eMLR - assumption testing
Jens Daniel Müller
28 October, 2022
Last updated: 2022-10-28
Checks: 7 0
Knit directory: emlr_obs_v_XXX/
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| File | Version | Author | Date | Message |
|---|---|---|---|---|
| html | 4ba3af5 | jens-daniel-mueller | 2022-10-25 | Build site. |
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| html | 7290e93 | jens-daniel-mueller | 2022-05-20 | Build site. |
| Rmd | f3895c6 | jens-daniel-mueller | 2022-05-20 | testrun with annual CESM subset from RECCAP2 |
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| Rmd | eb50c9e | jens-daniel-mueller | 2021-08-19 | test with gap filling after strong removal of outliers |
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| html | 15773a0 | jens-daniel-mueller | 2021-08-06 | included calculation of revelle factor |
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| html | 71546e4 | jens-daniel-mueller | 2021-08-06 | test with stricter CANYON-B filtering |
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| html | 03b6009 | jens-daniel-mueller | 2021-03-23 | removed before copying template |
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| html | 5017709 | jens-daniel-mueller | 2021-03-11 | Build site. |
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| html | 6482ed7 | jens-daniel-mueller | 2021-03-11 | Build site. |
| html | 85a5ed2 | jens-daniel-mueller | 2021-03-10 | Build site. |
| html | 00688a1 | jens-daniel-mueller | 2021-03-05 | Build site. |
| html | 6c0bec6 | jens-daniel-mueller | 2021-03-05 | Build site. |
| html | 3c2ec33 | jens-daniel-mueller | 2021-03-05 | Build site. |
| html | af70b94 | jens-daniel-mueller | 2021-03-04 | Build site. |
| html | 86406d5 | jens-daniel-mueller | 2021-02-24 | Build site. |
| html | 3d3b4cc | jens-daniel-mueller | 2021-02-23 | Build site. |
| html | 7b672f7 | jens-daniel-mueller | 2021-01-11 | Build site. |
| html | 33ba23c | jens-daniel-mueller | 2021-01-07 | Build site. |
| html | 318609d | jens-daniel-mueller | 2020-12-23 | adapted more variable predictor selection |
| html | 9d0b2d0 | jens-daniel-mueller | 2020-12-23 | Build site. |
| html | 0aa2b50 | jens-daniel-mueller | 2020-12-23 | remove html before duplication |
| html | 39113c3 | jens-daniel-mueller | 2020-12-23 | Build site. |
| html | 2886da0 | jens-daniel-mueller | 2020-12-19 | Build site. |
| html | 02f0ee9 | jens-daniel-mueller | 2020-12-18 | cleaned up for copying template |
| html | 965dba3 | jens-daniel-mueller | 2020-12-18 | Build site. |
| html | 5d452fe | jens-daniel-mueller | 2020-12-18 | Build site. |
| Rmd | ca65bf5 | jens-daniel-mueller | 2020-12-18 | rebuild after final cleaning |
| html | 7bcb4eb | jens-daniel-mueller | 2020-12-18 | Build site. |
| html | d397028 | jens-daniel-mueller | 2020-12-18 | Build site. |
| html | 7131186 | jens-daniel-mueller | 2020-12-17 | Build site. |
| html | 22b07fb | jens-daniel-mueller | 2020-12-17 | Build site. |
| html | f3a708f | jens-daniel-mueller | 2020-12-17 | Build site. |
| html | e4ca289 | jens-daniel-mueller | 2020-12-16 | Build site. |
| html | 158fe26 | jens-daniel-mueller | 2020-12-15 | Build site. |
| html | 7a9a4cb | jens-daniel-mueller | 2020-12-15 | Build site. |
| html | 61b263c | jens-daniel-mueller | 2020-12-15 | Build site. |
| html | 4d612dd | jens-daniel-mueller | 2020-12-15 | Build site. |
| Rmd | e7e5ff1 | jens-daniel-mueller | 2020-12-15 | rebuild with eMLR target variable selection |
| html | 953caf3 | jens-daniel-mueller | 2020-12-15 | Build site. |
| html | 42daf5c | jens-daniel-mueller | 2020-12-14 | Build site. |
| Rmd | 923aa7f | jens-daniel-mueller | 2020-12-14 | rebuild with new path and auto folder creation |
| html | 984697e | jens-daniel-mueller | 2020-12-12 | Build site. |
| html | 3ebff89 | jens-daniel-mueller | 2020-12-12 | Build site. |
| html | 5d96d3c | jens-daniel-mueller | 2020-12-11 | Build site. |
| Rmd | 3d33a37 | jens-daniel-mueller | 2020-12-11 | selectable basinmask, try 5 |
| html | b01a367 | jens-daniel-mueller | 2020-12-09 | Build site. |
| html | 24a632f | jens-daniel-mueller | 2020-12-07 | Build site. |
| html | 92dca91 | jens-daniel-mueller | 2020-12-07 | Build site. |
| html | 6a8004b | jens-daniel-mueller | 2020-12-07 | Build site. |
| html | 70bf1a5 | jens-daniel-mueller | 2020-12-07 | Build site. |
| html | 7555355 | jens-daniel-mueller | 2020-12-07 | Build site. |
| html | 143d6fa | jens-daniel-mueller | 2020-12-07 | Build site. |
| Rmd | 33b1973 | jens-daniel-mueller | 2020-12-07 | run with WOCE flag 2 only |
| html | abc6818 | jens-daniel-mueller | 2020-12-03 | Build site. |
| Rmd | 992ba15 | jens-daniel-mueller | 2020-12-03 | rebuild with variable inventory depth |
| html | c8c2e7b | jens-daniel-mueller | 2020-12-03 | Build site. |
| Rmd | 83203db | jens-daniel-mueller | 2020-12-03 | calculate cant with variable inventory depth |
| html | 090e4d5 | jens-daniel-mueller | 2020-12-02 | Build site. |
| html | 7c25f7a | jens-daniel-mueller | 2020-12-02 | Build site. |
| html | ec8dc38 | jens-daniel-mueller | 2020-12-02 | Build site. |
| html | c987de1 | jens-daniel-mueller | 2020-12-02 | Build site. |
| html | f8358f8 | jens-daniel-mueller | 2020-12-02 | Build site. |
| html | b03ddb8 | jens-daniel-mueller | 2020-12-02 | Build site. |
| Rmd | 9183e8f | jens-daniel-mueller | 2020-12-02 | revised assignment of era to eras |
| html | 22d0127 | jens-daniel-mueller | 2020-12-01 | Build site. |
| html | 0ff728b | jens-daniel-mueller | 2020-12-01 | Build site. |
| html | 91435ae | jens-daniel-mueller | 2020-12-01 | Build site. |
| Rmd | 17d09be | jens-daniel-mueller | 2020-12-01 | auto eras naming |
| html | cf19652 | jens-daniel-mueller | 2020-11-30 | Build site. |
| Rmd | 2842970 | jens-daniel-mueller | 2020-11-30 | cleaned for eMLR part only |
| html | 196be51 | jens-daniel-mueller | 2020-11-30 | Build site. |
| Rmd | 7a4b015 | jens-daniel-mueller | 2020-11-30 | first rebuild on ETH server |
| Rmd | bc61ce3 | Jens Müller | 2020-11-30 | Initial commit |
| html | bc61ce3 | Jens Müller | 2020-11-30 | Initial commit |
1 Version ID
The results displayed on this site correspond to the Version_ID: v_XXX
2 Required data
Required are:
- cleaned and prepared GLODAPv2.2020 file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))3 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 coeffcients.
3.1 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).
plot_fun <- function(df){
ggpairs(
data = df,
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:",
unique(df$basin),
"| era: all | random subsample:",
nrow(df),
"| data source:",
unique(df$data_source)
))
}
GLODAP %>%
slice_sample(n = 5e3) %>%
group_split(basin, data_source) %>%
# head(1) %>%
map(plot_fun)[[1]]
| Version | Author | Date |
|---|---|---|
| 4ba3af5 | jens-daniel-mueller | 2022-10-25 |
| 28e3163 | jens-daniel-mueller | 2022-10-24 |
| e8f1f22 | jens-daniel-mueller | 2022-10-24 |
| e99ca0b | jens-daniel-mueller | 2022-10-24 |
| 591702e | jens-daniel-mueller | 2022-10-24 |
| a4c6d61 | jens-daniel-mueller | 2022-10-18 |
| 5ed1b6b | jens-daniel-mueller | 2022-07-19 |
| 233fa96 | jens-daniel-mueller | 2022-07-19 |
| b92af2e | jens-daniel-mueller | 2022-07-13 |
| 5599f87 | jens-daniel-mueller | 2022-07-13 |
| b9847f2 | jens-daniel-mueller | 2022-07-07 |
| 840dfb7 | jens-daniel-mueller | 2022-07-07 |
| 78dd2f2 | jens-daniel-mueller | 2022-07-05 |
| 2807f99 | jens-daniel-mueller | 2022-07-05 |
| 82cbd17 | jens-daniel-mueller | 2022-07-05 |
| b661d5a | jens-daniel-mueller | 2022-07-05 |
| f96b063 | jens-daniel-mueller | 2022-07-04 |
| 767609e | jens-daniel-mueller | 2022-07-04 |
| f1f428f | jens-daniel-mueller | 2022-06-30 |
| e743d50 | jens-daniel-mueller | 2022-06-30 |
| 98ba5c6 | jens-daniel-mueller | 2022-06-30 |
| 21dbfca | jens-daniel-mueller | 2022-06-29 |
| 7e8d2ef | jens-daniel-mueller | 2022-06-29 |
| 2911893 | jens-daniel-mueller | 2022-06-24 |
| a28c3f7 | jens-daniel-mueller | 2022-06-16 |
| 469a640 | jens-daniel-mueller | 2022-06-16 |
| 0c2ca93 | jens-daniel-mueller | 2022-06-15 |
| fa647ea | jens-daniel-mueller | 2022-05-25 |
| b7ca0f3 | jens-daniel-mueller | 2022-05-25 |
| 42feabc | jens-daniel-mueller | 2022-05-23 |
| 7290e93 | jens-daniel-mueller | 2022-05-20 |
| 745619a | jens-daniel-mueller | 2022-04-11 |
| 1ba3eba | jens-daniel-mueller | 2022-04-07 |
| 707b5ac | jens-daniel-mueller | 2022-03-24 |
| 68faa8a | jens-daniel-mueller | 2022-03-21 |
| cb147cc | jens-daniel-mueller | 2022-03-21 |
| 1de9aa2 | jens-daniel-mueller | 2022-03-21 |
| aaf2d24 | jens-daniel-mueller | 2022-03-21 |
| bdc14f1 | jens-daniel-mueller | 2022-03-21 |
| 5855ede | jens-daniel-mueller | 2022-03-14 |
| 6c38fc4 | jens-daniel-mueller | 2022-03-14 |
