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 |
|---|---|---|
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| 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 |
|---|---|---|
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| 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 |
|---|---|---|
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| 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] | 0.9228048 | 0.8675244 | 0.9543679 |
| aou + nitrate | Atlantic | (26,26.5] | 0.9381409 | 0.9233616 | 0.9560079 |
| aou + nitrate | Atlantic | (26.5,26.75] | 0.9573956 | 0.9303775 | 0.9719469 |
| aou + nitrate | Atlantic | (26.75,27] | 0.9680607 | 0.9494306 | 0.9802082 |
| aou + nitrate | Atlantic | (27,27.25] | 0.9214066 | 0.8964503 | 0.9398587 |
| aou + nitrate | Atlantic | (27.25,27.5] | 0.8516120 | 0.8396135 | 0.8676443 |
| aou + nitrate | Atlantic | (27.5,27.75] | 0.7355185 | 0.6730096 | 0.8604285 |
| aou + nitrate | Atlantic | (27.75,27.85] | 0.7514785 | 0.6947825 | 0.7967606 |
| aou + nitrate | Atlantic | (27.85,27.95] | 0.8321303 | 0.7859955 | 0.8891293 |
| aou + nitrate | Atlantic | (27.95,28.05] | 0.8723736 | 0.8534696 | 0.8889580 |
| aou + nitrate | Atlantic | (28.05,28.1] | 0.9653651 | 0.9613527 | 0.9726453 |
| aou + nitrate | Atlantic | (28.1,28.15] | 0.9760117 | 0.9715982 | 0.9826261 |
| aou + nitrate | Atlantic | (28.15,28.2] | 0.9835169 | 0.9792463 | 0.9894565 |
| aou + nitrate | Atlantic | (28.2, Inf] | 0.8596159 | 0.8565440 | 0.8622626 |
| aou + nitrate | Indo-Pacific | (-Inf,26] | 0.9118826 | 0.8674956 | 0.9434438 |
| aou + nitrate | Indo-Pacific | (26,26.5] | 0.8258387 | 0.8161445 | 0.8397545 |
| aou + nitrate | Indo-Pacific | (26.5,26.75] | 0.5601691 | 0.5025964 | 0.5982922 |
| aou + nitrate | Indo-Pacific | (26.75,27] | 0.2433739 | 0.1516578 | 0.3458209 |
| aou + nitrate | Indo-Pacific | (27,27.25] | 0.0367964 | -0.0763914 | 0.2215078 |
| aou + nitrate | Indo-Pacific | (27.25,27.5] | -0.1852480 | -0.3553630 | 0.0007311 |
| aou + nitrate | Indo-Pacific | (27.5,27.75] | -0.2239689 | -0.2980737 | -0.1694040 |
| aou + nitrate | Indo-Pacific | (27.75,27.85] | -0.1726435 | -0.2166155 | -0.1196392 |
| aou + nitrate | Indo-Pacific | (27.85,27.95] | 0.0179837 | -0.0780756 | 0.0941530 |
| aou + nitrate | Indo-Pacific | (27.95,28.05] | 0.7505098 | 0.6895474 | 0.8037578 |
| aou + nitrate | Indo-Pacific | (28.05,28.1] | 0.9620888 | 0.9484516 | 0.9745818 |
| aou + nitrate | Indo-Pacific | (28.1,28.2] | 0.9763563 | 0.9737103 | 0.9778975 |
| aou + nitrate | Indo-Pacific | (28.2,28.3] | 0.8104239 | 0.7694868 | 0.8350723 |
| aou + nitrate | Indo-Pacific | (28.3, Inf] | 0.6072469 | 0.4728254 | 0.8530358 |
| aou + silicate | Atlantic | (-Inf,26] | 0.8389143 | 0.8025987 | 0.8848898 |
| aou + silicate | Atlantic | (26,26.5] | 0.8476896 | 0.8008436 | 0.8850353 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.8408064 | 0.7549003 | 0.9140112 |
| aou + silicate | Atlantic | (26.75,27] | 0.8893915 | 0.8566911 | 0.9201508 |
| aou + silicate | Atlantic | (27,27.25] | 0.8311386 | 0.7922453 | 0.8956928 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.5937239 | 0.5306920 | 0.7069646 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.6821526 | 0.6275394 | 0.7441742 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.7369845 | 0.7003652 | 0.7754716 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.7308089 | 0.6974357 | 0.7638519 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.6874205 | 0.6379603 | 0.7861471 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.6828033 | 0.6250833 | 0.7616218 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.5424037 | 0.5090344 | 0.5896308 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.5968719 | 0.5358735 | 0.7052892 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.4865439 | 0.3858790 | 0.5495258 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.8276780 | 0.7680637 | 0.8802855 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.8194692 | 0.7856610 | 0.8447905 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.7696783 | 0.7597150 | 0.7815075 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.7827790 | 0.7749838 | 0.7915632 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.8150209 | 0.7744169 | 0.8464889 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.8826229 | 0.8467686 | 0.9097276 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9178174 | 0.8962458 | 0.9318667 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9282215 | 0.9187056 | 0.9407534 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9151671 | 0.9068799 | 0.9202105 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.8871316 | 0.8606829 | 0.9073036 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9151181 | 0.8941175 | 0.9490288 |
| aou + silicate | Indo-Pacific | (28.1,28.2] | 0.8592801 | 0.8496999 | 0.8708651 |
| aou + silicate | Indo-Pacific | (28.2,28.3] | 0.7678882 | 0.7459682 | 0.7830389 |
| aou + silicate | Indo-Pacific | (28.3, Inf] | 0.4275844 | 0.3926120 | 0.4810931 |
| nitrate + silicate | Atlantic | (-Inf,26] | 0.9345304 | 0.9229012 | 0.9478191 |
| nitrate + silicate | Atlantic | (26,26.5] | 0.9380926 | 0.9358691 | 0.9422824 |
| nitrate + silicate | Atlantic | (26.5,26.75] | 0.9122004 | 0.8565948 | 0.9432426 |
| nitrate + silicate | Atlantic | (26.75,27] | 0.9305363 | 0.9005500 | 0.9469005 |
| nitrate + silicate | Atlantic | (27,27.25] | 0.9039526 | 0.8706034 | 0.9251862 |
| nitrate + silicate | Atlantic | (27.25,27.5] | 0.8293095 | 0.7713782 | 0.8758263 |
| nitrate + silicate | Atlantic | (27.5,27.75] | 0.8166730 | 0.7393223 | 0.8911205 |
| nitrate + silicate | Atlantic | (27.75,27.85] | 0.9455411 | 0.9385527 | 0.9491366 |
| nitrate + silicate | Atlantic | (27.85,27.95] | 0.9553416 | 0.9411750 | 0.9698243 |
| nitrate + silicate | Atlantic | (27.95,28.05] | 0.8318984 | 0.8102304 | 0.8531844 |
| nitrate + silicate | Atlantic | (28.05,28.1] | 0.6508439 | 0.5825049 | 0.7036552 |
| nitrate + silicate | Atlantic | (28.1,28.15] | 0.5182648 | 0.4684977 | 0.5440140 |
