868154 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9675664 | 0.9616271 | 0.9768350 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7275282 | 0.7053645 | 0.7563329 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.6700963 | 0.5673177 | 0.7487398 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.6415450 | 0.5413292 | 0.7814625 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.7511725 | 0.7132814 | 0.8151502 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.7985391 | 0.7472630 | 0.8566282 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6150387 | 0.5065222 | 0.6706532 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.1806739 | 0.0712580 | 0.2637533 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.1562650 | -0.2585990 | -0.0746916 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.2351347 | -0.3101717 | -0.1517877 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.3340599 | -0.6457265 | -0.1525433 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1420688 | -0.3997970 | 0.0365562 |
| phosphate + phosphate_star | Indo-Pacific | (28.1,28.2] | -0.0822754 | -0.2390875 | 0.0382985 |
| phosphate + phosphate_star | Indo-Pacific | (28.2,28.3] | -0.0189138 | -0.1726288 | 0.1199647 |
| phosphate + phosphate_star | Indo-Pacific | (28.3, Inf] | -0.5267289 | -0.6754672 | -0.4103848 |
| silicate + phosphate | Atlantic | (-Inf,26] | -0.2121145 | -0.5744152 | 0.2104790 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.0352743 | -0.0500493 | 0.0929793 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.5936544 | 0.5407663 | 0.6797330 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.8791764 | 0.8682001 | 0.8966760 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.8991059 | 0.8945757 | 0.9077900 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.9060892 | 0.8823930 | 0.9228289 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.9155505 | 0.9079633 | 0.9206069 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.9232411 | 0.9195657 | 0.9261527 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.9360419 | 0.9120531 | 0.9490560 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.9503677 | 0.9223123 | 0.9660101 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.9743086 | 0.9615736 | 0.9814350 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.9855204 | 0.9828631 | 0.9887217 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.9722334 | 0.9646117 | 0.9793283 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.8213002 | 0.7884840 | 0.8437623 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.8664760 | 0.8178494 | 0.9098895 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.8802487 | 0.8461849 | 0.8983212 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.8607074 | 0.8256967 | 0.8953733 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.9029725 | 0.8815473 | 0.9334170 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.9486031 | 0.9380730 | 0.9613586 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.9634305 | 0.9540497 | 0.9746884 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.9745355 | 0.9699959 | 0.9824604 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.9841562 | 0.9814267 | 0.9880075 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.9870598 | 0.9849758 | 0.9893004 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.9906324 | 0.9876342 | 0.9930358 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9946781 | 0.9934530 | 0.9965672 |
| silicate + phosphate | Indo-Pacific | (28.1,28.2] | 0.9843594 | 0.9834432 | 0.9858530 |
| silicate + phosphate | Indo-Pacific | (28.2,28.3] | 0.9198883 | 0.9092501 | 0.9350230 |
| silicate + phosphate | Indo-Pacific | (28.3, Inf] | 0.9483330 | 0.9310263 | 0.9609826 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | 0.3048778 | -0.3019236 | 0.6440097 |