| b18dcee | jens-daniel-mueller | 2022-01-27 |
| 1039ef3 | jens-daniel-mueller | 2022-01-24 |
| 23582a4 | jens-daniel-mueller | 2022-01-23 |
| 26e57aa | jens-daniel-mueller | 2022-01-17 |
| 0a211c9 | jens-daniel-mueller | 2022-01-17 |
| 035570b | jens-daniel-mueller | 2022-01-17 |
| af4b27f | jens-daniel-mueller | 2022-01-12 |
| ebd7fbc | jens-daniel-mueller | 2022-01-09 |
| 013c119 | jens-daniel-mueller | 2022-01-08 |
| 984b603 | jens-daniel-mueller | 2022-01-06 |
| 2dc49a1 | jens-daniel-mueller | 2022-01-06 |
| 8d17c91 | jens-daniel-mueller | 2022-01-05 |
| dcb68b6 | jens-daniel-mueller | 2022-01-05 |
| 6450fc1 | jens-daniel-mueller | 2022-01-05 |
| dfed6a1 | jens-daniel-mueller | 2022-01-05 |
| d5af0d7 | jens-daniel-mueller | 2022-01-04 |
| f39db85 | jens-daniel-mueller | 2022-01-04 |
| 4fa937d | jens-daniel-mueller | 2022-01-03 |
| da28869 | jens-daniel-mueller | 2021-12-23 |
| 8900388 | jens-daniel-mueller | 2021-12-23 |
| afdc482 | jens-daniel-mueller | 2021-12-21 |
| 2fe7f8e | jens-daniel-mueller | 2021-12-08 |
| a768c5d | jens-daniel-mueller | 2021-12-07 |
| a7c514b | jens-daniel-mueller | 2021-12-07 |
| bc1edbd | jens-daniel-mueller | 2021-12-07 |
| 6cfccf7 | jens-daniel-mueller | 2021-12-06 |
| 3c60929 | jens-daniel-mueller | 2021-12-06 |
| 2ca1313 | jens-daniel-mueller | 2021-12-05 |
| 6a78608 | jens-daniel-mueller | 2021-12-02 |
| 5b46219 | jens-daniel-mueller | 2021-11-21 |
| 6b80483 | jens-daniel-mueller | 2021-11-19 |
| 98d9e33 | jens-daniel-mueller | 2021-11-11 |
| d3cb92d | jens-daniel-mueller | 2021-11-08 |
| 3879a6d | jens-daniel-mueller | 2021-11-08 |
| 0e032dc | jens-daniel-mueller | 2021-11-04 |
| abcd28f | jens-daniel-mueller | 2021-11-02 |
| 290c8fc | jens-daniel-mueller | 2021-11-02 |
| e02acc9 | jens-daniel-mueller | 2021-11-01 |
| 58da811 | jens-daniel-mueller | 2021-11-01 |
| 2781a97 | jens-daniel-mueller | 2021-10-29 |
| 973192c | jens-daniel-mueller | 2021-10-28 |
| f792cd8 | jens-daniel-mueller | 2021-10-27 |
| 3992e41 | jens-daniel-mueller | 2021-10-27 |
| f9280c7 | jens-daniel-mueller | 2021-10-21 |
| bfe90e6 | jens-daniel-mueller | 2021-10-21 |
| 78a956e | jens-daniel-mueller | 2021-10-21 |
| 1ba14cf | jens-daniel-mueller | 2021-10-20 |
| dc0723b | jens-daniel-mueller | 2021-10-19 |
| cd0ebd8 | jens-daniel-mueller | 2021-10-18 |
| 046c556 | jens-daniel-mueller | 2021-10-07 |
| ac73c23 | jens-daniel-mueller | 2021-10-07 |
| 0bd4ea2 | jens-daniel-mueller | 2021-10-07 |
| 6969c18 | jens-daniel-mueller | 2021-10-07 |
| 06afaca | jens-daniel-mueller | 2021-09-23 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| deb425c | jens-daniel-mueller | 2021-08-24 |
| 534854b | jens-daniel-mueller | 2021-08-19 |
| 77f4ba7 | jens-daniel-mueller | 2021-08-19 |
| ece96df | jens-daniel-mueller | 2021-08-19 |
| 27c99b8 | jens-daniel-mueller | 2021-08-19 |
| a03f2f0 | jens-daniel-mueller | 2021-08-18 |
| 9335b31 | jens-daniel-mueller | 2021-08-10 |
| 9943b45 | jens-daniel-mueller | 2021-08-10 |
| 0b00a2b | jens-daniel-mueller | 2021-08-09 |
| 755c6b1 | jens-daniel-mueller | 2021-08-09 |
| cd8e0d5 | jens-daniel-mueller | 2021-08-06 |
| 15773a0 | jens-daniel-mueller | 2021-08-06 |
| da61d1a | jens-daniel-mueller | 2021-08-06 |
| 340d731 | jens-daniel-mueller | 2021-08-06 |
| 71546e4 | jens-daniel-mueller | 2021-08-06 |
| 29444a1 | jens-daniel-mueller | 2021-08-05 |
| 42e80c0 | jens-daniel-mueller | 2021-08-04 |
| 48f6eed | jens-daniel-mueller | 2021-08-04 |
| 81a46a4 | jens-daniel-mueller | 2021-08-03 |
| b88c61b | jens-daniel-mueller | 2021-08-03 |
| a53656d | jens-daniel-mueller | 2021-08-03 |
| 88f7356 | jens-daniel-mueller | 2021-08-02 |
| d759279 | jens-daniel-mueller | 2021-08-02 |
| 127b801 | jens-daniel-mueller | 2021-07-24 |
| 912d90e | jens-daniel-mueller | 2021-07-23 |
| 2477316 | jens-daniel-mueller | 2021-07-23 |
| c9ccc00 | jens-daniel-mueller | 2021-07-22 |
| c18a8b1 | jens-daniel-mueller | 2021-07-09 |
| 910d64a | jens-daniel-mueller | 2021-07-02 |
| 1cbf907 | jens-daniel-mueller | 2021-07-02 |
| 955f5dc | jens-daniel-mueller | 2021-06-29 |
| 9480f94 | jens-daniel-mueller | 2021-06-29 |
| d054c39 | jens-daniel-mueller | 2021-06-24 |
| 4fcd066 | jens-daniel-mueller | 2021-06-24 |
| 3b6387f | jens-daniel-mueller | 2021-06-18 |
| c6b3da6 | jens-daniel-mueller | 2021-06-14 |
| 439ee80 | jens-daniel-mueller | 2021-06-11 |
| 33ffcab | jens-daniel-mueller | 2021-06-10 |
| 7e1f407 | jens-daniel-mueller | 2021-06-10 |
| 2cbe18c | jens-daniel-mueller | 2021-06-10 |
| 69c79d0 | jens-daniel-mueller | 2021-06-08 |
| 1772903 | jens-daniel-mueller | 2021-06-07 |
| 594ed9a | jens-daniel-mueller | 2021-06-04 |
| db7df0e | jens-daniel-mueller | 2021-06-04 |
| 2edc791 | jens-daniel-mueller | 2021-06-04 |
| 207339d | jens-daniel-mueller | 2021-06-03 |
| 315710b | jens-daniel-mueller | 2021-06-03 |
| be90356 | jens-daniel-mueller | 2021-06-02 |
| d37a85d | jens-daniel-mueller | 2021-05-31 |
| 4b7a5ee | jens-daniel-mueller | 2021-05-28 |
| 25bd183 | jens-daniel-mueller | 2021-05-26 |
| 62bd574 | jens-daniel-mueller | 2021-05-20 |
| 7c56c39 | jens-daniel-mueller | 2021-05-19 |
| 52e7583 | jens-daniel-mueller | 2021-05-12 |
| 969e631 | jens-daniel-mueller | 2021-05-12 |
| d2a83bc | jens-daniel-mueller | 2021-04-16 |
| c0a47df | jens-daniel-mueller | 2021-04-16 |
| 50290e8 | jens-daniel-mueller | 2021-04-16 |
| a00ec94 | jens-daniel-mueller | 2021-04-16 |
| b6fe355 | jens-daniel-mueller | 2021-04-16 |
| 81b7c6d | jens-daniel-mueller | 2021-04-16 |
| ddec5b7 | jens-daniel-mueller | 2021-04-15 |
| 29edae5 | jens-daniel-mueller | 2021-04-14 |
| 9f31fe3 | jens-daniel-mueller | 2021-04-13 |
| ea17c90 | jens-daniel-mueller | 2021-04-09 |
| 338dd3c | jens-daniel-mueller | 2021-04-09 |
| a79ca2c | jens-daniel-mueller | 2021-04-09 |
| eb827c9 | jens-daniel-mueller | 2021-04-07 |
| ab5c8cf | jens-daniel-mueller | 2021-03-24 |
| 03b6009 | jens-daniel-mueller | 2021-03-23 |
| 98d4a6d | jens-daniel-mueller | 2021-03-23 |
| 83a13de | jens-daniel-mueller | 2021-03-20 |
| cf98c6d | jens-daniel-mueller | 2021-03-16 |
| a1d52ff | jens-daniel-mueller | 2021-03-15 |
| 0bade3b | jens-daniel-mueller | 2021-03-15 |
| 27c1f4b | jens-daniel-mueller | 2021-03-14 |
| af75ebf | jens-daniel-mueller | 2021-03-14 |
| 5017709 | jens-daniel-mueller | 2021-03-11 |
| 585b07f | jens-daniel-mueller | 2021-03-11 |
| 85a5ed2 | jens-daniel-mueller | 2021-03-10 |
| 6c0bec6 | jens-daniel-mueller | 2021-03-05 |
| af70b94 | jens-daniel-mueller | 2021-03-04 |
| 7b672f7 | jens-daniel-mueller | 2021-01-11 |
| 33ba23c | jens-daniel-mueller | 2021-01-07 |
| 318609d | jens-daniel-mueller | 2020-12-23 |
| 9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
| 0aa2b50 | jens-daniel-mueller | 2020-12-23 |
| 2886da0 | jens-daniel-mueller | 2020-12-19 |
| 02f0ee9 | jens-daniel-mueller | 2020-12-18 |
| 7bcb4eb | jens-daniel-mueller | 2020-12-18 |
| 158fe26 | jens-daniel-mueller | 2020-12-15 |
| 7a9a4cb | jens-daniel-mueller | 2020-12-15 |
| 61b263c | jens-daniel-mueller | 2020-12-15 |
| 4d612dd | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| 5d96d3c | jens-daniel-mueller | 2020-12-11 |
[[2]]
| Version | Author | Date |
|---|---|---|
| 4ba3af5 | jens-daniel-mueller | 2022-10-25 |
| 28e3163 | jens-daniel-mueller | 2022-10-24 |
| e8f1f22 | jens-daniel-mueller | 2022-10-24 |
| e99ca0b | jens-daniel-mueller | 2022-10-24 |
| 591702e | jens-daniel-mueller | 2022-10-24 |
| a4c6d61 | jens-daniel-mueller | 2022-10-18 |
| 12cb319 | jens-daniel-mueller | 2022-09-26 |
| 5ed1b6b | jens-daniel-mueller | 2022-07-19 |
| 233fa96 | jens-daniel-mueller | 2022-07-19 |
| b92af2e | jens-daniel-mueller | 2022-07-13 |
| 5599f87 | jens-daniel-mueller | 2022-07-13 |
| b9847f2 | jens-daniel-mueller | 2022-07-07 |
| 840dfb7 | jens-daniel-mueller | 2022-07-07 |
| 78dd2f2 | jens-daniel-mueller | 2022-07-05 |
| 2807f99 | jens-daniel-mueller | 2022-07-05 |
| 82cbd17 | jens-daniel-mueller | 2022-07-05 |
| b661d5a | jens-daniel-mueller | 2022-07-05 |
| f96b063 | jens-daniel-mueller | 2022-07-04 |
| 767609e | jens-daniel-mueller | 2022-07-04 |
| f1f428f | jens-daniel-mueller | 2022-06-30 |
| e743d50 | jens-daniel-mueller | 2022-06-30 |
| 98ba5c6 | jens-daniel-mueller | 2022-06-30 |
| 21dbfca | jens-daniel-mueller | 2022-06-29 |
| 7e8d2ef | jens-daniel-mueller | 2022-06-29 |
| 2911893 | jens-daniel-mueller | 2022-06-24 |
| a28c3f7 | jens-daniel-mueller | 2022-06-16 |
| 469a640 | jens-daniel-mueller | 2022-06-16 |
| 0c2ca93 | jens-daniel-mueller | 2022-06-15 |
| fa647ea | jens-daniel-mueller | 2022-05-25 |
| b7ca0f3 | jens-daniel-mueller | 2022-05-25 |
| 7290e93 | jens-daniel-mueller | 2022-05-20 |
| 745619a | jens-daniel-mueller | 2022-04-11 |
| 1ba3eba | jens-daniel-mueller | 2022-04-07 |
