eMLR - assumption testing
Jens Daniel Müller and Donghe Zhu
31 July, 2021
Last updated: 2021-07-31
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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| html | ec68363 | Donghe-Zhu | 2021-07-28 | Build site. |
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| html | ac99ae5 | jens-daniel-mueller | 2021-01-29 | code review |
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| Rmd | d44f36f | Donghe-Zhu | 2021-01-13 | reorder analysis final |
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| Rmd | 52eff18 | Donghe-Zhu | 2021-01-09 | Implemet model_run and subsetting |
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| Rmd | 715bdb4 | Donghe-Zhu | 2021-01-02 | model modification |
| html | fb8a752 | Donghe-Zhu | 2020-12-23 | Build site. |
| Rmd | 82e3c9c | Donghe-Zhu | 2020-12-23 | first build after creating model template |
| html | 8fae0b2 | Donghe-Zhu | 2020-12-21 | Build site. |
| html | c8b76b3 | jens-daniel-mueller | 2020-12-19 | Build site. |
| Rmd | b5fedce | jens-daniel-mueller | 2020-12-19 | first build after creating model template |
| 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 |
|---|---|---|
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
| Version | Author | Date |
|---|---|---|
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:
/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/
if (params_local$plot_all_figures == "y") {
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
#i_basin <- unique(GLODAP$basin)[1]
#i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
#i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
if (nrow(GLODAP_basin_era_slab) > 2) {
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(
params_local$MLR_target,
params_local$MLR_predictors
),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""
),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}
rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}2.2 Correlation assessment
2.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated individually within each slabs, era and basin.
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
# i_basin <- unique(GLODAP$basin)[1]
# i_era <- unique(GLODAP$era)[1]
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin,
era == i_era) %>%
select(basin,
era,
gamma_slab,
params_local$MLR_target,
params_local$MLR_predictors)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
# i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# calculate correlation table
cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
focus(params_local$MLR_target) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_target_predictor")) {
cor_target_predictor <-
bind_rows(cor_target_predictor, cor_target_predictor_temp)
}
if (!exists("cor_target_predictor")) {
cor_target_predictor <- cor_target_predictor_temp
}
cor_predictors_temp <- GLODAP_basin_era_slab %>%
select(-c(basin, era, gamma_slab)) %>%
correlate() %>%
shave %>%
stretch() %>%
filter(!is.na(r),
x != params_local$MLR_target,
y != params_local$MLR_target) %>%
mutate(pair = paste(x, y, sep = " + ")) %>%
select(-c(x, y)) %>%
mutate(basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab)
if (exists("cor_predictors")) {
cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
}
if (!exists("cor_predictors")) {
cor_predictors <- cor_predictors_temp
}
}
}
}
rm(cor_predictors_temp, cor_target_predictor_temp,
i_gamma_slab, i_era, i_basin,
GLODAP_basin_era, GLODAP_basin_era_slab)2.2.2 Predictor pairs
Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).
# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>%
group_by(pair, basin, gamma_slab) %>%
summarise(mean_r = mean(r),
min_r = min(r),
max_r = max(r)) %>%
ungroup()
# plot figure
cor_predictors_stats %>%
mutate(pair = reorder(pair, mean_r)) %>%
ggplot() +
geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
geom_vline(xintercept = 0) +
geom_linerange(
aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
position = position_dodge(width = 0.6)) +
facet_wrap(~basin) +
scale_color_viridis_d(direction = -1) +
labs(x = "correlation coefficient", y = "") +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_predictors_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| pair | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou + nitrate | Atlantic | (-Inf,26] | 0.9891465 | 0.9849064 | 0.9928801 |
| aou + nitrate | Atlantic | (26,26.5] | 0.9895587 | 0.9877930 | 0.9907580 |
| aou + nitrate | Atlantic | (26.5,26.75] | 0.9905586 | 0.9880298 | 0.9930935 |
| aou + nitrate | Atlantic | (26.75,27] | 0.9735992 | 0.9630938 | 0.9812464 |
| aou + nitrate | Atlantic | (27,27.25] | 0.8786320 | 0.8549257 | 0.9198617 |
| aou + nitrate | Atlantic | (27.25,27.5] | 0.6750455 | 0.5553769 | 0.7595119 |
