eMLR - assumption testing
Jens Daniel Müller
01 November, 2022
Last updated: 2022-11-01
Checks: 7 0
Knit directory: emlr_obs_v_XXX/
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| File | Version | Author | Date | Message |
|---|---|---|---|---|
| html | 800243c | jens-daniel-mueller | 2022-10-28 | 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 | 2cbe18c | jens-daniel-mueller | 2021-06-10 | added zonal mean section control plots |
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| html | db7df0e | jens-daniel-mueller | 2021-06-04 | rebuild without overlapping eras |
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| html | 315710b | jens-daniel-mueller | 2021-06-03 | include anomalous changes |
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| html | 03b6009 | jens-daniel-mueller | 2021-03-23 | removed before copying template |
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| html | af75ebf | jens-daniel-mueller | 2021-03-14 | Build site. |
| html | 5017709 | jens-daniel-mueller | 2021-03-11 | Build site. |
| html | 585b07f | jens-daniel-mueller | 2021-03-11 | Build site. |
| 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 |
|---|---|---|
| 800243c | jens-daniel-mueller | 2022-10-28 |
| 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 |
|---|---|---|
| 800243c | jens-daniel-mueller | 2022-10-28 |
| 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 |
|---|---|---|
| 800243c | jens-daniel-mueller | 2022-10-28 |
| 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] | 0.9474590 | 0.9188276 | 0.9760905 |
| aou + nitrate | global | (26,26.5] | 0.9084385 | 0.8990589 | 0.9178182 |
| aou + nitrate | global | (26.5,26.75] | 0.8765251 | 0.8541865 | 0.8988637 |
| aou + nitrate | global | (26.75,27] | 0.9131266 | 0.9090211 | 0.9172321 |
| aou + nitrate | global | (27,27.25] | 0.9010287 | 0.8954706 | 0.9065868 |
| aou + nitrate | global | (27.25,27.5] | 0.8850125 | 0.8714942 | 0.8985307 |
| aou + nitrate | global | (27.5,27.75] | 0.8988918 | 0.8962777 | 0.9015060 |
| aou + nitrate | global | (27.75,27.85] | 0.9439313 | 0.9435712 | 0.9442914 |
| aou + nitrate | global | (27.85,27.95] | 0.9665413 | 0.9617103 | 0.9713722 |
| aou + nitrate | global | (27.95,28.05] | 0.9741386 | 0.9706179 | 0.9776593 |
| aou + nitrate | global | (28.05,28.1] | 0.9814673 | 0.9810021 | 0.9819326 |
| aou + nitrate | global | (28.1, Inf] | 0.9138853 | 0.9064829 | 0.9212878 |
| aou + oxygen | global | (-Inf,26] | -0.9408900 | -0.9706767 | -0.9111033 |
| aou + oxygen | global | (26,26.5] | -0.9679073 | -0.9736857 | -0.9621289 |
| aou + oxygen | global | (26.5,26.75] | -0.9651946 | -0.9708983 | -0.9594909 |
| aou + oxygen | global | (26.75,27] | -0.9745703 | -0.9777256 | -0.9714150 |
| aou + oxygen | global | (27,27.25] | -0.9823963 | -0.9840092 | -0.9807834 |
| aou + oxygen | global | (27.25,27.5] | -0.9851769 | -0.9877656 | -0.9825882 |
| aou + oxygen | global | (27.5,27.75] | -0.9857229 | -0.9877919 | -0.9836539 |
| aou + oxygen | global | (27.75,27.85] | -0.9914272 | -0.9918474 | -0.9910071 |