| 707b5ac | jens-daniel-mueller | 2022-03-24 |
| 68faa8a | jens-daniel-mueller | 2022-03-21 |
| cb147cc | jens-daniel-mueller | 2022-03-21 |
| 1de9aa2 | jens-daniel-mueller | 2022-03-21 |
| aaf2d24 | jens-daniel-mueller | 2022-03-21 |
| bdc14f1 | jens-daniel-mueller | 2022-03-21 |
| 5855ede | jens-daniel-mueller | 2022-03-14 |
| 6c38fc4 | jens-daniel-mueller | 2022-03-14 |
| b18dcee | jens-daniel-mueller | 2022-01-27 |
| 1039ef3 | jens-daniel-mueller | 2022-01-24 |
| 23582a4 | jens-daniel-mueller | 2022-01-23 |
| 26e57aa | jens-daniel-mueller | 2022-01-17 |
| 0a211c9 | jens-daniel-mueller | 2022-01-17 |
| 035570b | jens-daniel-mueller | 2022-01-17 |
| af4b27f | jens-daniel-mueller | 2022-01-12 |
| ebd7fbc | jens-daniel-mueller | 2022-01-09 |
| 013c119 | jens-daniel-mueller | 2022-01-08 |
| 984b603 | jens-daniel-mueller | 2022-01-06 |
| 2dc49a1 | jens-daniel-mueller | 2022-01-06 |
| 8d17c91 | jens-daniel-mueller | 2022-01-05 |
| dcb68b6 | jens-daniel-mueller | 2022-01-05 |
| 6450fc1 | jens-daniel-mueller | 2022-01-05 |
| dfed6a1 | jens-daniel-mueller | 2022-01-05 |
| d5af0d7 | jens-daniel-mueller | 2022-01-04 |
| f39db85 | jens-daniel-mueller | 2022-01-04 |
| 4fa937d | jens-daniel-mueller | 2022-01-03 |
| da28869 | jens-daniel-mueller | 2021-12-23 |
| 8900388 | jens-daniel-mueller | 2021-12-23 |
| afdc482 | jens-daniel-mueller | 2021-12-21 |
| 2fe7f8e | jens-daniel-mueller | 2021-12-08 |
| a768c5d | jens-daniel-mueller | 2021-12-07 |
| a7c514b | jens-daniel-mueller | 2021-12-07 |
| bc1edbd | jens-daniel-mueller | 2021-12-07 |
| 6cfccf7 | jens-daniel-mueller | 2021-12-06 |
| 3c60929 | jens-daniel-mueller | 2021-12-06 |
| 2ca1313 | jens-daniel-mueller | 2021-12-05 |
| 6a78608 | jens-daniel-mueller | 2021-12-02 |
| 5b46219 | jens-daniel-mueller | 2021-11-21 |
| 6b80483 | jens-daniel-mueller | 2021-11-19 |
| 98d9e33 | jens-daniel-mueller | 2021-11-11 |
| d3cb92d | jens-daniel-mueller | 2021-11-08 |
| 3879a6d | jens-daniel-mueller | 2021-11-08 |
| 0e032dc | jens-daniel-mueller | 2021-11-04 |
| abcd28f | jens-daniel-mueller | 2021-11-02 |
| 290c8fc | jens-daniel-mueller | 2021-11-02 |
| e02acc9 | jens-daniel-mueller | 2021-11-01 |
| 58da811 | jens-daniel-mueller | 2021-11-01 |
| 2781a97 | jens-daniel-mueller | 2021-10-29 |
| 973192c | jens-daniel-mueller | 2021-10-28 |
| f792cd8 | jens-daniel-mueller | 2021-10-27 |
| 3992e41 | jens-daniel-mueller | 2021-10-27 |
| f9280c7 | jens-daniel-mueller | 2021-10-21 |
| bfe90e6 | jens-daniel-mueller | 2021-10-21 |
| 78a956e | jens-daniel-mueller | 2021-10-21 |
| 1ba14cf | jens-daniel-mueller | 2021-10-20 |
| dc0723b | jens-daniel-mueller | 2021-10-19 |
| cd0ebd8 | jens-daniel-mueller | 2021-10-18 |
| 046c556 | jens-daniel-mueller | 2021-10-07 |
| ac73c23 | jens-daniel-mueller | 2021-10-07 |
| 0bd4ea2 | jens-daniel-mueller | 2021-10-07 |
| 6969c18 | jens-daniel-mueller | 2021-10-07 |
| 06afaca | jens-daniel-mueller | 2021-09-23 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| deb425c | jens-daniel-mueller | 2021-08-24 |
| 534854b | jens-daniel-mueller | 2021-08-19 |
| 77f4ba7 | jens-daniel-mueller | 2021-08-19 |
| ece96df | jens-daniel-mueller | 2021-08-19 |
| 27c99b8 | jens-daniel-mueller | 2021-08-19 |
| a03f2f0 | jens-daniel-mueller | 2021-08-18 |
| 9335b31 | jens-daniel-mueller | 2021-08-10 |
| 9943b45 | jens-daniel-mueller | 2021-08-10 |
| 0b00a2b | jens-daniel-mueller | 2021-08-09 |
| 755c6b1 | jens-daniel-mueller | 2021-08-09 |
| cd8e0d5 | jens-daniel-mueller | 2021-08-06 |
| 15773a0 | jens-daniel-mueller | 2021-08-06 |
| da61d1a | jens-daniel-mueller | 2021-08-06 |
| 340d731 | jens-daniel-mueller | 2021-08-06 |
| 71546e4 | jens-daniel-mueller | 2021-08-06 |
| 29444a1 | jens-daniel-mueller | 2021-08-05 |
| 42e80c0 | jens-daniel-mueller | 2021-08-04 |
| 48f6eed | jens-daniel-mueller | 2021-08-04 |
| 81a46a4 | jens-daniel-mueller | 2021-08-03 |
| b88c61b | jens-daniel-mueller | 2021-08-03 |
| a53656d | jens-daniel-mueller | 2021-08-03 |
| 88f7356 | jens-daniel-mueller | 2021-08-02 |
| d759279 | jens-daniel-mueller | 2021-08-02 |
| 127b801 | jens-daniel-mueller | 2021-07-24 |
| 912d90e | jens-daniel-mueller | 2021-07-23 |
| 2477316 | jens-daniel-mueller | 2021-07-23 |
| c9ccc00 | jens-daniel-mueller | 2021-07-22 |
| c18a8b1 | jens-daniel-mueller | 2021-07-09 |
| 910d64a | jens-daniel-mueller | 2021-07-02 |
| 1cbf907 | jens-daniel-mueller | 2021-07-02 |
| 955f5dc | jens-daniel-mueller | 2021-06-29 |
| 9480f94 | jens-daniel-mueller | 2021-06-29 |
| d054c39 | jens-daniel-mueller | 2021-06-24 |
| 4fcd066 | jens-daniel-mueller | 2021-06-24 |
| 3b6387f | jens-daniel-mueller | 2021-06-18 |
| c6b3da6 | jens-daniel-mueller | 2021-06-14 |
| 439ee80 | jens-daniel-mueller | 2021-06-11 |
| 33ffcab | jens-daniel-mueller | 2021-06-10 |
| 7e1f407 | jens-daniel-mueller | 2021-06-10 |
| 2cbe18c | jens-daniel-mueller | 2021-06-10 |
| 69c79d0 | jens-daniel-mueller | 2021-06-08 |
| 1772903 | jens-daniel-mueller | 2021-06-07 |
| 594ed9a | jens-daniel-mueller | 2021-06-04 |
| db7df0e | jens-daniel-mueller | 2021-06-04 |
| 2edc791 | jens-daniel-mueller | 2021-06-04 |
| 207339d | jens-daniel-mueller | 2021-06-03 |
| 315710b | jens-daniel-mueller | 2021-06-03 |
| d37a85d | jens-daniel-mueller | 2021-05-31 |
| 4b7a5ee | jens-daniel-mueller | 2021-05-28 |
| 25bd183 | jens-daniel-mueller | 2021-05-26 |
| 62bd574 | jens-daniel-mueller | 2021-05-20 |
| 7c56c39 | jens-daniel-mueller | 2021-05-19 |
| 52e7583 | jens-daniel-mueller | 2021-05-12 |
| 969e631 | jens-daniel-mueller | 2021-05-12 |
| d2a83bc | jens-daniel-mueller | 2021-04-16 |
| c0a47df | jens-daniel-mueller | 2021-04-16 |
| 50290e8 | jens-daniel-mueller | 2021-04-16 |
| a00ec94 | jens-daniel-mueller | 2021-04-16 |
| b6fe355 | jens-daniel-mueller | 2021-04-16 |
| 81b7c6d | jens-daniel-mueller | 2021-04-16 |
| ddec5b7 | jens-daniel-mueller | 2021-04-15 |
| 29edae5 | jens-daniel-mueller | 2021-04-14 |
| 9f31fe3 | jens-daniel-mueller | 2021-04-13 |
| ea17c90 | jens-daniel-mueller | 2021-04-09 |
| 338dd3c | jens-daniel-mueller | 2021-04-09 |
| a79ca2c | jens-daniel-mueller | 2021-04-09 |
| eb827c9 | jens-daniel-mueller | 2021-04-07 |
| ab5c8cf | jens-daniel-mueller | 2021-03-24 |
| 03b6009 | jens-daniel-mueller | 2021-03-23 |
| 98d4a6d | jens-daniel-mueller | 2021-03-23 |
| 83a13de | jens-daniel-mueller | 2021-03-20 |
| cf98c6d | jens-daniel-mueller | 2021-03-16 |
| a1d52ff | jens-daniel-mueller | 2021-03-15 |
| 0bade3b | jens-daniel-mueller | 2021-03-15 |
| 27c1f4b | jens-daniel-mueller | 2021-03-14 |
| af75ebf | jens-daniel-mueller | 2021-03-14 |
| 5017709 | jens-daniel-mueller | 2021-03-11 |
| 585b07f | jens-daniel-mueller | 2021-03-11 |
| 85a5ed2 | jens-daniel-mueller | 2021-03-10 |
| 6c0bec6 | jens-daniel-mueller | 2021-03-05 |
| af70b94 | jens-daniel-mueller | 2021-03-04 |
| 7b672f7 | jens-daniel-mueller | 2021-01-11 |
| 33ba23c | jens-daniel-mueller | 2021-01-07 |
| 318609d | jens-daniel-mueller | 2020-12-23 |
| 9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
| 0aa2b50 | jens-daniel-mueller | 2020-12-23 |
| 2886da0 | jens-daniel-mueller | 2020-12-19 |
| 02f0ee9 | jens-daniel-mueller | 2020-12-18 |
| 7bcb4eb | jens-daniel-mueller | 2020-12-18 |
| 158fe26 | jens-daniel-mueller | 2020-12-15 |
| 7a9a4cb | jens-daniel-mueller | 2020-12-15 |
| 61b263c | jens-daniel-mueller | 2020-12-15 |
| 4d612dd | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| 5d96d3c | jens-daniel-mueller | 2020-12-11 |
GLODAP <- GLODAP %>%
filter(data_source == "obs") %>%
select(-data_source)Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:
/nfs/kryo/work/jenmueller/emlr_cant/observations/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$gamma_slab)[5]
GLODAP_highlight <- GLODAP_basin_era %>%
mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
"in", "out")) %>%
arrange(desc(gamma_highlight))
p <- GLODAP_highlight %>%
ggpairs(
columns = c(params_local$MLR_target,
params_local$MLR_predictors),
ggplot2::aes(
col = gamma_highlight,
fill = gamma_highlight,
alpha = 0.01
)
) +
scale_fill_manual(values = c("red", "grey")) +
scale_color_manual(values = c("red", "grey")) +
labs(
title = paste(
i_era,
"|",
i_basin,
"| Gamma slab",
i_gamma_slab,
"| # obs total",
nrow(GLODAP_basin_era),
"| # obs slab",
nrow(GLODAP_highlight %>%
filter(gamma_highlight == "in"))
)
)
png(
filename = paste(
path_version_figures,
"Observations_correlation/",
paste(
"Predictor_correlation",
i_era,
i_basin,
i_gamma_slab,
".png",
sep = "_"
),
sep = ""),
width = 12,
height = 12,
units = "in",
res = 300
)
print(p)
dev.off()
}
}
}
}3.2 Correlation assesment
3.2.1 Calculation of correlation coeffcients
Correlation coefficients were calculated individually within each slabs, era and basin.