| aou + nitrate | Atlantic | (27.5,27.75] | 0.7665567 | 0.7513103 | 0.7958902 |
| aou + nitrate | Atlantic | (27.75,27.85] | 0.8969807 | 0.8835920 | 0.9181264 |
| aou + nitrate | Atlantic | (27.85,27.95] | 0.9197141 | 0.9023250 | 0.9498236 |
| aou + nitrate | Atlantic | (27.95,28.05] | 0.9253830 | 0.9093813 | 0.9454424 |
| aou + nitrate | Atlantic | (28.05,28.1] | 0.8386523 | 0.7847036 | 0.8943211 |
| aou + nitrate | Atlantic | (28.1,28.15] | 0.8224747 | 0.7723711 | 0.8780181 |
| aou + nitrate | Atlantic | (28.15,28.2] | 0.7223694 | 0.6094276 | 0.8123841 |
| aou + nitrate | Atlantic | (28.2, Inf] | 0.8276533 | 0.7949891 | 0.8687723 |
| aou + nitrate | Indo-Pacific | (-Inf,26] | 0.9729635 | 0.9678131 | 0.9789120 |
| aou + nitrate | Indo-Pacific | (26,26.5] | 0.9548254 | 0.9486405 | 0.9602334 |
| aou + nitrate | Indo-Pacific | (26.5,26.75] | 0.9424457 | 0.9293581 | 0.9522109 |
| aou + nitrate | Indo-Pacific | (26.75,27] | 0.9280777 | 0.9102476 | 0.9451381 |
| aou + nitrate | Indo-Pacific | (27,27.25] | 0.9391078 | 0.9216195 | 0.9606364 |
| aou + nitrate | Indo-Pacific | (27.25,27.5] | 0.9429797 | 0.9157113 | 0.9692127 |
| aou + nitrate | Indo-Pacific | (27.5,27.75] | 0.9851918 | 0.9769440 | 0.9915464 |
| aou + nitrate | Indo-Pacific | (27.75,27.85] | 0.9941303 | 0.9920532 | 0.9958391 |
| aou + nitrate | Indo-Pacific | (27.85,27.95] | 0.9864446 | 0.9842981 | 0.9887536 |
| aou + nitrate | Indo-Pacific | (27.95,28.05] | 0.9761286 | 0.9712543 | 0.9829900 |
| aou + nitrate | Indo-Pacific | (28.05,28.1] | 0.9649344 | 0.9603510 | 0.9729041 |
| aou + nitrate | Indo-Pacific | (28.1,28.2] | 0.9420247 | 0.9358448 | 0.9456596 |
| aou + nitrate | Indo-Pacific | (28.2,28.3] | 0.9223673 | 0.9109200 | 0.9340464 |
| aou + nitrate | Indo-Pacific | (28.3, Inf] | 0.9981477 | 0.9966653 | 0.9998167 |
| oxygen + aou | Atlantic | (-Inf,26] | -0.8852597 | -0.9006962 | -0.8546114 |
| oxygen + aou | Atlantic | (26,26.5] | -0.9692373 | -0.9759388 | -0.9575980 |
| oxygen + aou | Atlantic | (26.5,26.75] | -0.9867344 | -0.9893533 | -0.9820642 |
| oxygen + aou | Atlantic | (26.75,27] | -0.9866103 | -0.9903850 | -0.9827379 |
| oxygen + aou | Atlantic | (27,27.25] | -0.9687022 | -0.9758792 | -0.9615485 |
| oxygen + aou | Atlantic | (27.25,27.5] | -0.9293683 | -0.9331211 | -0.9247742 |
| oxygen + aou | Atlantic | (27.5,27.75] | -0.8757790 | -0.8871540 | -0.8665954 |
| oxygen + aou | Atlantic | (27.75,27.85] | -0.9360003 | -0.9467204 | -0.9299008 |
| oxygen + aou | Atlantic | (27.85,27.95] | -0.9630675 | -0.9774204 | -0.9437457 |
| oxygen + aou | Atlantic | (27.95,28.05] | -0.9407060 | -0.9737608 | -0.9004114 |
| oxygen + aou | Atlantic | (28.05,28.1] | -0.8713881 | -0.8905528 | -0.8532596 |
| oxygen + aou | Atlantic | (28.1,28.15] | -0.8096499 | -0.8667974 | -0.7708472 |
| oxygen + aou | Atlantic | (28.15,28.2] | -0.9457355 | -0.9665544 | -0.9162254 |
| oxygen + aou | Atlantic | (28.2, Inf] | -0.9538983 | -0.9808876 | -0.9321503 |
| oxygen + aou | Indo-Pacific | (-Inf,26] | -0.9367026 | -0.9636754 | -0.9186022 |
| oxygen + aou | Indo-Pacific | (26,26.5] | -0.9767302 | -0.9840965 | -0.9722634 |
| oxygen + aou | Indo-Pacific | (26.5,26.75] | -0.9813868 | -0.9844266 | -0.9787766 |
| oxygen + aou | Indo-Pacific | (26.75,27] | -0.9813733 | -0.9830962 | -0.9803776 |
| oxygen + aou | Indo-Pacific | (27,27.25] | -0.9921678 | -0.9944626 | -0.9904210 |
| oxygen + aou | Indo-Pacific | (27.25,27.5] | -0.9949156 | -0.9968498 | -0.9931192 |
| oxygen + aou | Indo-Pacific | (27.5,27.75] | -0.9960856 | -0.9975644 | -0.9945250 |
| oxygen + aou | Indo-Pacific | (27.75,27.85] | -0.9969659 | -0.9979642 | -0.9953368 |
| oxygen + aou | Indo-Pacific | (27.85,27.95] | -0.9959698 | -0.9965152 | -0.9949266 |
| oxygen + aou | Indo-Pacific | (27.95,28.05] | -0.9950689 | -0.9965499 | -0.9941047 |
| oxygen + aou | Indo-Pacific | (28.05,28.1] | -0.9949526 | -0.9964232 | -0.9939098 |
| oxygen + aou | Indo-Pacific | (28.1,28.2] | -0.9941829 | -0.9948680 | -0.9934239 |
| oxygen + aou | Indo-Pacific | (28.2,28.3] | -0.9889241 | -0.9920619 | -0.9870117 |
| oxygen + aou | Indo-Pacific | (28.3, Inf] | -0.9998866 | -0.9999964 | -0.9997374 |
| oxygen + nitrate | Atlantic | (-Inf,26] | -0.8819677 | -0.9029944 | -0.8506724 |
| oxygen + nitrate | Atlantic | (26,26.5] | -0.9402518 | -0.9503428 | -0.9213761 |
| oxygen + nitrate | Atlantic | (26.5,26.75] | -0.9616393 | -0.9705707 | -0.9481097 |
| oxygen + nitrate | Atlantic | (26.75,27] | -0.9276439 | -0.9485670 | -0.9012272 |
| oxygen + nitrate | Atlantic | (27,27.25] | -0.7395391 | -0.8166495 | -0.6968327 |
| oxygen + nitrate | Atlantic | (27.25,27.5] | -0.3678096 | -0.4814746 | -0.2069323 |
| oxygen + nitrate | Atlantic | (27.5,27.75] | -0.3817709 | -0.4450444 | -0.3441490 |