| nitrate + silicate | Atlantic | (28.15,28.2] | 0.6224935 | 0.5705521 | 0.7021204 |
| nitrate + silicate | Atlantic | (28.2, Inf] | 0.7017175 | 0.6712188 | 0.7464199 |
| nitrate + silicate | Indo-Pacific | (-Inf,26] | 0.9294866 | 0.9167873 | 0.9374726 |
| nitrate + silicate | Indo-Pacific | (26,26.5] | 0.8115497 | 0.7616705 | 0.8377558 |
| nitrate + silicate | Indo-Pacific | (26.5,26.75] | 0.5896273 | 0.4461991 | 0.7054990 |
| nitrate + silicate | Indo-Pacific | (26.75,27] | 0.3555945 | 0.1996701 | 0.4983021 |
| nitrate + silicate | Indo-Pacific | (27,27.25] | 0.2275255 | 0.0118418 | 0.4326517 |
| nitrate + silicate | Indo-Pacific | (27.25,27.5] | -0.0333724 | -0.3202992 | 0.1945737 |
| nitrate + silicate | Indo-Pacific | (27.5,27.75] | -0.0746550 | -0.2207321 | 0.0080529 |
| nitrate + silicate | Indo-Pacific | (27.75,27.85] | 0.0730103 | -0.0240686 | 0.1496192 |
| nitrate + silicate | Indo-Pacific | (27.85,27.95] | 0.2824595 | 0.1566123 | 0.3680846 |
| nitrate + silicate | Indo-Pacific | (27.95,28.05] | 0.8566014 | 0.8249335 | 0.8789595 |
| nitrate + silicate | Indo-Pacific | (28.05,28.1] | 0.9332103 | 0.9156560 | 0.9593084 |
| nitrate + silicate | Indo-Pacific | (28.1,28.2] | 0.9010489 | 0.8955353 | 0.9107954 |
| nitrate + silicate | Indo-Pacific | (28.2,28.3] | 0.9477511 | 0.9375141 | 0.9615143 |
| nitrate + silicate | Indo-Pacific | (28.3, Inf] | 0.6425766 | 0.5884269 | 0.7112504 |
| oxygen + aou | Atlantic | (-Inf,26] | -0.8380160 | -0.8831812 | -0.7652310 |
| oxygen + aou | Atlantic | (26,26.5] | -0.9726443 | -0.9781902 | -0.9680387 |
| oxygen + aou | Atlantic | (26.5,26.75] | -0.9910848 | -0.9942300 | -0.9874586 |
| oxygen + aou | Atlantic | (26.75,27] | -0.9945869 | -0.9959517 | -0.9933451 |
| oxygen + aou | Atlantic | (27,27.25] | -0.9881470 | -0.9912568 | -0.9848584 |
| oxygen + aou | Atlantic | (27.25,27.5] | -0.9747749 | -0.9819055 | -0.9666722 |
| oxygen + aou | Atlantic | (27.5,27.75] | -0.9647515 | -0.9728829 | -0.9487583 |
| oxygen + aou | Atlantic | (27.75,27.85] | -0.9502972 | -0.9735549 | -0.9207854 |
| oxygen + aou | Atlantic | (27.85,27.95] | -0.9103548 | -0.9698286 | -0.8320168 |
| oxygen + aou | Atlantic | (27.95,28.05] | -0.5657109 | -0.8223713 | -0.1304657 |
| oxygen + aou | Atlantic | (28.05,28.1] | -0.0929359 | -0.2882315 | 0.0443499 |
| oxygen + aou | Atlantic | (28.1,28.15] | -0.0791534 | -0.1774853 | -0.0042216 |
| oxygen + aou | Atlantic | (28.15,28.2] | -0.5308969 | -0.6933088 | -0.4374255 |
| oxygen + aou | Atlantic | (28.2, Inf] | -0.7608118 | -0.8312579 | -0.6823236 |
| oxygen + aou | Indo-Pacific | (-Inf,26] | -0.9353558 | -0.9661434 | -0.9055012 |
| oxygen + aou | Indo-Pacific | (26,26.5] | -0.9816983 | -0.9856293 | -0.9793602 |
| oxygen + aou | Indo-Pacific | (26.5,26.75] | -0.9799015 | -0.9842614 | -0.9750002 |
| oxygen + aou | Indo-Pacific | (26.75,27] | -0.9783033 | -0.9811998 | -0.9749589 |
| oxygen + aou | Indo-Pacific | (27,27.25] | -0.9783477 | -0.9839207 | -0.9726727 |
| oxygen + aou | Indo-Pacific | (27.25,27.5] | -0.9869411 | -0.9905106 | -0.9830738 |
| oxygen + aou | Indo-Pacific | (27.5,27.75] | -0.9924256 | -0.9929221 | -0.9918814 |
| oxygen + aou | Indo-Pacific | (27.75,27.85] | -0.9933662 | -0.9943266 | -0.9921916 |
| oxygen + aou | Indo-Pacific | (27.85,27.95] | -0.9935834 | -0.9936335 | -0.9935456 |
| oxygen + aou | Indo-Pacific | (27.95,28.05] | -0.9932701 | -0.9942334 | -0.9915845 |
| oxygen + aou | Indo-Pacific | (28.05,28.1] | -0.9958636 | -0.9963847 | -0.9949510 |
| oxygen + aou | Indo-Pacific | (28.1,28.2] | -0.9928194 | -0.9953316 | -0.9885453 |
| oxygen + aou | Indo-Pacific | (28.2,28.3] | -0.9384485 | -0.9490576 | -0.9312172 |
| oxygen + aou | Indo-Pacific | (28.3, Inf] | -0.9844286 | -0.9922709 | -0.9747124 |
| oxygen + nitrate | Atlantic | (-Inf,26] | -0.6180788 | -0.7374998 | -0.3953529 |
| oxygen + nitrate | Atlantic | (26,26.5] | -0.8457194 | -0.8865413 | -0.8239316 |
| oxygen + nitrate | Atlantic | (26.5,26.75] | -0.9190652 | -0.9458693 | -0.8751013 |
| oxygen + nitrate | Atlantic | (26.75,27] | -0.9442410 | -0.9570649 | -0.9194908 |
| oxygen + nitrate | Atlantic | (27,27.25] | -0.8665176 | -0.8875910 | -0.8408901 |
| oxygen + nitrate | Atlantic | (27.25,27.5] | -0.7352264 | -0.7502669 | -0.7155467 |
| oxygen + nitrate | Atlantic | (27.5,27.75] | -0.5964567 | -0.6776672 | -0.5482686 |
| oxygen + nitrate | Atlantic | (27.75,27.85] | -0.5508933 | -0.6235353 | -0.5014660 |
| oxygen + nitrate | Atlantic | (27.85,27.95] | -0.5639261 | -0.7708779 | -0.3381032 |
| oxygen + nitrate | Atlantic | (27.95,28.05] | -0.1892070 | -0.4853595 | 0.2423860 |
| oxygen + nitrate | Atlantic | (28.05,28.1] | 0.0798649 | -0.1230575 | 0.2047920 |
| oxygen + nitrate | Atlantic | (28.1,28.15] | 0.0373005 | -0.0698317 | 0.1089584 |
| oxygen + nitrate | Atlantic | (28.15,28.2] | -0.4769743 | -0.6604121 | -0.3732542 |
| oxygen + nitrate | Atlantic | (28.2, Inf] | -0.5379357 | -0.6352966 | -0.4137981 |
| oxygen + nitrate | Indo-Pacific | (-Inf,26] | -0.7312272 | -0.8113516 | -0.5994104 |
| oxygen + nitrate | Indo-Pacific | (26,26.5] | -0.7397887 | -0.7606852 | -0.7086537 |
| oxygen + nitrate | Indo-Pacific | (26.5,26.75] | -0.4534746 | -0.4734781 | -0.4320093 |
| oxygen + nitrate | Indo-Pacific | (26.75,27] | -0.1164017 | -0.1906494 | -0.0604773 |
| oxygen + nitrate | Indo-Pacific | (27,27.25] | 0.0953828 | -0.0730148 | 0.1975686 |
| oxygen + nitrate | Indo-Pacific | (27.25,27.5] | 0.2538950 | 0.0980388 | 0.3725158 |
| oxygen + nitrate | Indo-Pacific | (27.5,27.75] | 0.2517525 | 0.2193336 | 0.3027956 |
| oxygen + nitrate | Indo-Pacific | (27.75,27.85] | 0.1904626 | 0.1586066 | 0.2147789 |
| oxygen + nitrate | Indo-Pacific | (27.85,27.95] | 0.0017858 | -0.0628616 | 0.0879768 |
| oxygen + nitrate | Indo-Pacific | (27.95,28.05] | -0.7166651 | -0.7708994 | -0.6601182 |
| oxygen + nitrate | Indo-Pacific | (28.05,28.1] | -0.9527056 | -0.9665823 | -0.9397046 |
| oxygen + nitrate | Indo-Pacific | (28.1,28.2] | -0.9671432 | -0.9681798 | -0.9658055 |