for (i_basin in unique(GLODAP$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)3.2.2 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 |
|---|---|---|
| 4ba3af5 | jens-daniel-mueller | 2022-10-25 |
| 28e3163 | jens-daniel-mueller | 2022-10-24 |
| e8f1f22 | jens-daniel-mueller | 2022-10-24 |
| e99ca0b | jens-daniel-mueller | 2022-10-24 |
| 591702e | jens-daniel-mueller | 2022-10-24 |
| a4c6d61 | jens-daniel-mueller | 2022-10-18 |
| 5ed1b6b | jens-daniel-mueller | 2022-07-19 |
| 233fa96 | jens-daniel-mueller | 2022-07-19 |
| b92af2e | jens-daniel-mueller | 2022-07-13 |
| 5599f87 | jens-daniel-mueller | 2022-07-13 |
| b9847f2 | jens-daniel-mueller | 2022-07-07 |
| 840dfb7 | jens-daniel-mueller | 2022-07-07 |
| 78dd2f2 | jens-daniel-mueller | 2022-07-05 |
| 2807f99 | jens-daniel-mueller | 2022-07-05 |
| 82cbd17 | jens-daniel-mueller | 2022-07-05 |
| b661d5a | jens-daniel-mueller | 2022-07-05 |
| f96b063 | jens-daniel-mueller | 2022-07-04 |
| 767609e | jens-daniel-mueller | 2022-07-04 |
| f1f428f | jens-daniel-mueller | 2022-06-30 |
| e743d50 | jens-daniel-mueller | 2022-06-30 |
| 98ba5c6 | jens-daniel-mueller | 2022-06-30 |
| 21dbfca | jens-daniel-mueller | 2022-06-29 |
| 7e8d2ef | jens-daniel-mueller | 2022-06-29 |
| 2911893 | jens-daniel-mueller | 2022-06-24 |
| a28c3f7 | jens-daniel-mueller | 2022-06-16 |
| 469a640 | jens-daniel-mueller | 2022-06-16 |
| 0c2ca93 | jens-daniel-mueller | 2022-06-15 |
| fa647ea | jens-daniel-mueller | 2022-05-25 |
| b7ca0f3 | jens-daniel-mueller | 2022-05-25 |
| 7290e93 | jens-daniel-mueller | 2022-05-20 |
| 745619a | jens-daniel-mueller | 2022-04-11 |
| f48f95e | jens-daniel-mueller | 2022-04-11 |
| acc478b | jens-daniel-mueller | 2022-04-07 |
| 40a3efa | jens-daniel-mueller | 2022-04-07 |
| 4af5c45 | jens-daniel-mueller | 2022-04-07 |
| 36d3277 | jens-daniel-mueller | 2022-04-07 |
| 1ba3eba | jens-daniel-mueller | 2022-04-07 |
| 707b5ac | jens-daniel-mueller | 2022-03-24 |
| cb147cc | jens-daniel-mueller | 2022-03-21 |
| aaf2d24 | jens-daniel-mueller | 2022-03-21 |
| 6c38fc4 | jens-daniel-mueller | 2022-03-14 |
| b18dcee | jens-daniel-mueller | 2022-01-27 |
| 1039ef3 | jens-daniel-mueller | 2022-01-24 |
| 23582a4 | jens-daniel-mueller | 2022-01-23 |
| 26e57aa | jens-daniel-mueller | 2022-01-17 |
| 0a211c9 | jens-daniel-mueller | 2022-01-17 |
| 035570b | jens-daniel-mueller | 2022-01-17 |
| af4b27f | jens-daniel-mueller | 2022-01-12 |
| 013c119 | jens-daniel-mueller | 2022-01-08 |
| 8d17c91 | jens-daniel-mueller | 2022-01-05 |
| dfed6a1 | jens-daniel-mueller | 2022-01-05 |
| f39db85 | jens-daniel-mueller | 2022-01-04 |
| 4fa937d | jens-daniel-mueller | 2022-01-03 |
| 8900388 | jens-daniel-mueller | 2021-12-23 |
| afdc482 | jens-daniel-mueller | 2021-12-21 |
| 2fe7f8e | jens-daniel-mueller | 2021-12-08 |
| a768c5d | jens-daniel-mueller | 2021-12-07 |
| a7c514b | jens-daniel-mueller | 2021-12-07 |
| bc1edbd | jens-daniel-mueller | 2021-12-07 |
| 6cfccf7 | jens-daniel-mueller | 2021-12-06 |
| 3c60929 | jens-daniel-mueller | 2021-12-06 |
| 3f76ee3 | jens-daniel-mueller | 2021-12-06 |
| 2ca1313 | jens-daniel-mueller | 2021-12-05 |
| 6a78608 | jens-daniel-mueller | 2021-12-02 |
| a83a09b | jens-daniel-mueller | 2021-11-29 |
| 72c1041 | jens-daniel-mueller | 2021-11-23 |
| 3eba8ac | jens-daniel-mueller | 2021-11-23 |
| ec18ee5 | jens-daniel-mueller | 2021-11-23 |
| 5b46219 | jens-daniel-mueller | 2021-11-21 |
| 6b80483 | jens-daniel-mueller | 2021-11-19 |
| 98d9e33 | jens-daniel-mueller | 2021-11-11 |
| d3cb92d | jens-daniel-mueller | 2021-11-08 |
| 3879a6d | jens-daniel-mueller | 2021-11-08 |
| 0e032dc | jens-daniel-mueller | 2021-11-04 |
| abcd28f | jens-daniel-mueller | 2021-11-02 |
| 290c8fc | jens-daniel-mueller | 2021-11-02 |
| e02acc9 | jens-daniel-mueller | 2021-11-01 |
| 58da811 | jens-daniel-mueller | 2021-11-01 |
| 2781a97 | jens-daniel-mueller | 2021-10-29 |
| 973192c | jens-daniel-mueller | 2021-10-28 |
| f792cd8 | jens-daniel-mueller | 2021-10-27 |
| 22750db | jens-daniel-mueller | 2021-10-27 |
| 3992e41 | jens-daniel-mueller | 2021-10-27 |
| f9280c7 | jens-daniel-mueller | 2021-10-21 |
| bfe90e6 | jens-daniel-mueller | 2021-10-21 |
| 78a956e | jens-daniel-mueller | 2021-10-21 |
| 1ba14cf | jens-daniel-mueller | 2021-10-20 |
| dc0723b | jens-daniel-mueller | 2021-10-19 |
| cd0ebd8 | jens-daniel-mueller | 2021-10-18 |
| 046c556 | jens-daniel-mueller | 2021-10-07 |
| ac73c23 | jens-daniel-mueller | 2021-10-07 |
| 0bd4ea2 | jens-daniel-mueller | 2021-10-07 |
| 6969c18 | jens-daniel-mueller | 2021-10-07 |
| 06afaca | jens-daniel-mueller | 2021-09-23 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| deb425c | jens-daniel-mueller | 2021-08-24 |
| 534854b | jens-daniel-mueller | 2021-08-19 |
| 77f4ba7 | jens-daniel-mueller | 2021-08-19 |
| ece96df | jens-daniel-mueller | 2021-08-19 |
| 27c99b8 | jens-daniel-mueller | 2021-08-19 |
| a03f2f0 | jens-daniel-mueller | 2021-08-18 |
| 9335b31 | jens-daniel-mueller | 2021-08-10 |
| 9943b45 | jens-daniel-mueller | 2021-08-10 |
| 0b00a2b | jens-daniel-mueller | 2021-08-09 |
| 755c6b1 | jens-daniel-mueller | 2021-08-09 |
| cd8e0d5 | jens-daniel-mueller | 2021-08-06 |
| 15773a0 | jens-daniel-mueller | 2021-08-06 |
| da61d1a | jens-daniel-mueller | 2021-08-06 |
| 340d731 | jens-daniel-mueller | 2021-08-06 |
| 71546e4 | jens-daniel-mueller | 2021-08-06 |
| 29444a1 | jens-daniel-mueller | 2021-08-05 |
| 42e80c0 | jens-daniel-mueller | 2021-08-04 |
| 48f6eed | jens-daniel-mueller | 2021-08-04 |
| 81a46a4 | jens-daniel-mueller | 2021-08-03 |
| b88c61b | jens-daniel-mueller | 2021-08-03 |
| a53656d | jens-daniel-mueller | 2021-08-03 |
| 88f7356 | jens-daniel-mueller | 2021-08-02 |
| d759279 | jens-daniel-mueller | 2021-08-02 |
| 127b801 | jens-daniel-mueller | 2021-07-24 |
| 912d90e | jens-daniel-mueller | 2021-07-23 |
| 2477316 | jens-daniel-mueller | 2021-07-23 |
| c9ccc00 | jens-daniel-mueller | 2021-07-22 |
| 910d64a | jens-daniel-mueller | 2021-07-02 |
| 1cbf907 | jens-daniel-mueller | 2021-07-02 |
| 955f5dc | jens-daniel-mueller | 2021-06-29 |
| 9480f94 | jens-daniel-mueller | 2021-06-29 |
| d054c39 | jens-daniel-mueller | 2021-06-24 |
| 4fcd066 | jens-daniel-mueller | 2021-06-24 |
| 7e1f407 | jens-daniel-mueller | 2021-06-10 |
| 2cbe18c | jens-daniel-mueller | 2021-06-10 |
| 594ed9a | jens-daniel-mueller | 2021-06-04 |
| db7df0e | jens-daniel-mueller | 2021-06-04 |
| 207339d | jens-daniel-mueller | 2021-06-03 |
| 315710b | jens-daniel-mueller | 2021-06-03 |
| d37a85d | jens-daniel-mueller | 2021-05-31 |
| 25bd183 | jens-daniel-mueller | 2021-05-26 |
| 62bd574 | jens-daniel-mueller | 2021-05-20 |
| 7c56c39 | jens-daniel-mueller | 2021-05-19 |
| 52e7583 | jens-daniel-mueller | 2021-05-12 |
| 969e631 | jens-daniel-mueller | 2021-05-12 |
| d2a83bc | jens-daniel-mueller | 2021-04-16 |
| c0a47df | jens-daniel-mueller | 2021-04-16 |
| 50290e8 | jens-daniel-mueller | 2021-04-16 |
| b6fe355 | jens-daniel-mueller | 2021-04-16 |
| 81b7c6d | jens-daniel-mueller | 2021-04-16 |
| ddec5b7 | jens-daniel-mueller | 2021-04-15 |
| 29edae5 | jens-daniel-mueller | 2021-04-14 |
| 099d566 | jens-daniel-mueller | 2021-04-14 |
| bb44686 | jens-daniel-mueller | 2021-04-14 |
| bf40480 | jens-daniel-mueller | 2021-04-13 |
| 9f31fe3 | jens-daniel-mueller | 2021-04-13 |
| 338dd3c | jens-daniel-mueller | 2021-04-09 |
| a79ca2c | jens-daniel-mueller | 2021-04-09 |
| eb827c9 | jens-daniel-mueller | 2021-04-07 |
| 19faa17 | jens-daniel-mueller | 2021-03-24 |
| 03b6009 | jens-daniel-mueller | 2021-03-23 |
| 98d4a6d | jens-daniel-mueller | 2021-03-23 |
| f155edd | jens-daniel-mueller | 2021-03-23 |
| 83a13de | jens-daniel-mueller | 2021-03-20 |
| cf98c6d | jens-daniel-mueller | 2021-03-16 |
| a1d52ff | jens-daniel-mueller | 2021-03-15 |
| 0bade3b | jens-daniel-mueller | 2021-03-15 |
| 27c1f4b | jens-daniel-mueller | 2021-03-14 |
| af75ebf | jens-daniel-mueller | 2021-03-14 |
| 5017709 | jens-daniel-mueller | 2021-03-11 |
| 585b07f | jens-daniel-mueller | 2021-03-11 |
| 85a5ed2 | jens-daniel-mueller | 2021-03-10 |
| 6c0bec6 | jens-daniel-mueller | 2021-03-05 |
| 7b672f7 | jens-daniel-mueller | 2021-01-11 |
| 33ba23c | jens-daniel-mueller | 2021-01-07 |
| 318609d | jens-daniel-mueller | 2020-12-23 |
| 9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
| 0aa2b50 | jens-daniel-mueller | 2020-12-23 |
| 2886da0 | jens-daniel-mueller | 2020-12-19 |
| 02f0ee9 | jens-daniel-mueller | 2020-12-18 |
| 158fe26 | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| 5d96d3c | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
# 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 | global | (-Inf,26] | 0.9312886 | 0.9172267 | 0.9453504 |
| aou + nitrate | global | (26,26.5] | 0.8913095 | 0.8832806 | 0.8993384 |
| aou + nitrate | global | (26.5,26.75] | 0.8621655 | 0.8566716 | 0.8676594 |
| aou + nitrate | global | (26.75,27] | 0.9107144 | 0.9101125 | 0.9113163 |
| aou + nitrate | global | (27,27.25] | 0.9092765 | 0.9073501 | 0.9112029 |
| aou + nitrate | global | (27.25,27.5] | 0.8971252 | 0.8953515 | 0.8988990 |
| aou + nitrate | global | (27.5,27.75] | 0.9014735 | 0.8995209 | 0.9034262 |
| aou + nitrate | global | (27.75,27.85] | 0.9416831 | 0.9369637 | 0.9464026 |
| aou + nitrate | global | (27.85,27.95] | 0.9595782 | 0.9557531 | 0.9634034 |
| aou + nitrate | global | (27.95,28.05] | 0.9664851 | 0.9620723 | 0.9708978 |
| aou + nitrate | global | (28.05,28.1] | 0.9792108 | 0.9770977 | 0.9813239 |
| aou + nitrate | global | (28.1, Inf] | 0.9075546 | 0.8991402 | 0.9159689 |