| oxygen + nitrate | Atlantic | (27.75,27.85] | -0.6960458 | -0.7525172 | -0.6634696 |
| oxygen + nitrate | Atlantic | (27.85,27.95] | -0.7909370 | -0.8697818 | -0.7306324 |
| oxygen + nitrate | Atlantic | (27.95,28.05] | -0.7542857 | -0.8113450 | -0.6498514 |
| oxygen + nitrate | Atlantic | (28.05,28.1] | -0.4791553 | -0.6063472 | -0.3567947 |
| oxygen + nitrate | Atlantic | (28.1,28.15] | -0.3669604 | -0.4607130 | -0.2391504 |
| oxygen + nitrate | Atlantic | (28.15,28.2] | -0.5120997 | -0.6603617 | -0.3964524 |
| oxygen + nitrate | Atlantic | (28.2, Inf] | -0.7455000 | -0.8341015 | -0.6972014 |
| oxygen + nitrate | Indo-Pacific | (-Inf,26] | -0.8544755 | -0.9067551 | -0.8152146 |
| oxygen + nitrate | Indo-Pacific | (26,26.5] | -0.8881178 | -0.9141690 | -0.8691903 |
| oxygen + nitrate | Indo-Pacific | (26.5,26.75] | -0.8839076 | -0.8956389 | -0.8632321 |
| oxygen + nitrate | Indo-Pacific | (26.75,27] | -0.8641160 | -0.8894862 | -0.8401224 |
| oxygen + nitrate | Indo-Pacific | (27,27.25] | -0.9032246 | -0.9344115 | -0.8801508 |
| oxygen + nitrate | Indo-Pacific | (27.25,27.5] | -0.9171963 | -0.9515979 | -0.8844357 |
| oxygen + nitrate | Indo-Pacific | (27.5,27.75] | -0.9712782 | -0.9829081 | -0.9576846 |
| oxygen + nitrate | Indo-Pacific | (27.75,27.85] | -0.9873340 | -0.9909601 | -0.9809790 |
| oxygen + nitrate | Indo-Pacific | (27.85,27.95] | -0.9724039 | -0.9768299 | -0.9668846 |
| oxygen + nitrate | Indo-Pacific | (27.95,28.05] | -0.9524262 | -0.9666570 | -0.9438463 |
| oxygen + nitrate | Indo-Pacific | (28.05,28.1] | -0.9369732 | -0.9535922 | -0.9285029 |
| oxygen + nitrate | Indo-Pacific | (28.1,28.2] | -0.9161685 | -0.9267695 | -0.9070121 |
| oxygen + nitrate | Indo-Pacific | (28.2,28.3] | -0.8658359 | -0.8762462 | -0.8454861 |
| oxygen + nitrate | Indo-Pacific | (28.3, Inf] | -0.9979486 | -0.9997845 | -0.9966592 |
| sal + aou | Atlantic | (-Inf,26] | -0.1122535 | -0.2672435 | 0.0005662 |
| sal + aou | Atlantic | (26,26.5] | -0.1789657 | -0.3048320 | -0.1069178 |
| sal + aou | Atlantic | (26.5,26.75] | -0.2633655 | -0.3606302 | -0.1148373 |
| sal + aou | Atlantic | (26.75,27] | -0.3395337 | -0.4726689 | -0.1441518 |
| sal + aou | Atlantic | (27,27.25] | -0.2598075 | -0.4753246 | -0.1079784 |
| sal + aou | Atlantic | (27.25,27.5] | -0.0945419 | -0.2696912 | 0.0674717 |
| sal + aou | Atlantic | (27.5,27.75] | -0.2815783 | -0.3602468 | -0.2106849 |
| sal + aou | Atlantic | (27.75,27.85] | -0.2740720 | -0.4311010 | -0.1570033 |
| sal + aou | Atlantic | (27.85,27.95] | -0.2189017 | -0.4186756 | -0.0932731 |
| sal + aou | Atlantic | (27.95,28.05] | -0.2044326 | -0.2675796 | -0.1306937 |
| sal + aou | Atlantic | (28.05,28.1] | -0.5340147 | -0.6802395 | -0.4180030 |
| sal + aou | Atlantic | (28.1,28.15] | -0.4809964 | -0.6871573 | -0.3484289 |
| sal + aou | Atlantic | (28.15,28.2] | 0.2910417 | 0.0453543 | 0.5960353 |
| sal + aou | Atlantic | (28.2, Inf] | -0.1165981 | -0.4242131 | 0.0949234 |
| sal + aou | Indo-Pacific | (-Inf,26] | -0.0513098 | -0.1180528 | 0.0211481 |
| sal + aou | Indo-Pacific | (26,26.5] | -0.1520898 | -0.4052069 | -0.0037390 |
| sal + aou | Indo-Pacific | (26.5,26.75] | -0.1733861 | -0.4430199 | -0.0015162 |
| sal + aou | Indo-Pacific | (26.75,27] | -0.0449247 | -0.2573417 | 0.0784863 |
| sal + aou | Indo-Pacific | (27,27.25] | 0.1005207 | 0.0009026 | 0.2142051 |
| sal + aou | Indo-Pacific | (27.25,27.5] | 0.2949736 | 0.2049601 | 0.3441679 |
| sal + aou | Indo-Pacific | (27.5,27.75] | 0.2834793 | 0.2379066 | 0.3182359 |
| sal + aou | Indo-Pacific | (27.75,27.85] | 0.0852909 | 0.0703371 | 0.1024146 |
| sal + aou | Indo-Pacific | (27.85,27.95] | -0.0720103 | -0.1504683 | -0.0149412 |
| sal + aou | Indo-Pacific | (27.95,28.05] | -0.1439868 | -0.1917535 | -0.1036170 |
| sal + aou | Indo-Pacific | (28.05,28.1] | 0.0281975 | -0.0772270 | 0.1203111 |
| sal + aou | Indo-Pacific | (28.1,28.2] | 0.5598234 | 0.5006378 | 0.6026483 |
| sal + aou | Indo-Pacific | (28.2,28.3] | 0.8954635 | 0.8339429 | 0.9551572 |
| sal + aou | Indo-Pacific | (28.3, Inf] | 0.9503128 | 0.8634698 | 0.9951951 |
| sal + nitrate | Atlantic | (-Inf,26] | -0.0862608 | -0.2577287 | 0.0372043 |
| sal + nitrate | Atlantic | (26,26.5] | -0.2348644 | -0.3660870 | -0.1653630 |
| sal + nitrate | Atlantic | (26.5,26.75] | -0.3433314 | -0.4355371 | -0.2184719 |
| sal + nitrate | Atlantic | (26.75,27] | -0.5089794 | -0.6053122 | -0.3663788 |
| sal + nitrate | Atlantic | (27,27.25] | -0.6609882 | -0.7644713 | -0.5807885 |
| sal + nitrate | Atlantic | (27.25,27.5] | -0.7727252 | -0.8197598 | -0.7248169 |
| sal + nitrate | Atlantic | (27.5,27.75] | -0.7880708 | -0.8197727 | -0.7540174 |
| sal + nitrate | Atlantic | (27.75,27.85] | -0.6165311 | -0.7018567 | -0.5328198 |
| sal + nitrate | Atlantic | (27.85,27.95] | -0.5050919 | -0.6224764 | -0.4379561 |
