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 |
|---|---|---|
| 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 |
|---|---|---|
| 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 |
|---|---|---|
| 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] | 0.9263208 | 0.8851141 | 0.9535085 |
| aou + nitrate | Atlantic | (26,26.5] | 0.9435844 | 0.9163469 | 0.9593878 |
| aou + nitrate | Atlantic | (26.5,26.75] | 0.9516310 | 0.9290163 | 0.9707601 |
| aou + nitrate | Atlantic | (26.75,27] | 0.9624913 | 0.9460746 | 0.9809751 |
| aou + nitrate | Atlantic | (27,27.25] | 0.9044466 | 0.8918192 | 0.9284127 |
| aou + nitrate | Atlantic | (27.25,27.5] | 0.8269648 | 0.7979597 | 0.8421160 |
| aou + nitrate | Atlantic | (27.5,27.75] | 0.7167681 | 0.6219117 | 0.8332957 |
| aou + nitrate | Atlantic | (27.75,27.85] | 0.7462877 | 0.6984436 | 0.7702297 |
| aou + nitrate | Atlantic | (27.85,27.95] | 0.8052279 | 0.7356774 | 0.8538551 |
| aou + nitrate | Atlantic | (27.95,28.05] | 0.8652235 | 0.8540860 | 0.8866326 |
| aou + nitrate | Atlantic | (28.05,28.1] | 0.9608405 | 0.9555250 | 0.9651313 |
| aou + nitrate | Atlantic | (28.1,28.15] | 0.9749137 | 0.9668943 | 0.9838008 |
| aou + nitrate | Atlantic | (28.15,28.2] | 0.9806450 | 0.9687629 | 0.9893667 |
| aou + nitrate | Atlantic | (28.2, Inf] | 0.8233170 | 0.7885555 | 0.8625950 |
| aou + nitrate | Indo-Pacific | (-Inf,26] | 0.8923018 | 0.8543335 | 0.9413590 |
| aou + nitrate | Indo-Pacific | (26,26.5] | 0.8200233 | 0.8062459 | 0.8398421 |
| aou + nitrate | Indo-Pacific | (26.5,26.75] | 0.5611444 | 0.5092725 | 0.5900151 |
| aou + nitrate | Indo-Pacific | (26.75,27] | 0.2590675 | 0.1968104 | 0.3419948 |
| aou + nitrate | Indo-Pacific | (27,27.25] | 0.0466628 | -0.0335813 | 0.2038377 |
| aou + nitrate | Indo-Pacific | (27.25,27.5] | -0.1646234 | -0.3211143 | 0.0154540 |
| aou + nitrate | Indo-Pacific | (27.5,27.75] | -0.1988926 | -0.2368119 | -0.1593661 |
| aou + nitrate | Indo-Pacific | (27.75,27.85] | -0.1338130 | -0.1601486 | -0.1033822 |
| aou + nitrate | Indo-Pacific | (27.85,27.95] | 0.0650306 | -0.0079113 | 0.1210200 |
| aou + nitrate | Indo-Pacific | (27.95,28.05] | 0.7486412 | 0.7011622 | 0.7832134 |
| aou + nitrate | Indo-Pacific | (28.05,28.1] | 0.9617198 | 0.9486773 | 0.9731150 |
| aou + nitrate | Indo-Pacific | (28.1,28.2] | 0.9769497 | 0.9734583 | 0.9797135 |
| aou + nitrate | Indo-Pacific | (28.2,28.3] | 0.7958771 | 0.7660933 | 0.8119469 |
| aou + nitrate | Indo-Pacific | (28.3, Inf] | 0.5827358 | 0.4222051 | 0.8481877 |
| aou + phosphate | Atlantic | (-Inf,26] | 0.9009058 | 0.8346744 | 0.9448943 |
| aou + phosphate | Atlantic | (26,26.5] | 0.9525042 | 0.9333036 | 0.9630491 |
| aou + phosphate | Atlantic | (26.5,26.75] | 0.9711062 | 0.9507847 | 0.9859035 |
| aou + phosphate | Atlantic | (26.75,27] | 0.9839768 | 0.9759539 | 0.9880220 |
| aou + phosphate | Atlantic | (27,27.25] | 0.9669720 | 0.9608975 | 0.9785825 |
| aou + phosphate | Atlantic | (27.25,27.5] | 0.9094191 | 0.8698513 | 0.9410455 |
| aou + phosphate | Atlantic | (27.5,27.75] | 0.9258581 | 0.8819542 | 0.9624407 |
| aou + phosphate | Atlantic | (27.75,27.85] | 0.9359108 | 0.9015365 | 0.9631316 |
| aou + phosphate | Atlantic | (27.85,27.95] | 0.9171619 | 0.8547958 | 0.9561369 |
| aou + phosphate | Atlantic | (27.95,28.05] | 0.8876728 | 0.8793665 | 0.9019566 |
| aou + phosphate | Atlantic | (28.05,28.1] | 0.9633485 | 0.9596926 | 0.9660395 |
| aou + phosphate | Atlantic | (28.1,28.15] | 0.9768501 | 0.9698011 | 0.9846893 |
| aou + phosphate | Atlantic | (28.15,28.2] | 0.9817272 | 0.9710058 | 0.9895629 |
| aou + phosphate | Atlantic | (28.2, Inf] | 0.8300573 | 0.7993237 | 0.8678994 |
| aou + phosphate | Indo-Pacific | (-Inf,26] | 0.9225098 | 0.8899819 | 0.9606356 |
| aou + phosphate | Indo-Pacific | (26,26.5] | 0.9440958 | 0.9336225 | 0.9507456 |
| aou + phosphate | Indo-Pacific | (26.5,26.75] | 0.9304304 | 0.9249641 | 0.9350071 |
| aou + phosphate | Indo-Pacific | (26.75,27] | 0.9336636 | 0.9208424 | 0.9437422 |
| aou + phosphate | Indo-Pacific | (27,27.25] | 0.8995173 | 0.8785353 | 0.9269788 |
| aou + phosphate | Indo-Pacific | (27.25,27.5] | 0.8703652 | 0.8483917 | 0.8990578 |
| aou + phosphate | Indo-Pacific | (27.5,27.75] | 0.9288592 | 0.9162270 | 0.9421209 |
| aou + phosphate | Indo-Pacific | (27.75,27.85] | 0.9764059 | 0.9727164 | 0.9809300 |
| aou + phosphate | Indo-Pacific | (27.85,27.95] | 0.9904455 | 0.9896964 | 0.9911633 |
| aou + phosphate | Indo-Pacific | (27.95,28.05] | 0.9957428 | 0.9954733 | 0.9960886 |
| aou + phosphate | Indo-Pacific | (28.05,28.1] | 0.9941291 | 0.9919923 | 0.9956623 |
| aou + phosphate | Indo-Pacific | (28.1,28.2] | 0.9864839 | 0.9832330 | 0.9890414 |
| aou + phosphate | Indo-Pacific | (28.2,28.3] | 0.8070466 | 0.7800312 | 0.8274671 |
| aou + phosphate | Indo-Pacific | (28.3, Inf] | 0.6021388 | 0.4428751 | 0.8709452 |
| aou + phosphate_star | Atlantic | (-Inf,26] | 0.5826082 | 0.4453874 | 0.6929327 |
| aou + phosphate_star | Atlantic | (26,26.5] | 0.5803722 | 0.4784025 | 0.6336193 |
| aou + phosphate_star | Atlantic | (26.5,26.75] | 0.5404041 | 0.2992358 | 0.7523675 |
| aou + phosphate_star | Atlantic | (26.75,27] | 0.7388631 | 0.6138813 | 0.8063257 |
| aou + phosphate_star | Atlantic | (27,27.25] | 0.5535437 | 0.4086207 | 0.7192512 |
| aou + phosphate_star | Atlantic | (27.25,27.5] | 0.0955453 | -0.1302294 | 0.4049917 |
| aou + phosphate_star | Atlantic | (27.5,27.75] | 0.3229580 | 0.2209054 | 0.5264530 |
| aou + phosphate_star | Atlantic | (27.75,27.85] | 0.3514318 | 0.3009671 | 0.3963787 |
| aou + phosphate_star | Atlantic | (27.85,27.95] | 0.2997788 | 0.2236782 | 0.3404808 |
| aou + phosphate_star | Atlantic | (27.95,28.05] | 0.5485278 | 0.4239010 | 0.7490857 |
| aou + phosphate_star | Atlantic | (28.05,28.1] | 0.8731028 | 0.8542441 | 0.8886299 |
| aou + phosphate_star | Atlantic | (28.1,28.15] | 0.9094141 | 0.9018671 | 0.9139100 |
| aou + phosphate_star | Atlantic | (28.15,28.2] | 0.9491161 | 0.9280447 | 0.9640137 |
| aou + phosphate_star | Atlantic | (28.2, Inf] | 0.7011268 | 0.6105618 | 0.7671622 |
| aou + phosphate_star | Indo-Pacific | (-Inf,26] | 0.6261042 | 0.5475692 | 0.7608614 |
| aou + phosphate_star | Indo-Pacific | (26,26.5] | 0.6264055 | 0.4961834 | 0.7173175 |