| silicate + phosphate_star | Atlantic | (26,26.5] | -0.2956761 | -0.3247739 | -0.2705939 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.0671316 | -0.0894976 | 0.1610982 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.2774874 | 0.1512477 | 0.3668768 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.3865082 | 0.2011668 | 0.5949059 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.6822396 | 0.5658655 | 0.7732817 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.8737428 | 0.8486661 | 0.8939143 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.9560287 | 0.9418385 | 0.9701418 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.9593215 | 0.9453436 | 0.9730452 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.9586674 | 0.9556911 | 0.9624365 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.9670366 | 0.9666061 | 0.9674636 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.9733681 | 0.9707251 | 0.9780303 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.9411021 | 0.9346723 | 0.9508918 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.8238948 | 0.8100017 | 0.8494300 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.7545126 | 0.6715055 | 0.8039475 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7678922 | 0.7286002 | 0.7965627 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.7843713 | 0.7314957 | 0.8594632 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.8075263 | 0.7740536 | 0.8366172 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.8307095 | 0.8114862 | 0.8631211 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6695022 | 0.5863701 | 0.7212994 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.2602015 | 0.1595893 | 0.3607466 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.0912598 | -0.1761288 | 0.0003198 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1870326 | -0.2585366 | -0.1221059 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.3101569 | -0.6227051 | -0.1209968 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.1474830 | -0.3968776 | 0.0264156 |
| silicate + phosphate_star | Indo-Pacific | (28.1,28.2] | -0.0904748 | -0.2309541 | 0.0159106 |
| silicate + phosphate_star | Indo-Pacific | (28.2,28.3] | -0.0347776 | -0.1762219 | 0.0908459 |
| silicate + phosphate_star | Indo-Pacific | (28.3, Inf] | -0.3915945 | -0.5810007 | -0.2523726 |
| temp + aou | Atlantic | (-Inf,26] | -0.1302856 | -0.6225945 | 0.4471102 |
| temp + aou | Atlantic | (26,26.5] | -0.2753993 | -0.5774988 | 0.0509886 |
| temp + aou | Atlantic | (26.5,26.75] | 0.1782105 | -0.0252934 | 0.3818480 |
| temp + aou | Atlantic | (26.75,27] | 0.4355969 | 0.2669913 | 0.5770108 |
| temp + aou | Atlantic | (27,27.25] | 0.5567917 | 0.4729970 | 0.6174488 |
| temp + aou | Atlantic | (27.25,27.5] | 0.4932186 | 0.3730014 | 0.5683035 |
| temp + aou | Atlantic | (27.5,27.75] | 0.5035643 | 0.4612645 | 0.5343215 |
| temp + aou | Atlantic | (27.75,27.85] | 0.4096980 | 0.2899266 | 0.4797190 |
| temp + aou | Atlantic | (27.85,27.95] | 0.2715239 | 0.2342114 | 0.2903207 |
| temp + aou | Atlantic | (27.95,28.05] | -0.0519017 | -0.1659211 | 0.0895444 |
| temp + aou | Atlantic | (28.05,28.1] | -0.5609044 | -0.6092183 | -0.5318824 |
| temp + aou | Atlantic | (28.1,28.15] | -0.7837187 | -0.8442821 | -0.7356515 |
| temp + aou | Atlantic | (28.15,28.2] | -0.8194022 | -0.8369811 | -0.8085793 |
| temp + aou | Atlantic | (28.2, Inf] | -0.6722615 | -0.7858013 | -0.5801131 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.3637215 | -0.3986219 | -0.2983923 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.2660661 | -0.3905006 | -0.0715982 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.2493032 | -0.4862349 | -0.0404452 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.4500474 | -0.5773238 | -0.3472119 |
| temp + aou | Indo-Pacific | (27,27.25] | -0.6016004 | -0.7043471 | -0.5095046 |
| temp + aou | Indo-Pacific | (27.25,27.5] | -0.4722544 | -0.5807649 | -0.2845717 |
| temp + aou | Indo-Pacific | (27.5,27.75] | -0.0024845 | -0.1059023 | 0.1635648 |
| temp + aou | Indo-Pacific | (27.75,27.85] | 0.4508768 | 0.3554954 | 0.5243605 |
| temp + aou | Indo-Pacific | (27.85,27.95] | 0.5937859 | 0.5666924 | 0.6109646 |