| sal + nitrate | Atlantic | (27.95,28.05] | -0.4966300 | -0.5530879 | -0.4551212 |
| sal + nitrate | Atlantic | (28.05,28.1] | -0.8689218 | -0.8959867 | -0.8501546 |
| sal + nitrate | Atlantic | (28.1,28.15] | -0.8476600 | -0.9199365 | -0.7493657 |
| sal + nitrate | Atlantic | (28.15,28.2] | -0.3733842 | -0.5156376 | -0.2036167 |
| sal + nitrate | Atlantic | (28.2, Inf] | -0.6039583 | -0.8042951 | -0.4258603 |
| sal + nitrate | Indo-Pacific | (-Inf,26] | -0.1887746 | -0.2729478 | -0.1055121 |
| sal + nitrate | Indo-Pacific | (26,26.5] | -0.3338029 | -0.5781401 | -0.1635211 |
| sal + nitrate | Indo-Pacific | (26.5,26.75] | -0.3605156 | -0.6069727 | -0.2151541 |
| sal + nitrate | Indo-Pacific | (26.75,27] | -0.2561166 | -0.4295099 | -0.1549014 |
| sal + nitrate | Indo-Pacific | (27,27.25] | -0.0826217 | -0.1515535 | 0.0082475 |
| sal + nitrate | Indo-Pacific | (27.25,27.5] | 0.1499947 | 0.0541916 | 0.2310357 |
| sal + nitrate | Indo-Pacific | (27.5,27.75] | 0.2123871 | 0.1736490 | 0.2670218 |
| sal + nitrate | Indo-Pacific | (27.75,27.85] | 0.0360889 | 0.0326537 | 0.0424135 |
| sal + nitrate | Indo-Pacific | (27.85,27.95] | -0.1716425 | -0.2470995 | -0.1290497 |
| sal + nitrate | Indo-Pacific | (27.95,28.05] | -0.3136291 | -0.3260053 | -0.2976154 |
| sal + nitrate | Indo-Pacific | (28.05,28.1] | -0.2061001 | -0.2689697 | -0.1370564 |
| sal + nitrate | Indo-Pacific | (28.1,28.2] | 0.3018809 | 0.2422515 | 0.3627324 |
| sal + nitrate | Indo-Pacific | (28.2,28.3] | 0.7178316 | 0.6494046 | 0.8081118 |
| sal + nitrate | Indo-Pacific | (28.3, Inf] | 0.9393662 | 0.8350431 | 0.9964401 |
| sal + oxygen | Atlantic | (-Inf,26] | -0.3417957 | -0.4424745 | -0.1641260 |
| sal + oxygen | Atlantic | (26,26.5] | -0.0578005 | -0.1759596 | 0.0973719 |
| sal + oxygen | Atlantic | (26.5,26.75] | 0.1084544 | -0.0710036 | 0.2240751 |
| sal + oxygen | Atlantic | (26.75,27] | 0.1887541 | -0.0359155 | 0.3504400 |
| sal + oxygen | Atlantic | (27,27.25] | 0.0230522 | -0.1350753 | 0.2780551 |
| sal + oxygen | Atlantic | (27.25,27.5] | -0.2660270 | -0.4315473 | -0.0857062 |
| sal + oxygen | Atlantic | (27.5,27.75] | -0.1982194 | -0.2747276 | -0.0953166 |
| sal + oxygen | Atlantic | (27.75,27.85] | -0.0666258 | -0.2036533 | 0.1300386 |
| sal + oxygen | Atlantic | (27.85,27.95] | -0.0231117 | -0.1641861 | 0.2360631 |
| sal + oxygen | Atlantic | (27.95,28.05] | -0.1029552 | -0.2924832 | 0.0081937 |
| sal + oxygen | Atlantic | (28.05,28.1] | 0.0633127 | -0.1107054 | 0.2812568 |
| sal + oxygen | Atlantic | (28.1,28.15] | -0.1034082 | -0.2290952 | 0.0780845 |
| sal + oxygen | Atlantic | (28.15,28.2] | -0.5481035 | -0.7902952 | -0.2816964 |
| sal + oxygen | Atlantic | (28.2, Inf] | -0.0436063 | -0.3328582 | 0.3567375 |
| sal + oxygen | Indo-Pacific | (-Inf,26] | -0.2299006 | -0.2510583 | -0.2039690 |
| sal + oxygen | Indo-Pacific | (26,26.5] | -0.0464137 | -0.1725876 | 0.1986780 |
| sal + oxygen | Indo-Pacific | (26.5,26.75] | -0.0100255 | -0.1979912 | 0.2643379 |
| sal + oxygen | Indo-Pacific | (26.75,27] | -0.1393751 | -0.2656946 | 0.0816276 |
| sal + oxygen | Indo-Pacific | (27,27.25] | -0.2141468 | -0.3414141 | -0.0969654 |
| sal + oxygen | Indo-Pacific | (27.25,27.5] | -0.3722874 | -0.4327791 | -0.2844330 |
| sal + oxygen | Indo-Pacific | (27.5,27.75] | -0.3369143 | -0.3709670 | -0.2886104 |
| sal + oxygen | Indo-Pacific | (27.75,27.85] | -0.1514554 | -0.1906607 | -0.1218780 |
| sal + oxygen | Indo-Pacific | (27.85,27.95] | -0.0020719 | -0.0726536 | 0.0832633 |
| sal + oxygen | Indo-Pacific | (27.95,28.05] | 0.0567246 | 0.0088435 | 0.1215577 |
| sal + oxygen | Indo-Pacific | (28.05,28.1] | -0.1215881 | -0.2193729 | -0.0012961 |
| sal + oxygen | Indo-Pacific | (28.1,28.2] | -0.6182301 | -0.6669977 | -0.5500931 |
| sal + oxygen | Indo-Pacific | (28.2,28.3] | -0.9348024 | -0.9773612 | -0.8849287 |
| sal + oxygen | Indo-Pacific | (28.3, Inf] | -0.9508358 | -0.9951754 | -0.8640270 |
| sal + temp | Atlantic | (-Inf,26] | 0.9549446 | 0.9474952 | 0.9607282 |
| sal + temp | Atlantic | (26,26.5] | 0.9615296 | 0.9594970 | 0.9650695 |
| sal + temp | Atlantic | (26.5,26.75] | 0.9781407 | 0.9769382 | 0.9799309 |
| sal + temp | Atlantic | (26.75,27] | 0.9703156 | 0.9687438 | 0.9730646 |
| sal + temp | Atlantic | (27,27.25] | 0.9720924 | 0.9704677 | 0.9739394 |
| sal + temp | Atlantic | (27.25,27.5] | 0.9748885 | 0.9735456 | 0.9757076 |
| sal + temp | Atlantic | (27.5,27.75] | 0.9668721 | 0.9619193 | 0.9710817 |
| sal + temp | Atlantic | (27.75,27.85] | 0.9746993 | 0.9738867 | 0.9761594 |
| sal + temp | Atlantic | (27.85,27.95] | 0.9306229 | 0.9138407 | 0.9515806 |
| sal + temp | Atlantic | (27.95,28.05] | 0.9362819 | 0.9030775 | 0.9681374 |
| sal + temp | Atlantic | (28.05,28.1] | 0.9767761 | 0.9723044 | 0.9818575 |