| aou + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.5211861 | 0.5103190 | 0.5272169 |
| aou + phosphate_star | Indo-Pacific | (26.75,27] | 0.5993028 | 0.5514494 | 0.6417286 |
| aou + phosphate_star | Indo-Pacific | (27,27.25] | 0.6404131 | 0.6006259 | 0.6943129 |
| aou + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6562141 | 0.6171794 | 0.6940599 |
| aou + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.6984513 | 0.6488238 | 0.7606296 |
| aou + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.7929256 | 0.7686512 | 0.8406761 |
| aou + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.8237240 | 0.7901086 | 0.8455253 |
| aou + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.7914081 | 0.7799800 | 0.7986688 |
| aou + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.7153333 | 0.7120570 | 0.7195501 |
| aou + phosphate_star | Indo-Pacific | (28.1,28.2] | 0.6260175 | 0.5945606 | 0.6684406 |
| aou + phosphate_star | Indo-Pacific | (28.2,28.3] | 0.2373459 | 0.2104830 | 0.2684149 |
| aou + phosphate_star | Indo-Pacific | (28.3, Inf] | 0.0431542 | 0.0001300 | 0.0677653 |
| aou + silicate | Atlantic | (-Inf,26] | 0.8365090 | 0.8230160 | 0.8553684 |
| aou + silicate | Atlantic | (26,26.5] | 0.8639751 | 0.8473759 | 0.8727319 |
| aou + silicate | Atlantic | (26.5,26.75] | 0.8308024 | 0.7086291 | 0.9130405 |
| aou + silicate | Atlantic | (26.75,27] | 0.8765003 | 0.8121500 | 0.9123670 |
| aou + silicate | Atlantic | (27,27.25] | 0.8260997 | 0.7719206 | 0.8866058 |
| aou + silicate | Atlantic | (27.25,27.5] | 0.5902370 | 0.5123884 | 0.7235631 |
| aou + silicate | Atlantic | (27.5,27.75] | 0.6886148 | 0.6189372 | 0.7876560 |
| aou + silicate | Atlantic | (27.75,27.85] | 0.7347307 | 0.6962758 | 0.7799580 |
| aou + silicate | Atlantic | (27.85,27.95] | 0.6992543 | 0.6907375 | 0.7038926 |
| aou + silicate | Atlantic | (27.95,28.05] | 0.7081766 | 0.6369621 | 0.8078674 |
| aou + silicate | Atlantic | (28.05,28.1] | 0.6440388 | 0.5911118 | 0.7175228 |
| aou + silicate | Atlantic | (28.1,28.15] | 0.4777303 | 0.4221764 | 0.5156914 |
| aou + silicate | Atlantic | (28.15,28.2] | 0.5498004 | 0.4447521 | 0.6337807 |
| aou + silicate | Atlantic | (28.2, Inf] | 0.3958079 | 0.3771033 | 0.4257830 |
| aou + silicate | Indo-Pacific | (-Inf,26] | 0.7953517 | 0.7386008 | 0.8774412 |
| aou + silicate | Indo-Pacific | (26,26.5] | 0.8081159 | 0.7655902 | 0.8332258 |
| aou + silicate | Indo-Pacific | (26.5,26.75] | 0.7556014 | 0.7408313 | 0.7672478 |
| aou + silicate | Indo-Pacific | (26.75,27] | 0.7688039 | 0.7504876 | 0.7786868 |
| aou + silicate | Indo-Pacific | (27,27.25] | 0.8016535 | 0.7723993 | 0.8206670 |
| aou + silicate | Indo-Pacific | (27.25,27.5] | 0.8774239 | 0.8453031 | 0.8995383 |
| aou + silicate | Indo-Pacific | (27.5,27.75] | 0.9128325 | 0.8939004 | 0.9225605 |
| aou + silicate | Indo-Pacific | (27.75,27.85] | 0.9258993 | 0.9193788 | 0.9340021 |
| aou + silicate | Indo-Pacific | (27.85,27.95] | 0.9156834 | 0.9119871 | 0.9184468 |
| aou + silicate | Indo-Pacific | (27.95,28.05] | 0.8902867 | 0.8668788 | 0.9082986 |
| aou + silicate | Indo-Pacific | (28.05,28.1] | 0.9170772 | 0.8978701 | 0.9498872 |
| aou + silicate | Indo-Pacific | (28.1,28.2] | 0.8603368 | 0.8470404 | 0.8743593 |
| aou + silicate | Indo-Pacific | (28.2,28.3] | 0.7545210 | 0.7461123 | 0.7613189 |
| aou + silicate | Indo-Pacific | (28.3, Inf] | 0.4364832 | 0.3840099 | 0.5101660 |
| nitrate + phosphate | Atlantic | (-Inf,26] | 0.9931949 | 0.9906549 | 0.9963725 |
| nitrate + phosphate | Atlantic | (26,26.5] | 0.9911842 | 0.9840981 | 0.9973415 |
| nitrate + phosphate | Atlantic | (26.5,26.75] | 0.9756245 | 0.9668455 | 0.9930689 |
| nitrate + phosphate | Atlantic | (26.75,27] | 0.9753920 | 0.9646368 | 0.9924966 |
| nitrate + phosphate | Atlantic | (27,27.25] | 0.9362686 | 0.9114009 | 0.9681490 |
| nitrate + phosphate | Atlantic | (27.25,27.5] | 0.9189810 | 0.8649322 | 0.9697868 |
| nitrate + phosphate | Atlantic | (27.5,27.75] | 0.8048178 | 0.6824986 | 0.9618644 |
| nitrate + phosphate | Atlantic | (27.75,27.85] | 0.8838081 | 0.8396633 | 0.9394434 |
| nitrate + phosphate | Atlantic | (27.85,27.95] | 0.9620829 | 0.9564040 | 0.9724957 |
| nitrate + phosphate | Atlantic | (27.95,28.05] | 0.9965411 | 0.9961781 | 0.9970409 |
| nitrate + phosphate | Atlantic | (28.05,28.1] | 0.9990693 | 0.9989425 | 0.9991625 |
| nitrate + phosphate | Atlantic | (28.1,28.15] | 0.9995822 | 0.9995460 | 0.9996006 |
| nitrate + phosphate | Atlantic | (28.15,28.2] | 0.9998770 | 0.9998607 | 0.9999080 |
| nitrate + phosphate | Atlantic | (28.2, Inf] | 0.9995900 | 0.9994158 | 0.9997416 |
| nitrate + phosphate | Indo-Pacific | (-Inf,26] | 0.9829962 | 0.9777520 | 0.9859569 |
| nitrate + phosphate | Indo-Pacific | (26,26.5] | 0.8567179 | 0.8331362 | 0.8728029 |
| nitrate + phosphate | Indo-Pacific | (26.5,26.75] | 0.5616973 | 0.4395999 | 0.6602354 |
| nitrate + phosphate | Indo-Pacific | (26.75,27] | 0.1881367 | 0.0694436 | 0.3390503 |
| nitrate + phosphate | Indo-Pacific | (27,27.25] | -0.1859368 | -0.3188649 | 0.0238127 |
| nitrate + phosphate | Indo-Pacific | (27.25,27.5] | -0.5056500 | -0.6674700 | -0.3024063 |
| nitrate + phosphate | Indo-Pacific | (27.5,27.75] | -0.4696259 | -0.5042414 | -0.4094539 |
| nitrate + phosphate | Indo-Pacific | (27.75,27.85] | -0.2864170 | -0.3279696 | -0.2430879 |
| nitrate + phosphate | Indo-Pacific | (27.85,27.95] | -0.0130334 | -0.0898407 | 0.0487676 |
| nitrate + phosphate | Indo-Pacific | (27.95,28.05] | 0.7697279 | 0.7265717 | 0.7981804 |
| nitrate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9732094 | 0.9672690 | 0.9790585 |
| nitrate + phosphate | Indo-Pacific | (28.1,28.2] | 0.9952606 | 0.9949027 | 0.9955838 |
| nitrate + phosphate | Indo-Pacific | (28.2,28.3] | 0.9968305 | 0.9963645 | 0.9976724 |
| nitrate + phosphate | Indo-Pacific | (28.3, Inf] | 0.9975982 | 0.9972717 | 0.9978276 |
| nitrate + phosphate_star | Atlantic | (-Inf,26] | 0.8308812 | 0.8018862 | 0.8621615 |
| nitrate + phosphate_star | Atlantic | (26,26.5] | 0.7938551 | 0.7564355 | 0.8127233 |
| nitrate + phosphate_star | Atlantic | (26.5,26.75] | 0.6992182 | 0.5469227 | 0.8253220 |
| nitrate + phosphate_star | Atlantic | (26.75,27] | 0.8249572 | 0.7401307 | 0.8818727 |
| nitrate + phosphate_star | Atlantic | (27,27.25] | 0.7131973 | 0.6179663 | 0.7867781 |