| temp + aou | Indo-Pacific | (27.95,28.05] | 0.7370780 | 0.6765149 | 0.8553952 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.7620228 | 0.6999686 | 0.8375150 |
| temp + aou | Indo-Pacific | (28.1,28.2] | 0.7733785 | 0.7225848 | 0.8377170 |
| temp + aou | Indo-Pacific | (28.2,28.3] | 0.7535169 | 0.7372210 | 0.7859180 |
| temp + aou | Indo-Pacific | (28.3, Inf] | 0.9555104 | 0.9412423 | 0.9627538 |
| temp + nitrate | Atlantic | (-Inf,26] | -0.1494593 | -0.8631186 | 0.8180684 |
| temp + nitrate | Atlantic | (26,26.5] | -0.2701606 | -0.5216951 | 0.0437398 |
| temp + nitrate | Atlantic | (26.5,26.75] | 0.1336821 | -0.1356056 | 0.4060868 |
| temp + nitrate | Atlantic | (26.75,27] | 0.4295949 | 0.2261295 | 0.5671305 |
| temp + nitrate | Atlantic | (27,27.25] | 0.5568592 | 0.4298559 | 0.6367488 |
| temp + nitrate | Atlantic | (27.25,27.5] | 0.3661886 | 0.2438096 | 0.4432963 |
| temp + nitrate | Atlantic | (27.5,27.75] | 0.2932250 | 0.2602866 | 0.3136621 |
| temp + nitrate | Atlantic | (27.75,27.85] | -0.2110087 | -0.3456888 | -0.1387200 |
| temp + nitrate | Atlantic | (27.85,27.95] | -0.4094533 | -0.5422135 | -0.2205025 |
| temp + nitrate | Atlantic | (27.95,28.05] | -0.5662635 | -0.6962432 | -0.3464551 |
| temp + nitrate | Atlantic | (28.05,28.1] | -0.8192748 | -0.8553553 | -0.7736290 |
| temp + nitrate | Atlantic | (28.1,28.15] | -0.8931485 | -0.9239901 | -0.8695605 |
| temp + nitrate | Atlantic | (28.15,28.2] | -0.9072477 | -0.9192831 | -0.8967906 |
| temp + nitrate | Atlantic | (28.2, Inf] | -0.8765672 | -0.9349929 | -0.8182450 |
| temp + nitrate | Indo-Pacific | (-Inf,26] | -0.5779950 | -0.6371068 | -0.5057681 |
| temp + nitrate | Indo-Pacific | (26,26.5] | -0.5643981 | -0.6596840 | -0.4365482 |
| temp + nitrate | Indo-Pacific | (26.5,26.75] | -0.5531471 | -0.7170065 | -0.4108525 |
| temp + nitrate | Indo-Pacific | (26.75,27] | -0.6899377 | -0.7567743 | -0.6349602 |
| temp + nitrate | Indo-Pacific | (27,27.25] | -0.7533037 | -0.8219156 | -0.6878202 |
| temp + nitrate | Indo-Pacific | (27.25,27.5] | -0.6282167 | -0.6987489 | -0.4986020 |
| temp + nitrate | Indo-Pacific | (27.5,27.75] | -0.1597892 | -0.2686530 | -0.0108573 |
| temp + nitrate | Indo-Pacific | (27.75,27.85] | 0.3632551 | 0.2667344 | 0.4131240 |
| temp + nitrate | Indo-Pacific | (27.85,27.95] | 0.5225948 | 0.5080590 | 0.5447860 |
| temp + nitrate | Indo-Pacific | (27.95,28.05] | 0.6746634 | 0.5884626 | 0.8181491 |
| temp + nitrate | Indo-Pacific | (28.05,28.1] | 0.7019406 | 0.6161813 | 0.7985272 |
| temp + nitrate | Indo-Pacific | (28.1,28.2] | 0.6909136 | 0.6153147 | 0.7807533 |
| temp + nitrate | Indo-Pacific | (28.2,28.3] | 0.6488354 | 0.6071035 | 0.7124568 |
| temp + nitrate | Indo-Pacific | (28.3, Inf] | 0.8413988 | 0.7792662 | 0.8995165 |
| temp + phosphate | Atlantic | (-Inf,26] | -0.1494911 | -0.2756014 | 0.1006330 |
| temp + phosphate | Atlantic | (26,26.5] | -0.4736423 | -0.7937268 | -0.1413592 |
| temp + phosphate | Atlantic | (26.5,26.75] | -0.0270342 | -0.3450553 | 0.2493417 |
| temp + phosphate | Atlantic | (26.75,27] | 0.3190902 | 0.0871536 | 0.4829578 |
| temp + phosphate | Atlantic | (27,27.25] | 0.4450203 | 0.3352669 | 0.5064258 |
| temp + phosphate | Atlantic | (27.25,27.5] | 0.2494327 | 0.1435301 | 0.3096289 |
| temp + phosphate | Atlantic | (27.5,27.75] | 0.2144382 | 0.1765692 | 0.2394907 |
| temp + phosphate | Atlantic | (27.75,27.85] | -0.2581691 | -0.3931143 | -0.1825207 |
| temp + phosphate | Atlantic | (27.85,27.95] | -0.4438698 | -0.5714316 | -0.2600381 |
| temp + phosphate | Atlantic | (27.95,28.05] | -0.5847316 | -0.7096806 | -0.3759594 |
| temp + phosphate | Atlantic | (28.05,28.1] | -0.8270291 | -0.8597196 | -0.7858615 |
| temp + phosphate | Atlantic | (28.1,28.15] | -0.8977007 | -0.9261224 | -0.8754793 |
| temp + phosphate | Atlantic | (28.15,28.2] | -0.8967830 | -0.9092205 | -0.8840905 |
| temp + phosphate | Atlantic | (28.2, Inf] | -0.8689692 | -0.9269588 | -0.8154588 |
| temp + phosphate | Indo-Pacific | (-Inf,26] | -0.5217981 | -0.5812529 | -0.4356444 |
| temp + phosphate | Indo-Pacific | (26,26.5] | -0.4931475 | -0.6156102 | -0.3175624 |