| oxygen + nitrate | Indo-Pacific | (28.2,28.3] | -0.8933611 | -0.9148096 | -0.8824655 |
| oxygen + nitrate | Indo-Pacific | (28.3, Inf] | -0.5814943 | -0.8673330 | -0.4302775 |
| oxygen + silicate | Atlantic | (-Inf,26] | -0.5505185 | -0.6909560 | -0.3638860 |
| oxygen + silicate | Atlantic | (26,26.5] | -0.7387737 | -0.7981755 | -0.6749185 |
| oxygen + silicate | Atlantic | (26.5,26.75] | -0.7758974 | -0.8749175 | -0.6581661 |
| oxygen + silicate | Atlantic | (26.75,27] | -0.8433891 | -0.8859652 | -0.7995784 |
| oxygen + silicate | Atlantic | (27,27.25] | -0.7455554 | -0.8351800 | -0.6838411 |
| oxygen + silicate | Atlantic | (27.25,27.5] | -0.4152437 | -0.5438441 | -0.3094357 |
| oxygen + silicate | Atlantic | (27.5,27.75] | -0.4863654 | -0.5810200 | -0.4274519 |
| oxygen + silicate | Atlantic | (27.75,27.85] | -0.5256335 | -0.6367069 | -0.4459696 |
| oxygen + silicate | Atlantic | (27.85,27.95] | -0.4565263 | -0.6340281 | -0.2925768 |
| oxygen + silicate | Atlantic | (27.95,28.05] | -0.1678823 | -0.3456130 | 0.0602145 |
| oxygen + silicate | Atlantic | (28.05,28.1] | -0.5234367 | -0.6588293 | -0.3910405 |
| oxygen + silicate | Atlantic | (28.1,28.15] | -0.6648877 | -0.7261695 | -0.5902182 |
| oxygen + silicate | Atlantic | (28.15,28.2] | -0.7490185 | -0.8303168 | -0.6674858 |
| oxygen + silicate | Atlantic | (28.2, Inf] | -0.3534518 | -0.4330505 | -0.2205041 |
| oxygen + silicate | Indo-Pacific | (-Inf,26] | -0.6414319 | -0.7197742 | -0.4858323 |
| oxygen + silicate | Indo-Pacific | (26,26.5] | -0.7253766 | -0.7404931 | -0.7121859 |
| oxygen + silicate | Indo-Pacific | (26.5,26.75] | -0.6544594 | -0.6949577 | -0.6170560 |
| oxygen + silicate | Indo-Pacific | (26.75,27] | -0.6655093 | -0.6939159 | -0.6388310 |
| oxygen + silicate | Indo-Pacific | (27,27.25] | -0.7003055 | -0.7660347 | -0.6298793 |
| oxygen + silicate | Indo-Pacific | (27.25,27.5] | -0.8147561 | -0.8667931 | -0.7566639 |
| oxygen + silicate | Indo-Pacific | (27.5,27.75] | -0.8817463 | -0.9027809 | -0.8550207 |
| oxygen + silicate | Indo-Pacific | (27.75,27.85] | -0.9127932 | -0.9336381 | -0.9018502 |
| oxygen + silicate | Indo-Pacific | (27.85,27.95] | -0.9106684 | -0.9234634 | -0.9006837 |
| oxygen + silicate | Indo-Pacific | (27.95,28.05] | -0.8844322 | -0.8965177 | -0.8638245 |
| oxygen + silicate | Indo-Pacific | (28.05,28.1] | -0.9256414 | -0.9530475 | -0.9088574 |
| oxygen + silicate | Indo-Pacific | (28.1,28.2] | -0.8623961 | -0.8647186 | -0.8582802 |
| oxygen + silicate | Indo-Pacific | (28.2,28.3] | -0.8389914 | -0.8679099 | -0.8187005 |
| oxygen + silicate | Indo-Pacific | (28.3, Inf] | -0.4156169 | -0.4761076 | -0.3846004 |
| sal + aou | Atlantic | (-Inf,26] | -0.1228441 | -0.2283938 | -0.0123700 |
| sal + aou | Atlantic | (26,26.5] | -0.1294647 | -0.2791322 | -0.0372148 |
| sal + aou | Atlantic | (26.5,26.75] | -0.2508719 | -0.5319215 | 0.0229976 |
| sal + aou | Atlantic | (26.75,27] | -0.6335454 | -0.7293576 | -0.5231835 |
| sal + aou | Atlantic | (27,27.25] | -0.4544401 | -0.6376271 | -0.3603487 |
| sal + aou | Atlantic | (27.25,27.5] | -0.0507630 | -0.3041874 | 0.1734266 |
| sal + aou | Atlantic | (27.5,27.75] | -0.2827196 | -0.4198616 | -0.1717301 |
| sal + aou | Atlantic | (27.75,27.85] | -0.2753953 | -0.3005385 | -0.2519161 |
| sal + aou | Atlantic | (27.85,27.95] | -0.2201564 | -0.2661393 | -0.1657570 |
| sal + aou | Atlantic | (27.95,28.05] | -0.5231288 | -0.7253304 | -0.4137600 |
| sal + aou | Atlantic | (28.05,28.1] | -0.8338223 | -0.8589821 | -0.8127157 |
| sal + aou | Atlantic | (28.1,28.15] | -0.8290105 | -0.8559559 | -0.8131232 |
| sal + aou | Atlantic | (28.15,28.2] | -0.9058610 | -0.9231748 | -0.8919075 |
| sal + aou | Atlantic | (28.2, Inf] | -0.6568258 | -0.7200585 | -0.5611314 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.2471609 | -0.2993898 | -0.1501886 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.2816282 | -0.4898955 | -0.0743235 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.1573223 | -0.2892185 | -0.0843395 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.1449108 | -0.2622274 | -0.0137022 |
| sal + aou | Indo-Pacific | (27,27.25] | -0.0416516 | -0.2085046 | 0.1139362 |
| sal + aou | Indo-Pacific | (27.25,27.5] | 0.0904482 | -0.1178220 | 0.2835265 |
| sal + aou | Indo-Pacific | (27.5,27.75] | 0.2557591 | 0.0567889 | 0.3675779 |
| sal + aou | Indo-Pacific | (27.75,27.85] | 0.1670016 | -0.0177457 | 0.3105365 |
| sal + aou | Indo-Pacific | (27.85,27.95] | -0.0318892 | -0.0868376 | 0.0716574 |
| sal + aou | Indo-Pacific | (27.95,28.05] | -0.2483391 | -0.3293997 | -0.1281108 |
| sal + aou | Indo-Pacific | (28.05,28.1] | -0.0874761 | -0.1591827 | 0.0088938 |
| sal + aou | Indo-Pacific | (28.1,28.2] | 0.2241253 | 0.1824266 | 0.2465845 |
| sal + aou | Indo-Pacific | (28.2,28.3] | 0.5393633 | 0.4746527 | 0.6341963 |
| sal + aou | Indo-Pacific | (28.3, Inf] | 0.8280030 | 0.7963730 | 0.8508238 |
| sal + nitrate | Atlantic | (-Inf,26] | -0.3816501 | -0.4104077 | -0.3266233 |
| sal + nitrate | Atlantic | (26,26.5] | -0.3870680 | -0.4811825 | -0.3315778 |
| sal + nitrate | Atlantic | (26.5,26.75] | -0.4521751 | -0.6622241 | -0.2502530 |
| sal + nitrate | Atlantic | (26.75,27] | -0.7542985 | -0.8163978 | -0.6753928 |
| sal + nitrate | Atlantic | (27,27.25] | -0.6699474 | -0.7768528 | -0.6052751 |
| sal + nitrate | Atlantic | (27.25,27.5] | -0.4643818 | -0.6410147 | -0.2530046 |
| sal + nitrate | Atlantic | (27.5,27.75] | -0.6423643 | -0.7303968 | -0.5387987 |
| sal + nitrate | Atlantic | (27.75,27.85] | -0.7386780 | -0.7436967 | -0.7311054 |
| sal + nitrate | Atlantic | (27.85,27.95] | -0.6515659 | -0.7618153 | -0.5171753 |
| sal + nitrate | Atlantic | (27.95,28.05] | -0.8214878 | -0.9150136 | -0.7488702 |
| sal + nitrate | Atlantic | (28.05,28.1] | -0.9072899 | -0.9189366 | -0.8916301 |
| sal + nitrate | Atlantic | (28.1,28.15] | -0.8805836 | -0.9007421 | -0.8704201 |
| sal + nitrate | Atlantic | (28.15,28.2] | -0.9227478 | -0.9390361 | -0.9057923 |
| sal + nitrate | Atlantic | (28.2, Inf] | -0.8143880 | -0.8602493 | -0.7825762 |