| aou + oxygen | global | (27.85,27.95] | -0.9946767 | -0.9951487 | -0.9942047 |
| aou + oxygen | global | (27.95,28.05] | -0.9961682 | -0.9963847 | -0.9959516 |
| aou + oxygen | global | (28.05,28.1] | -0.9981858 | -0.9981922 | -0.9981794 |
| aou + oxygen | global | (28.1, Inf] | -0.9827008 | -0.9850424 | -0.9803591 |
| aou + phosphate | global | (-Inf,26] | 0.9407093 | 0.9097647 | 0.9716539 |
| aou + phosphate | global | (26,26.5] | 0.9264004 | 0.9229815 | 0.9298194 |
| aou + phosphate | global | (26.5,26.75] | 0.8814784 | 0.8592048 | 0.9037520 |
| aou + phosphate | global | (26.75,27] | 0.9063126 | 0.8978333 | 0.9147920 |
| aou + phosphate | global | (27,27.25] | 0.9035489 | 0.8995884 | 0.9075094 |
| aou + phosphate | global | (27.25,27.5] | 0.9023786 | 0.8991631 | 0.9055942 |
| aou + phosphate | global | (27.5,27.75] | 0.9144239 | 0.9111873 | 0.9176605 |
| aou + phosphate | global | (27.75,27.85] | 0.9513193 | 0.9486675 | 0.9539711 |
| aou + phosphate | global | (27.85,27.95] | 0.9711935 | 0.9658662 | 0.9765208 |
| aou + phosphate | global | (27.95,28.05] | 0.9787752 | 0.9756924 | 0.9818581 |
| aou + phosphate | global | (28.05,28.1] | 0.9851592 | 0.9841252 | 0.9861932 |
| aou + phosphate | global | (28.1, Inf] | 0.9190316 | 0.9118711 | 0.9261921 |
| aou + silicate | global | (-Inf,26] | 0.8077401 | 0.7575501 | 0.8579300 |
| aou + silicate | global | (26,26.5] | 0.7212209 | 0.7138396 | 0.7286022 |
| aou + silicate | global | (26.5,26.75] | 0.6320898 | 0.6064308 | 0.6577489 |
| aou + silicate | global | (26.75,27] | 0.7523015 | 0.7420255 | 0.7625775 |
| aou + silicate | global | (27,27.25] | 0.8527184 | 0.8292580 | 0.8761789 |
| aou + silicate | global | (27.25,27.5] | 0.8925786 | 0.8692232 | 0.9159341 |
| aou + silicate | global | (27.5,27.75] | 0.9220990 | 0.9039024 | 0.9402957 |
| aou + silicate | global | (27.75,27.85] | 0.9675239 | 0.9638506 | 0.9711972 |
| aou + silicate | global | (27.85,27.95] | 0.9785007 | 0.9780483 | 0.9789531 |
| aou + silicate | global | (27.95,28.05] | 0.9839426 | 0.9838205 | 0.9840646 |
| aou + silicate | global | (28.05,28.1] | 0.9912965 | 0.9909692 | 0.9916238 |
| aou + silicate | global | (28.1, Inf] | 0.9102184 | 0.9007617 | 0.9196752 |
| nitrate + silicate | global | (-Inf,26] | 0.8977275 | 0.8907243 | 0.9047307 |
| nitrate + silicate | global | (26,26.5] | 0.8756356 | 0.8669315 | 0.8843398 |
| nitrate + silicate | global | (26.5,26.75] | 0.8469919 | 0.8451537 | 0.8488301 |
| nitrate + silicate | global | (26.75,27] | 0.8518792 | 0.8484077 | 0.8553507 |
| nitrate + silicate | global | (27,27.25] | 0.8438001 | 0.8216458 | 0.8659544 |
| nitrate + silicate | global | (27.25,27.5] | 0.8333762 | 0.8065062 | 0.8602462 |
| nitrate + silicate | global | (27.5,27.75] | 0.8857424 | 0.8748902 | 0.8965946 |
| nitrate + silicate | global | (27.75,27.85] | 0.9472458 | 0.9451192 | 0.9493724 |
| nitrate + silicate | global | (27.85,27.95] | 0.9700171 | 0.9688740 | 0.9711601 |
| nitrate + silicate | global | (27.95,28.05] | 0.9742149 | 0.9711890 | 0.9772408 |
| nitrate + silicate | global | (28.05,28.1] | 0.9790456 | 0.9760197 | 0.9820716 |