| aou + oxygen | global | (-Inf,26] | -0.9202630 | -0.9315267 | -0.9089992 |
| aou + oxygen | global | (26,26.5] | -0.9585702 | -0.9618671 | -0.9552734 |
| aou + oxygen | global | (26.5,26.75] | -0.9575311 | -0.9585867 | -0.9564755 |
| aou + oxygen | global | (26.75,27] | -0.9725483 | -0.9733918 | -0.9717048 |
| aou + oxygen | global | (27,27.25] | -0.9839076 | -0.9844375 | -0.9833777 |
| aou + oxygen | global | (27.25,27.5] | -0.9874786 | -0.9877084 | -0.9872488 |
| aou + oxygen | global | (27.5,27.75] | -0.9877506 | -0.9880409 | -0.9874602 |
| aou + oxygen | global | (27.75,27.85] | -0.9917179 | -0.9922538 | -0.9911819 |
| aou + oxygen | global | (27.85,27.95] | -0.9935997 | -0.9944784 | -0.9927209 |
| aou + oxygen | global | (27.95,28.05] | -0.9949740 | -0.9959710 | -0.9939771 |
| aou + oxygen | global | (28.05,28.1] | -0.9978577 | -0.9982532 | -0.9974623 |
| aou + oxygen | global | (28.1, Inf] | -0.9827166 | -0.9844814 | -0.9809518 |
| aou + phosphate | global | (-Inf,26] | 0.9251887 | 0.9092360 | 0.9411414 |
| aou + phosphate | global | (26,26.5] | 0.9063899 | 0.8902854 | 0.9224943 |
| aou + phosphate | global | (26.5,26.75] | 0.8582230 | 0.8568074 | 0.8596387 |
| aou + phosphate | global | (26.75,27] | 0.9008115 | 0.8983056 | 0.9033174 |
| aou + phosphate | global | (27,27.25] | 0.9012647 | 0.8990512 | 0.9034782 |
| aou + phosphate | global | (27.25,27.5] | 0.9047158 | 0.9031588 | 0.9062729 |
| aou + phosphate | global | (27.5,27.75] | 0.9143970 | 0.9133644 | 0.9154297 |
| aou + phosphate | global | (27.75,27.85] | 0.9492381 | 0.9471378 | 0.9513383 |
| aou + phosphate | global | (27.85,27.95] | 0.9647095 | 0.9620125 | 0.9674064 |
| aou + phosphate | global | (27.95,28.05] | 0.9714880 | 0.9671175 | 0.9758585 |
| aou + phosphate | global | (28.05,28.1] | 0.9825639 | 0.9806791 | 0.9844488 |
| aou + phosphate | global | (28.1, Inf] | 0.9135291 | 0.9052496 | 0.9218087 |
| aou + silicate | global | (-Inf,26] | 0.7726048 | 0.7499222 | 0.7952874 |
| aou + silicate | global | (26,26.5] | 0.6721722 | 0.6321374 | 0.7122070 |
| aou + silicate | global | (26.5,26.75] | 0.5855179 | 0.5646387 | 0.6063972 |
| aou + silicate | global | (26.75,27] | 0.7352627 | 0.7060352 | 0.7644902 |
| aou + silicate | global | (27,27.25] | 0.8489808 | 0.8186721 | 0.8792895 |
| aou + silicate | global | (27.25,27.5] | 0.8958501 | 0.8737658 | 0.9179344 |
| aou + silicate | global | (27.5,27.75] | 0.9272744 | 0.9124790 | 0.9420697 |
| aou + silicate | global | (27.75,27.85] | 0.9663245 | 0.9609828 | 0.9716662 |
| aou + silicate | global | (27.85,27.95] | 0.9760258 | 0.9731410 | 0.9789106 |
| aou + silicate | global | (27.95,28.05] | 0.9814682 | 0.9789219 | 0.9840146 |
| aou + silicate | global | (28.05,28.1] | 0.9900727 | 0.9884393 | 0.9917061 |
| aou + silicate | global | (28.1, Inf] | 0.8978182 | 0.8801903 | 0.9154461 |
| nitrate + silicate | global | (-Inf,26] | 0.8881470 | 0.8875959 | 0.8886982 |
| nitrate + silicate | global | (26,26.5] | 0.8499180 | 0.8327850 | 0.8670510 |
| nitrate + silicate | global | (26.5,26.75] | 0.8248750 | 0.7990070 | 0.8507430 |
| nitrate + silicate | global | (26.75,27] | 0.8333424 | 0.8086629 | 0.8580220 |
| nitrate + silicate | global | (27,27.25] | 0.8452615 | 0.8199413 | 0.8705816 |
| nitrate + silicate | global | (27.25,27.5] | 0.8548623 | 0.8495604 | 0.8601641 |
| nitrate + silicate | global | (27.5,27.75] | 0.8908970 | 0.8846537 | 0.8971402 |
| nitrate + silicate | global | (27.75,27.85] | 0.9445263 | 0.9389963 | 0.9500563 |
| nitrate + silicate | global | (27.85,27.95] | 0.9659987 | 0.9624671 | 0.9695303 |
| nitrate + silicate | global | (27.95,28.05] | 0.9700774 | 0.9684209 | 0.9717338 |
| nitrate + silicate | global | (28.05,28.1] | 0.9747441 | 0.9731041 | 0.9763840 |
| nitrate + silicate | global | (28.1, Inf] | 0.9784554 | 0.9764765 | 0.9804343 |
| oxygen + nitrate | global | (-Inf,26] | -0.7565314 | -0.8019087 | -0.7111540 |
| oxygen + nitrate | global | (26,26.5] | -0.7382466 | -0.7598471 | -0.7166461 |
| oxygen + nitrate | global | (26.5,26.75] | -0.6907583 | -0.6958353 | -0.6856812 |
| oxygen + nitrate | global | (26.75,27] | -0.8019233 | -0.8056345 | -0.7982120 |
| oxygen + nitrate | global | (27,27.25] | -0.8327130 | -0.8358870 | -0.8295389 |
| oxygen + nitrate | global | (27.25,27.5] | -0.8293733 | -0.8311570 | -0.8275897 |
| oxygen + nitrate | global | (27.5,27.75] | -0.8366807 | -0.8373753 | -0.8359861 |
| oxygen + nitrate | global | (27.75,27.85] | -0.8988130 | -0.9059322 | -0.8916938 |
| oxygen + nitrate | global | (27.85,27.95] | -0.9266682 | -0.9347067 | -0.9186297 |
| oxygen + nitrate | global | (27.95,28.05] | -0.9400463 | -0.9494372 | -0.9306554 |
| oxygen + nitrate | global | (28.05,28.1] | -0.9665025 | -0.9708535 | -0.9621514 |
| oxygen + nitrate | global | (28.1, Inf] | -0.8241277 | -0.8444128 | -0.8038425 |
| oxygen + phosphate | global | (-Inf,26] | -0.7694176 | -0.8146064 | -0.7242287 |
| oxygen + phosphate | global | (26,26.5] | -0.7559684 | -0.7880905 | -0.7238463 |
| oxygen + phosphate | global | (26.5,26.75] | -0.6790098 | -0.6799822 | -0.6780374 |
| oxygen + phosphate | global | (26.75,27] | -0.7824710 | -0.7883720 | -0.7765700 |
| oxygen + phosphate | global | (27,27.25] | -0.8178593 | -0.8202092 | -0.8155093 |
| oxygen + phosphate | global | (27.25,27.5] | -0.8369718 | -0.8386923 | -0.8352512 |
| oxygen + phosphate | global | (27.5,27.75] | -0.8527365 | -0.8556412 | -0.8498318 |
| oxygen + phosphate | global | (27.75,27.85] | -0.9082287 | -0.9118635 | -0.9045939 |
| oxygen + phosphate | global | (27.85,27.95] | -0.9332323 | -0.9397391 | -0.9267256 |
| oxygen + phosphate | global | (27.95,28.05] | -0.9463285 | -0.9555336 | -0.9371235 |
| oxygen + phosphate | global | (28.05,28.1] | -0.9704875 | -0.9745306 | -0.9664444 |
| oxygen + phosphate | global | (28.1, Inf] | -0.8310099 | -0.8505172 | -0.8115026 |
| oxygen + silicate | global | (-Inf,26] | -0.5635033 | -0.6159913 | -0.5110152 |
| oxygen + silicate | global | (26,26.5] | -0.4794026 | -0.5357118 | -0.4230934 |
| oxygen + silicate | global | (26.5,26.75] | -0.3604590 | -0.3840745 | -0.3368436 |
| oxygen + silicate | global | (26.75,27] | -0.5890892 | -0.6216476 | -0.5565308 |
| oxygen + silicate | global | (27,27.25] | -0.7680708 | -0.8071470 | -0.7289945 |
| oxygen + silicate | global | (27.25,27.5] | -0.8369980 | -0.8688131 | -0.8051829 |
| oxygen + silicate | global | (27.5,27.75] | -0.8756639 | -0.8977315 | -0.8535962 |
| oxygen + silicate | global | (27.75,27.85] | -0.9354770 | -0.9442564 | -0.9266977 |
| oxygen + silicate | global | (27.85,27.95] | -0.9523182 | -0.9578620 | -0.9467743 |
| oxygen + silicate | global | (27.95,28.05] | -0.9633405 | -0.9692792 | -0.9574018 |
| oxygen + silicate | global | (28.05,28.1] | -0.9834274 | -0.9864535 | -0.9804013 |
| oxygen + silicate | global | (28.1, Inf] | -0.8102298 | -0.8412786 | -0.7791809 |
| phosphate + nitrate | global | (-Inf,26] | 0.9716537 | 0.9685766 | 0.9747308 |
| phosphate + nitrate | global | (26,26.5] | 0.9725751 | 0.9679746 | 0.9771755 |
| phosphate + nitrate | global | (26.5,26.75] | 0.9754739 | 0.9749711 | 0.9759766 |
| phosphate + nitrate | global | (26.75,27] | 0.9830231 | 0.9787200 | 0.9873261 |
| phosphate + nitrate | global | (27,27.25] | 0.9851611 | 0.9806407 | 0.9896815 |
| phosphate + nitrate | global | (27.25,27.5] | 0.9903901 | 0.9868551 | 0.9939251 |
| phosphate + nitrate | global | (27.5,27.75] | 0.9950598 | 0.9939129 | 0.9962066 |
| phosphate + nitrate | global | (27.75,27.85] | 0.9971621 | 0.9967819 | 0.9975423 |
| phosphate + nitrate | global | (27.85,27.95] | 0.9980251 | 0.9979255 | 0.9981246 |
| phosphate + nitrate | global | (27.95,28.05] | 0.9974291 | 0.9971101 | 0.9977480 |
| phosphate + nitrate | global | (28.05,28.1] | 0.9974266 | 0.9971512 | 0.9977021 |
| phosphate + nitrate | global | (28.1, Inf] | 0.9966795 | 0.9962928 | 0.9970661 |
| phosphate + silicate | global | (-Inf,26] | 0.8380973 | 0.8320959 | 0.8440986 |
| phosphate + silicate | global | (26,26.5] | 0.8332202 | 0.8153108 | 0.8511297 |
| phosphate + silicate | global | (26.5,26.75] | 0.8277123 | 0.8049129 | 0.8505117 |
| phosphate + silicate | global | (26.75,27] | 0.8555135 | 0.8356227 | 0.8754043 |
| phosphate + silicate | global | (27,27.25] | 0.8768135 | 0.8662422 | 0.8873848 |
| phosphate + silicate | global | (27.25,27.5] | 0.8833577 | 0.8818400 | 0.8848754 |
| phosphate + silicate | global | (27.5,27.75] | 0.9079852 | 0.9045505 | 0.9114199 |
| phosphate + silicate | global | (27.75,27.85] | 0.9550575 | 0.9516259 | 0.9584890 |
| phosphate + silicate | global | (27.85,27.95] | 0.9725205 | 0.9702645 | 0.9747765 |
| phosphate + silicate | global | (27.95,28.05] | 0.9764834 | 0.9742834 | 0.9786834 |
| phosphate + silicate | global | (28.05,28.1] | 0.9799548 | 0.9785538 | 0.9813557 |
| phosphate + silicate | global | (28.1, Inf] | 0.9800305 | 0.9768525 | 0.9832085 |
| sal + aou | global | (-Inf,26] | -0.1620457 | -0.1865647 | -0.1375268 |
| sal + aou | global | (26,26.5] | -0.3185538 | -0.3845845 | -0.2525231 |
| sal + aou | global | (26.5,26.75] | -0.2458978 | -0.2909758 | -0.2008199 |
| sal + aou | global | (26.75,27] | -0.2412037 | -0.3031092 | -0.1792982 |
| sal + aou | global | (27,27.25] | -0.1600982 | -0.1987952 | -0.1214013 |
| sal + aou | global | (27.25,27.5] | -0.1032770 | -0.2155736 | 0.0090195 |
| sal + aou | global | (27.5,27.75] | -0.2747043 | -0.3936243 | -0.1557843 |
| sal + aou | global | (27.75,27.85] | -0.5009123 | -0.5648617 | -0.4369629 |
| sal + aou | global | (27.85,27.95] | -0.6578346 | -0.7038816 | -0.6117876 |