| temp + phosphate | Indo-Pacific | (26.5,26.75] | -0.4626956 | -0.6451239 | -0.2837036 |
| temp + phosphate | Indo-Pacific | (26.75,27] | -0.6113913 | -0.7073695 | -0.5302202 |
| temp + phosphate | Indo-Pacific | (27,27.25] | -0.7044113 | -0.7796397 | -0.6418529 |
| temp + phosphate | Indo-Pacific | (27.25,27.5] | -0.5826612 | -0.6723286 | -0.4288215 |
| temp + phosphate | Indo-Pacific | (27.5,27.75] | -0.1190113 | -0.2163679 | 0.0294596 |
| temp + phosphate | Indo-Pacific | (27.75,27.85] | 0.3842806 | 0.2901872 | 0.4425193 |
| temp + phosphate | Indo-Pacific | (27.85,27.95] | 0.5352067 | 0.5123033 | 0.5552289 |
| temp + phosphate | Indo-Pacific | (27.95,28.05] | 0.6881505 | 0.6179391 | 0.8234566 |
| temp + phosphate | Indo-Pacific | (28.05,28.1] | 0.7196372 | 0.6500060 | 0.8073545 |
| temp + phosphate | Indo-Pacific | (28.1,28.2] | 0.7133162 | 0.6503188 | 0.7968425 |
| temp + phosphate | Indo-Pacific | (28.2,28.3] | 0.7036156 | 0.6708316 | 0.7669917 |
| temp + phosphate | Indo-Pacific | (28.3, Inf] | 0.8507533 | 0.7930545 | 0.9164035 |
| temp + phosphate_star | Atlantic | (-Inf,26] | -0.7665704 | -0.9890770 | -0.4132004 |
| temp + phosphate_star | Atlantic | (26,26.5] | -0.8276033 | -0.8572149 | -0.7956537 |
| temp + phosphate_star | Atlantic | (26.5,26.75] | -0.7746677 | -0.8516858 | -0.6814564 |
| temp + phosphate_star | Atlantic | (26.75,27] | -0.6299281 | -0.7223832 | -0.5044490 |
| temp + phosphate_star | Atlantic | (27,27.25] | -0.6113896 | -0.6784331 | -0.5655578 |
| temp + phosphate_star | Atlantic | (27.25,27.5] | -0.5777480 | -0.6270892 | -0.5422909 |
| temp + phosphate_star | Atlantic | (27.5,27.75] | -0.3740145 | -0.3973245 | -0.3289990 |
| temp + phosphate_star | Atlantic | (27.75,27.85] | -0.6362276 | -0.7573241 | -0.5480976 |
| temp + phosphate_star | Atlantic | (27.85,27.95] | -0.7387342 | -0.8358636 | -0.6019207 |
| temp + phosphate_star | Atlantic | (27.95,28.05] | -0.7986668 | -0.8904361 | -0.6682525 |
| temp + phosphate_star | Atlantic | (28.05,28.1] | -0.9278391 | -0.9413961 | -0.9034945 |
| temp + phosphate_star | Atlantic | (28.1,28.15] | -0.9553904 | -0.9656501 | -0.9477528 |
| temp + phosphate_star | Atlantic | (28.15,28.2] | -0.9520671 | -0.9577394 | -0.9425443 |
| temp + phosphate_star | Atlantic | (28.2, Inf] | -0.9343228 | -0.9691206 | -0.8943854 |
| temp + phosphate_star | Indo-Pacific | (-Inf,26] | -0.8781801 | -0.9025115 | -0.8330900 |
| temp + phosphate_star | Indo-Pacific | (26,26.5] | -0.9405866 | -0.9601106 | -0.9139491 |
| temp + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.9523810 | -0.9639491 | -0.9296771 |
| temp + phosphate_star | Indo-Pacific | (26.75,27] | -0.9597054 | -0.9689543 | -0.9483422 |
| temp + phosphate_star | Indo-Pacific | (27,27.25] | -0.9607510 | -0.9643716 | -0.9557608 |
| temp + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.9414944 | -0.9457838 | -0.9387722 |
| temp + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.9451056 | -0.9568462 | -0.9348778 |
| temp + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.9163405 | -0.9499485 | -0.8783007 |
| temp + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.9134687 | -0.9339337 | -0.8839545 |
| temp + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.8811206 | -0.9422190 | -0.8400741 |
| temp + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.7448495 | -0.8258090 | -0.6946097 |
| temp + phosphate_star | Indo-Pacific | (28.1,28.2] | -0.7234593 | -0.7514947 | -0.6994816 |
| temp + phosphate_star | Indo-Pacific | (28.2,28.3] | -0.6207788 | -0.6574118 | -0.5786810 |
| temp + phosphate_star | Indo-Pacific | (28.3, Inf] | -0.8576361 | -0.8765704 | -0.8396528 |
| temp + silicate | Atlantic | (-Inf,26] | -0.6841111 | -0.7687739 | -0.6156254 |
| temp + silicate | Atlantic | (26,26.5] | 0.0554847 | 0.0113755 | 0.0868068 |
| temp + silicate | Atlantic | (26.5,26.75] | 0.1013299 | -0.0497683 | 0.1811295 |
| temp + silicate | Atlantic | (26.75,27] | 0.2728467 | 0.0382391 | 0.4176639 |
| temp + silicate | Atlantic | (27,27.25] | 0.4095989 | 0.2484903 | 0.5304267 |
| temp + silicate | Atlantic | (27.25,27.5] | 0.1423784 | 0.0423406 | 0.2438995 |