| nitrate + phosphate_star | Atlantic | (27.25,27.5] | 0.4739943 | 0.2735810 | 0.6506350 |
| nitrate + phosphate_star | Atlantic | (27.5,27.75] | 0.6022030 | 0.5147833 | 0.6547488 |
| nitrate + phosphate_star | Atlantic | (27.75,27.85] | 0.7725055 | 0.7664403 | 0.7787699 |
| nitrate + phosphate_star | Atlantic | (27.85,27.95] | 0.7662417 | 0.6600615 | 0.8696860 |
| nitrate + phosphate_star | Atlantic | (27.95,28.05] | 0.8810084 | 0.8246101 | 0.9646393 |
| nitrate + phosphate_star | Atlantic | (28.05,28.1] | 0.9625439 | 0.9505529 | 0.9749323 |
| nitrate + phosphate_star | Atlantic | (28.1,28.15] | 0.9643593 | 0.9595580 | 0.9730035 |
| nitrate + phosphate_star | Atlantic | (28.15,28.2] | 0.9829149 | 0.9824103 | 0.9832166 |
| nitrate + phosphate_star | Atlantic | (28.2, Inf] | 0.9712554 | 0.9551889 | 0.9813255 |
| nitrate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.8896850 | 0.8493190 | 0.9177702 |
| nitrate + phosphate_star | Indo-Pacific | (26,26.5] | 0.7404674 | 0.6188786 | 0.8335792 |
| nitrate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.4731800 | 0.2841120 | 0.6425190 |
| nitrate + phosphate_star | Indo-Pacific | (26.75,27] | 0.1997590 | 0.0263821 | 0.4010891 |
| nitrate + phosphate_star | Indo-Pacific | (27,27.25] | -0.2160269 | -0.3818676 | -0.0034352 |
| nitrate + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.6029683 | -0.7554312 | -0.4275744 |
| nitrate + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.6265771 | -0.6618739 | -0.5574032 |
| nitrate + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.4495728 | -0.5161950 | -0.3751431 |
| nitrate + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.1381203 | -0.2077747 | -0.0534256 |
| nitrate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.7621213 | 0.7271619 | 0.7966116 |
| nitrate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.7878334 | 0.7584597 | 0.8126301 |
| nitrate + phosphate_star | Indo-Pacific | (28.1,28.2] | 0.7445829 | 0.7094975 | 0.7999451 |
| nitrate + phosphate_star | Indo-Pacific | (28.2,28.3] | 0.7100125 | 0.6819306 | 0.7440439 |
| nitrate + phosphate_star | Indo-Pacific | (28.3, Inf] | 0.7896019 | 0.5688844 | 0.9003328 |
| nitrate + silicate | Atlantic | (-Inf,26] | 0.9329031 | 0.9228029 | 0.9464290 |
| nitrate + silicate | Atlantic | (26,26.5] | 0.9414234 | 0.9345009 | 0.9550073 |
| nitrate + silicate | Atlantic | (26.5,26.75] | 0.8977946 | 0.8292834 | 0.9379552 |
| nitrate + silicate | Atlantic | (26.75,27] | 0.9192516 | 0.8764599 | 0.9495382 |
| nitrate + silicate | Atlantic | (27,27.25] | 0.8859908 | 0.8540734 | 0.9097967 |
| nitrate + silicate | Atlantic | (27.25,27.5] | 0.8115004 | 0.7662025 | 0.8446543 |
| nitrate + silicate | Atlantic | (27.5,27.75] | 0.8103696 | 0.7583959 | 0.8843717 |
| nitrate + silicate | Atlantic | (27.75,27.85] | 0.9477826 | 0.9439050 | 0.9541885 |
| nitrate + silicate | Atlantic | (27.85,27.95] | 0.9558277 | 0.9351469 | 0.9773583 |
| nitrate + silicate | Atlantic | (27.95,28.05] | 0.8535861 | 0.8317367 | 0.8852625 |
| nitrate + silicate | Atlantic | (28.05,28.1] | 0.5946664 | 0.5710204 | 0.6313043 |
| nitrate + silicate | Atlantic | (28.1,28.15] | 0.4443864 | 0.4262944 | 0.4787063 |
| nitrate + silicate | Atlantic | (28.15,28.2] | 0.5694566 | 0.4898181 | 0.6274448 |
| nitrate + silicate | Atlantic | (28.2, Inf] | 0.6940843 | 0.6658082 | 0.7181321 |
| nitrate + silicate | Indo-Pacific | (-Inf,26] | 0.9299770 | 0.9176986 | 0.9376405 |
| nitrate + silicate | Indo-Pacific | (26,26.5] | 0.8186748 | 0.7812620 | 0.8397970 |
| nitrate + silicate | Indo-Pacific | (26.5,26.75] | 0.5997339 | 0.4752617 | 0.7063250 |
| nitrate + silicate | Indo-Pacific | (26.75,27] | 0.3877775 | 0.2791429 | 0.5137287 |
| nitrate + silicate | Indo-Pacific | (27,27.25] | 0.2686126 | 0.1289145 | 0.4349305 |
| nitrate + silicate | Indo-Pacific | (27.25,27.5] | 0.0099339 | -0.2298185 | 0.2194067 |
| nitrate + silicate | Indo-Pacific | (27.5,27.75] | -0.0267224 | -0.1097390 | 0.0309997 |
| nitrate + silicate | Indo-Pacific | (27.75,27.85] | 0.1220440 | 0.0804861 | 0.1708402 |
| nitrate + silicate | Indo-Pacific | (27.85,27.95] | 0.3305964 | 0.2409052 | 0.3924216 |
| nitrate + silicate | Indo-Pacific | (27.95,28.05] | 0.8606964 | 0.8310424 | 0.8824926 |
| nitrate + silicate | Indo-Pacific | (28.05,28.1] | 0.9353625 | 0.9166564 | 0.9603526 |
| nitrate + silicate | Indo-Pacific | (28.1,28.2] | 0.9013666 | 0.8922608 | 0.9139638 |
| nitrate + silicate | Indo-Pacific | (28.2,28.3] | 0.9476037 | 0.9381176 | 0.9599235 |
| nitrate + silicate | Indo-Pacific | (28.3, Inf] | 0.6240308 | 0.5793613 | 0.6723066 |
| phosphate + phosphate_star | Atlantic | (-Inf,26] | 0.8559939 | 0.8465605 | 0.8711552 |
| phosphate + phosphate_star | Atlantic | (26,26.5] | 0.7954356 | 0.7572592 | 0.8170300 |
| phosphate + phosphate_star | Atlantic | (26.5,26.75] | 0.7200067 | 0.5772756 | 0.8509683 |
| phosphate + phosphate_star | Atlantic | (26.75,27] | 0.8459964 | 0.7704571 | 0.8878387 |
| phosphate + phosphate_star | Atlantic | (27,27.25] | 0.7452098 | 0.6447940 | 0.8462821 |
| phosphate + phosphate_star | Atlantic | (27.25,27.5] | 0.4888114 | 0.2742134 | 0.6896598 |
| phosphate + phosphate_star | Atlantic | (27.5,27.75] | 0.6467755 | 0.5541938 | 0.7353991 |
| phosphate + phosphate_star | Atlantic | (27.75,27.85] | 0.6487842 | 0.6258605 | 0.6770387 |
| phosphate + phosphate_star | Atlantic | (27.85,27.95] | 0.6312480 | 0.4938864 | 0.7679103 |
| phosphate + phosphate_star | Atlantic | (27.95,28.05] | 0.8527443 | 0.7882224 | 0.9485673 |
| phosphate + phosphate_star | Atlantic | (28.05,28.1] | 0.9590869 | 0.9473863 | 0.9704116 |
| phosphate + phosphate_star | Atlantic | (28.1,28.15] | 0.9620527 | 0.9573370 | 0.9706934 |
| phosphate + phosphate_star | Atlantic | (28.15,28.2] | 0.9818800 | 0.9813219 | 0.9826580 |
| phosphate + phosphate_star | Atlantic | (28.2, Inf] | 0.9663376 | 0.9474081 | 0.9784337 |
| phosphate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.8691773 | 0.8304476 | 0.9026825 |
| phosphate + phosphate_star | Indo-Pacific | (26,26.5] | 0.8448601 | 0.7717390 | 0.8959327 |
| phosphate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.7935418 | 0.7838544 | 0.8065126 |
| phosphate + phosphate_star | Indo-Pacific | (26.75,27] | 0.8388401 | 0.8260171 | 0.8511279 |