| nitrate + silicate | global | (28.1, Inf] | 0.9796804 | 0.9776552 | 0.9817056 |
| oxygen + nitrate | global | (-Inf,26] | -0.8204633 | -0.9234063 | -0.7175203 |
| oxygen + nitrate | global | (26,26.5] | -0.7883466 | -0.8164091 | -0.7602841 |
| oxygen + nitrate | global | (26.5,26.75] | -0.7335617 | -0.7817164 | -0.6854069 |
| oxygen + nitrate | global | (26.75,27] | -0.8099409 | -0.8236467 | -0.7962352 |
| oxygen + nitrate | global | (27,27.25] | -0.8164059 | -0.8275267 | -0.8052851 |
| oxygen + nitrate | global | (27.25,27.5] | -0.8042270 | -0.8312591 | -0.7771949 |
| oxygen + nitrate | global | (27.5,27.75] | -0.8250690 | -0.8341357 | -0.8160023 |
| oxygen + nitrate | global | (27.75,27.85] | -0.9006041 | -0.9008029 | -0.9004053 |
| oxygen + nitrate | global | (27.85,27.95] | -0.9397872 | -0.9479591 | -0.9316153 |
| oxygen + nitrate | global | (27.95,28.05] | -0.9544071 | -0.9597716 | -0.9490425 |
| oxygen + nitrate | global | (28.05,28.1] | -0.9708382 | -0.9714702 | -0.9702062 |
| oxygen + nitrate | global | (28.1, Inf] | -0.8319471 | -0.8527487 | -0.8111455 |
| oxygen + phosphate | global | (-Inf,26] | -0.8264239 | -0.9262451 | -0.7266027 |
| oxygen + phosphate | global | (26,26.5] | -0.8083742 | -0.8272297 | -0.7895188 |
| oxygen + phosphate | global | (26.5,26.75] | -0.7331305 | -0.7804323 | -0.6858286 |
| oxygen + phosphate | global | (26.75,27] | -0.7957484 | -0.8161355 | -0.7753613 |
| oxygen + phosphate | global | (27,27.25] | -0.8174495 | -0.8198584 | -0.8150407 |
| oxygen + phosphate | global | (27.25,27.5] | -0.8267195 | -0.8382664 | -0.8151726 |
| oxygen + phosphate | global | (27.5,27.75] | -0.8465441 | -0.8469149 | -0.8461732 |
| oxygen + phosphate | global | (27.75,27.85] | -0.9107763 | -0.9144853 | -0.9070674 |
| oxygen + phosphate | global | (27.85,27.95] | -0.9461232 | -0.9553877 | -0.9368587 |
| oxygen + phosphate | global | (27.95,28.05] | -0.9605530 | -0.9658187 | -0.9552872 |
| oxygen + phosphate | global | (28.05,28.1] | -0.9754377 | -0.9769517 | -0.9739236 |
| oxygen + phosphate | global | (28.1, Inf] | -0.8378328 | -0.8578008 | -0.8178647 |
| oxygen + silicate | global | (-Inf,26] | -0.6572438 | -0.7898837 | -0.5246039 |
| oxygen + silicate | global | (26,26.5] | -0.5644378 | -0.5902747 | -0.5386009 |
| oxygen + silicate | global | (26.5,26.75] | -0.4398805 | -0.4922856 | -0.3874755 |
| oxygen + silicate | global | (26.75,27] | -0.6151170 | -0.6190880 | -0.6111460 |
| oxygen + silicate | global | (27,27.25] | -0.7730929 | -0.8027581 | -0.7434276 |
| oxygen + silicate | global | (27.25,27.5] | -0.8350313 | -0.8658100 | -0.8042527 |
| oxygen + silicate | global | (27.5,27.75] | -0.8668918 | -0.8945017 | -0.8392820 |
| oxygen + silicate | global | (27.75,27.85] | -0.9368224 | -0.9425620 | -0.9310828 |
| oxygen + silicate | global | (27.85,27.95] | -0.9580742 | -0.9602349 | -0.9559135 |
| oxygen + silicate | global | (27.95,28.05] | -0.9697985 | -0.9705950 | -0.9690020 |
| oxygen + silicate | global | (28.05,28.1] | -0.9853453 | -0.9862324 | -0.9844583 |