| temp + silicate | Atlantic | (27.5,27.75] | 0.0385451 | -0.0495516 | 0.0953349 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.5042144 | -0.6113170 | -0.4423230 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.6508673 | -0.7136526 | -0.5595783 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.7216435 | -0.7980003 | -0.6256592 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.8686298 | -0.8751819 | -0.8650931 |
| temp + silicate | Atlantic | (28.1,28.15] | -0.9027299 | -0.9236578 | -0.8834007 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.8152736 | -0.8432192 | -0.7856953 |
| temp + silicate | Atlantic | (28.2, Inf] | -0.6530811 | -0.7216704 | -0.6011576 |
| temp + silicate | Indo-Pacific | (-Inf,26] | -0.6250069 | -0.7294802 | -0.4427936 |
| temp + silicate | Indo-Pacific | (26,26.5] | -0.6554167 | -0.7016636 | -0.5644666 |
| temp + silicate | Indo-Pacific | (26.5,26.75] | -0.6842299 | -0.7905101 | -0.6145843 |
| temp + silicate | Indo-Pacific | (26.75,27] | -0.7423862 | -0.7835027 | -0.7214062 |
| temp + silicate | Indo-Pacific | (27,27.25] | -0.7922876 | -0.8286341 | -0.7661672 |
| temp + silicate | Indo-Pacific | (27.25,27.5] | -0.7019547 | -0.7648540 | -0.5897828 |
| temp + silicate | Indo-Pacific | (27.5,27.75] | -0.2470802 | -0.3706956 | -0.1079621 |
| temp + silicate | Indo-Pacific | (27.75,27.85] | 0.2891711 | 0.1799860 | 0.3505829 |
| temp + silicate | Indo-Pacific | (27.85,27.95] | 0.4728630 | 0.4602458 | 0.4928148 |
| temp + silicate | Indo-Pacific | (27.95,28.05] | 0.6551955 | 0.5706629 | 0.7994404 |
| temp + silicate | Indo-Pacific | (28.05,28.1] | 0.7090906 | 0.6368585 | 0.7981627 |
| temp + silicate | Indo-Pacific | (28.1,28.2] | 0.6965103 | 0.6388263 | 0.7742081 |
| temp + silicate | Indo-Pacific | (28.2,28.3] | 0.7362323 | 0.6887219 | 0.8138753 |
| temp + silicate | Indo-Pacific | (28.3, Inf] | 0.7789614 | 0.7025330 | 0.8792434 |
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")
| Version | Author | Date |
|---|---|---|
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_target_predictor_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| predictor | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou | Atlantic | (-Inf,26] | 0.2517174 | -0.3571156 | 0.6551319 |
| aou | Atlantic | (26,26.5] | -0.0554475 | -0.2039806 | 0.0293402 |
| aou | Atlantic | (26.5,26.75] | -0.2879917 | -0.3594400 | -0.1991629 |
| aou | Atlantic | (26.75,27] | -0.3745299 | -0.4022836 | -0.3311083 |
| aou | Atlantic | (27,27.25] | -0.5977347 | -0.6709269 | -0.4984321 |
| aou | Atlantic | (27.25,27.5] | -0.6568798 | -0.7153256 | -0.6168346 |
| aou | Atlantic | (27.5,27.75] | -0.5732592 | -0.6516302 | -0.4977512 |
| aou | Atlantic | (27.75,27.85] | -0.4876070 | -0.6241496 | -0.3692015 |
| aou | Atlantic | (27.85,27.95] | -0.6011072 | -0.7367658 | -0.5038158 |
| aou | Atlantic | (27.95,28.05] | -0.7633588 | -0.7965148 | -0.7214061 |
| aou | Atlantic | (28.05,28.1] | -0.9134786 | -0.9185055 | -0.9048374 |
| aou | Atlantic | (28.1,28.15] | -0.9615882 | -0.9678662 | -0.9531933 |
| aou | Atlantic | (28.15,28.2] | -0.9673285 | -0.9766226 | -0.9587309 |
| aou | Atlantic | (28.2, Inf] | -0.7906115 | -0.8529880 | -0.7204395 |
| aou | Indo-Pacific | (-Inf,26] | 0.1983384 | 0.1157653 | 0.3348215 |
| aou | Indo-Pacific | (26,26.5] | -0.4332320 | -0.5128843 | -0.3000549 |
| aou | Indo-Pacific | (26.5,26.75] | -0.6319625 | -0.6980288 | -0.5859990 |
| aou | Indo-Pacific | (26.75,27] | -0.8009111 | -0.8382857 | -0.7752025 |
| aou | Indo-Pacific | (27,27.25] | -0.7008027 | -0.7643985 | -0.6257510 |
| aou | Indo-Pacific | (27.25,27.5] | -0.4812282 | -0.5884328 | -0.3527920 |
| aou | Indo-Pacific | (27.5,27.75] | 0.0593977 | -0.1538401 | 0.3836049 |
| aou | Indo-Pacific | (27.75,27.85] | 0.5053238 | 0.3051104 | 0.7184665 |
| aou | Indo-Pacific | (27.85,27.95] | 0.5375085 | 0.2998966 | 0.7196033 |
| aou | Indo-Pacific | (27.95,28.05] | 0.3575849 | -0.0627621 | 0.6100766 |
| aou | Indo-Pacific | (28.05,28.1] | 0.4552882 | 0.1865028 | 0.5977131 |