| sal + temp | Atlantic | (28.1,28.15] | 0.9817534 | 0.9783375 | 0.9879834 |
| sal + temp | Atlantic | (28.15,28.2] | 0.9139470 | 0.8771462 | 0.9460764 |
| sal + temp | Atlantic | (28.2, Inf] | 0.4740920 | 0.2568765 | 0.6476118 |
| sal + temp | Indo-Pacific | (-Inf,26] | 0.7567726 | 0.7038845 | 0.8165806 |
| sal + temp | Indo-Pacific | (26,26.5] | 0.9466494 | 0.9377897 | 0.9519298 |
| sal + temp | Indo-Pacific | (26.5,26.75] | 0.9793146 | 0.9753662 | 0.9826504 |
| sal + temp | Indo-Pacific | (26.75,27] | 0.9699551 | 0.9613333 | 0.9782871 |
| sal + temp | Indo-Pacific | (27,27.25] | 0.9275572 | 0.9103762 | 0.9559258 |
| sal + temp | Indo-Pacific | (27.25,27.5] | 0.8281393 | 0.7678232 | 0.9104607 |
| sal + temp | Indo-Pacific | (27.5,27.75] | 0.6495391 | 0.5385247 | 0.7937447 |
| sal + temp | Indo-Pacific | (27.75,27.85] | 0.8513283 | 0.8014022 | 0.9203104 |
| sal + temp | Indo-Pacific | (27.85,27.95] | 0.7872123 | 0.7488013 | 0.8529637 |
| sal + temp | Indo-Pacific | (27.95,28.05] | 0.7811500 | 0.7016536 | 0.8251442 |
| sal + temp | Indo-Pacific | (28.05,28.1] | 0.8148953 | 0.7390252 | 0.8676939 |
| sal + temp | Indo-Pacific | (28.1,28.2] | 0.7716467 | 0.6826909 | 0.8339642 |
| sal + temp | Indo-Pacific | (28.2,28.3] | 0.9064604 | 0.8995486 | 0.9184695 |
| sal + temp | Indo-Pacific | (28.3, Inf] | 0.9499591 | 0.8639856 | 0.9949866 |
| temp + aou | Atlantic | (-Inf,26] | -0.1990043 | -0.3735133 | -0.1113515 |
| temp + aou | Atlantic | (26,26.5] | -0.2568721 | -0.3921653 | -0.1888831 |
| temp + aou | Atlantic | (26.5,26.75] | -0.2525908 | -0.3429859 | -0.1340803 |
| temp + aou | Atlantic | (26.75,27] | -0.3100360 | -0.4286934 | -0.1194789 |
| temp + aou | Atlantic | (27,27.25] | -0.2265011 | -0.4403127 | -0.0626435 |
| temp + aou | Atlantic | (27.25,27.5] | -0.0440935 | -0.2194278 | 0.1249588 |
| temp + aou | Atlantic | (27.5,27.75] | -0.2209842 | -0.2974532 | -0.1787120 |
| temp + aou | Atlantic | (27.75,27.85] | -0.2665434 | -0.4283906 | -0.1759820 |
| temp + aou | Atlantic | (27.85,27.95] | -0.1469875 | -0.3614825 | 0.0570785 |
| temp + aou | Atlantic | (27.95,28.05] | -0.3157974 | -0.4329782 | -0.2488856 |
| temp + aou | Atlantic | (28.05,28.1] | -0.4185955 | -0.5691187 | -0.3199408 |
| temp + aou | Atlantic | (28.1,28.15] | -0.3943833 | -0.6008057 | -0.2193494 |
| temp + aou | Atlantic | (28.15,28.2] | 0.4211475 | 0.3526474 | 0.5580807 |
| temp + aou | Atlantic | (28.2, Inf] | 0.0280310 | -0.1298171 | 0.1705372 |
| temp + aou | Indo-Pacific | (-Inf,26] | -0.3254294 | -0.4029383 | -0.2119581 |
| temp + aou | Indo-Pacific | (26,26.5] | -0.1970052 | -0.4214082 | -0.0576208 |
| temp + aou | Indo-Pacific | (26.5,26.75] | -0.1670058 | -0.4223276 | -0.0132429 |
| temp + aou | Indo-Pacific | (26.75,27] | -0.0871101 | -0.2836313 | 0.0299754 |
| temp + aou | Indo-Pacific | (27,27.25] | 0.0447826 | -0.0287008 | 0.1450620 |
| temp + aou | Indo-Pacific | (27.25,27.5] | 0.2402816 | 0.1567839 | 0.3180082 |
| temp + aou | Indo-Pacific | (27.5,27.75] | 0.3741172 | 0.3617234 | 0.3984708 |
| temp + aou | Indo-Pacific | (27.75,27.85] | 0.2232232 | 0.1954831 | 0.2768538 |
| temp + aou | Indo-Pacific | (27.85,27.95] | 0.1988589 | 0.1267337 | 0.2923346 |
| temp + aou | Indo-Pacific | (27.95,28.05] | 0.2953135 | 0.2220293 | 0.3533168 |
| temp + aou | Indo-Pacific | (28.05,28.1] | 0.5129286 | 0.4746666 | 0.5328811 |
| temp + aou | Indo-Pacific | (28.1,28.2] | 0.8192933 | 0.7760846 | 0.8413039 |
| temp + aou | Indo-Pacific | (28.2,28.3] | 0.7804916 | 0.7413330 | 0.8169125 |
| temp + aou | Indo-Pacific | (28.3, Inf] | 0.9963540 | 0.9913128 | 0.9999103 |
| temp + nitrate | Atlantic | (-Inf,26] | -0.1849348 | -0.3751117 | -0.0863150 |
| temp + nitrate | Atlantic | (26,26.5] | -0.3292091 | -0.4648873 | -0.2513717 |
| temp + nitrate | Atlantic | (26.5,26.75] | -0.3432474 | -0.4289543 | -0.2493492 |
| temp + nitrate | Atlantic | (26.75,27] | -0.4902056 | -0.5709722 | -0.3560554 |
| temp + nitrate | Atlantic | (27,27.25] | -0.6336307 | -0.7369041 | -0.5452724 |
| temp + nitrate | Atlantic | (27.25,27.5] | -0.7345218 | -0.7817009 | -0.6918354 |
| temp + nitrate | Atlantic | (27.5,27.75] | -0.7521290 | -0.7742836 | -0.7373055 |
| temp + nitrate | Atlantic | (27.75,27.85] | -0.6271032 | -0.7164951 | -0.5717307 |
| temp + nitrate | Atlantic | (27.85,27.95] | -0.4767441 | -0.5977216 | -0.3481951 |
| temp + nitrate | Atlantic | (27.95,28.05] | -0.6200182 | -0.6638616 | -0.5898913 |
| temp + nitrate | Atlantic | (28.05,28.1] | -0.8193817 | -0.8526564 | -0.7859320 |
| temp + nitrate | Atlantic | (28.1,28.15] | -0.7929496 | -0.8728044 | -0.6595331 |
| temp + nitrate | Atlantic | (28.15,28.2] | -0.1792874 | -0.2068995 | -0.1619860 |
| temp + nitrate | Atlantic | (28.2, Inf] | -0.1066576 | -0.2809147 | -0.0014102 |