| phosphate + phosphate_star | Indo-Pacific | (27,27.25] | 0.9017435 | 0.8992996 | 0.9035563 |
| phosphate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.9382947 | 0.9343465 | 0.9450977 |
| phosphate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.9095261 | 0.8950117 | 0.9300127 |
| phosphate + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.9001129 | 0.8855525 | 0.9237977 |
| phosphate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.8872249 | 0.8627852 | 0.9049018 |
| phosphate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.8384662 | 0.8294621 | 0.8459894 |
| phosphate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.7761618 | 0.7620144 | 0.7883893 |
| phosphate + phosphate_star | Indo-Pacific | (28.1,28.2] | 0.7260093 | 0.6963444 | 0.7815398 |
| phosphate + phosphate_star | Indo-Pacific | (28.2,28.3] | 0.7079098 | 0.6841198 | 0.7412989 |
| phosphate + phosphate_star | Indo-Pacific | (28.3, Inf] | 0.7741328 | 0.5328524 | 0.8961366 |
| silicate + phosphate | Atlantic | (-Inf,26] | 0.9161707 | 0.8929831 | 0.9378758 |
| silicate + phosphate | Atlantic | (26,26.5] | 0.9552240 | 0.9492900 | 0.9592427 |
| silicate + phosphate | Atlantic | (26.5,26.75] | 0.9259800 | 0.8704726 | 0.9608770 |
| silicate + phosphate | Atlantic | (26.75,27] | 0.9409817 | 0.9083968 | 0.9601009 |
| silicate + phosphate | Atlantic | (27,27.25] | 0.9294483 | 0.8979505 | 0.9548858 |
| silicate + phosphate | Atlantic | (27.25,27.5] | 0.8422723 | 0.7856240 | 0.8952047 |
| silicate + phosphate | Atlantic | (27.5,27.75] | 0.8709490 | 0.8216341 | 0.8964427 |
| silicate + phosphate | Atlantic | (27.75,27.85] | 0.8823714 | 0.8621525 | 0.8983022 |
| silicate + phosphate | Atlantic | (27.85,27.95] | 0.8917931 | 0.8575364 | 0.9376721 |
| silicate + phosphate | Atlantic | (27.95,28.05] | 0.8425448 | 0.8141335 | 0.8819834 |
| silicate + phosphate | Atlantic | (28.05,28.1] | 0.5898636 | 0.5695678 | 0.6293730 |
| silicate + phosphate | Atlantic | (28.1,28.15] | 0.4418859 | 0.4237607 | 0.4713253 |
| silicate + phosphate | Atlantic | (28.15,28.2] | 0.5668942 | 0.4900643 | 0.6255719 |
| silicate + phosphate | Atlantic | (28.2, Inf] | 0.6916864 | 0.6629079 | 0.7145345 |
| silicate + phosphate | Indo-Pacific | (-Inf,26] | 0.9306109 | 0.9150465 | 0.9456993 |
| silicate + phosphate | Indo-Pacific | (26,26.5] | 0.9236719 | 0.8906087 | 0.9465881 |
| silicate + phosphate | Indo-Pacific | (26.5,26.75] | 0.8994402 | 0.8875957 | 0.9112560 |
| silicate + phosphate | Indo-Pacific | (26.75,27] | 0.8774116 | 0.8696259 | 0.8830612 |
| silicate + phosphate | Indo-Pacific | (27,27.25] | 0.8162077 | 0.7829631 | 0.8357884 |
| silicate + phosphate | Indo-Pacific | (27.25,27.5] | 0.8009560 | 0.7547484 | 0.8347647 |
| silicate + phosphate | Indo-Pacific | (27.5,27.75] | 0.8472486 | 0.8186631 | 0.8656385 |
| silicate + phosphate | Indo-Pacific | (27.75,27.85] | 0.8772677 | 0.8659877 | 0.8856460 |
| silicate + phosphate | Indo-Pacific | (27.85,27.95] | 0.8885892 | 0.8838114 | 0.8949918 |
| silicate + phosphate | Indo-Pacific | (27.95,28.05] | 0.8940765 | 0.8667718 | 0.9156056 |
| silicate + phosphate | Indo-Pacific | (28.05,28.1] | 0.9172104 | 0.8995200 | 0.9509522 |
| silicate + phosphate | Indo-Pacific | (28.1,28.2] | 0.8756595 | 0.8637563 | 0.8907735 |
| silicate + phosphate | Indo-Pacific | (28.2,28.3] | 0.9496110 | 0.9425210 | 0.9577515 |
| silicate + phosphate | Indo-Pacific | (28.3, Inf] | 0.6298161 | 0.5792668 | 0.6809846 |
| silicate + phosphate_star | Atlantic | (-Inf,26] | 0.7880366 | 0.7514668 | 0.8528813 |
| silicate + phosphate_star | Atlantic | (26,26.5] | 0.8476957 | 0.8106017 | 0.8685988 |
| silicate + phosphate_star | Atlantic | (26.5,26.75] | 0.8628452 | 0.8130365 | 0.9216978 |
| silicate + phosphate_star | Atlantic | (26.75,27] | 0.9423364 | 0.9143632 | 0.9570069 |
| silicate + phosphate_star | Atlantic | (27,27.25] | 0.8817752 | 0.8267125 | 0.9314349 |
| silicate + phosphate_star | Atlantic | (27.25,27.5] | 0.7882135 | 0.6676041 | 0.8786074 |
| silicate + phosphate_star | Atlantic | (27.5,27.75] | 0.8314902 | 0.8115491 | 0.8699450 |
| silicate + phosphate_star | Atlantic | (27.75,27.85] | 0.7981111 | 0.7816033 | 0.8306958 |
| silicate + phosphate_star | Atlantic | (27.85,27.95] | 0.8090163 | 0.7515972 | 0.8592182 |
| silicate + phosphate_star | Atlantic | (27.95,28.05] | 0.7392748 | 0.6814595 | 0.8097469 |
| silicate + phosphate_star | Atlantic | (28.05,28.1] | 0.3910059 | 0.3761580 | 0.4123654 |
| silicate + phosphate_star | Atlantic | (28.1,28.15] | 0.2259687 | 0.1888140 | 0.2488661 |
| silicate + phosphate_star | Atlantic | (28.15,28.2] | 0.4497516 | 0.3803354 | 0.4957755 |
| silicate + phosphate_star | Atlantic | (28.2, Inf] | 0.6893219 | 0.6676938 | 0.7169075 |
| silicate + phosphate_star | Indo-Pacific | (-Inf,26] | 0.8959003 | 0.8632272 | 0.9178062 |
| silicate + phosphate_star | Indo-Pacific | (26,26.5] | 0.8851228 | 0.8034595 | 0.9457436 |
| silicate + phosphate_star | Indo-Pacific | (26.5,26.75] | 0.8643029 | 0.8279313 | 0.9066360 |
| silicate + phosphate_star | Indo-Pacific | (26.75,27] | 0.8608619 | 0.8172970 | 0.9006441 |
| silicate + phosphate_star | Indo-Pacific | (27,27.25] | 0.7601346 | 0.7328492 | 0.8096567 |
| silicate + phosphate_star | Indo-Pacific | (27.25,27.5] | 0.6719970 | 0.6261321 | 0.7005758 |
| silicate + phosphate_star | Indo-Pacific | (27.5,27.75] | 0.6686183 | 0.6148174 | 0.7122960 |
| silicate + phosphate_star | Indo-Pacific | (27.75,27.85] | 0.6856441 | 0.6561487 | 0.7371872 |
| silicate + phosphate_star | Indo-Pacific | (27.85,27.95] | 0.6973867 | 0.6583519 | 0.7293515 |
| silicate + phosphate_star | Indo-Pacific | (27.95,28.05] | 0.7207214 | 0.6779069 | 0.7748318 |
| silicate + phosphate_star | Indo-Pacific | (28.05,28.1] | 0.6254198 | 0.5888779 | 0.6781270 |
| silicate + phosphate_star | Indo-Pacific | (28.1,28.2] | 0.6157236 | 0.5514966 | 0.6642970 |
| silicate + phosphate_star | Indo-Pacific | (28.2,28.3] | 0.6916480 | 0.6607842 | 0.7175825 |
| silicate + phosphate_star | Indo-Pacific | (28.3, Inf] | 0.5230720 | 0.4363221 | 0.5729006 |
| temp + aou | Atlantic | (-Inf,26] | -0.3072340 | -0.3516628 | -0.2846724 |
| temp + aou | Atlantic | (26,26.5] | -0.2640007 | -0.3206284 | -0.1683180 |