| sal + nitrate | Indo-Pacific | (-Inf,26] | -0.4914259 | -0.5906097 | -0.4051898 |
| sal + nitrate | Indo-Pacific | (26,26.5] | -0.5601618 | -0.7761653 | -0.3319696 |
| sal + nitrate | Indo-Pacific | (26.5,26.75] | -0.5368907 | -0.7226726 | -0.3596641 |
| sal + nitrate | Indo-Pacific | (26.75,27] | -0.5907343 | -0.7162604 | -0.4056103 |
| sal + nitrate | Indo-Pacific | (27,27.25] | -0.6093871 | -0.7070949 | -0.4288897 |
| sal + nitrate | Indo-Pacific | (27.25,27.5] | -0.4867333 | -0.6350165 | -0.2293436 |
| sal + nitrate | Indo-Pacific | (27.5,27.75] | -0.3789917 | -0.5285749 | -0.1975892 |
| sal + nitrate | Indo-Pacific | (27.75,27.85] | -0.3304076 | -0.5054440 | -0.1089253 |
| sal + nitrate | Indo-Pacific | (27.85,27.95] | -0.3340091 | -0.4375412 | -0.1990872 |
| sal + nitrate | Indo-Pacific | (27.95,28.05] | -0.5011269 | -0.6038043 | -0.4256561 |
| sal + nitrate | Indo-Pacific | (28.05,28.1] | -0.1702046 | -0.2615710 | -0.0970681 |
| sal + nitrate | Indo-Pacific | (28.1,28.2] | 0.1811549 | 0.1079578 | 0.2383498 |
| sal + nitrate | Indo-Pacific | (28.2,28.3] | 0.6356026 | 0.5716866 | 0.7244021 |
| sal + nitrate | Indo-Pacific | (28.3, Inf] | 0.3927507 | 0.1895694 | 0.7059569 |
| sal + oxygen | Atlantic | (-Inf,26] | -0.3728769 | -0.5846477 | -0.2397552 |
| sal + oxygen | Atlantic | (26,26.5] | -0.0933810 | -0.2040238 | 0.0802788 |
| sal + oxygen | Atlantic | (26.5,26.75] | 0.1273829 | -0.1772658 | 0.4406168 |
| sal + oxygen | Atlantic | (26.75,27] | 0.5529352 | 0.4247671 | 0.6672899 |
| sal + oxygen | Atlantic | (27,27.25] | 0.3171629 | 0.1962974 | 0.5327561 |
| sal + oxygen | Atlantic | (27.25,27.5] | -0.1627430 | -0.3508927 | 0.0925030 |
| sal + oxygen | Atlantic | (27.5,27.75] | 0.0345527 | -0.0530770 | 0.2059469 |
| sal + oxygen | Atlantic | (27.75,27.85] | -0.0207367 | -0.1096106 | 0.0802054 |
| sal + oxygen | Atlantic | (27.85,27.95] | -0.1685786 | -0.2974003 | -0.0714083 |
| sal + oxygen | Atlantic | (27.95,28.05] | -0.3288213 | -0.5549398 | -0.1627960 |
| sal + oxygen | Atlantic | (28.05,28.1] | -0.4524289 | -0.5320699 | -0.3086031 |
| sal + oxygen | Atlantic | (28.1,28.15] | -0.4808486 | -0.5287122 | -0.4113199 |
| sal + oxygen | Atlantic | (28.15,28.2] | 0.1353222 | 0.0422649 | 0.2974278 |
| sal + oxygen | Atlantic | (28.2, Inf] | 0.1488490 | 0.0614442 | 0.2385117 |
| sal + oxygen | Indo-Pacific | (-Inf,26] | -0.0090426 | -0.0634833 | 0.0698349 |
| sal + oxygen | Indo-Pacific | (26,26.5] | 0.1049281 | -0.0889430 | 0.3105721 |
| sal + oxygen | Indo-Pacific | (26.5,26.75] | -0.0371190 | -0.0948361 | 0.0727517 |
| sal + oxygen | Indo-Pacific | (26.75,27] | -0.0576616 | -0.1742487 | 0.0442830 |
| sal + oxygen | Indo-Pacific | (27,27.25] | -0.1580653 | -0.2847018 | 0.0065758 |
| sal + oxygen | Indo-Pacific | (27.25,27.5] | -0.2374457 | -0.4051994 | -0.0335978 |
| sal + oxygen | Indo-Pacific | (27.5,27.75] | -0.3566187 | -0.4665086 | -0.1630411 |
| sal + oxygen | Indo-Pacific | (27.75,27.85] | -0.2697963 | -0.4010643 | -0.0874579 |
| sal + oxygen | Indo-Pacific | (27.85,27.95] | -0.0730623 | -0.1732211 | -0.0193923 |
| sal + oxygen | Indo-Pacific | (27.95,28.05] | 0.1402168 | 0.0268633 | 0.2286003 |
| sal + oxygen | Indo-Pacific | (28.05,28.1] | -0.0007619 | -0.0909437 | 0.0748549 |
| sal + oxygen | Indo-Pacific | (28.1,28.2] | -0.3319672 | -0.3851242 | -0.2806156 |
| sal + oxygen | Indo-Pacific | (28.2,28.3] | -0.6907299 | -0.7724017 | -0.6167921 |
| sal + oxygen | Indo-Pacific | (28.3, Inf] | -0.8241200 | -0.8588700 | -0.7769815 |
| sal + silicate | Atlantic | (-Inf,26] | -0.3794782 | -0.4598198 | -0.2907408 |
| sal + silicate | Atlantic | (26,26.5] | -0.4557282 | -0.5508944 | -0.4009073 |
| sal + silicate | Atlantic | (26.5,26.75] | -0.6229519 | -0.7510224 | -0.5207804 |
| sal + silicate | Atlantic | (26.75,27] | -0.8719403 | -0.9047860 | -0.8272876 |
| sal + silicate | Atlantic | (27,27.25] | -0.8289562 | -0.8857948 | -0.7858366 |
| sal + silicate | Atlantic | (27.25,27.5] | -0.7555469 | -0.8383458 | -0.6318435 |
| sal + silicate | Atlantic | (27.5,27.75] | -0.8113293 | -0.8573366 | -0.7769229 |
| sal + silicate | Atlantic | (27.75,27.85] | -0.7512249 | -0.7828369 | -0.7213691 |
| sal + silicate | Atlantic | (27.85,27.95] | -0.6716777 | -0.7342614 | -0.5526855 |
| sal + silicate | Atlantic | (27.95,28.05] | -0.6006916 | -0.6570061 | -0.5255063 |
| sal + silicate | Atlantic | (28.05,28.1] | -0.3059011 | -0.3521186 | -0.2288254 |
| sal + silicate | Atlantic | (28.1,28.15] | -0.1019310 | -0.1631854 | -0.0276409 |
| sal + silicate | Atlantic | (28.15,28.2] | -0.3409843 | -0.4208206 | -0.2667985 |
| sal + silicate | Atlantic | (28.2, Inf] | -0.3323101 | -0.4172153 | -0.2545452 |
| sal + silicate | Indo-Pacific | (-Inf,26] | -0.5553092 | -0.6706300 | -0.4603726 |
| sal + silicate | Indo-Pacific | (26,26.5] | -0.5978022 | -0.7742185 | -0.3806412 |
| sal + silicate | Indo-Pacific | (26.5,26.75] | -0.5818420 | -0.7383709 | -0.4454802 |
| sal + silicate | Indo-Pacific | (26.75,27] | -0.5652540 | -0.7014452 | -0.3963643 |
| sal + silicate | Indo-Pacific | (27,27.25] | -0.4702631 | -0.6397467 | -0.2419778 |
| sal + silicate | Indo-Pacific | (27.25,27.5] | -0.2315576 | -0.4487244 | 0.0491126 |
| sal + silicate | Indo-Pacific | (27.5,27.75] | 0.0372193 | -0.1654799 | 0.1721014 |
| sal + silicate | Indo-Pacific | (27.75,27.85] | 0.0376218 | -0.2053712 | 0.1845119 |
| sal + silicate | Indo-Pacific | (27.85,27.95] | -0.0592617 | -0.1717037 | 0.0039584 |
| sal + silicate | Indo-Pacific | (27.95,28.05] | -0.2190478 | -0.3669380 | -0.1026761 |
| sal + silicate | Indo-Pacific | (28.05,28.1] | 0.0658656 | -0.0732704 | 0.1865718 |
| sal + silicate | Indo-Pacific | (28.1,28.2] | 0.3024025 | 0.1874229 | 0.4089472 |
| sal + silicate | Indo-Pacific | (28.2,28.3] | 0.6341394 | 0.5728810 | 0.7038196 |
| sal + silicate | Indo-Pacific | (28.3, Inf] | 0.4907444 | 0.3611898 | 0.5755724 |
| sal + temp | Atlantic | (-Inf,26] | 0.8590119 | 0.8230347 | 0.8782007 |
| sal + temp | Atlantic | (26,26.5] | 0.9524502 | 0.9465949 | 0.9619889 |
| sal + temp | Atlantic | (26.5,26.75] | 0.9766072 | 0.9761389 | 0.9769143 |