| temp + nitrate | Indo-Pacific | (-Inf,26] | -0.4668655 | -0.5413926 | -0.3395729 |
| temp + nitrate | Indo-Pacific | (26,26.5] | -0.3878015 | -0.6016757 | -0.2268799 |
| temp + nitrate | Indo-Pacific | (26.5,26.75] | -0.3668739 | -0.5974330 | -0.2411034 |
| temp + nitrate | Indo-Pacific | (26.75,27] | -0.3259948 | -0.4810348 | -0.2418237 |
| temp + nitrate | Indo-Pacific | (27,27.25] | -0.1859835 | -0.2313587 | -0.0991290 |
| temp + nitrate | Indo-Pacific | (27.25,27.5] | 0.0229921 | -0.0796771 | 0.0894203 |
| temp + nitrate | Indo-Pacific | (27.5,27.75] | 0.2639550 | 0.2490340 | 0.2758501 |
| temp + nitrate | Indo-Pacific | (27.75,27.85] | 0.1770627 | 0.1310627 | 0.2417241 |
| temp + nitrate | Indo-Pacific | (27.85,27.95] | 0.0889442 | 0.0170252 | 0.1944730 |
| temp + nitrate | Indo-Pacific | (27.95,28.05] | 0.1085601 | 0.0225177 | 0.2027475 |
| temp + nitrate | Indo-Pacific | (28.05,28.1] | 0.2993118 | 0.2394318 | 0.3590628 |
| temp + nitrate | Indo-Pacific | (28.1,28.2] | 0.6686501 | 0.6059016 | 0.7258395 |
| temp + nitrate | Indo-Pacific | (28.2,28.3] | 0.5260077 | 0.4535462 | 0.5766577 |
| temp + nitrate | Indo-Pacific | (28.3, Inf] | 0.9940474 | 0.9876199 | 0.9995832 |
| temp + oxygen | Atlantic | (-Inf,26] | -0.2724733 | -0.4204185 | -0.0667252 |
| temp + oxygen | Atlantic | (26,26.5] | 0.0145536 | -0.1018459 | 0.1823237 |
| temp + oxygen | Atlantic | (26.5,26.75] | 0.0939722 | -0.0551001 | 0.2027027 |
| temp + oxygen | Atlantic | (26.75,27] | 0.1534360 | -0.0661747 | 0.2996806 |
| temp + oxygen | Atlantic | (27,27.25] | -0.0178388 | -0.1869782 | 0.2338093 |
| temp + oxygen | Atlantic | (27.25,27.5] | -0.3231694 | -0.4927267 | -0.1456872 |
| temp + oxygen | Atlantic | (27.5,27.75] | -0.2751106 | -0.3353182 | -0.1760475 |
| temp + oxygen | Atlantic | (27.75,27.85] | -0.0855931 | -0.1971883 | 0.1152471 |
| temp + oxygen | Atlantic | (27.85,27.95] | -0.1151549 | -0.3053450 | 0.1567723 |
| temp + oxygen | Atlantic | (27.95,28.05] | -0.0100965 | -0.1952626 | 0.1255505 |
| temp + oxygen | Atlantic | (28.05,28.1] | -0.0756792 | -0.2210188 | 0.1328631 |
| temp + oxygen | Atlantic | (28.1,28.15] | -0.2082646 | -0.2963191 | -0.0460407 |
| temp + oxygen | Atlantic | (28.15,28.2] | -0.6863520 | -0.7802446 | -0.5808225 |
| temp + oxygen | Atlantic | (28.2, Inf] | -0.3160220 | -0.4733044 | -0.2368025 |
| temp + oxygen | Indo-Pacific | (-Inf,26] | -0.0183385 | -0.0558387 | 0.0358025 |
| temp + oxygen | Indo-Pacific | (26,26.5] | -0.0128064 | -0.1228247 | 0.2046462 |
| temp + oxygen | Indo-Pacific | (26.5,26.75] | -0.0213008 | -0.1917248 | 0.2384694 |
| temp + oxygen | Indo-Pacific | (26.75,27] | -0.1034742 | -0.2261167 | 0.1035451 |
| temp + oxygen | Indo-Pacific | (27,27.25] | -0.1678325 | -0.2801842 | -0.0764097 |
| temp + oxygen | Indo-Pacific | (27.25,27.5] | -0.3351733 | -0.4267506 | -0.2566864 |
| temp + oxygen | Indo-Pacific | (27.5,27.75] | -0.4533544 | -0.4920415 | -0.4262265 |
| temp + oxygen | Indo-Pacific | (27.75,27.85] | -0.2970764 | -0.3427274 | -0.2575723 |
| temp + oxygen | Indo-Pacific | (27.85,27.95] | -0.2853440 | -0.3709909 | -0.2095105 |
| temp + oxygen | Indo-Pacific | (27.95,28.05] | -0.3879871 | -0.4296753 | -0.3263641 |
| temp + oxygen | Indo-Pacific | (28.05,28.1] | -0.5959914 | -0.6183514 | -0.5687202 |
| temp + oxygen | Indo-Pacific | (28.1,28.2] | -0.8760922 | -0.8942394 | -0.8431102 |
| temp + oxygen | Indo-Pacific | (28.2,28.3] | -0.8644044 | -0.8829264 | -0.8394942 |
| temp + oxygen | Indo-Pacific | (28.3, Inf] | -0.9975241 | -0.9999426 | -0.9940662 |
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 |
|---|---|---|
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# print table
kable(cor_target_predictor_stats) %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| predictor | basin | gamma_slab | mean_r | min_r | max_r |
|---|---|---|---|---|---|
| aou | Atlantic | (-Inf,26] | 0.0866912 | -0.0057903 | 0.2278405 |
| aou | Atlantic | (26,26.5] | 0.2354889 | 0.0160110 | 0.4473620 |
| aou | Atlantic | (26.5,26.75] | 0.1780728 | -0.1476849 | 0.5125659 |
| aou | Atlantic | (26.75,27] | -0.3602285 | -0.5703367 | 0.0210413 |
| aou | Atlantic | (27,27.25] | -0.6392572 | -0.7059962 | -0.5652013 |
| aou | Atlantic | (27.25,27.5] | -0.6101582 | -0.6952781 | -0.5202167 |
| aou | Atlantic | (27.5,27.75] | -0.8212235 | -0.8381611 | -0.8116645 |
| aou | Atlantic | (27.75,27.85] | -0.9070905 | -0.9273123 | -0.8880193 |
| aou | Atlantic | (27.85,27.95] | -0.8314621 | -0.8465184 | -0.8084155 |
| aou | Atlantic | (27.95,28.05] | -0.8480901 | -0.9070488 | -0.8083432 |
| aou | Atlantic | (28.05,28.1] | -0.6791599 | -0.7212836 | -0.6301485 |
| aou | Atlantic | (28.1,28.15] | -0.6967761 | -0.7304474 | -0.6359635 |
| aou | Atlantic | (28.15,28.2] | -0.6596418 | -0.7861220 | -0.4123492 |