| temp + aou | Atlantic | (26.5,26.75] | -0.2766453 | -0.5060405 | -0.0168369 |
| temp + aou | Atlantic | (26.75,27] | -0.6048315 | -0.7014352 | -0.4462540 |
| temp + aou | Atlantic | (27,27.25] | -0.4108283 | -0.5868746 | -0.2488264 |
| temp + aou | Atlantic | (27.25,27.5] | 0.0083455 | -0.2839103 | 0.2402482 |
| temp + aou | Atlantic | (27.5,27.75] | -0.2004297 | -0.3850572 | -0.0810539 |
| temp + aou | Atlantic | (27.75,27.85] | -0.2034656 | -0.2160288 | -0.1926412 |
| temp + aou | Atlantic | (27.85,27.95] | -0.1250069 | -0.1975029 | -0.0468227 |
| temp + aou | Atlantic | (27.95,28.05] | -0.4674909 | -0.6893625 | -0.3406985 |
| temp + aou | Atlantic | (28.05,28.1] | -0.7558970 | -0.8125539 | -0.7049246 |
| temp + aou | Atlantic | (28.1,28.15] | -0.7589568 | -0.8058069 | -0.7209693 |
| temp + aou | Atlantic | (28.15,28.2] | -0.8376439 | -0.8526769 | -0.8159775 |
| temp + aou | Atlantic | (28.2, Inf] | -0.4373104 | -0.6669673 | -0.2244079 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.4169474 | -0.5262596 | -0.2984294 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.2642550 | -0.4513092 | -0.0553734 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.1071824 | -0.2118205 | -0.0232703 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.1318515 | -0.2123458 | -0.0294130 |
| temp + aou | Indo-Pacific | (27,27.25] | -0.0618172 | -0.1849435 | 0.0419007 |
| temp + aou | Indo-Pacific | (27.25,27.5] | 0.0994117 | -0.0869026 | 0.2270541 |
| temp + aou | Indo-Pacific | (27.5,27.75] | 0.3068338 | 0.1482498 | 0.4609524 |
| temp + aou | Indo-Pacific | (27.75,27.85] | 0.3137958 | 0.1964220 | 0.4772356 |
| temp + aou | Indo-Pacific | (27.85,27.95] | 0.2072427 | 0.0961354 | 0.3635113 |
| temp + aou | Indo-Pacific | (27.95,28.05] | -0.0356254 | -0.1175367 | 0.1225335 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.1060283 | 0.0443572 | 0.2105771 |
| temp + aou | Indo-Pacific | (28.1,28.2] | 0.3541462 | 0.3329180 | 0.3964725 |
| temp + aou | Indo-Pacific | (28.2,28.3] | 0.3684288 | 0.3573204 | 0.3811513 |
| temp + aou | Indo-Pacific | (28.3, Inf] | 0.6280740 | 0.5221557 | 0.7314880 |
| temp + nitrate | Atlantic | (-Inf,26] | -0.5415438 | -0.6218176 | -0.4976720 |
| temp + nitrate | Atlantic | (26,26.5] | -0.5035438 | -0.5273147 | -0.4812581 |
| temp + nitrate | Atlantic | (26.5,26.75] | -0.4767819 | -0.6374192 | -0.3041123 |
| temp + nitrate | Atlantic | (26.75,27] | -0.7315103 | -0.7998206 | -0.6233541 |
| temp + nitrate | Atlantic | (27,27.25] | -0.6354846 | -0.7368248 | -0.5239353 |
| temp + nitrate | Atlantic | (27.25,27.5] | -0.4107461 | -0.6098341 | -0.1901063 |
| temp + nitrate | Atlantic | (27.5,27.75] | -0.5655478 | -0.6557558 | -0.4735331 |
| temp + nitrate | Atlantic | (27.75,27.85] | -0.6808276 | -0.6916552 | -0.6642291 |
| temp + nitrate | Atlantic | (27.85,27.95] | -0.6173387 | -0.7713214 | -0.5011572 |
| temp + nitrate | Atlantic | (27.95,28.05] | -0.7983617 | -0.9078679 | -0.7380062 |
| temp + nitrate | Atlantic | (28.05,28.1] | -0.8581956 | -0.9031573 | -0.8248975 |
| temp + nitrate | Atlantic | (28.1,28.15] | -0.8217629 | -0.8645765 | -0.7872435 |
| temp + nitrate | Atlantic | (28.15,28.2] | -0.8602979 | -0.8954904 | -0.8254424 |
| temp + nitrate | Atlantic | (28.2, Inf] | -0.5650100 | -0.7464737 | -0.4222905 |
| temp + nitrate | Indo-Pacific | (-Inf,26] | -0.7025609 | -0.7532630 | -0.6371133 |
| temp + nitrate | Indo-Pacific | (26,26.5] | -0.5837149 | -0.7813184 | -0.3791956 |
| temp + nitrate | Indo-Pacific | (26.5,26.75] | -0.5342504 | -0.6991296 | -0.3776654 |
| temp + nitrate | Indo-Pacific | (26.75,27] | -0.6337188 | -0.7294034 | -0.5074952 |
| temp + nitrate | Indo-Pacific | (27,27.25] | -0.6660981 | -0.7295597 | -0.5680017 |
| temp + nitrate | Indo-Pacific | (27.25,27.5] | -0.4936311 | -0.6217007 | -0.3172565 |
| temp + nitrate | Indo-Pacific | (27.5,27.75] | -0.3274607 | -0.4299452 | -0.2370135 |
| temp + nitrate | Indo-Pacific | (27.75,27.85] | -0.2216630 | -0.3278558 | -0.1342355 |
| temp + nitrate | Indo-Pacific | (27.85,27.95] | -0.1438076 | -0.2203646 | -0.0590294 |
| temp + nitrate | Indo-Pacific | (27.95,28.05] | -0.2659136 | -0.3709897 | -0.1228850 |
| temp + nitrate | Indo-Pacific | (28.05,28.1] | 0.0403175 | -0.0220710 | 0.1382992 |
| temp + nitrate | Indo-Pacific | (28.1,28.2] | 0.3267803 | 0.2750064 | 0.3764833 |
| temp + nitrate | Indo-Pacific | (28.2,28.3] | 0.6596422 | 0.6029634 | 0.7206984 |
| temp + nitrate | Indo-Pacific | (28.3, Inf] | 0.2520970 | -0.0789848 | 0.7389859 |
| temp + phosphate | Atlantic | (-Inf,26] | -0.5428350 | -0.6487142 | -0.4838863 |
| temp + phosphate | Atlantic | (26,26.5] | -0.4907654 | -0.5244684 | -0.4574015 |
| temp + phosphate | Atlantic | (26.5,26.75] | -0.4703903 | -0.6291027 | -0.2921800 |
| temp + phosphate | Atlantic | (26.75,27] | -0.7291200 | -0.7989178 | -0.6212354 |
| temp + phosphate | Atlantic | (27,27.25] | -0.6211375 | -0.7335769 | -0.5009844 |
| temp + phosphate | Atlantic | (27.25,27.5] | -0.3890822 | -0.5840697 | -0.1588609 |
| temp + phosphate | Atlantic | (27.5,27.75] | -0.5250418 | -0.6039241 | -0.4172536 |
| temp + phosphate | Atlantic | (27.75,27.85] | -0.5020660 | -0.5640934 | -0.4549508 |
| temp + phosphate | Atlantic | (27.85,27.95] | -0.4624112 | -0.6480778 | -0.3157001 |
| temp + phosphate | Atlantic | (27.95,28.05] | -0.7580059 | -0.8796424 | -0.6908940 |
| temp + phosphate | Atlantic | (28.05,28.1] | -0.8506403 | -0.8943787 | -0.8172229 |
| temp + phosphate | Atlantic | (28.1,28.15] | -0.8171185 | -0.8604804 | -0.7845693 |
| temp + phosphate | Atlantic | (28.15,28.2] | -0.8580886 | -0.8920578 | -0.8230781 |
| temp + phosphate | Atlantic | (28.2, Inf] | -0.5502836 | -0.7355661 | -0.4014714 |
| temp + phosphate | Indo-Pacific | (-Inf,26] | -0.6328618 | -0.6827074 | -0.5670292 |
| temp + phosphate | Indo-Pacific | (26,26.5] | -0.5219885 | -0.6654560 | -0.3615393 |
| temp + phosphate | Indo-Pacific | (26.5,26.75] | -0.3915743 | -0.5129711 | -0.3000064 |
| temp + phosphate | Indo-Pacific | (26.75,27] | -0.3458385 | -0.4416533 | -0.2697064 |
| temp + phosphate | Indo-Pacific | (27,27.25] | -0.1455161 | -0.2538193 | -0.0766282 |
| temp + phosphate | Indo-Pacific | (27.25,27.5] | 0.0649719 | -0.0535332 | 0.1421187 |
| temp + phosphate | Indo-Pacific | (27.5,27.75] | 0.2234220 | 0.1278212 | 0.3560008 |