| aou | Indo-Pacific | (28.1,28.2] | 0.4066107 | 0.2619845 | 0.4859768 |
| aou | Indo-Pacific | (28.2,28.3] | 0.4669438 | 0.4094791 | 0.5728808 |
| aou | Indo-Pacific | (28.3, Inf] | 0.0324711 | -0.0304104 | 0.1244436 |
| nitrate | Atlantic | (-Inf,26] | 0.1665504 | -0.7942928 | 0.6614939 |
| nitrate | Atlantic | (26,26.5] | -0.2923854 | -0.3906708 | -0.1613387 |
| nitrate | Atlantic | (26.5,26.75] | -0.4202378 | -0.4756924 | -0.3126431 |
| nitrate | Atlantic | (26.75,27] | -0.4946810 | -0.5357785 | -0.4483925 |
| nitrate | Atlantic | (27,27.25] | -0.7518134 | -0.8004475 | -0.6731196 |
| nitrate | Atlantic | (27.25,27.5] | -0.8620224 | -0.8866287 | -0.8376375 |
| nitrate | Atlantic | (27.5,27.75] | -0.9066772 | -0.9105483 | -0.9021312 |
| nitrate | Atlantic | (27.75,27.85] | -0.9533640 | -0.9575852 | -0.9476119 |
| nitrate | Atlantic | (27.85,27.95] | -0.9779005 | -0.9825134 | -0.9733607 |
| nitrate | Atlantic | (27.95,28.05] | -0.9670524 | -0.9690438 | -0.9649375 |
| nitrate | Atlantic | (28.05,28.1] | -0.9927698 | -0.9938587 | -0.9915740 |
| nitrate | Atlantic | (28.1,28.15] | -0.9926345 | -0.9931602 | -0.9920936 |
| nitrate | Atlantic | (28.15,28.2] | -0.9932758 | -0.9938532 | -0.9929426 |
| nitrate | Atlantic | (28.2, Inf] | -0.9573011 | -0.9677638 | -0.9413857 |
| nitrate | Indo-Pacific | (-Inf,26] | 0.1986171 | 0.1159069 | 0.3363296 |
| nitrate | Indo-Pacific | (26,26.5] | -0.5136666 | -0.5850736 | -0.3836386 |
| nitrate | Indo-Pacific | (26.5,26.75] | -0.6494794 | -0.6910731 | -0.6022719 |
| nitrate | Indo-Pacific | (26.75,27] | -0.6972950 | -0.7535904 | -0.6665372 |
| nitrate | Indo-Pacific | (27,27.25] | -0.6161313 | -0.6496527 | -0.5653556 |
| nitrate | Indo-Pacific | (27.25,27.5] | -0.4352041 | -0.5206157 | -0.3058691 |
| nitrate | Indo-Pacific | (27.5,27.75] | 0.0615387 | -0.1194535 | 0.3544568 |
| nitrate | Indo-Pacific | (27.75,27.85] | 0.5300186 | 0.3334931 | 0.7400083 |
| nitrate | Indo-Pacific | (27.85,27.95] | 0.5687030 | 0.3378065 | 0.7519611 |
| nitrate | Indo-Pacific | (27.95,28.05] | 0.3998747 | -0.0144048 | 0.6529505 |
| nitrate | Indo-Pacific | (28.05,28.1] | 0.4961305 | 0.2304725 | 0.6454222 |
| nitrate | Indo-Pacific | (28.1,28.2] | 0.4692689 | 0.3286995 | 0.5417887 |
| nitrate | Indo-Pacific | (28.2,28.3] | 0.5512955 | 0.4989029 | 0.6406561 |
| nitrate | Indo-Pacific | (28.3, Inf] | -0.1242199 | -0.2368487 | -0.0507273 |
| phosphate | Atlantic | (-Inf,26] | 0.2968664 | -0.0351777 | 0.4891265 |
| phosphate | Atlantic | (26,26.5] | -0.0017574 | -0.1213484 | 0.0877717 |
| phosphate | Atlantic | (26.5,26.75] | -0.3956164 | -0.4649785 | -0.3283009 |
| phosphate | Atlantic | (26.75,27] | -0.4866828 | -0.5469548 | -0.4155311 |
| phosphate | Atlantic | (27,27.25] | -0.7308451 | -0.7603603 | -0.6797457 |
| phosphate | Atlantic | (27.25,27.5] | -0.8509375 | -0.8600889 | -0.8349651 |
| phosphate | Atlantic | (27.5,27.75] | -0.9083281 | -0.9151565 | -0.9041008 |
| phosphate | Atlantic | (27.75,27.85] | -0.9631723 | -0.9680428 | -0.9575305 |
| phosphate | Atlantic | (27.85,27.95] | -0.9814742 | -0.9854098 | -0.9787785 |
| phosphate | Atlantic | (27.95,28.05] | -0.9698176 | -0.9714011 | -0.9673931 |
| phosphate | Atlantic | (28.05,28.1] | -0.9925036 | -0.9933845 | -0.9915864 |
| phosphate | Atlantic | (28.1,28.15] | -0.9925487 | -0.9929478 | -0.9921535 |
| phosphate | Atlantic | (28.15,28.2] | -0.9928692 | -0.9934232 | -0.9925870 |
| phosphate | Atlantic | (28.2, Inf] | -0.9757693 | -0.9787183 | -0.9702540 |
| phosphate | Indo-Pacific | (-Inf,26] | 0.1716791 | 0.0886157 | 0.3257111 |
| phosphate | Indo-Pacific | (26,26.5] | -0.5271362 | -0.5771782 | -0.4417026 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.7102512 | -0.7418433 | -0.6807500 |
| phosphate | Indo-Pacific | (26.75,27] | -0.8098624 | -0.8346039 | -0.7844622 |
| phosphate | Indo-Pacific | (27,27.25] | -0.7131445 | -0.7716040 | -0.6445417 |
| phosphate | Indo-Pacific | (27.25,27.5] | -0.5393455 | -0.6305799 | -0.4379170 |