| sal + aou | global | (27.95,28.05] | -0.7619842 | -0.8047113 | -0.7192571 |
| sal + aou | global | (28.05,28.1] | -0.8898578 | -0.9104488 | -0.8692668 |
| sal + aou | global | (28.1, Inf] | -0.7069620 | -0.7306040 | -0.6833199 |
| sal + nitrate | global | (-Inf,26] | -0.3612095 | -0.4271545 | -0.2952644 |
| sal + nitrate | global | (26,26.5] | -0.6403069 | -0.6752404 | -0.6053735 |
| sal + nitrate | global | (26.5,26.75] | -0.6420350 | -0.6794386 | -0.6046315 |
| sal + nitrate | global | (26.75,27] | -0.5640079 | -0.6196410 | -0.5083749 |
| sal + nitrate | global | (27,27.25] | -0.4924389 | -0.5395531 | -0.4453248 |
| sal + nitrate | global | (27.25,27.5] | -0.4560814 | -0.5611737 | -0.3509891 |
| sal + nitrate | global | (27.5,27.75] | -0.5954067 | -0.6973376 | -0.4934758 |
| sal + nitrate | global | (27.75,27.85] | -0.7142004 | -0.7528158 | -0.6755850 |
| sal + nitrate | global | (27.85,27.95] | -0.8156338 | -0.8402851 | -0.7909825 |
| sal + nitrate | global | (27.95,28.05] | -0.8827159 | -0.9030172 | -0.8624146 |
| sal + nitrate | global | (28.05,28.1] | -0.9497520 | -0.9590262 | -0.9404777 |
| sal + nitrate | global | (28.1, Inf] | -0.9181445 | -0.9207375 | -0.9155514 |
| sal + oxygen | global | (-Inf,26] | -0.1219850 | -0.1491053 | -0.0948647 |
| sal + oxygen | global | (26,26.5] | 0.0495467 | -0.0299555 | 0.1290490 |
| sal + oxygen | global | (26.5,26.75] | -0.0347428 | -0.0847903 | 0.0153047 |
| sal + oxygen | global | (26.75,27] | 0.0171303 | -0.0436945 | 0.0779551 |
| sal + oxygen | global | (27,27.25] | -0.0122437 | -0.0544157 | 0.0299283 |
| sal + oxygen | global | (27.25,27.5] | -0.0450297 | -0.1586660 | 0.0686067 |
| sal + oxygen | global | (27.5,27.75] | 0.1356593 | 0.0128854 | 0.2584332 |
| sal + oxygen | global | (27.75,27.85] | 0.3918484 | 0.3199250 | 0.4637717 |
| sal + oxygen | global | (27.85,27.95] | 0.5739818 | 0.5172820 | 0.6306817 |
| sal + oxygen | global | (27.95,28.05] | 0.6983344 | 0.6439464 | 0.7527224 |
| sal + oxygen | global | (28.05,28.1] | 0.8600236 | 0.8339707 | 0.8860765 |
| sal + oxygen | global | (28.1, Inf] | 0.5731861 | 0.5360318 | 0.6103405 |
| sal + phosphate | global | (-Inf,26] | -0.3227105 | -0.3879622 | -0.2574588 |
| sal + phosphate | global | (26,26.5] | -0.6416829 | -0.6743707 | -0.6089951 |
| sal + phosphate | global | (26.5,26.75] | -0.6736955 | -0.7062945 | -0.6410965 |
| sal + phosphate | global | (26.75,27] | -0.6095758 | -0.6651439 | -0.5540077 |
| sal + phosphate | global | (27,27.25] | -0.5334005 | -0.5764907 | -0.4903104 |
| sal + phosphate | global | (27.25,27.5] | -0.4529086 | -0.5603747 | -0.3454424 |
| sal + phosphate | global | (27.5,27.75] | -0.5742152 | -0.6861849 | -0.4622454 |
| sal + phosphate | global | (27.75,27.85] | -0.7026402 | -0.7498151 | -0.6554653 |
| sal + phosphate | global | (27.85,27.95] | -0.8069601 | -0.8349887 | -0.7789315 |
| sal + phosphate | global | (27.95,28.05] | -0.8759561 | -0.8981097 | -0.8538024 |
| sal + phosphate | global | (28.05,28.1] | -0.9474980 | -0.9578163 | -0.9371796 |
| sal + phosphate | global | (28.1, Inf] | -0.9176999 | -0.9208649 | -0.9145349 |
| sal + silicate | global | (-Inf,26] | -0.4822961 | -0.5285799 | -0.4360123 |
| sal + silicate | global | (26,26.5] | -0.7138830 | -0.7278833 | -0.6998827 |
| sal + silicate | global | (26.5,26.75] | -0.7694814 | -0.7902006 | -0.7487623 |
| sal + silicate | global | (26.75,27] | -0.6636561 | -0.6772023 | -0.6501098 |
| sal + silicate | global | (27,27.25] | -0.4726341 | -0.4827000 | -0.4625683 |
| sal + silicate | global | (27.25,27.5] | -0.3475639 | -0.3872432 | -0.3078846 |
| sal + silicate | global | (27.5,27.75] | -0.4372177 | -0.5117620 | -0.3626733 |
| sal + silicate | global | (27.75,27.85] | -0.6127961 | -0.6569519 | -0.5686403 |
| sal + silicate | global | (27.85,27.95] | -0.7413194 | -0.7779284 | -0.7047103 |
| sal + silicate | global | (27.95,28.05] | -0.8114607 | -0.8445272 | -0.7783942 |
| sal + silicate | global | (28.05,28.1] | -0.9025521 | -0.9184532 | -0.8866511 |
| sal + silicate | global | (28.1, Inf] | -0.9034679 | -0.9059560 | -0.9009798 |
| sal + temp | global | (-Inf,26] | 0.6454636 | 0.5526922 | 0.7382350 |
| sal + temp | global | (26,26.5] | 0.9663840 | 0.9635642 | 0.9692038 |
| sal + temp | global | (26.5,26.75] | 0.9829614 | 0.9828168 | 0.9831061 |
| sal + temp | global | (26.75,27] | 0.9789865 | 0.9788234 | 0.9791496 |
| sal + temp | global | (27,27.25] | 0.9713977 | 0.9711799 | 0.9716154 |
| sal + temp | global | (27.25,27.5] | 0.9492682 | 0.9458057 | 0.9527307 |
| sal + temp | global | (27.5,27.75] | 0.9199244 | 0.9050720 | 0.9347768 |
| sal + temp | global | (27.75,27.85] | 0.9581545 | 0.9487591 | 0.9675499 |
| sal + temp | global | (27.85,27.95] | 0.9412130 | 0.9375075 | 0.9449184 |
| sal + temp | global | (27.95,28.05] | 0.9158130 | 0.9106547 | 0.9209713 |
| sal + temp | global | (28.05,28.1] | 0.9340158 | 0.9220702 | 0.9459614 |
| sal + temp | global | (28.1, Inf] | 0.7151295 | 0.6748256 | 0.7554333 |
| temp + aou | global | (-Inf,26] | -0.2207216 | -0.2393023 | -0.2021409 |
| temp + aou | global | (26,26.5] | -0.3195672 | -0.3915256 | -0.2476088 |
| temp + aou | global | (26.5,26.75] | -0.2015729 | -0.2425676 | -0.1605782 |
| temp + aou | global | (26.75,27] | -0.2447097 | -0.3083869 | -0.1810324 |
| temp + aou | global | (27,27.25] | -0.1705255 | -0.2054294 | -0.1356217 |
| temp + aou | global | (27.25,27.5] | -0.0810883 | -0.2000266 | 0.0378499 |
| temp + aou | global | (27.5,27.75] | -0.1900923 | -0.3386572 | -0.0415274 |
| temp + aou | global | (27.75,27.85] | -0.3842310 | -0.4933981 | -0.2750639 |
| temp + aou | global | (27.85,27.95] | -0.4763327 | -0.5475837 | -0.4050817 |
| temp + aou | global | (27.95,28.05] | -0.5263663 | -0.5968249 | -0.4559076 |
| temp + aou | global | (28.05,28.1] | -0.7056764 | -0.7580435 | -0.6533094 |
| temp + aou | global | (28.1, Inf] | -0.0921686 | -0.1026259 | -0.0817112 |
| temp + nitrate | global | (-Inf,26] | -0.4328393 | -0.4836257 | -0.3820529 |
| temp + nitrate | global | (26,26.5] | -0.6658914 | -0.7014932 | -0.6302896 |
| temp + nitrate | global | (26.5,26.75] | -0.6273837 | -0.6646917 | -0.5900756 |
| temp + nitrate | global | (26.75,27] | -0.5760345 | -0.6326978 | -0.5193712 |
| temp + nitrate | global | (27,27.25] | -0.5032268 | -0.5473160 | -0.4591376 |
| temp + nitrate | global | (27.25,27.5] | -0.4327752 | -0.5404145 | -0.3251358 |
| temp + nitrate | global | (27.5,27.75] | -0.5073275 | -0.6433546 | -0.3713004 |
| temp + nitrate | global | (27.75,27.85] | -0.6122743 | -0.6965309 | -0.5280177 |
| temp + nitrate | global | (27.85,27.95] | -0.6666246 | -0.7144834 | -0.6187659 |
| temp + nitrate | global | (27.95,28.05] | -0.6944181 | -0.7379420 | -0.6508942 |
| temp + nitrate | global | (28.05,28.1] | -0.8114518 | -0.8441626 | -0.7787410 |
| temp + nitrate | global | (28.1, Inf] | -0.4435431 | -0.4906368 | -0.3964494 |
| temp + oxygen | global | (-Inf,26] | -0.1739478 | -0.1834994 | -0.1643962 |
| temp + oxygen | global | (26,26.5] | 0.0384863 | -0.0488573 | 0.1258299 |
| temp + oxygen | global | (26.5,26.75] | -0.0880233 | -0.1333636 | -0.0426830 |
| temp + oxygen | global | (26.75,27] | 0.0136318 | -0.0485249 | 0.0757885 |
| temp + oxygen | global | (27,27.25] | -0.0078523 | -0.0462467 | 0.0305421 |
| temp + oxygen | global | (27.25,27.5] | -0.0758278 | -0.1962461 | 0.0445905 |
| temp + oxygen | global | (27.5,27.75] | 0.0366350 | -0.1164847 | 0.1897547 |
| temp + oxygen | global | (27.75,27.85] | 0.2636252 | 0.1454168 | 0.3818335 |
| temp + oxygen | global | (27.85,27.95] | 0.3745599 | 0.2922022 | 0.4569176 |
| temp + oxygen | global | (27.95,28.05] | 0.4394463 | 0.3561396 | 0.5227530 |
| temp + oxygen | global | (28.05,28.1] | 0.6594235 | 0.5997008 | 0.7191461 |
| temp + oxygen | global | (28.1, Inf] | -0.0904397 | -0.0918020 | -0.0890773 |
| temp + phosphate | global | (-Inf,26] | -0.3792434 | -0.4262562 | -0.3322305 |
| temp + phosphate | global | (26,26.5] | -0.6610518 | -0.6925281 | -0.6295755 |
| temp + phosphate | global | (26.5,26.75] | -0.6551065 | -0.6865133 | -0.6236997 |
| temp + phosphate | global | (26.75,27] | -0.6143979 | -0.6703421 | -0.5584538 |
| temp + phosphate | global | (27,27.25] | -0.5396887 | -0.5784840 | -0.5008934 |
| temp + phosphate | global | (27.25,27.5] | -0.4313377 | -0.5398692 | -0.3228063 |
| temp + phosphate | global | (27.5,27.75] | -0.4884113 | -0.6311628 | -0.3456598 |
| temp + phosphate | global | (27.75,27.85] | -0.6012162 | -0.6925279 | -0.5099044 |
| temp + phosphate | global | (27.85,27.95] | -0.6570281 | -0.7080152 | -0.6060410 |
| temp + phosphate | global | (27.95,28.05] | -0.6849026 | -0.7300333 | -0.6397719 |
| temp + phosphate | global | (28.05,28.1] | -0.8044144 | -0.8394340 | -0.7693947 |
| temp + phosphate | global | (28.1, Inf] | -0.4367697 | -0.4802960 | -0.3932434 |
| temp + silicate | global | (-Inf,26] | -0.5028996 | -0.5452493 | -0.4605499 |
| temp + silicate | global | (26,26.5] | -0.7480709 | -0.7636518 | -0.7324900 |
| temp + silicate | global | (26.5,26.75] | -0.7827616 | -0.8025359 | -0.7629873 |
| temp + silicate | global | (26.75,27] | -0.6911339 | -0.7077534 | -0.6745144 |
| temp + silicate | global | (27,27.25] | -0.5060298 | -0.5168411 | -0.4952185 |
| temp + silicate | global | (27.25,27.5] | -0.3683780 | -0.4146504 | -0.3221057 |
| temp + silicate | global | (27.5,27.75] | -0.4261944 | -0.5170595 | -0.3353292 |
| temp + silicate | global | (27.75,27.85] | -0.5335288 | -0.6165096 | -0.4505481 |