| temp + phosphate | Indo-Pacific | (27.75,27.85] | 0.2409378 | 0.1551076 | 0.3991770 |
| temp + phosphate | Indo-Pacific | (27.85,27.95] | 0.1495824 | 0.0395605 | 0.2974999 |
| temp + phosphate | Indo-Pacific | (27.95,28.05] | -0.0913295 | -0.1719571 | 0.0683486 |
| temp + phosphate | Indo-Pacific | (28.05,28.1] | 0.0739042 | 0.0179369 | 0.1792031 |
| temp + phosphate | Indo-Pacific | (28.1,28.2] | 0.3456665 | 0.3025095 | 0.3995205 |
| temp + phosphate | Indo-Pacific | (28.2,28.3] | 0.6512300 | 0.6027643 | 0.7063650 |
| temp + phosphate | Indo-Pacific | (28.3, Inf] | 0.2600848 | -0.0750678 | 0.7558059 |
| temp + phosphate_star | Atlantic | (-Inf,26] | -0.8413897 | -0.9047451 | -0.8013069 |
| temp + phosphate_star | Atlantic | (26,26.5] | -0.8695960 | -0.8828288 | -0.8441812 |
| temp + phosphate_star | Atlantic | (26.5,26.75] | -0.9196047 | -0.9298697 | -0.9073172 |
| temp + phosphate_star | Atlantic | (26.75,27] | -0.9702538 | -0.9785564 | -0.9634253 |
| temp + phosphate_star | Atlantic | (27,27.25] | -0.9760113 | -0.9801938 | -0.9722509 |
| temp + phosphate_star | Atlantic | (27.25,27.5] | -0.9860468 | -0.9896668 | -0.9822422 |
| temp + phosphate_star | Atlantic | (27.5,27.75] | -0.9683539 | -0.9723474 | -0.9647121 |
| temp + phosphate_star | Atlantic | (27.75,27.85] | -0.9641518 | -0.9662880 | -0.9617382 |
| temp + phosphate_star | Atlantic | (27.85,27.95] | -0.9634154 | -0.9766947 | -0.9475888 |
| temp + phosphate_star | Atlantic | (27.95,28.05] | -0.9675818 | -0.9750837 | -0.9579973 |
| temp + phosphate_star | Atlantic | (28.05,28.1] | -0.9592527 | -0.9707974 | -0.9529795 |
| temp + phosphate_star | Atlantic | (28.1,28.15] | -0.9392397 | -0.9527465 | -0.9246355 |
| temp + phosphate_star | Atlantic | (28.15,28.2] | -0.9327526 | -0.9538617 | -0.9116860 |
| temp + phosphate_star | Atlantic | (28.2, Inf] | -0.6868353 | -0.8210229 | -0.6060150 |
| temp + phosphate_star | Indo-Pacific | (-Inf,26] | -0.8629994 | -0.8779225 | -0.8512654 |
| temp + phosphate_star | Indo-Pacific | (26,26.5] | -0.8585796 | -0.8938216 | -0.8270058 |
| temp + phosphate_star | Indo-Pacific | (26.5,26.75] | -0.8071240 | -0.8747440 | -0.7537121 |
| temp + phosphate_star | Indo-Pacific | (26.75,27] | -0.7016897 | -0.7833426 | -0.6587078 |
| temp + phosphate_star | Indo-Pacific | (27,27.25] | -0.3693622 | -0.4664584 | -0.3110309 |
| temp + phosphate_star | Indo-Pacific | (27.25,27.5] | -0.0731055 | -0.1455940 | -0.0067903 |
| temp + phosphate_star | Indo-Pacific | (27.5,27.75] | -0.0223843 | -0.0949399 | 0.0635293 |
| temp + phosphate_star | Indo-Pacific | (27.75,27.85] | -0.0859353 | -0.2051187 | 0.0553739 |
| temp + phosphate_star | Indo-Pacific | (27.85,27.95] | -0.2428672 | -0.3100810 | -0.1550973 |
| temp + phosphate_star | Indo-Pacific | (27.95,28.05] | -0.5745966 | -0.6439746 | -0.4507241 |
| temp + phosphate_star | Indo-Pacific | (28.05,28.1] | -0.4327729 | -0.5218181 | -0.2845421 |
| temp + phosphate_star | Indo-Pacific | (28.1,28.2] | -0.1666756 | -0.2704023 | 0.0286270 |
| temp + phosphate_star | Indo-Pacific | (28.2,28.3] | 0.3141931 | 0.2150063 | 0.4232664 |
| temp + phosphate_star | Indo-Pacific | (28.3, Inf] | -0.1807833 | -0.4502991 | 0.1456065 |
| temp + silicate | Atlantic | (-Inf,26] | -0.5225618 | -0.5646425 | -0.4820056 |
| temp + silicate | Atlantic | (26,26.5] | -0.5666516 | -0.5873061 | -0.5334858 |
| temp + silicate | Atlantic | (26.5,26.75] | -0.6529739 | -0.7367375 | -0.5853652 |
| temp + silicate | Atlantic | (26.75,27] | -0.8598574 | -0.8908302 | -0.8112061 |
| temp + silicate | Atlantic | (27,27.25] | -0.7913379 | -0.8511435 | -0.7211817 |
| temp + silicate | Atlantic | (27.25,27.5] | -0.7304865 | -0.8250896 | -0.5950856 |
| temp + silicate | Atlantic | (27.5,27.75] | -0.7746289 | -0.8158356 | -0.7418800 |
| temp + silicate | Atlantic | (27.75,27.85] | -0.7077905 | -0.7299468 | -0.6644521 |
| temp + silicate | Atlantic | (27.85,27.95] | -0.6627980 | -0.7643886 | -0.5932568 |
| temp + silicate | Atlantic | (27.95,28.05] | -0.6332973 | -0.7315352 | -0.5643875 |
| temp + silicate | Atlantic | (28.05,28.1] | -0.1644204 | -0.2240504 | -0.1308921 |
| temp + silicate | Atlantic | (28.1,28.15] | 0.0732024 | 0.0346617 | 0.1066058 |
| temp + silicate | Atlantic | (28.15,28.2] | -0.1626119 | -0.1928068 | -0.1287877 |
| temp + silicate | Atlantic | (28.2, Inf] | -0.2328291 | -0.3117906 | -0.1272158 |
| temp + silicate | Indo-Pacific | (-Inf,26] | -0.6926855 | -0.7523232 | -0.6466316 |
| temp + silicate | Indo-Pacific | (26,26.5] | -0.6287716 | -0.7731960 | -0.4585720 |
| temp + silicate | Indo-Pacific | (26.5,26.75] | -0.5869410 | -0.7194349 | -0.4717254 |
| temp + silicate | Indo-Pacific | (26.75,27] | -0.5949905 | -0.7026157 | -0.4785449 |
| temp + silicate | Indo-Pacific | (27,27.25] | -0.5369080 | -0.6514122 | -0.3957447 |
| temp + silicate | Indo-Pacific | (27.25,27.5] | -0.2670217 | -0.4546297 | -0.0669311 |
| temp + silicate | Indo-Pacific | (27.5,27.75] | 0.0394633 | -0.1191854 | 0.1638318 |
| temp + silicate | Indo-Pacific | (27.75,27.85] | 0.2036067 | 0.0481583 | 0.3453822 |
| temp + silicate | Indo-Pacific | (27.85,27.95] | 0.1977583 | 0.1146363 | 0.3462125 |
| temp + silicate | Indo-Pacific | (27.95,28.05] | -0.0006409 | -0.1299669 | 0.1674043 |
| temp + silicate | Indo-Pacific | (28.05,28.1] | 0.2484720 | 0.1520726 | 0.3723319 |
| temp + silicate | Indo-Pacific | (28.1,28.2] | 0.3662578 | 0.2890098 | 0.4245222 |
| temp + silicate | Indo-Pacific | (28.2,28.3] | 0.6107310 | 0.5501474 | 0.6491346 |
| temp + silicate | Indo-Pacific | (28.3, Inf] | 0.1842461 | 0.0922486 | 0.2359590 |
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 |
|---|---|---|
| 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] | -0.0851240 | -0.2851333 | 0.1347278 |
| aou | Atlantic | (26,26.5] | -0.3197483 | -0.5742069 | -0.1254652 |
| aou | Atlantic | (26.5,26.75] | 0.0154904 | -0.2934800 | 0.3884170 |
| aou | Atlantic | (26.75,27] | -0.3253559 | -0.4850554 | -0.0566180 |
| aou | Atlantic | (27,27.25] | -0.4357378 | -0.4908180 | -0.3706532 |
| aou | Atlantic | (27.25,27.5] | -0.1035206 | -0.1244861 | -0.0821340 |
| aou | Atlantic | (27.5,27.75] | -0.2063018 | -0.4485727 | 0.0630990 |
| aou | Atlantic | (27.75,27.85] | -0.3310347 | -0.5391413 | 0.0095693 |