| phosphate | Indo-Pacific | (27.5,27.75] | 0.0294364 | -0.1729894 | 0.3344577 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.5281155 | 0.3320904 | 0.7372284 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.5673407 | 0.3384414 | 0.7446313 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.3898796 | -0.0193825 | 0.6320628 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.4762099 | 0.2173340 | 0.6095953 |
| phosphate | Indo-Pacific | (28.1,28.2] | 0.4336082 | 0.2980680 | 0.5197798 |
| phosphate | Indo-Pacific | (28.2,28.3] | 0.4871508 | 0.4207744 | 0.6081285 |
| phosphate | Indo-Pacific | (28.3, Inf] | -0.2198776 | -0.2950149 | -0.1780013 |
| phosphate_star | Atlantic | (-Inf,26] | 0.7101753 | 0.5180492 | 0.9507179 |
| phosphate_star | Atlantic | (26,26.5] | 0.2303183 | 0.1228310 | 0.4287065 |
| phosphate_star | Atlantic | (26.5,26.75] | -0.1126049 | -0.3995520 | 0.3438133 |
| phosphate_star | Atlantic | (26.75,27] | -0.1818067 | -0.3666488 | 0.0481028 |
| phosphate_star | Atlantic | (27,27.25] | -0.1078338 | -0.4031688 | 0.1364752 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.4346503 | -0.5819471 | -0.2645821 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.7106686 | -0.7447282 | -0.6481731 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.9129536 | -0.9292975 | -0.9029357 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.9225394 | -0.9379959 | -0.9130072 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.9100337 | -0.9141173 | -0.9051932 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.9598445 | -0.9646513 | -0.9521235 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.9733517 | -0.9800046 | -0.9634272 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.9819551 | -0.9836435 | -0.9786459 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.9732537 | -0.9824392 | -0.9588323 |
| phosphate_star | Indo-Pacific | (-Inf,26] | 0.2481536 | 0.1364372 | 0.3845080 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.4481601 | -0.4874608 | -0.3816371 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.5524129 | -0.6023320 | -0.4624771 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.5072809 | -0.5636822 | -0.4629526 |
| phosphate_star | Indo-Pacific | (27,27.25] | -0.4647570 | -0.5213671 | -0.3752152 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | -0.4749005 | -0.4902754 | -0.4641965 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | -0.1437801 | -0.2440200 | -0.0801492 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | 0.2454926 | 0.0136167 | 0.4010689 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | 0.3056460 | 0.1380952 | 0.4604590 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | 0.3879468 | 0.2499362 | 0.5732971 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | 0.3760797 | 0.3247840 | 0.4780280 |
| phosphate_star | Indo-Pacific | (28.1,28.2] | 0.3655710 | 0.2516526 | 0.4785913 |
| phosphate_star | Indo-Pacific | (28.2,28.3] | 0.2923193 | 0.2158919 | 0.3579602 |
| phosphate_star | Indo-Pacific | (28.3, Inf] | -0.3346061 | -0.4648030 | -0.1832557 |
| silicate | Atlantic | (-Inf,26] | 0.4743365 | 0.3155880 | 0.6594539 |
| silicate | Atlantic | (26,26.5] | -0.4539226 | -0.6265577 | -0.3319442 |
| silicate | Atlantic | (26.5,26.75] | -0.3637279 | -0.4811455 | -0.2858133 |
| silicate | Atlantic | (26.75,27] | -0.6394648 | -0.7059396 | -0.5832966 |
| silicate | Atlantic | (27,27.25] | -0.8748609 | -0.8797324 | -0.8653708 |
| silicate | Atlantic | (27.25,27.5] | -0.9066990 | -0.9203390 | -0.8986265 |
| silicate | Atlantic | (27.5,27.75] | -0.9088129 | -0.9290487 | -0.8966369 |
| silicate | Atlantic | (27.75,27.85] | -0.9409380 | -0.9444469 | -0.9371265 |
| silicate | Atlantic | (27.85,27.95] | -0.9302127 | -0.9401216 | -0.9252149 |
| silicate | Atlantic | (27.95,28.05] | -0.9041535 | -0.9165007 | -0.8856240 |
| silicate | Atlantic | (28.05,28.1] | -0.9534208 | -0.9622232 | -0.9359487 |
| silicate | Atlantic | (28.1,28.15] | -0.9694033 | -0.9754474 | -0.9643103 |
| silicate | Atlantic | (28.15,28.2] | -0.9578741 | -0.9681630 | -0.9503111 |
| silicate | Atlantic | (28.2, Inf] | -0.8593055 | -0.8763396 | -0.8396148 |