| sal + temp | Atlantic | (26.75,27] | 0.9780468 | 0.9744182 | 0.9813179 |
| sal + temp | Atlantic | (27,27.25] | 0.9814408 | 0.9793215 | 0.9832293 |
| sal + temp | Atlantic | (27.25,27.5] | 0.9779904 | 0.9724929 | 0.9808085 |
| sal + temp | Atlantic | (27.5,27.75] | 0.9663979 | 0.9608402 | 0.9705228 |
| sal + temp | Atlantic | (27.75,27.85] | 0.9799951 | 0.9773447 | 0.9836683 |
| sal + temp | Atlantic | (27.85,27.95] | 0.9692232 | 0.9650757 | 0.9715673 |
| sal + temp | Atlantic | (27.95,28.05] | 0.9761796 | 0.9741739 | 0.9801374 |
| sal + temp | Atlantic | (28.05,28.1] | 0.9834926 | 0.9807870 | 0.9852935 |
| sal + temp | Atlantic | (28.1,28.15] | 0.9854274 | 0.9837970 | 0.9866551 |
| sal + temp | Atlantic | (28.15,28.2] | 0.9876610 | 0.9857889 | 0.9893093 |
| sal + temp | Atlantic | (28.2, Inf] | 0.7541580 | 0.6684495 | 0.9059370 |
| sal + temp | Indo-Pacific | (-Inf,26] | 0.6896711 | 0.5991219 | 0.7694196 |
| sal + temp | Indo-Pacific | (26,26.5] | 0.9636986 | 0.9594369 | 0.9683636 |
| sal + temp | Indo-Pacific | (26.5,26.75] | 0.9852550 | 0.9830181 | 0.9869472 |
| sal + temp | Indo-Pacific | (26.75,27] | 0.9836592 | 0.9813802 | 0.9872563 |
| sal + temp | Indo-Pacific | (27,27.25] | 0.9743724 | 0.9711718 | 0.9769753 |
| sal + temp | Indo-Pacific | (27.25,27.5] | 0.9410707 | 0.9307815 | 0.9492859 |
| sal + temp | Indo-Pacific | (27.5,27.75] | 0.8811395 | 0.8637869 | 0.9039503 |
| sal + temp | Indo-Pacific | (27.75,27.85] | 0.9266701 | 0.9174758 | 0.9406031 |
| sal + temp | Indo-Pacific | (27.85,27.95] | 0.9120096 | 0.8893521 | 0.9280101 |
| sal + temp | Indo-Pacific | (27.95,28.05] | 0.9416152 | 0.9223782 | 0.9549874 |
| sal + temp | Indo-Pacific | (28.05,28.1] | 0.9621508 | 0.9462531 | 0.9704147 |
| sal + temp | Indo-Pacific | (28.1,28.2] | 0.9540337 | 0.9312224 | 0.9673104 |
| sal + temp | Indo-Pacific | (28.2,28.3] | 0.7016589 | 0.6236754 | 0.7760922 |
| sal + temp | Indo-Pacific | (28.3, Inf] | 0.5819578 | 0.4274193 | 0.6933682 |
| temp + aou | Atlantic | (-Inf,26] | -0.3302950 | -0.3868535 | -0.2443030 |
| temp + aou | Atlantic | (26,26.5] | -0.2359643 | -0.3517982 | -0.1449818 |
| temp + aou | Atlantic | (26.5,26.75] | -0.2657973 | -0.5274751 | -0.0275044 |
| temp + aou | Atlantic | (26.75,27] | -0.6118198 | -0.7031506 | -0.5040970 |
| temp + aou | Atlantic | (27,27.25] | -0.4117922 | -0.5923887 | -0.3170108 |
| temp + aou | Atlantic | (27.25,27.5] | 0.0091741 | -0.2471662 | 0.2433877 |
| temp + aou | Atlantic | (27.5,27.75] | -0.1990703 | -0.3557026 | -0.0617614 |
| temp + aou | Atlantic | (27.75,27.85] | -0.2150969 | -0.2522264 | -0.1683878 |
| temp + aou | Atlantic | (27.85,27.95] | -0.1085067 | -0.1519982 | -0.0516578 |
| temp + aou | Atlantic | (27.95,28.05] | -0.4604753 | -0.6701330 | -0.3481962 |
| temp + aou | Atlantic | (28.05,28.1] | -0.7574111 | -0.7947735 | -0.7242735 |
| temp + aou | Atlantic | (28.1,28.15] | -0.7438473 | -0.7843166 | -0.7217291 |
| temp + aou | Atlantic | (28.15,28.2] | -0.8444856 | -0.8741299 | -0.8177110 |
| temp + aou | Atlantic | (28.2, Inf] | -0.4394048 | -0.6369020 | -0.2811446 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.4428270 | -0.5300477 | -0.3515796 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.2711718 | -0.4745877 | -0.0529876 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.1245735 | -0.2357308 | -0.0576304 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.1321662 | -0.2399193 | -0.0032845 |
| temp + aou | Indo-Pacific | (27,27.25] | -0.0572043 | -0.2111504 | 0.0868236 |
| temp + aou | Indo-Pacific | (27.25,27.5] | 0.1173420 | -0.0993587 | 0.2883895 |
| temp + aou | Indo-Pacific | (27.5,27.75] | 0.3162767 | 0.1134291 | 0.4672983 |
| temp + aou | Indo-Pacific | (27.75,27.85] | 0.2983817 | 0.1292215 | 0.4539955 |
| temp + aou | Indo-Pacific | (27.85,27.95] | 0.1625845 | 0.0975202 | 0.2826876 |
| temp + aou | Indo-Pacific | (27.95,28.05] | -0.0806169 | -0.1896364 | 0.0759055 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.0772102 | -0.0095134 | 0.2036488 |
| temp + aou | Indo-Pacific | (28.1,28.2] | 0.3360681 | 0.3049746 | 0.3974181 |
| temp + aou | Indo-Pacific | (28.2,28.3] | 0.3872198 | 0.3734729 | 0.3983471 |
| temp + aou | Indo-Pacific | (28.3, Inf] | 0.6771255 | 0.5561522 | 0.7420775 |
| temp + nitrate | Atlantic | (-Inf,26] | -0.5684256 | -0.6106589 | -0.5189338 |
| temp + nitrate | Atlantic | (26,26.5] | -0.4986258 | -0.5548204 | -0.4426931 |
| temp + nitrate | Atlantic | (26.5,26.75] | -0.4674912 | -0.6583448 | -0.3025204 |
| temp + nitrate | Atlantic | (26.75,27] | -0.7342459 | -0.7928126 | -0.6562386 |
| temp + nitrate | Atlantic | (27,27.25] | -0.6394491 | -0.7472154 | -0.5669621 |
| temp + nitrate | Atlantic | (27.25,27.5] | -0.4095487 | -0.5967230 | -0.1780182 |
| temp + nitrate | Atlantic | (27.5,27.75] | -0.5652052 | -0.6717717 | -0.4357857 |
| temp + nitrate | Atlantic | (27.75,27.85] | -0.6897423 | -0.6992158 | -0.6734530 |
| temp + nitrate | Atlantic | (27.85,27.95] | -0.5622822 | -0.6831442 | -0.4181824 |
| temp + nitrate | Atlantic | (27.95,28.05] | -0.7688011 | -0.8674402 | -0.6921192 |
| temp + nitrate | Atlantic | (28.05,28.1] | -0.8443869 | -0.8633866 | -0.8183630 |
| temp + nitrate | Atlantic | (28.1,28.15] | -0.8034223 | -0.8326302 | -0.7865504 |
| temp + nitrate | Atlantic | (28.15,28.2] | -0.8589026 | -0.8857507 | -0.8300545 |
| temp + nitrate | Atlantic | (28.2, Inf] | -0.5183819 | -0.7215185 | -0.3687879 |
| temp + nitrate | Indo-Pacific | (-Inf,26] | -0.6927211 | -0.7535287 | -0.6059148 |
| temp + nitrate | Indo-Pacific | (26,26.5] | -0.5621147 | -0.7800695 | -0.3178021 |
| temp + nitrate | Indo-Pacific | (26.5,26.75] | -0.5296486 | -0.7016626 | -0.3647393 |
| temp + nitrate | Indo-Pacific | (26.75,27] | -0.6106185 | -0.7251818 | -0.4448126 |
| temp + nitrate | Indo-Pacific | (27,27.25] | -0.6316150 | -0.7216125 | -0.4729750 |
| temp + nitrate | Indo-Pacific | (27.25,27.5] | -0.4583754 | -0.6092934 | -0.2293561 |
| temp + nitrate | Indo-Pacific | (27.5,27.75] | -0.2973077 | -0.4315582 | -0.1525262 |