| aou | Atlantic | (28.2, Inf] | -0.8072501 | -0.8648379 | -0.7330778 |
| aou | Indo-Pacific | (-Inf,26] | 0.5155890 | 0.4831589 | 0.5758745 |
| aou | Indo-Pacific | (26,26.5] | 0.4007229 | 0.2753889 | 0.6164711 |
| aou | Indo-Pacific | (26.5,26.75] | 0.2710855 | 0.0838452 | 0.4714631 |
| aou | Indo-Pacific | (26.75,27] | 0.2513032 | 0.1320955 | 0.4405998 |
| aou | Indo-Pacific | (27,27.25] | 0.3779708 | 0.2655975 | 0.4870178 |
| aou | Indo-Pacific | (27.25,27.5] | 0.6227643 | 0.5874823 | 0.6576268 |
| aou | Indo-Pacific | (27.5,27.75] | 0.8542738 | 0.8277609 | 0.8927226 |
| aou | Indo-Pacific | (27.75,27.85] | 0.9471180 | 0.9420934 | 0.9521479 |
| aou | Indo-Pacific | (27.85,27.95] | 0.9252803 | 0.9200206 | 0.9347742 |
| aou | Indo-Pacific | (27.95,28.05] | 0.9352436 | 0.9208905 | 0.9444610 |
| aou | Indo-Pacific | (28.05,28.1] | 0.8808347 | 0.8588669 | 0.9117227 |
| aou | Indo-Pacific | (28.1,28.2] | 0.6738161 | 0.5780077 | 0.8058692 |
| aou | Indo-Pacific | (28.2,28.3] | -0.1499483 | -0.5488757 | 0.5914708 |
| aou | Indo-Pacific | (28.3, Inf] | -0.3462434 | -0.9993557 | 0.9560620 |
| nitrate | Atlantic | (-Inf,26] | 0.0076733 | -0.0921621 | 0.1640002 |
| nitrate | Atlantic | (26,26.5] | 0.2155066 | 0.0068344 | 0.4277222 |
| nitrate | Atlantic | (26.5,26.75] | 0.1721342 | -0.1313396 | 0.4895132 |
| nitrate | Atlantic | (26.75,27] | -0.3826982 | -0.5624035 | -0.0254302 |
| nitrate | Atlantic | (27,27.25] | -0.8185166 | -0.8730523 | -0.7596669 |
| nitrate | Atlantic | (27.25,27.5] | -0.9636081 | -0.9818256 | -0.9498113 |
| nitrate | Atlantic | (27.5,27.75] | -0.9610117 | -0.9734173 | -0.9426040 |
| nitrate | Atlantic | (27.75,27.85] | -0.8981299 | -0.9079944 | -0.8855735 |
| nitrate | Atlantic | (27.85,27.95] | -0.7928348 | -0.8207696 | -0.7779152 |
| nitrate | Atlantic | (27.95,28.05] | -0.8113169 | -0.8368545 | -0.7675467 |
| nitrate | Atlantic | (28.05,28.1] | -0.8277237 | -0.9018017 | -0.7833080 |
| nitrate | Atlantic | (28.1,28.15] | -0.8755528 | -0.9279468 | -0.8284592 |
| nitrate | Atlantic | (28.15,28.2] | -0.9693096 | -0.9951751 | -0.9427005 |
| nitrate | Atlantic | (28.2, Inf] | -0.9920712 | -0.9980270 | -0.9872876 |
| nitrate | Indo-Pacific | (-Inf,26] | 0.4076289 | 0.3752781 | 0.4675198 |
| nitrate | Indo-Pacific | (26,26.5] | 0.1697857 | 0.0383528 | 0.4078246 |
| nitrate | Indo-Pacific | (26.5,26.75] | -0.0120458 | -0.1800343 | 0.1942037 |
| nitrate | Indo-Pacific | (26.75,27] | -0.0387843 | -0.1318160 | 0.1412549 |
| nitrate | Indo-Pacific | (27,27.25] | 0.1123100 | -0.0121302 | 0.1753925 |
| nitrate | Indo-Pacific | (27.25,27.5] | 0.4031801 | 0.3239632 | 0.5162297 |
| nitrate | Indo-Pacific | (27.5,27.75] | 0.8103645 | 0.7491123 | 0.8732356 |
| nitrate | Indo-Pacific | (27.75,27.85] | 0.9400899 | 0.9368728 | 0.9445581 |
| nitrate | Indo-Pacific | (27.85,27.95] | 0.9123038 | 0.9047639 | 0.9180415 |
| nitrate | Indo-Pacific | (27.95,28.05] | 0.9184382 | 0.9041202 | 0.9440922 |
| nitrate | Indo-Pacific | (28.05,28.1] | 0.8298773 | 0.8198949 | 0.8483303 |
| nitrate | Indo-Pacific | (28.1,28.2] | 0.5903442 | 0.5247457 | 0.6450870 |
| nitrate | Indo-Pacific | (28.2,28.3] | -0.4002137 | -0.7500887 | 0.2879427 |
| nitrate | Indo-Pacific | (28.3, Inf] | -0.3424979 | -0.9998516 | 0.9718212 |
| oxygen | Atlantic | (-Inf,26] | 0.2365205 | 0.0410480 | 0.3686825 |
| oxygen | Atlantic | (26,26.5] | -0.0720482 | -0.3251405 | 0.1927814 |
| oxygen | Atlantic | (26.5,26.75] | -0.0823355 | -0.4415509 | 0.2668148 |
| oxygen | Atlantic | (26.75,27] | 0.3877510 | 0.0047041 | 0.6039928 |
| oxygen | Atlantic | (27,27.25] | 0.5171249 | 0.4495379 | 0.5753536 |
| oxygen | Atlantic | (27.25,27.5] | 0.3094517 | 0.1906370 | 0.4153291 |
| oxygen | Atlantic | (27.5,27.75] | 0.4889695 | 0.4669574 | 0.5058022 |
| oxygen | Atlantic | (27.75,27.85] | 0.7915389 | 0.7448108 | 0.8583949 |
| oxygen | Atlantic | (27.85,27.95] | 0.7975440 | 0.7555289 | 0.8549254 |
| oxygen | Atlantic | (27.95,28.05] | 0.7451834 | 0.6302331 | 0.8811983 |
| oxygen | Atlantic | (28.05,28.1] | 0.4219326 | 0.2165644 | 0.5694966 |
| oxygen | Atlantic | (28.1,28.15] | 0.3680491 | 0.1316038 | 0.5334956 |
| oxygen | Atlantic | (28.15,28.2] | 0.4737348 | 0.2127375 | 0.6353147 |
| oxygen | Atlantic | (28.2, Inf] | 0.7061493 | 0.6100469 | 0.8160800 |
| oxygen | Indo-Pacific | (-Inf,26] | -0.4670652 | -0.5561355 | -0.4102722 |
| oxygen | Indo-Pacific | (26,26.5] | -0.4634429 | -0.6486547 | -0.3573671 |
| oxygen | Indo-Pacific | (26.5,26.75] | -0.3509811 | -0.5254674 | -0.1852408 |
| oxygen | Indo-Pacific | (26.75,27] | -0.3164267 | -0.4882089 | -0.2069086 |
| oxygen | Indo-Pacific | (27,27.25] | -0.3993407 | -0.4968432 | -0.2974692 |
| oxygen | Indo-Pacific | (27.25,27.5] | -0.6202236 | -0.6586566 | -0.5891187 |