| silicate | Indo-Pacific | (-Inf,26] | 0.1069592 | -0.1379906 | 0.3438519 |
| silicate | Indo-Pacific | (26,26.5] | -0.6043386 | -0.6782674 | -0.5470332 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.7257356 | -0.7621110 | -0.7017304 |
| silicate | Indo-Pacific | (26.75,27] | -0.6982170 | -0.7255641 | -0.6587953 |
| silicate | Indo-Pacific | (27,27.25] | -0.5723114 | -0.6383381 | -0.4769928 |
| silicate | Indo-Pacific | (27.25,27.5] | -0.3962984 | -0.4900056 | -0.2752182 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.1175667 | -0.0777801 | 0.4208957 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.5765377 | 0.3842727 | 0.7841836 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.6083720 | 0.3749788 | 0.7936622 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.4227716 | 0.0038121 | 0.6810018 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.5108830 | 0.2446529 | 0.6537621 |
| silicate | Indo-Pacific | (28.1,28.2] | 0.4827251 | 0.3378875 | 0.5639147 |
| silicate | Indo-Pacific | (28.2,28.3] | 0.5302762 | 0.4500015 | 0.6368544 |
| silicate | Indo-Pacific | (28.3, Inf] | -0.3905773 | -0.4178830 | -0.3538698 |
| temp | Atlantic | (-Inf,26] | -0.9026371 | -0.9738096 | -0.8292056 |
| temp | Atlantic | (26,26.5] | -0.3512128 | -0.6353190 | -0.1035536 |
| temp | Atlantic | (26.5,26.75] | -0.3813567 | -0.7920465 | 0.0236684 |
| temp | Atlantic | (26.75,27] | -0.5577074 | -0.7135365 | -0.4108228 |
| temp | Atlantic | (27,27.25] | -0.6899810 | -0.8099407 | -0.5040669 |
| temp | Atlantic | (27.25,27.5] | -0.4646496 | -0.5737671 | -0.3367061 |
| temp | Atlantic | (27.5,27.75] | -0.3712512 | -0.4275302 | -0.3072741 |
| temp | Atlantic | (27.75,27.85] | 0.2791600 | 0.2048398 | 0.4215875 |
| temp | Atlantic | (27.85,27.95] | 0.4387270 | 0.2927081 | 0.5555547 |
| temp | Atlantic | (27.95,28.05] | 0.5048720 | 0.3181929 | 0.6256976 |
| temp | Atlantic | (28.05,28.1] | 0.7884009 | 0.7548986 | 0.8204423 |
| temp | Atlantic | (28.1,28.15] | 0.8637701 | 0.8294268 | 0.8957847 |
| temp | Atlantic | (28.15,28.2] | 0.8872687 | 0.8670997 | 0.8979262 |
| temp | Atlantic | (28.2, Inf] | 0.8488234 | 0.7562265 | 0.9241270 |
| temp | Indo-Pacific | (-Inf,26] | -0.5269355 | -0.5835314 | -0.4786799 |
| temp | Indo-Pacific | (26,26.5] | 0.2128709 | 0.1795768 | 0.2691102 |
| temp | Indo-Pacific | (26.5,26.75] | 0.3415967 | 0.2809247 | 0.4128148 |
| temp | Indo-Pacific | (26.75,27] | 0.2981662 | 0.2392439 | 0.3879842 |
| temp | Indo-Pacific | (27,27.25] | 0.2487106 | 0.1398083 | 0.3202209 |
| temp | Indo-Pacific | (27.25,27.5] | 0.2509311 | 0.1959520 | 0.2930351 |
| temp | Indo-Pacific | (27.5,27.75] | 0.0032216 | -0.0833315 | 0.1244382 |
| temp | Indo-Pacific | (27.75,27.85] | -0.2079352 | -0.4226564 | 0.0597632 |
| temp | Indo-Pacific | (27.85,27.95] | -0.1539114 | -0.3871797 | 0.0517875 |
| temp | Indo-Pacific | (27.95,28.05] | -0.1959559 | -0.4857913 | 0.0077091 |
| temp | Indo-Pacific | (28.05,28.1] | -0.0758413 | -0.2794706 | 0.0364533 |
| temp | Indo-Pacific | (28.1,28.2] | -0.0817191 | -0.1924339 | -0.0202648 |
| temp | Indo-Pacific | (28.2,28.3] | 0.0314040 | -0.0224323 | 0.1075626 |
| temp | Indo-Pacific | (28.3, Inf] | 0.0044452 | -0.0940102 | 0.1284728 |
rm(cor_target_predictor, cor_target_predictor_stats)
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 ggforce_0.3.3
[9] metR_0.9.0 scico_1.2.0 patchwork_1.1.1 collapse_1.5.0
[13] forcats_0.5.0 stringr_1.4.0 dplyr_1.0.5 purrr_0.3.4
[17] readr_1.4.0 tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.3
[21] tidyverse_1.3.0 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] MASS_7.3-53 plyr_1.8.6 grid_4.0.3
[55] blob_1.2.1 parallel_4.0.3 promises_1.1.1
[58] crayon_1.3.4 lattice_0.20-41 haven_2.3.1
[61] hms_0.5.3 pillar_1.4.7 reprex_0.3.0
[64] glue_1.4.2 evaluate_0.14 RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6 modelr_0.1.8 vctrs_0.3.6
[70] tweenr_1.0.2 httpuv_1.5.4 cellranger_1.1.0
[73] gtable_0.3.0 polyclip_1.10-0 reshape_0.8.8
[76] assertthat_0.2.1 openxlsx_4.2.3 xfun_0.20
[79] RcppEigen_0.3.3.9.1 later_1.1.0.1 viridisLite_0.3.0
[82] ellipsis_0.3.1 here_1.0.1