| aou | Atlantic | (27.85,27.95] | -0.4741783 | -0.6885056 | -0.2398893 |
| aou | Atlantic | (27.95,28.05] | -0.5476547 | -0.6648657 | -0.4812315 |
| aou | Atlantic | (28.05,28.1] | -0.7986498 | -0.8298397 | -0.7443915 |
| aou | Atlantic | (28.1,28.15] | -0.8096998 | -0.8611750 | -0.7293805 |
| aou | Atlantic | (28.15,28.2] | -0.8308134 | -0.8469307 | -0.8033335 |
| aou | Atlantic | (28.2, Inf] | -0.6584238 | -0.7383682 | -0.5142791 |
| aou | Indo-Pacific | (-Inf,26] | -0.0657857 | -0.0947433 | -0.0478176 |
| aou | Indo-Pacific | (26,26.5] | -0.3594976 | -0.4943007 | -0.1875430 |
| aou | Indo-Pacific | (26.5,26.75] | -0.1585025 | -0.2947740 | 0.0105556 |
| aou | Indo-Pacific | (26.75,27] | -0.0402042 | -0.1672189 | 0.1312769 |
| aou | Indo-Pacific | (27,27.25] | 0.2241141 | 0.1001615 | 0.3857262 |
| aou | Indo-Pacific | (27.25,27.5] | 0.5114060 | 0.4051320 | 0.6582656 |
| aou | Indo-Pacific | (27.5,27.75] | 0.7121861 | 0.6471406 | 0.7853204 |
| aou | Indo-Pacific | (27.75,27.85] | 0.8193549 | 0.7428180 | 0.8939273 |
| aou | Indo-Pacific | (27.85,27.95] | 0.8666913 | 0.7758553 | 0.9436262 |
| aou | Indo-Pacific | (27.95,28.05] | 0.9361366 | 0.8918210 | 0.9708740 |
| aou | Indo-Pacific | (28.05,28.1] | 0.9739446 | 0.9602643 | 0.9820899 |
| aou | Indo-Pacific | (28.1,28.2] | 0.8925623 | 0.8661605 | 0.9141034 |
| aou | Indo-Pacific | (28.2,28.3] | -0.0745971 | -0.1397300 | 0.0129580 |
| aou | Indo-Pacific | (28.3, Inf] | -0.0008253 | -0.2325621 | 0.2690623 |
| nitrate | Atlantic | (-Inf,26] | -0.0012262 | -0.1413927 | 0.2135163 |
| nitrate | Atlantic | (26,26.5] | -0.2927915 | -0.5428250 | -0.0738082 |
| nitrate | Atlantic | (26.5,26.75] | 0.0463400 | -0.2590148 | 0.4561333 |
| nitrate | Atlantic | (26.75,27] | -0.3927067 | -0.5628995 | -0.1176132 |
| nitrate | Atlantic | (27,27.25] | -0.6100867 | -0.6647414 | -0.5337504 |
| nitrate | Atlantic | (27.25,27.5] | -0.5185528 | -0.5521901 | -0.4823008 |
| nitrate | Atlantic | (27.5,27.75] | -0.6770826 | -0.7733940 | -0.5911601 |
| nitrate | Atlantic | (27.75,27.85] | -0.7556152 | -0.8705930 | -0.5320649 |
| nitrate | Atlantic | (27.85,27.95] | -0.6666854 | -0.7896180 | -0.4872927 |
| nitrate | Atlantic | (27.95,28.05] | -0.6810436 | -0.7063768 | -0.6616649 |
| nitrate | Atlantic | (28.05,28.1] | -0.8493595 | -0.8829039 | -0.8022308 |
| nitrate | Atlantic | (28.1,28.15] | -0.8712195 | -0.9140958 | -0.8063329 |
| nitrate | Atlantic | (28.15,28.2] | -0.8807307 | -0.8972425 | -0.8508347 |
| nitrate | Atlantic | (28.2, Inf] | -0.7542485 | -0.8530293 | -0.6207289 |
| nitrate | Indo-Pacific | (-Inf,26] | -0.1433455 | -0.2041541 | -0.0817382 |
| nitrate | Indo-Pacific | (26,26.5] | -0.7168268 | -0.7834172 | -0.6037972 |
| nitrate | Indo-Pacific | (26.5,26.75] | -0.7279315 | -0.7770528 | -0.6406616 |
| nitrate | Indo-Pacific | (26.75,27] | -0.8153649 | -0.8458001 | -0.7799235 |
| nitrate | Indo-Pacific | (27,27.25] | -0.9046542 | -0.9324060 | -0.8828461 |
| nitrate | Indo-Pacific | (27.25,27.5] | -0.8984098 | -0.9241245 | -0.8729800 |
| nitrate | Indo-Pacific | (27.5,27.75] | -0.7848991 | -0.8301171 | -0.7545628 |
| nitrate | Indo-Pacific | (27.75,27.85] | -0.5899666 | -0.6908066 | -0.5132441 |
| nitrate | Indo-Pacific | (27.85,27.95] | -0.2826940 | -0.3760268 | -0.2178563 |
| nitrate | Indo-Pacific | (27.95,28.05] | 0.6178032 | 0.5039116 | 0.7108015 |
| nitrate | Indo-Pacific | (28.05,28.1] | 0.9308584 | 0.9025912 | 0.9546669 |
| nitrate | Indo-Pacific | (28.1,28.2] | 0.9274879 | 0.9135102 | 0.9449641 |
| nitrate | Indo-Pacific | (28.2,28.3] | 0.3677115 | 0.3234631 | 0.4313910 |
| nitrate | Indo-Pacific | (28.3, Inf] | -0.1113917 | -0.1615626 | -0.0454686 |
| phosphate | Atlantic | (-Inf,26] | 0.0558350 | -0.1069174 | 0.2787649 |
| phosphate | Atlantic | (26,26.5] | -0.2798650 | -0.5264575 | -0.0636222 |
| phosphate | Atlantic | (26.5,26.75] | 0.0346025 | -0.2709747 | 0.4239879 |
| phosphate | Atlantic | (26.75,27] | -0.3920133 | -0.5703400 | -0.1072244 |
| phosphate | Atlantic | (27,27.25] | -0.5833697 | -0.6517750 | -0.4867112 |
| phosphate | Atlantic | (27.25,27.5] | -0.4207080 | -0.5219227 | -0.3478753 |
| phosphate | Atlantic | (27.5,27.75] | -0.4108588 | -0.6989300 | -0.0977200 |
| phosphate | Atlantic | (27.75,27.85] | -0.4876561 | -0.7169311 | -0.1380334 |
| phosphate | Atlantic | (27.85,27.95] | -0.5970358 | -0.7838224 | -0.3752229 |
| phosphate | Atlantic | (27.95,28.05] | -0.7011727 | -0.7351509 | -0.6793046 |
| phosphate | Atlantic | (28.05,28.1] | -0.8588482 | -0.8920719 | -0.8124477 |
| phosphate | Atlantic | (28.1,28.15] | -0.8739346 | -0.9164981 | -0.8101717 |
| phosphate | Atlantic | (28.15,28.2] | -0.8820271 | -0.8978793 | -0.8542079 |
| phosphate | Atlantic | (28.2, Inf] | -0.7501327 | -0.8530695 | -0.6113859 |
| phosphate | Indo-Pacific | (-Inf,26] | -0.1600991 | -0.1897674 | -0.1227391 |
| phosphate | Indo-Pacific | (26,26.5] | -0.5181730 | -0.6149782 | -0.3761247 |
| phosphate | Indo-Pacific | (26.5,26.75] | -0.3407445 | -0.4493532 | -0.1342885 |
| phosphate | Indo-Pacific | (26.75,27] | -0.1269303 | -0.2450837 | 0.0725523 |
| phosphate | Indo-Pacific | (27,27.25] | 0.3818529 | 0.2158269 | 0.5723152 |
| phosphate | Indo-Pacific | (27.25,27.5] | 0.7842396 | 0.6787940 | 0.8982605 |
| phosphate | Indo-Pacific | (27.5,27.75] | 0.8668268 | 0.8331422 | 0.9126101 |
| phosphate | Indo-Pacific | (27.75,27.85] | 0.8881125 | 0.8334453 | 0.9428968 |
| phosphate | Indo-Pacific | (27.85,27.95] | 0.8981041 | 0.8208282 | 0.9639050 |
| phosphate | Indo-Pacific | (27.95,28.05] | 0.9339780 | 0.8909934 | 0.9696034 |
| phosphate | Indo-Pacific | (28.05,28.1] | 0.9671939 | 0.9516598 | 0.9792297 |
| phosphate | Indo-Pacific | (28.1,28.2] | 0.9252280 | 0.9116322 | 0.9407795 |
| phosphate | Indo-Pacific | (28.2,28.3] | 0.3874577 | 0.3584466 | 0.4411115 |
| phosphate | Indo-Pacific | (28.3, Inf] | -0.0759497 | -0.1291530 | -0.0098151 |
| phosphate_star | Atlantic | (-Inf,26] | 0.3055417 | 0.0761382 | 0.4945975 |
| phosphate_star | Atlantic | (26,26.5] | -0.0349679 | -0.1850584 | 0.1448449 |
| phosphate_star | Atlantic | (26.5,26.75] | 0.1674980 | -0.0095643 | 0.4871919 |
| phosphate_star | Atlantic | (26.75,27] | -0.4857255 | -0.6308971 | -0.2298628 |
| phosphate_star | Atlantic | (27,27.25] | -0.7514163 | -0.7906350 | -0.6747609 |