| temp + nitrate | Indo-Pacific | (27.75,27.85] | -0.2232017 | -0.3717082 | -0.0647802 |
| temp + nitrate | Indo-Pacific | (27.85,27.95] | -0.1711132 | -0.2660500 | -0.1014164 |
| temp + nitrate | Indo-Pacific | (27.95,28.05] | -0.3162108 | -0.4570218 | -0.1861826 |
| temp + nitrate | Indo-Pacific | (28.05,28.1] | 0.0128130 | -0.0995583 | 0.1323201 |
| temp + nitrate | Indo-Pacific | (28.1,28.2] | 0.3067699 | 0.2393081 | 0.3777103 |
| temp + nitrate | Indo-Pacific | (28.2,28.3] | 0.6656102 | 0.6092261 | 0.7254344 |
| temp + nitrate | Indo-Pacific | (28.3, Inf] | 0.3680357 | 0.1584715 | 0.7410576 |
| temp + oxygen | Atlantic | (-Inf,26] | -0.2268946 | -0.4360138 | -0.0898430 |
| temp + oxygen | Atlantic | (26,26.5] | 0.0056080 | -0.1075281 | 0.1499108 |
| temp + oxygen | Atlantic | (26.5,26.75] | 0.1391592 | -0.1305825 | 0.4333599 |
| temp + oxygen | Atlantic | (26.75,27] | 0.5269449 | 0.4013407 | 0.6364400 |
| temp + oxygen | Atlantic | (27,27.25] | 0.2690723 | 0.1572892 | 0.4810019 |
| temp + oxygen | Atlantic | (27.25,27.5] | -0.2263318 | -0.4223982 | 0.0292389 |
| temp + oxygen | Atlantic | (27.5,27.75] | -0.0601309 | -0.1714098 | 0.1303012 |
| temp + oxygen | Atlantic | (27.75,27.85] | -0.0909393 | -0.1719925 | 0.0249716 |
| temp + oxygen | Atlantic | (27.85,27.95] | -0.2890782 | -0.4210792 | -0.1929778 |
| temp + oxygen | Atlantic | (27.95,28.05] | -0.4152438 | -0.6476324 | -0.2465352 |
| temp + oxygen | Atlantic | (28.05,28.1] | -0.5743277 | -0.6410784 | -0.4511266 |
| temp + oxygen | Atlantic | (28.1,28.15] | -0.6050026 | -0.6504454 | -0.5480555 |
| temp + oxygen | Atlantic | (28.15,28.2] | 0.0025838 | -0.0901315 | 0.1521863 |
| temp + oxygen | Atlantic | (28.2, Inf] | -0.2351978 | -0.2992989 | -0.1287816 |
| temp + oxygen | Indo-Pacific | (-Inf,26] | 0.1089161 | 0.0293081 | 0.1970686 |
| temp + oxygen | Indo-Pacific | (26,26.5] | 0.0873231 | -0.1159110 | 0.2873474 |
| temp + oxygen | Indo-Pacific | (26.5,26.75] | -0.0739475 | -0.1192022 | 0.0142949 |
| temp + oxygen | Indo-Pacific | (26.75,27] | -0.0743799 | -0.1891903 | 0.0183473 |
| temp + oxygen | Indo-Pacific | (27,27.25] | -0.1479533 | -0.2630797 | 0.0049634 |
| temp + oxygen | Indo-Pacific | (27.25,27.5] | -0.2726847 | -0.4170097 | -0.0602473 |
| temp + oxygen | Indo-Pacific | (27.5,27.75] | -0.4285744 | -0.5758030 | -0.2341334 |
| temp + oxygen | Indo-Pacific | (27.75,27.85] | -0.4048680 | -0.5461491 | -0.2405266 |
| temp + oxygen | Indo-Pacific | (27.85,27.95] | -0.2726841 | -0.3889215 | -0.2097484 |
| temp + oxygen | Indo-Pacific | (27.95,28.05] | -0.0342085 | -0.1823659 | 0.0810576 |
| temp + oxygen | Indo-Pacific | (28.05,28.1] | -0.1668790 | -0.2860794 | -0.0769732 |
| temp + oxygen | Indo-Pacific | (28.1,28.2] | -0.4441454 | -0.4841232 | -0.4023232 |
| temp + oxygen | Indo-Pacific | (28.2,28.3] | -0.6811259 | -0.7052301 | -0.6601309 |
| temp + oxygen | Indo-Pacific | (28.3, Inf] | -0.7939088 | -0.8423270 | -0.7276799 |
| temp + silicate | Atlantic | (-Inf,26] | -0.5353082 | -0.5655333 | -0.5186054 |
| temp + silicate | Atlantic | (26,26.5] | -0.5584035 | -0.6144488 | -0.5094258 |
| temp + silicate | Atlantic | (26.5,26.75] | -0.6407868 | -0.7508536 | -0.5747530 |
| temp + silicate | Atlantic | (26.75,27] | -0.8592012 | -0.8878420 | -0.8192058 |
| temp + silicate | Atlantic | (27,27.25] | -0.7953257 | -0.8531005 | -0.7464857 |
| temp + silicate | Atlantic | (27.25,27.5] | -0.7343004 | -0.8225794 | -0.5987436 |
| temp + silicate | Atlantic | (27.5,27.75] | -0.7827436 | -0.8402866 | -0.7285145 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.7147434 | -0.7359168 | -0.6919986 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.5948587 | -0.6735358 | -0.4718097 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.5983677 | -0.6598378 | -0.5305861 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.2179361 | -0.2726362 | -0.1438697 |
| temp + silicate | Atlantic | (28.1,28.15] | 0.0119778 | -0.0513984 | 0.0825900 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.2335419 | -0.3048990 | -0.1605304 |
| temp + silicate | Atlantic | (28.2, Inf] | -0.2245565 | -0.2904466 | -0.1474282 |
| temp + silicate | Indo-Pacific | (-Inf,26] | -0.6668537 | -0.7405238 | -0.5822513 |
| temp + silicate | Indo-Pacific | (26,26.5] | -0.6036750 | -0.7700951 | -0.3896944 |
| temp + silicate | Indo-Pacific | (26.5,26.75] | -0.5763710 | -0.7134561 | -0.4497548 |
| temp + silicate | Indo-Pacific | (26.75,27] | -0.5697070 | -0.6900500 | -0.4172388 |
| temp + silicate | Indo-Pacific | (27,27.25] | -0.5031374 | -0.6520432 | -0.2923692 |
| temp + silicate | Indo-Pacific | (27.25,27.5] | -0.2335602 | -0.4570234 | 0.0285043 |
| temp + silicate | Indo-Pacific | (27.5,27.75] | 0.0645172 | -0.1487335 | 0.1764173 |
| temp + silicate | Indo-Pacific | (27.75,27.85] | 0.1952663 | -0.0265579 | 0.3169726 |
| temp + silicate | Indo-Pacific | (27.85,27.95] | 0.1590678 | 0.0555321 | 0.2512656 |
| temp + silicate | Indo-Pacific | (27.95,28.05] | -0.0482607 | -0.2219149 | 0.1106064 |
| temp + silicate | Indo-Pacific | (28.05,28.1] | 0.2244042 | 0.0782907 | 0.3695888 |
| temp + silicate | Indo-Pacific | (28.1,28.2] | 0.3497174 | 0.2461861 | 0.4153965 |
| temp + silicate | Indo-Pacific | (28.2,28.3] | 0.6095096 | 0.5256898 | 0.6641760 |
| temp + silicate | Indo-Pacific | (28.3, Inf] | 0.2600375 | 0.1727067 | 0.3529559 |
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 |
|---|---|---|
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| 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] | 0.0599875 | -0.1436782 | 0.3526161 |
| aou | Atlantic | (26,26.5] | 0.1798694 | -0.0548578 | 0.4519807 |
| aou | Atlantic | (26.5,26.75] | 0.7250416 | 0.6642929 | 0.8295800 |
| aou | Atlantic | (26.75,27] | 0.7470000 | 0.6757925 | 0.7879243 |
| aou | Atlantic | (27,27.25] | 0.7340711 | 0.6651557 | 0.8035390 |
| aou | Atlantic | (27.25,27.5] | 0.7341539 | 0.7053992 | 0.7774741 |
| aou | Atlantic | (27.5,27.75] | 0.6229415 | 0.4153650 | 0.7740723 |
| aou | Atlantic | (27.75,27.85] | 0.5730387 | 0.2115057 | 0.8672422 |