| temp + silicate | global | (27.85,27.95] | -0.5986949 | -0.6594981 | -0.5378917 |
| temp + silicate | global | (27.95,28.05] | -0.6209119 | -0.6785784 | -0.5632454 |
| temp + silicate | global | (28.05,28.1] | -0.7317352 | -0.7803393 | -0.6831310 |
| temp + silicate | global | (28.1, Inf] | -0.4484772 | -0.4995306 | -0.3974238 |
rm(cor_predictors, cor_predictors_stats)3.2.3 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 |
|---|---|---|
| 4ba3af5 | jens-daniel-mueller | 2022-10-25 |
| 28e3163 | jens-daniel-mueller | 2022-10-24 |
| e8f1f22 | jens-daniel-mueller | 2022-10-24 |
| e99ca0b | jens-daniel-mueller | 2022-10-24 |
| 591702e | jens-daniel-mueller | 2022-10-24 |
| a4c6d61 | jens-daniel-mueller | 2022-10-18 |
| 12cb319 | jens-daniel-mueller | 2022-09-26 |
| 5ed1b6b | jens-daniel-mueller | 2022-07-19 |
| 233fa96 | jens-daniel-mueller | 2022-07-19 |
| b92af2e | jens-daniel-mueller | 2022-07-13 |
| 5599f87 | jens-daniel-mueller | 2022-07-13 |
| b9847f2 | jens-daniel-mueller | 2022-07-07 |
| 840dfb7 | jens-daniel-mueller | 2022-07-07 |
| 78dd2f2 | jens-daniel-mueller | 2022-07-05 |
| 2807f99 | jens-daniel-mueller | 2022-07-05 |
| 82cbd17 | jens-daniel-mueller | 2022-07-05 |
| b661d5a | jens-daniel-mueller | 2022-07-05 |
| f96b063 | jens-daniel-mueller | 2022-07-04 |
| 767609e | jens-daniel-mueller | 2022-07-04 |
| f1f428f | jens-daniel-mueller | 2022-06-30 |
| e743d50 | jens-daniel-mueller | 2022-06-30 |
| 98ba5c6 | jens-daniel-mueller | 2022-06-30 |
| 21dbfca | jens-daniel-mueller | 2022-06-29 |
| 7e8d2ef | jens-daniel-mueller | 2022-06-29 |
| 2911893 | jens-daniel-mueller | 2022-06-24 |
| a28c3f7 | jens-daniel-mueller | 2022-06-16 |
| 469a640 | jens-daniel-mueller | 2022-06-16 |
| 0c2ca93 | jens-daniel-mueller | 2022-06-15 |
| fa647ea | jens-daniel-mueller | 2022-05-25 |
| b7ca0f3 | jens-daniel-mueller | 2022-05-25 |
| 7290e93 | jens-daniel-mueller | 2022-05-20 |
| 63b7df0 | jens-daniel-mueller | 2022-04-11 |
| 6c4f087 | jens-daniel-mueller | 2022-04-11 |
| 745619a | jens-daniel-mueller | 2022-04-11 |
| f48f95e | jens-daniel-mueller | 2022-04-11 |
| acc478b | jens-daniel-mueller | 2022-04-07 |
| 40a3efa | jens-daniel-mueller | 2022-04-07 |
| 4af5c45 | jens-daniel-mueller | 2022-04-07 |
| 36d3277 | jens-daniel-mueller | 2022-04-07 |
| 1ba3eba | jens-daniel-mueller | 2022-04-07 |
| 707b5ac | jens-daniel-mueller | 2022-03-24 |
| 72f20e4 | jens-daniel-mueller | 2022-03-22 |
| 164f90c | jens-daniel-mueller | 2022-03-22 |
| 68faa8a | jens-daniel-mueller | 2022-03-21 |
| cb147cc | jens-daniel-mueller | 2022-03-21 |
| 1de9aa2 | jens-daniel-mueller | 2022-03-21 |
| aaf2d24 | jens-daniel-mueller | 2022-03-21 |
| bdc14f1 | jens-daniel-mueller | 2022-03-21 |
| 5855ede | jens-daniel-mueller | 2022-03-14 |
| 6c38fc4 | jens-daniel-mueller | 2022-03-14 |
| b18dcee | jens-daniel-mueller | 2022-01-27 |
| 1039ef3 | jens-daniel-mueller | 2022-01-24 |
| 23582a4 | jens-daniel-mueller | 2022-01-23 |
| 26e57aa | jens-daniel-mueller | 2022-01-17 |
| 0a211c9 | jens-daniel-mueller | 2022-01-17 |
| 035570b | jens-daniel-mueller | 2022-01-17 |
| af4b27f | jens-daniel-mueller | 2022-01-12 |
| ebd7fbc | jens-daniel-mueller | 2022-01-09 |
| 013c119 | jens-daniel-mueller | 2022-01-08 |
| 2dc49a1 | jens-daniel-mueller | 2022-01-06 |
| 8d17c91 | jens-daniel-mueller | 2022-01-05 |
| dcb68b6 | jens-daniel-mueller | 2022-01-05 |
| 6450fc1 | jens-daniel-mueller | 2022-01-05 |
| dfed6a1 | jens-daniel-mueller | 2022-01-05 |
| d5af0d7 | jens-daniel-mueller | 2022-01-04 |
| f39db85 | jens-daniel-mueller | 2022-01-04 |
| 4fa937d | jens-daniel-mueller | 2022-01-03 |
| da28869 | jens-daniel-mueller | 2021-12-23 |
| 8900388 | jens-daniel-mueller | 2021-12-23 |
| afdc482 | jens-daniel-mueller | 2021-12-21 |
| 2fe7f8e | jens-daniel-mueller | 2021-12-08 |
| a768c5d | jens-daniel-mueller | 2021-12-07 |
| a7c514b | jens-daniel-mueller | 2021-12-07 |
| bc1edbd | jens-daniel-mueller | 2021-12-07 |
| 6cfccf7 | jens-daniel-mueller | 2021-12-06 |
| 3c60929 | jens-daniel-mueller | 2021-12-06 |
| 3f76ee3 | jens-daniel-mueller | 2021-12-06 |
| 2ca1313 | jens-daniel-mueller | 2021-12-05 |
| 6a78608 | jens-daniel-mueller | 2021-12-02 |
| a83a09b | jens-daniel-mueller | 2021-11-29 |
| 72c1041 | jens-daniel-mueller | 2021-11-23 |
| 3eba8ac | jens-daniel-mueller | 2021-11-23 |
| ec18ee5 | jens-daniel-mueller | 2021-11-23 |
| 59cdf58 | jens-daniel-mueller | 2021-11-22 |
| 3ae2dd1 | jens-daniel-mueller | 2021-11-21 |
| 5b46219 | jens-daniel-mueller | 2021-11-21 |
| 5016fc9 | jens-daniel-mueller | 2021-11-19 |
| 6562075 | jens-daniel-mueller | 2021-11-19 |
| 6b80483 | jens-daniel-mueller | 2021-11-19 |
| 98d9e33 | jens-daniel-mueller | 2021-11-11 |
| d3cb92d | jens-daniel-mueller | 2021-11-08 |
| 3879a6d | jens-daniel-mueller | 2021-11-08 |
| 0e032dc | jens-daniel-mueller | 2021-11-04 |
| abcd28f | jens-daniel-mueller | 2021-11-02 |
| 290c8fc | jens-daniel-mueller | 2021-11-02 |
| e02acc9 | jens-daniel-mueller | 2021-11-01 |
| 58da811 | jens-daniel-mueller | 2021-11-01 |
| 2781a97 | jens-daniel-mueller | 2021-10-29 |
| 973192c | jens-daniel-mueller | 2021-10-28 |
| f792cd8 | jens-daniel-mueller | 2021-10-27 |
| 22750db | jens-daniel-mueller | 2021-10-27 |
| 3992e41 | jens-daniel-mueller | 2021-10-27 |
| f9280c7 | jens-daniel-mueller | 2021-10-21 |
| bfe90e6 | jens-daniel-mueller | 2021-10-21 |
| 78a956e | jens-daniel-mueller | 2021-10-21 |
| 1ba14cf | jens-daniel-mueller | 2021-10-20 |
| dc0723b | jens-daniel-mueller | 2021-10-19 |
| cd0ebd8 | jens-daniel-mueller | 2021-10-18 |
| 046c556 | jens-daniel-mueller | 2021-10-07 |
| ac73c23 | jens-daniel-mueller | 2021-10-07 |
| 0bd4ea2 | jens-daniel-mueller | 2021-10-07 |
| 6969c18 | jens-daniel-mueller | 2021-10-07 |
| 06afaca | jens-daniel-mueller | 2021-09-23 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| deb425c | jens-daniel-mueller | 2021-08-24 |
| 534854b | jens-daniel-mueller | 2021-08-19 |
| 77f4ba7 | jens-daniel-mueller | 2021-08-19 |
| ece96df | jens-daniel-mueller | 2021-08-19 |
| 27c99b8 | jens-daniel-mueller | 2021-08-19 |
| a03f2f0 | jens-daniel-mueller | 2021-08-18 |
| 9335b31 | jens-daniel-mueller | 2021-08-10 |
| 9943b45 | jens-daniel-mueller | 2021-08-10 |
| 0b00a2b | jens-daniel-mueller | 2021-08-09 |
| 755c6b1 | jens-daniel-mueller | 2021-08-09 |
| cd8e0d5 | jens-daniel-mueller | 2021-08-06 |
| 15773a0 | jens-daniel-mueller | 2021-08-06 |
| da61d1a | jens-daniel-mueller | 2021-08-06 |
| 340d731 | jens-daniel-mueller | 2021-08-06 |
| 71546e4 | jens-daniel-mueller | 2021-08-06 |
| 29444a1 | jens-daniel-mueller | 2021-08-05 |
| 42e80c0 | jens-daniel-mueller | 2021-08-04 |
| 48f6eed | jens-daniel-mueller | 2021-08-04 |
| 81a46a4 | jens-daniel-mueller | 2021-08-03 |
| b88c61b | jens-daniel-mueller | 2021-08-03 |
| a53656d | jens-daniel-mueller | 2021-08-03 |
| 88f7356 | jens-daniel-mueller | 2021-08-02 |
| d759279 | jens-daniel-mueller | 2021-08-02 |
| 127b801 | jens-daniel-mueller | 2021-07-24 |
| 912d90e | jens-daniel-mueller | 2021-07-23 |
| 2477316 | jens-daniel-mueller | 2021-07-23 |
| c9ccc00 | jens-daniel-mueller | 2021-07-22 |
| c18a8b1 | jens-daniel-mueller | 2021-07-09 |
| 910d64a | jens-daniel-mueller | 2021-07-02 |
| 1cbf907 | jens-daniel-mueller | 2021-07-02 |
| 955f5dc | jens-daniel-mueller | 2021-06-29 |
| 9480f94 | jens-daniel-mueller | 2021-06-29 |
| d054c39 | jens-daniel-mueller | 2021-06-24 |
| 4fcd066 | jens-daniel-mueller | 2021-06-24 |
| 3b6387f | jens-daniel-mueller | 2021-06-18 |
| c6b3da6 | jens-daniel-mueller | 2021-06-14 |
| 439ee80 | jens-daniel-mueller | 2021-06-11 |
| 33ffcab | jens-daniel-mueller | 2021-06-10 |
| 7e1f407 | jens-daniel-mueller | 2021-06-10 |
| 2cbe18c | jens-daniel-mueller | 2021-06-10 |
| 69c79d0 | jens-daniel-mueller | 2021-06-08 |
| 1772903 | jens-daniel-mueller | 2021-06-07 |
| 594ed9a | jens-daniel-mueller | 2021-06-04 |
| db7df0e | jens-daniel-mueller | 2021-06-04 |
| 2edc791 | jens-daniel-mueller | 2021-06-04 |
| 207339d | jens-daniel-mueller | 2021-06-03 |
| 315710b | jens-daniel-mueller | 2021-06-03 |
| d37a85d | jens-daniel-mueller | 2021-05-31 |
| 4b7a5ee | jens-daniel-mueller | 2021-05-28 |
| 25bd183 | jens-daniel-mueller | 2021-05-26 |
| 62bd574 | jens-daniel-mueller | 2021-05-20 |
| 7c56c39 | jens-daniel-mueller | 2021-05-19 |
| 52e7583 | jens-daniel-mueller | 2021-05-12 |
| 969e631 | jens-daniel-mueller | 2021-05-12 |
| d2a83bc | jens-daniel-mueller | 2021-04-16 |
| c0a47df | jens-daniel-mueller | 2021-04-16 |
| 50290e8 | jens-daniel-mueller | 2021-04-16 |
| a00ec94 | jens-daniel-mueller | 2021-04-16 |
| b6fe355 | jens-daniel-mueller | 2021-04-16 |
| 81b7c6d | jens-daniel-mueller | 2021-04-16 |
| ddec5b7 | jens-daniel-mueller | 2021-04-15 |
| 29edae5 | jens-daniel-mueller | 2021-04-14 |
| 099d566 | jens-daniel-mueller | 2021-04-14 |
| bb44686 | jens-daniel-mueller | 2021-04-14 |
| bf40480 | jens-daniel-mueller | 2021-04-13 |
| 9f31fe3 | jens-daniel-mueller | 2021-04-13 |
| 338dd3c | jens-daniel-mueller | 2021-04-09 |
| a79ca2c | jens-daniel-mueller | 2021-04-09 |
| eb827c9 | jens-daniel-mueller | 2021-04-07 |
| 19faa17 | jens-daniel-mueller | 2021-03-24 |
| 03b6009 | jens-daniel-mueller | 2021-03-23 |
| 98d4a6d | jens-daniel-mueller | 2021-03-23 |
| f155edd | jens-daniel-mueller | 2021-03-23 |
| 83a13de | jens-daniel-mueller | 2021-03-20 |
| cf98c6d | jens-daniel-mueller | 2021-03-16 |
| a1d52ff | jens-daniel-mueller | 2021-03-15 |
| 0bade3b | jens-daniel-mueller | 2021-03-15 |
| 27c1f4b | jens-daniel-mueller | 2021-03-14 |
| af75ebf | jens-daniel-mueller | 2021-03-14 |