| oxygen | Indo-Pacific | (27.5,27.75] | -0.8375671 | -0.8798960 | -0.8093365 |
| oxygen | Indo-Pacific | (27.75,27.85] | -0.9272073 | -0.9297929 | -0.9232917 |
| oxygen | Indo-Pacific | (27.85,27.95] | -0.8995475 | -0.9101327 | -0.8918485 |
| oxygen | Indo-Pacific | (27.95,28.05] | -0.9160783 | -0.9328442 | -0.8972585 |
| oxygen | Indo-Pacific | (28.05,28.1] | -0.8696852 | -0.9193193 | -0.8392622 |
| oxygen | Indo-Pacific | (28.1,28.2] | -0.6646529 | -0.8144326 | -0.5580166 |
| oxygen | Indo-Pacific | (28.2,28.3] | 0.0480598 | -0.6971096 | 0.4694036 |
| oxygen | Indo-Pacific | (28.3, Inf] | 0.3456246 | -0.9569626 | 0.9992880 |
| sal | Atlantic | (-Inf,26] | -0.6883296 | -0.7567676 | -0.6465392 |
| sal | Atlantic | (26,26.5] | -0.7076126 | -0.7467586 | -0.6382291 |
| sal | Atlantic | (26.5,26.75] | -0.6916341 | -0.7221167 | -0.6570441 |
| sal | Atlantic | (26.75,27] | -0.1746937 | -0.2551640 | -0.0253540 |
| sal | Atlantic | (27,27.25] | 0.5225444 | 0.4213272 | 0.6543122 |
| sal | Atlantic | (27.25,27.5] | 0.7495683 | 0.6840427 | 0.8405639 |
| sal | Atlantic | (27.5,27.75] | 0.6851708 | 0.6450866 | 0.7506421 |
| sal | Atlantic | (27.75,27.85] | 0.4064149 | 0.3305769 | 0.4675001 |
| sal | Atlantic | (27.85,27.95] | 0.1373228 | -0.0246438 | 0.2326029 |
| sal | Atlantic | (27.95,28.05] | 0.2758179 | 0.0799011 | 0.3827779 |
| sal | Atlantic | (28.05,28.1] | 0.6230433 | 0.5029775 | 0.7996424 |
| sal | Atlantic | (28.1,28.15] | 0.6211207 | 0.4178875 | 0.8125702 |
| sal | Atlantic | (28.15,28.2] | 0.3608044 | 0.2450556 | 0.5224825 |
| sal | Atlantic | (28.2, Inf] | 0.6289665 | 0.4303471 | 0.7916715 |
| sal | Indo-Pacific | (-Inf,26] | 0.1658894 | 0.1422351 | 0.1787610 |
| sal | Indo-Pacific | (26,26.5] | 0.3358403 | 0.2494212 | 0.4295099 |
| sal | Indo-Pacific | (26.5,26.75] | 0.4047875 | 0.3005802 | 0.4676117 |
| sal | Indo-Pacific | (26.75,27] | 0.3323802 | 0.2665763 | 0.3724297 |
| sal | Indo-Pacific | (27,27.25] | 0.1571234 | 0.1410535 | 0.1882434 |
| sal | Indo-Pacific | (27.25,27.5] | 0.0931200 | 0.0476112 | 0.1306576 |
| sal | Indo-Pacific | (27.5,27.75] | 0.0839239 | 0.0285116 | 0.1329738 |
| sal | Indo-Pacific | (27.75,27.85] | -0.0898733 | -0.1051239 | -0.0634485 |
| sal | Indo-Pacific | (27.85,27.95] | -0.2514201 | -0.3217167 | -0.1627885 |
| sal | Indo-Pacific | (27.95,28.05] | -0.2985282 | -0.4139843 | -0.1955494 |
| sal | Indo-Pacific | (28.05,28.1] | -0.0721148 | -0.2922575 | 0.1402563 |
| sal | Indo-Pacific | (28.1,28.2] | 0.2215152 | 0.0477145 | 0.5466837 |
| sal | Indo-Pacific | (28.2,28.3] | 0.0875252 | -0.3147066 | 0.7560506 |
| sal | Indo-Pacific | (28.3, Inf] | -0.4162562 | -0.9968846 | 0.7304599 |
| temp | Atlantic | (-Inf,26] | -0.6778183 | -0.7695829 | -0.6011433 |
| temp | Atlantic | (26,26.5] | -0.6844118 | -0.7070595 | -0.6427923 |
| temp | Atlantic | (26.5,26.75] | -0.6244584 | -0.6602409 | -0.5971221 |
| temp | Atlantic | (26.75,27] | -0.1098013 | -0.1844020 | 0.0259470 |
| temp | Atlantic | (27,27.25] | 0.5297779 | 0.4357614 | 0.6656227 |
| temp | Atlantic | (27.25,27.5] | 0.7189693 | 0.6514322 | 0.8139415 |
| temp | Atlantic | (27.5,27.75] | 0.6460396 | 0.5869395 | 0.7070514 |
| temp | Atlantic | (27.75,27.85] | 0.4028610 | 0.3519821 | 0.4584456 |
| temp | Atlantic | (27.85,27.95] | 0.1292453 | -0.0458646 | 0.2364984 |
| temp | Atlantic | (27.95,28.05] | 0.4044771 | 0.2415081 | 0.4932307 |
| temp | Atlantic | (28.05,28.1] | 0.5975038 | 0.4677656 | 0.7839973 |
| temp | Atlantic | (28.1,28.15] | 0.5752276 | 0.3344345 | 0.7963518 |
| temp | Atlantic | (28.15,28.2] | 0.1610750 | 0.0502248 | 0.2643464 |
| temp | Atlantic | (28.2, Inf] | 0.1811585 | 0.1115544 | 0.3071826 |
| temp | Indo-Pacific | (-Inf,26] | -0.2099897 | -0.2814048 | -0.1245086 |
| temp | Indo-Pacific | (26,26.5] | 0.2575326 | 0.1972259 | 0.3334198 |
| temp | Indo-Pacific | (26.5,26.75] | 0.4023012 | 0.3122359 | 0.4541098 |
| temp | Indo-Pacific | (26.75,27] | 0.3521011 | 0.2813472 | 0.3978494 |
| temp | Indo-Pacific | (27,27.25] | 0.2215431 | 0.1696975 | 0.2688222 |
| temp | Indo-Pacific | (27.25,27.5] | 0.1665633 | 0.1422059 | 0.2070537 |
| temp | Indo-Pacific | (27.5,27.75] | 0.1821480 | 0.1454761 | 0.2134260 |
| temp | Indo-Pacific | (27.75,27.85] | -0.0081865 | -0.0504084 | 0.0322985 |
| temp | Indo-Pacific | (27.85,27.95] | -0.0614244 | -0.1346673 | -0.0185770 |
| temp | Indo-Pacific | (27.95,28.05] | 0.1317635 | 0.1189736 | 0.1553682 |
| temp | Indo-Pacific | (28.05,28.1] | 0.3873182 | 0.2816003 | 0.5391945 |
| temp | Indo-Pacific | (28.1,28.2] | 0.5309502 | 0.4115296 | 0.7041146 |
| temp | Indo-Pacific | (28.2,28.3] | 0.3075564 | -0.0999939 | 0.9108783 |
| temp | Indo-Pacific | (28.3, Inf] | -0.3409059 | -0.9989458 | 0.9594653 |
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