| aou | Atlantic | (27.85,27.95] | 0.1874689 | -0.2501150 | 0.6278833 |
| aou | Atlantic | (27.95,28.05] | -0.4929857 | -0.6688203 | -0.3976270 |
| aou | Atlantic | (28.05,28.1] | -0.7727464 | -0.7901143 | -0.7383025 |
| aou | Atlantic | (28.1,28.15] | -0.7712003 | -0.8046923 | -0.7236518 |
| aou | Atlantic | (28.15,28.2] | -0.7909167 | -0.8096000 | -0.7723249 |
| aou | Atlantic | (28.2, Inf] | -0.6069830 | -0.6635286 | -0.4943110 |
| aou | Indo-Pacific | (-Inf,26] | 0.6317507 | 0.5843127 | 0.7234125 |
| aou | Indo-Pacific | (26,26.5] | 0.7361012 | 0.6966275 | 0.7899508 |
| aou | Indo-Pacific | (26.5,26.75] | 0.7345861 | 0.7103064 | 0.7693489 |
| aou | Indo-Pacific | (26.75,27] | 0.7278387 | 0.7041108 | 0.7464893 |
| aou | Indo-Pacific | (27,27.25] | 0.6835745 | 0.6657630 | 0.7012776 |
| aou | Indo-Pacific | (27.25,27.5] | 0.7175064 | 0.6867401 | 0.7557452 |
| aou | Indo-Pacific | (27.5,27.75] | 0.7874754 | 0.7567048 | 0.8069999 |
| aou | Indo-Pacific | (27.75,27.85] | 0.8498556 | 0.8293035 | 0.8662478 |
| aou | Indo-Pacific | (27.85,27.95] | 0.8866273 | 0.8642826 | 0.9145532 |
| aou | Indo-Pacific | (27.95,28.05] | 0.9230703 | 0.9158016 | 0.9345078 |
| aou | Indo-Pacific | (28.05,28.1] | 0.9464682 | 0.9421095 | 0.9512146 |
| aou | Indo-Pacific | (28.1,28.2] | 0.9343332 | 0.9219982 | 0.9543666 |
| aou | Indo-Pacific | (28.2,28.3] | -0.0783666 | -0.1793703 | 0.0880750 |
| aou | Indo-Pacific | (28.3, Inf] | -0.0011422 | -0.2439470 | 0.2887335 |
| nitrate | Atlantic | (-Inf,26] | 0.1677152 | -0.0507302 | 0.4319640 |
| nitrate | Atlantic | (26,26.5] | 0.2018276 | 0.0005437 | 0.4877275 |
| nitrate | Atlantic | (26.5,26.75] | 0.6722409 | 0.5632729 | 0.7687851 |
| nitrate | Atlantic | (26.75,27] | 0.6229108 | 0.4769070 | 0.7256160 |
| nitrate | Atlantic | (27,27.25] | 0.4903429 | 0.3331912 | 0.6601444 |
| nitrate | Atlantic | (27.25,27.5] | 0.4240429 | 0.3376573 | 0.5631302 |
| nitrate | Atlantic | (27.5,27.75] | 0.0848395 | -0.0035838 | 0.1306538 |
| nitrate | Atlantic | (27.75,27.85] | 0.0773022 | -0.1965120 | 0.4312634 |
| nitrate | Atlantic | (27.85,27.95] | -0.1517750 | -0.5506851 | 0.3310902 |
| nitrate | Atlantic | (27.95,28.05] | -0.6622011 | -0.7456475 | -0.6149992 |
| nitrate | Atlantic | (28.05,28.1] | -0.8406447 | -0.8643533 | -0.7996081 |
| nitrate | Atlantic | (28.1,28.15] | -0.8473721 | -0.8728146 | -0.8024242 |
| nitrate | Atlantic | (28.15,28.2] | -0.8503881 | -0.8723806 | -0.8305015 |
| nitrate | Atlantic | (28.2, Inf] | -0.7741324 | -0.8452791 | -0.7325973 |
| nitrate | Indo-Pacific | (-Inf,26] | 0.5519824 | 0.4836871 | 0.6119406 |
| nitrate | Indo-Pacific | (26,26.5] | 0.3188477 | 0.2502520 | 0.3722448 |
| nitrate | Indo-Pacific | (26.5,26.75] | -0.0747651 | -0.1715038 | 0.0339625 |
| nitrate | Indo-Pacific | (26.75,27] | -0.4341137 | -0.5057918 | -0.3110841 |
| nitrate | Indo-Pacific | (27,27.25] | -0.6488988 | -0.7208114 | -0.5125491 |
| nitrate | Indo-Pacific | (27.25,27.5] | -0.7729324 | -0.8486483 | -0.6631950 |
| nitrate | Indo-Pacific | (27.5,27.75] | -0.7545293 | -0.7833532 | -0.7079925 |
| nitrate | Indo-Pacific | (27.75,27.85] | -0.6520334 | -0.6878683 | -0.6071787 |
| nitrate | Indo-Pacific | (27.85,27.95] | -0.4311130 | -0.4619635 | -0.3749916 |
| nitrate | Indo-Pacific | (27.95,28.05] | 0.4536604 | 0.3558271 | 0.5532220 |
| nitrate | Indo-Pacific | (28.05,28.1] | 0.8391259 | 0.8091380 | 0.8709632 |
| nitrate | Indo-Pacific | (28.1,28.2] | 0.9204909 | 0.8988021 | 0.9382349 |
| nitrate | Indo-Pacific | (28.2,28.3] | 0.2689734 | 0.2007024 | 0.3294159 |
| nitrate | Indo-Pacific | (28.3, Inf] | -0.1810172 | -0.2967736 | -0.0511384 |
| oxygen | Atlantic | (-Inf,26] | 0.2453946 | -0.0925461 | 0.5518397 |
| oxygen | Atlantic | (26,26.5] | -0.0733983 | -0.3463481 | 0.1753912 |
| oxygen | Atlantic | (26.5,26.75] | -0.6833469 | -0.8016053 | -0.6147765 |
| oxygen | Atlantic | (26.75,27] | -0.7430319 | -0.7861448 | -0.6715863 |
| oxygen | Atlantic | (27,27.25] | -0.7364811 | -0.8046000 | -0.6697207 |
| oxygen | Atlantic | (27.25,27.5] | -0.7267355 | -0.7821135 | -0.6981864 |
| oxygen | Atlantic | (27.5,27.75] | -0.6261559 | -0.7720319 | -0.4336148 |
| oxygen | Atlantic | (27.75,27.85] | -0.6225491 | -0.8695817 | -0.3113792 |
| oxygen | Atlantic | (27.85,27.95] | -0.2883318 | -0.6379822 | 0.0486803 |
| oxygen | Atlantic | (27.95,28.05] | 0.2018138 | 0.1732980 | 0.2409327 |
| oxygen | Atlantic | (28.05,28.1] | 0.1119877 | 0.0376423 | 0.1809630 |
| oxygen | Atlantic | (28.1,28.15] | -0.0184653 | -0.0575223 | 0.0400112 |
| oxygen | Atlantic | (28.15,28.2] | 0.3344730 | 0.3017106 | 0.3897947 |
| oxygen | Atlantic | (28.2, Inf] | 0.2040378 | 0.1159528 | 0.3015873 |
| oxygen | Indo-Pacific | (-Inf,26] | -0.5370603 | -0.6818005 | -0.4509026 |
| oxygen | Indo-Pacific | (26,26.5] | -0.7325707 | -0.8055185 | -0.6772151 |
| oxygen | Indo-Pacific | (26.5,26.75] | -0.7400898 | -0.7865795 | -0.7121524 |
| oxygen | Indo-Pacific | (26.75,27] | -0.7533190 | -0.7822887 | -0.7324163 |
| oxygen | Indo-Pacific | (27,27.25] | -0.7262155 | -0.7379709 | -0.7130890 |
| oxygen | Indo-Pacific | (27.25,27.5] | -0.7350117 | -0.7459525 | -0.7153836 |
| oxygen | Indo-Pacific | (27.5,27.75] | -0.7866536 | -0.8114354 | -0.7553918 |
| oxygen | Indo-Pacific | (27.75,27.85] | -0.8439676 | -0.8598730 | -0.8243426 |
| oxygen | Indo-Pacific | (27.85,27.95] | -0.8801249 | -0.9040258 | -0.8567042 |
| oxygen | Indo-Pacific | (27.95,28.05] | -0.9232344 | -0.9306807 | -0.9143022 |
| oxygen | Indo-Pacific | (28.05,28.1] | -0.9434257 | -0.9458014 | -0.9390740 |
| oxygen | Indo-Pacific | (28.1,28.2] | -0.9315477 | -0.9507990 | -0.9127505 |
| oxygen | Indo-Pacific | (28.2,28.3] | -0.0415957 | -0.1386148 | 0.0570239 |
| oxygen | Indo-Pacific | (28.3, Inf] | -0.0240415 | -0.3144387 | 0.2113833 |
| sal | Atlantic | (-Inf,26] | -0.5363080 | -0.7144420 | -0.3854214 |
| sal | Atlantic | (26,26.5] | -0.5181499 | -0.5804777 | -0.4382064 |
| sal | Atlantic | (26.5,26.75] | -0.4482657 | -0.6226601 | -0.2582954 |
| sal | Atlantic | (26.75,27] | -0.4544287 | -0.5641278 | -0.3283968 |