| 5017709 | jens-daniel-mueller | 2021-03-11 |
| 585b07f | jens-daniel-mueller | 2021-03-11 |
| 85a5ed2 | jens-daniel-mueller | 2021-03-10 |
| 6c0bec6 | jens-daniel-mueller | 2021-03-05 |
| 3c2ec33 | jens-daniel-mueller | 2021-03-05 |
| af70b94 | jens-daniel-mueller | 2021-03-04 |
| 7b672f7 | jens-daniel-mueller | 2021-01-11 |
| 33ba23c | jens-daniel-mueller | 2021-01-07 |
| 318609d | jens-daniel-mueller | 2020-12-23 |
| 9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
| 0aa2b50 | jens-daniel-mueller | 2020-12-23 |
| 2886da0 | jens-daniel-mueller | 2020-12-19 |
| 02f0ee9 | jens-daniel-mueller | 2020-12-18 |
| 7bcb4eb | jens-daniel-mueller | 2020-12-18 |
| 158fe26 | jens-daniel-mueller | 2020-12-15 |
| 7a9a4cb | jens-daniel-mueller | 2020-12-15 |
| 61b263c | jens-daniel-mueller | 2020-12-15 |
| 984697e | jens-daniel-mueller | 2020-12-12 |
| 3ebff89 | jens-daniel-mueller | 2020-12-12 |
| 5d96d3c | jens-daniel-mueller | 2020-12-11 |
| 24a632f | jens-daniel-mueller | 2020-12-07 |
| 6a8004b | jens-daniel-mueller | 2020-12-07 |
| 70bf1a5 | jens-daniel-mueller | 2020-12-07 |
| 7555355 | jens-daniel-mueller | 2020-12-07 |
| 143d6fa | jens-daniel-mueller | 2020-12-07 |
| 090e4d5 | jens-daniel-mueller | 2020-12-02 |
| 0ff728b | jens-daniel-mueller | 2020-12-01 |
| 91435ae | jens-daniel-mueller | 2020-12-01 |
| 196be51 | jens-daniel-mueller | 2020-11-30 |
| bc61ce3 | Jens Müller | 2020-11-30 |
# 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 | global | (-Inf,26] | -0.4578347 | -0.5062219 | -0.4094475 |
| aou | global | (26,26.5] | -0.7421189 | -0.7680718 | -0.7161659 |
| aou | global | (26.5,26.75] | -0.6537504 | -0.6654151 | -0.6420858 |
| aou | global | (26.75,27] | -0.6982290 | -0.7151279 | -0.6813301 |
| aou | global | (27,27.25] | -0.4814054 | -0.5197776 | -0.4430332 |
| aou | global | (27.25,27.5] | -0.3339882 | -0.3583702 | -0.3096063 |
| aou | global | (27.5,27.75] | -0.4003995 | -0.4273194 | -0.3734797 |
| aou | global | (27.75,27.85] | -0.6354309 | -0.6690276 | -0.6018341 |
| aou | global | (27.85,27.95] | -0.7715275 | -0.7850659 | -0.7579891 |
| aou | global | (27.95,28.05] | -0.8196742 | -0.8353471 | -0.8040012 |
| aou | global | (28.05,28.1] | -0.8802212 | -0.8834250 | -0.8770174 |
| aou | global | (28.1, Inf] | -0.7520131 | -0.7685976 | -0.7354286 |
| nitrate | global | (-Inf,26] | -0.5038047 | -0.5291942 | -0.4784152 |
| nitrate | global | (26,26.5] | -0.9071153 | -0.9115207 | -0.9027100 |
| nitrate | global | (26.5,26.75] | -0.8993676 | -0.8993731 | -0.8993620 |
| nitrate | global | (26.75,27] | -0.8849968 | -0.8876948 | -0.8822988 |
| nitrate | global | (27,27.25] | -0.7488406 | -0.7610485 | -0.7366326 |
| nitrate | global | (27.25,27.5] | -0.6644810 | -0.6969369 | -0.6320251 |
| nitrate | global | (27.5,27.75] | -0.7169195 | -0.7454574 | -0.6883817 |
| nitrate | global | (27.75,27.85] | -0.8338283 | -0.8552476 | -0.8124089 |
| nitrate | global | (27.85,27.95] | -0.8986038 | -0.9050345 | -0.8921730 |
| nitrate | global | (27.95,28.05] | -0.9187241 | -0.9236705 | -0.9137777 |
| nitrate | global | (28.05,28.1] | -0.9404587 | -0.9407155 | -0.9402019 |
| nitrate | global | (28.1, Inf] | -0.9352173 | -0.9387704 | -0.9316643 |
| oxygen | global | (-Inf,26] | 0.5190889 | 0.4402653 | 0.5979126 |
| oxygen | global | (26,26.5] | 0.5469774 | 0.5015454 | 0.5924094 |
| oxygen | global | (26.5,26.75] | 0.4257601 | 0.4158033 | 0.4357170 |
| oxygen | global | (26.75,27] | 0.5466099 | 0.5225718 | 0.5706480 |
| oxygen | global | (27,27.25] | 0.3658843 | 0.3228654 | 0.4089032 |
| oxygen | global | (27.25,27.5] | 0.2466864 | 0.2317020 | 0.2616709 |
| oxygen | global | (27.5,27.75] | 0.3181858 | 0.3041165 | 0.3322550 |
| oxygen | global | (27.75,27.85] | 0.5724723 | 0.5398859 | 0.6050587 |
| oxygen | global | (27.85,27.95] | 0.7228765 | 0.7046675 | 0.7410856 |
| oxygen | global | (27.95,28.05] | 0.7804883 | 0.7581674 | 0.8028092 |
| oxygen | global | (28.05,28.1] | 0.8611561 | 0.8550077 | 0.8673045 |
| oxygen | global | (28.1, Inf] | 0.6517721 | 0.6208391 | 0.6827050 |
| phosphate | global | (-Inf,26] | -0.5506895 | -0.5684378 | -0.5329413 |
| phosphate | global | (26,26.5] | -0.9374435 | -0.9375410 | -0.9373461 |
| phosphate | global | (26.5,26.75] | -0.9377346 | -0.9406193 | -0.9348499 |
| phosphate | global | (26.75,27] | -0.9218520 | -0.9260088 | -0.9176952 |
| phosphate | global | (27,27.25] | -0.7838165 | -0.8047140 | -0.7629189 |
| phosphate | global | (27.25,27.5] | -0.6610868 | -0.6885633 | -0.6336103 |
| phosphate | global | (27.5,27.75] | -0.7025770 | -0.7344940 | -0.6706601 |
| phosphate | global | (27.75,27.85] | -0.8237644 | -0.8488342 | -0.7986945 |
| phosphate | global | (27.85,27.95] | -0.8930123 | -0.9016688 | -0.8843558 |
| phosphate | global | (27.95,28.05] | -0.9161638 | -0.9218615 | -0.9104660 |
| phosphate | global | (28.05,28.1] | -0.9411906 | -0.9420658 | -0.9403155 |
| phosphate | global | (28.1, Inf] | -0.9353935 | -0.9392294 | -0.9315575 |
| sal | global | (-Inf,26] | 0.2980265 | 0.2785774 | 0.3174756 |
| sal | global | (26,26.5] | 0.7833198 | 0.7695690 | 0.7970707 |
| sal | global | (26.5,26.75] | 0.8186085 | 0.7983157 | 0.8389014 |
| sal | global | (26.75,27] | 0.7512551 | 0.6975325 | 0.8049777 |
| sal | global | (27,27.25] | 0.7252749 | 0.6697341 | 0.7808158 |
| sal | global | (27.25,27.5] | 0.6192535 | 0.5094871 | 0.7290199 |
| sal | global | (27.5,27.75] | 0.6730492 | 0.5697973 | 0.7763010 |
| sal | global | (27.75,27.85] | 0.7439204 | 0.6995222 | 0.7883186 |
| sal | global | (27.85,27.95] | 0.8184606 | 0.7981527 | 0.8387684 |
| sal | global | (27.95,28.05] | 0.8699342 | 0.8594313 | 0.8804371 |
| sal | global | (28.05,28.1] | 0.9135156 | 0.9074781 | 0.9195531 |
| sal | global | (28.1, Inf] | 0.9041730 | 0.9039927 | 0.9043532 |
| silicate | global | (-Inf,26] | -0.4634364 | -0.4816881 | -0.4451846 |
| silicate | global | (26,26.5] | -0.8482126 | -0.8530564 | -0.8433689 |
| silicate | global | (26.5,26.75] | -0.8415543 | -0.8510192 | -0.8320893 |
| silicate | global | (26.75,27] | -0.7537572 | -0.7546756 | -0.7528388 |
| silicate | global | (27,27.25] | -0.5049355 | -0.5453154 | -0.4645556 |
| silicate | global | (27.25,27.5] | -0.3035696 | -0.3165013 | -0.2906379 |
| silicate | global | (27.5,27.75] | -0.3893070 | -0.4296785 | -0.3489354 |
| silicate | global | (27.75,27.85] | -0.6415923 | -0.6809742 | -0.6022104 |
| silicate | global | (27.85,27.95] | -0.7791565 | -0.7956167 | -0.7626962 |
| silicate | global | (27.95,28.05] | -0.8275380 | -0.8391547 | -0.8159212 |
| silicate | global | (28.05,28.1] | -0.8754001 | -0.8768636 | -0.8739367 |
| silicate | global | (28.1, Inf] | -0.8996427 | -0.9039646 | -0.8953209 |
| temp | global | (-Inf,26] | -0.2342769 | -0.3220224 | -0.1465314 |
| temp | global | (26,26.5] | 0.7796767 | 0.7693024 | 0.7900510 |
| temp | global | (26.5,26.75] | 0.8088547 | 0.7854686 | 0.8322408 |
| temp | global | (26.75,27] | 0.7371538 | 0.6844968 | 0.7898108 |
| temp | global | (27,27.25] | 0.6985409 | 0.6505268 | 0.7465549 |
| temp | global | (27.25,27.5] | 0.5689317 | 0.4690232 | 0.6688402 |
| temp | global | (27.5,27.75] | 0.5668539 | 0.4340863 | 0.6996215 |
| temp | global | (27.75,27.85] | 0.6588968 | 0.5797282 | 0.7380655 |
| temp | global | (27.85,27.95] | 0.7107712 | 0.6750895 | 0.7464530 |
| temp | global | (27.95,28.05] | 0.7388655 | 0.7125188 | 0.7652122 |
| temp | global | (28.05,28.1] | 0.8211630 | 0.8010769 | 0.8412491 |
| temp | global | (28.1, Inf] | 0.5302402 | 0.4742084 | 0.5862720 |
rm(cor_target_predictor, cor_target_predictor_stats)
sessionInfo()R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3
Matrix products: default
BLAS: /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/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_0.7.11 kableExtra_1.3.4 knitr_1.37
[5] olsrr_0.5.3 GGally_2.1.2 lubridate_1.8.0 geomtextpath_0.1.0
[9] colorspace_2.0-2 marelac_2.1.10 shape_1.4.6 ggforce_0.3.3
[13] metR_0.11.0 scico_1.3.0 patchwork_1.1.1 collapse_1.7.0
[17] forcats_0.5.1 stringr_1.4.0 dplyr_1.0.7 purrr_0.3.4
[21] readr_2.1.1 tidyr_1.1.4 tibble_3.1.6 ggplot2_3.3.5
[25] tidyverse_1.3.1 workflowr_1.7.0
loaded via a namespace (and not attached):
[1] ellipsis_0.3.2 rprojroot_2.0.2 fs_1.5.2 rstudioapi_0.13
[5] farver_2.1.0 bit64_4.0.5 fansi_1.0.2 xml2_1.3.3
[9] polyclip_1.10-0 jsonlite_1.7.3 gsw_1.0-6 dbplyr_2.1.1
[13] compiler_4.1.2 httr_1.4.2 backports_1.4.1 assertthat_0.2.1
[17] fastmap_1.1.0 cli_3.1.1 later_1.3.0 tweenr_1.0.2
[21] htmltools_0.5.2 tools_4.1.2 gtable_0.3.0 glue_1.6.0
[25] Rcpp_1.0.8 carData_3.0-5 cellranger_1.1.0 jquerylib_0.1.4
[29] vctrs_0.3.8 svglite_2.0.0 xfun_0.29 ps_1.6.0
[33] rvest_1.0.2 lifecycle_1.0.1 goftest_1.2-3 oce_1.5-0
[37] getPass_0.2-2 MASS_7.3-55 scales_1.1.1 vroom_1.5.7
[41] hms_1.1.1 promises_1.2.0.1 parallel_4.1.2 RColorBrewer_1.1-2
[45] yaml_2.2.1 gridExtra_2.3 sass_0.4.0 reshape_0.8.8
[49] stringi_1.7.6 highr_0.9 nortest_1.0-4 checkmate_2.0.0
[53] rlang_1.0.2 pkgconfig_2.0.3 systemfonts_1.0.3 evaluate_0.14
[57] SolveSAPHE_2.1.0 labeling_0.4.2 bit_4.0.4 processx_3.5.2
[61] tidyselect_1.1.1 here_1.0.1 seacarb_3.3.0 plyr_1.8.6
[65] magrittr_2.0.1 R6_2.5.1 generics_0.1.1 DBI_1.1.2
[69] pillar_1.6.4 haven_2.4.3 whisker_0.4 withr_2.4.3
[73] abind_1.4-5 modelr_0.1.8 crayon_1.4.2 car_3.0-12
[77] utf8_1.2.2 tzdb_0.2.0 rmarkdown_2.11 grid_4.1.2
[81] readxl_1.3.1 data.table_1.14.2 callr_3.7.0 git2r_0.29.0
[85] reprex_2.0.1 digest_0.6.29 webshot_0.5.2 httpuv_1.6.5
[89] textshaping_0.3.6 munsell_0.5.0 viridisLite_0.4.0 bslib_0.3.1