| phosphate_star | Atlantic | (27.25,27.5] | -0.7802630 | -0.8346754 | -0.7321009 |
| phosphate_star | Atlantic | (27.5,27.75] | -0.6269112 | -0.7063281 | -0.5071859 |
| phosphate_star | Atlantic | (27.75,27.85] | -0.6023987 | -0.6576971 | -0.5056997 |
| phosphate_star | Atlantic | (27.85,27.95] | -0.4937838 | -0.5277476 | -0.4308093 |
| phosphate_star | Atlantic | (27.95,28.05] | -0.5652555 | -0.5847593 | -0.5505013 |
| phosphate_star | Atlantic | (28.05,28.1] | -0.7682019 | -0.8187809 | -0.7092726 |
| phosphate_star | Atlantic | (28.1,28.15] | -0.8265056 | -0.8934591 | -0.7495307 |
| phosphate_star | Atlantic | (28.15,28.2] | -0.8787360 | -0.9199918 | -0.8419447 |
| phosphate_star | Atlantic | (28.2, Inf] | -0.7659382 | -0.8446384 | -0.6516710 |
| phosphate_star | Indo-Pacific | (-Inf,26] | -0.1530425 | -0.2709625 | -0.0239187 |
| phosphate_star | Indo-Pacific | (26,26.5] | -0.6785263 | -0.7321593 | -0.6061312 |
| phosphate_star | Indo-Pacific | (26.5,26.75] | -0.6091950 | -0.7468286 | -0.4307701 |
| phosphate_star | Indo-Pacific | (26.75,27] | -0.3753337 | -0.5553682 | -0.1797924 |
| phosphate_star | Indo-Pacific | (27,27.25] | 0.2993892 | 0.1214910 | 0.5006483 |
| phosphate_star | Indo-Pacific | (27.25,27.5] | 0.8066237 | 0.7286214 | 0.8958299 |
| phosphate_star | Indo-Pacific | (27.5,27.75] | 0.8605910 | 0.8445843 | 0.8717016 |
| phosphate_star | Indo-Pacific | (27.75,27.85] | 0.8826661 | 0.8671984 | 0.9034033 |
| phosphate_star | Indo-Pacific | (27.85,27.95] | 0.8942404 | 0.8692547 | 0.9141794 |
| phosphate_star | Indo-Pacific | (27.95,28.05] | 0.8016149 | 0.7968425 | 0.8101994 |
| phosphate_star | Indo-Pacific | (28.05,28.1] | 0.7068881 | 0.7009574 | 0.7124225 |
| phosphate_star | Indo-Pacific | (28.1,28.2] | 0.7350219 | 0.6871061 | 0.7913577 |
| phosphate_star | Indo-Pacific | (28.2,28.3] | 0.6581151 | 0.5896636 | 0.7203346 |
| phosphate_star | Indo-Pacific | (28.3, Inf] | -0.0468561 | -0.1670159 | 0.1685139 |
| silicate | Atlantic | (-Inf,26] | -0.1502319 | -0.2853448 | 0.0142616 |
| silicate | Atlantic | (26,26.5] | -0.3428195 | -0.5372604 | -0.1244383 |
| silicate | Atlantic | (26.5,26.75] | -0.0340710 | -0.3023520 | 0.3625685 |
| silicate | Atlantic | (26.75,27] | -0.5114138 | -0.6837225 | -0.2416497 |
| silicate | Atlantic | (27,27.25] | -0.7282245 | -0.8021347 | -0.6236794 |
| silicate | Atlantic | (27.25,27.5] | -0.7320192 | -0.7914185 | -0.6472453 |
| silicate | Atlantic | (27.5,27.75] | -0.6510977 | -0.7740944 | -0.4369383 |
| silicate | Atlantic | (27.75,27.85] | -0.7160189 | -0.8405094 | -0.4945257 |
| silicate | Atlantic | (27.85,27.95] | -0.7459660 | -0.8000934 | -0.6465062 |
| silicate | Atlantic | (27.95,28.05] | -0.7308902 | -0.7723580 | -0.6967135 |
| silicate | Atlantic | (28.05,28.1] | -0.6474700 | -0.7219964 | -0.5896836 |
| silicate | Atlantic | (28.1,28.15] | -0.4481515 | -0.5534558 | -0.3261961 |
| silicate | Atlantic | (28.15,28.2] | -0.4139412 | -0.4746853 | -0.3642991 |
| silicate | Atlantic | (28.2, Inf] | -0.2048936 | -0.3322416 | -0.0489817 |
| silicate | Indo-Pacific | (-Inf,26] | -0.2497325 | -0.3138223 | -0.1775869 |
| silicate | Indo-Pacific | (26,26.5] | -0.6891871 | -0.7429560 | -0.6259315 |
| silicate | Indo-Pacific | (26.5,26.75] | -0.6033281 | -0.6868624 | -0.4465801 |
| silicate | Indo-Pacific | (26.75,27] | -0.4684508 | -0.5658641 | -0.2920537 |
| silicate | Indo-Pacific | (27,27.25] | -0.1397281 | -0.2894722 | 0.0921174 |
| silicate | Indo-Pacific | (27.25,27.5] | 0.3264453 | 0.1845520 | 0.5557429 |
| silicate | Indo-Pacific | (27.5,27.75] | 0.5411796 | 0.4432631 | 0.6498128 |
| silicate | Indo-Pacific | (27.75,27.85] | 0.6248758 | 0.5151903 | 0.7399905 |
| silicate | Indo-Pacific | (27.85,27.95] | 0.6780139 | 0.5528886 | 0.7880071 |
| silicate | Indo-Pacific | (27.95,28.05] | 0.7779680 | 0.7203658 | 0.8081164 |
| silicate | Indo-Pacific | (28.05,28.1] | 0.8857789 | 0.8601833 | 0.9202805 |
| silicate | Indo-Pacific | (28.1,28.2] | 0.8574597 | 0.8338447 | 0.8846403 |
| silicate | Indo-Pacific | (28.2,28.3] | 0.3703649 | 0.3430903 | 0.4125550 |
| silicate | Indo-Pacific | (28.3, Inf] | 0.2331218 | 0.0944098 | 0.3876512 |
| temp | Atlantic | (-Inf,26] | -0.4969557 | -0.5726836 | -0.3965914 |
| temp | Atlantic | (26,26.5] | -0.2616197 | -0.3506627 | -0.1599829 |
| temp | Atlantic | (26.5,26.75] | -0.3086120 | -0.5306032 | -0.1947494 |
| temp | Atlantic | (26.75,27] | 0.4316583 | 0.2137585 | 0.5426137 |
| temp | Atlantic | (27,27.25] | 0.7137040 | 0.6588940 | 0.7508015 |
| temp | Atlantic | (27.25,27.5] | 0.7821001 | 0.7209696 | 0.8159037 |
| temp | Atlantic | (27.5,27.75] | 0.6378082 | 0.6035813 | 0.6829497 |
| temp | Atlantic | (27.75,27.85] | 0.5593216 | 0.5365715 | 0.5776354 |
| temp | Atlantic | (27.85,27.95] | 0.3079215 | 0.2676140 | 0.3731187 |
| temp | Atlantic | (27.95,28.05] | 0.3624517 | 0.3069228 | 0.4131923 |
| temp | Atlantic | (28.05,28.1] | 0.5847687 | 0.4919718 | 0.6406090 |
| temp | Atlantic | (28.1,28.15] | 0.6513576 | 0.5294043 | 0.7478988 |
| temp | Atlantic | (28.15,28.2] | 0.7576896 | 0.6985618 | 0.8214453 |
| temp | Atlantic | (28.2, Inf] | 0.6304445 | 0.5315909 | 0.7736627 |
| temp | Indo-Pacific | (-Inf,26] | -0.1432996 | -0.3218458 | 0.0222843 |
| temp | Indo-Pacific | (26,26.5] | 0.6807447 | 0.6009510 | 0.7856965 |
| temp | Indo-Pacific | (26.5,26.75] | 0.7877735 | 0.7154055 | 0.8865420 |
| temp | Indo-Pacific | (26.75,27] | 0.8215316 | 0.7383239 | 0.8961737 |
| temp | Indo-Pacific | (27,27.25] | 0.7121723 | 0.6113101 | 0.7701290 |
| temp | Indo-Pacific | (27.25,27.5] | 0.4359085 | 0.3233967 | 0.4923127 |
| temp | Indo-Pacific | (27.5,27.75] | 0.3277453 | 0.2966956 | 0.3744504 |
| temp | Indo-Pacific | (27.75,27.85] | 0.1586773 | 0.1025765 | 0.2238294 |
| temp | Indo-Pacific | (27.85,27.95] | -0.0469770 | -0.0575381 | -0.0378376 |
| temp | Indo-Pacific | (27.95,28.05] | -0.1908656 | -0.2363297 | -0.1432579 |
| temp | Indo-Pacific | (28.05,28.1] | 0.0611561 | 0.0096437 | 0.1439698 |
| temp | Indo-Pacific | (28.1,28.2] | 0.3188432 | 0.2344551 | 0.3976018 |
| temp | Indo-Pacific | (28.2,28.3] | 0.4060912 | 0.3085118 | 0.4950856 |
| temp | Indo-Pacific | (28.3, Inf] | 0.1490935 | -0.0211578 | 0.3867274 |
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