| sal | Atlantic | (27,27.25] | -0.2658259 | -0.4219417 | -0.1569295 |
| sal | Atlantic | (27.25,27.5] | 0.0105737 | -0.1659979 | 0.1038026 |
| sal | Atlantic | (27.5,27.75] | -0.0778287 | -0.2249181 | 0.0195964 |
| sal | Atlantic | (27.75,27.85] | 0.0598919 | -0.1471062 | 0.2065248 |
| sal | Atlantic | (27.85,27.95] | 0.2099875 | 0.0147394 | 0.3358993 |
| sal | Atlantic | (27.95,28.05] | 0.4053095 | 0.3493323 | 0.4722764 |
| sal | Atlantic | (28.05,28.1] | 0.6635059 | 0.6020941 | 0.7053542 |
| sal | Atlantic | (28.1,28.15] | 0.7172177 | 0.6194800 | 0.7915689 |
| sal | Atlantic | (28.15,28.2] | 0.7950652 | 0.7581190 | 0.8303619 |
| sal | Atlantic | (28.2, Inf] | 0.9502167 | 0.9408708 | 0.9648759 |
| sal | Indo-Pacific | (-Inf,26] | 0.0585355 | 0.0266307 | 0.1124460 |
| sal | Indo-Pacific | (26,26.5] | -0.1603143 | -0.2334802 | -0.1020423 |
| sal | Indo-Pacific | (26.5,26.75] | -0.0218751 | -0.0842890 | 0.0726416 |
| sal | Indo-Pacific | (26.75,27] | 0.0734103 | 0.0238798 | 0.1581769 |
| sal | Indo-Pacific | (27,27.25] | 0.2203914 | 0.1674021 | 0.3207266 |
| sal | Indo-Pacific | (27.25,27.5] | 0.2378729 | 0.1661573 | 0.3367868 |
| sal | Indo-Pacific | (27.5,27.75] | 0.2894530 | 0.2281248 | 0.3843215 |
| sal | Indo-Pacific | (27.75,27.85] | 0.2088147 | 0.1118079 | 0.3466181 |
| sal | Indo-Pacific | (27.85,27.95] | 0.0360274 | -0.0753396 | 0.1480489 |
| sal | Indo-Pacific | (27.95,28.05] | -0.1357240 | -0.2100349 | -0.0267783 |
| sal | Indo-Pacific | (28.05,28.1] | -0.0635373 | -0.1128592 | 0.0273297 |
| sal | Indo-Pacific | (28.1,28.2] | 0.2171487 | 0.1677979 | 0.2475401 |
| sal | Indo-Pacific | (28.2,28.3] | 0.2712441 | 0.1048265 | 0.5482742 |
| sal | Indo-Pacific | (28.3, Inf] | 0.5053560 | 0.2879772 | 0.7053032 |
| silicate | Atlantic | (-Inf,26] | 0.0002153 | -0.1949792 | 0.1800192 |
| silicate | Atlantic | (26,26.5] | 0.1998596 | -0.1262592 | 0.5154406 |
| silicate | Atlantic | (26.5,26.75] | 0.6890837 | 0.5795325 | 0.8197262 |
| silicate | Atlantic | (26.75,27] | 0.6614124 | 0.5915537 | 0.7206125 |
| silicate | Atlantic | (27,27.25] | 0.5789328 | 0.5009477 | 0.6411435 |
| silicate | Atlantic | (27.25,27.5] | 0.3724513 | 0.3172438 | 0.4397945 |
| silicate | Atlantic | (27.5,27.75] | 0.3100478 | 0.1276696 | 0.4808107 |
| silicate | Atlantic | (27.75,27.85] | 0.1474486 | -0.1628059 | 0.5040568 |
| silicate | Atlantic | (27.85,27.95] | -0.2844631 | -0.6025079 | 0.1344501 |
| silicate | Atlantic | (27.95,28.05] | -0.7062937 | -0.7656888 | -0.6615496 |
| silicate | Atlantic | (28.05,28.1] | -0.6798228 | -0.7650378 | -0.6230326 |
| silicate | Atlantic | (28.1,28.15] | -0.4943994 | -0.6018024 | -0.4108128 |
| silicate | Atlantic | (28.15,28.2] | -0.4503382 | -0.5368522 | -0.3850798 |
| silicate | Atlantic | (28.2, Inf] | -0.2725459 | -0.3946418 | -0.1876952 |
| silicate | Indo-Pacific | (-Inf,26] | 0.4655082 | 0.3820465 | 0.5231307 |
| silicate | Indo-Pacific | (26,26.5] | 0.6118979 | 0.5551572 | 0.6714988 |
| silicate | Indo-Pacific | (26.5,26.75] | 0.5891614 | 0.5462903 | 0.6481249 |
| silicate | Indo-Pacific | (26.75,27] | 0.5638915 | 0.5102220 | 0.6360037 |
| silicate | Indo-Pacific | (27,27.25] | 0.5110778 | 0.4235099 | 0.6318902 |
| silicate | Indo-Pacific | (27.25,27.5] | 0.6080427 | 0.5243264 | 0.7363166 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.6702278 | 0.6046864 | 0.7398127 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.6730834 | 0.6280030 | 0.7276679 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.6899446 | 0.6426712 | 0.7470984 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.7069945 | 0.6977228 | 0.7213102 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.8018595 | 0.7792413 | 0.8438129 |
| silicate | Indo-Pacific | (28.1,28.2] | 0.7753177 | 0.7453996 | 0.8056870 |
| silicate | Indo-Pacific | (28.2,28.3] | 0.2746032 | 0.2128755 | 0.3320813 |
| silicate | Indo-Pacific | (28.3, Inf] | 0.1506278 | -0.0663567 | 0.3644268 |
| temp | Atlantic | (-Inf,26] | -0.5447437 | -0.6255543 | -0.4553517 |
| temp | Atlantic | (26,26.5] | -0.4854653 | -0.5861427 | -0.3971817 |
| temp | Atlantic | (26.5,26.75] | -0.4565372 | -0.6174490 | -0.2758970 |
| temp | Atlantic | (26.75,27] | -0.4577118 | -0.5656372 | -0.3358199 |
| temp | Atlantic | (27,27.25] | -0.2311061 | -0.3819956 | -0.1278512 |
| temp | Atlantic | (27.25,27.5] | 0.0540236 | -0.1278452 | 0.1456866 |
| temp | Atlantic | (27.5,27.75] | -0.0495222 | -0.1984652 | 0.0380822 |
| temp | Atlantic | (27.75,27.85] | 0.0898912 | -0.1135352 | 0.2365363 |
| temp | Atlantic | (27.85,27.95] | 0.2184190 | 0.0775370 | 0.3181252 |
| temp | Atlantic | (27.95,28.05] | 0.3305801 | 0.2799245 | 0.3894523 |
| temp | Atlantic | (28.05,28.1] | 0.5644823 | 0.4996015 | 0.6064636 |
| temp | Atlantic | (28.1,28.15] | 0.6343677 | 0.5285733 | 0.7146886 |
| temp | Atlantic | (28.15,28.2] | 0.7288521 | 0.6845696 | 0.7724838 |
| temp | Atlantic | (28.2, Inf] | 0.5974126 | 0.4865740 | 0.7696554 |
| temp | Indo-Pacific | (-Inf,26] | -0.4522358 | -0.5825581 | -0.3515595 |
| temp | Indo-Pacific | (26,26.5] | -0.1717831 | -0.2354595 | -0.1103890 |
| temp | Indo-Pacific | (26.5,26.75] | -0.0025889 | -0.0586091 | 0.0705668 |
| temp | Indo-Pacific | (26.75,27] | 0.0936194 | 0.0559036 | 0.1634069 |
| temp | Indo-Pacific | (27,27.25] | 0.2211834 | 0.1766172 | 0.3098362 |
| temp | Indo-Pacific | (27.25,27.5] | 0.2357633 | 0.1733632 | 0.3288684 |
| temp | Indo-Pacific | (27.5,27.75] | 0.2854585 | 0.2270817 | 0.3880878 |
| temp | Indo-Pacific | (27.75,27.85] | 0.2565055 | 0.1786858 | 0.3769633 |
| temp | Indo-Pacific | (27.85,27.95] | 0.1378753 | 0.0493374 | 0.2288603 |
| temp | Indo-Pacific | (27.95,28.05] | -0.0174668 | -0.0873462 | 0.1061990 |
| temp | Indo-Pacific | (28.05,28.1] | 0.0838579 | 0.0260456 | 0.1965913 |
| temp | Indo-Pacific | (28.1,28.2] | 0.3496557 | 0.2901425 | 0.4528190 |
| temp | Indo-Pacific | (28.2,28.3] | 0.2756088 | 0.1768127 | 0.3887556 |
| temp | Indo-Pacific | (28.3, Inf] | 0.0874916 | -0.0469020 | 0.3043744 |
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