| oxygen + silicate | global | (28.1, Inf] | -0.8258989 | -0.8480097 | -0.8037882 |
| phosphate + nitrate | global | (-Inf,26] | 0.9766067 | 0.9698601 | 0.9833532 |
| phosphate + nitrate | global | (26,26.5] | 0.9682790 | 0.9674312 | 0.9691268 |
| phosphate + nitrate | global | (26.5,26.75] | 0.9710316 | 0.9683324 | 0.9737308 |
| phosphate + nitrate | global | (26.75,27] | 0.9823100 | 0.9773662 | 0.9872538 |
| phosphate + nitrate | global | (27,27.25] | 0.9843725 | 0.9790284 | 0.9897165 |
| phosphate + nitrate | global | (27.25,27.5] | 0.9890918 | 0.9843527 | 0.9938308 |
| phosphate + nitrate | global | (27.5,27.75] | 0.9932537 | 0.9902916 | 0.9962158 |
| phosphate + nitrate | global | (27.75,27.85] | 0.9954141 | 0.9933135 | 0.9975147 |
| phosphate + nitrate | global | (27.85,27.95] | 0.9971608 | 0.9962703 | 0.9980514 |
| phosphate + nitrate | global | (27.95,28.05] | 0.9967098 | 0.9964563 | 0.9969634 |
| phosphate + nitrate | global | (28.05,28.1] | 0.9964887 | 0.9959380 | 0.9970394 |
| phosphate + nitrate | global | (28.1, Inf] | 0.9952969 | 0.9943312 | 0.9962625 |
| phosphate + silicate | global | (-Inf,26] | 0.8523991 | 0.8378643 | 0.8669339 |
| phosphate + silicate | global | (26,26.5] | 0.8598803 | 0.8509885 | 0.8687721 |
| phosphate + silicate | global | (26.5,26.75] | 0.8469268 | 0.8465986 | 0.8472550 |
| phosphate + silicate | global | (26.75,27] | 0.8698631 | 0.8674448 | 0.8722815 |
| phosphate + silicate | global | (27,27.25] | 0.8663766 | 0.8493764 | 0.8833769 |
| phosphate + silicate | global | (27.25,27.5] | 0.8624263 | 0.8433256 | 0.8815269 |
| phosphate + silicate | global | (27.5,27.75] | 0.9018059 | 0.8932156 | 0.9103961 |
| phosphate + silicate | global | (27.75,27.85] | 0.9562309 | 0.9550743 | 0.9573875 |
| phosphate + silicate | global | (27.85,27.95] | 0.9752332 | 0.9741526 | 0.9763139 |
| phosphate + silicate | global | (27.95,28.05] | 0.9796361 | 0.9783067 | 0.9809656 |
| phosphate + silicate | global | (28.05,28.1] | 0.9834816 | 0.9810160 | 0.9859472 |
| phosphate + silicate | global | (28.1, Inf] | 0.9821122 | 0.9800561 | 0.9841682 |
| sal + aou | global | (-Inf,26] | -0.2095552 | -0.2309340 | -0.1881764 |
| sal + aou | global | (26,26.5] | -0.3238001 | -0.3851419 | -0.2624582 |
| sal + aou | global | (26.5,26.75] | -0.2351450 | -0.2890567 | -0.1812333 |
| sal + aou | global | (26.75,27] | -0.1911595 | -0.3064606 | -0.0758585 |
| sal + aou | global | (27,27.25] | -0.1498250 | -0.2148883 | -0.0847617 |
| sal + aou | global | (27.25,27.5] | -0.1169472 | -0.2040407 | -0.0298536 |
| sal + aou | global | (27.5,27.75] | -0.2895943 | -0.3820645 | -0.1971242 |
| sal + aou | global | (27.75,27.85] | -0.5266503 | -0.5583305 | -0.4949701 |
| sal + aou | global | (27.85,27.95] | -0.6992902 | -0.7031467 | -0.6954337 |
| sal + aou | global | (27.95,28.05] | -0.7989366 | -0.8043333 | -0.7935400 |
| sal + aou | global | (28.05,28.1] | -0.9055131 | -0.9086047 | -0.9024215 |
| sal + aou | global | (28.1, Inf] | -0.7267176 | -0.7506813 | -0.7027540 |
| sal + nitrate | global | (-Inf,26] | -0.3726004 | -0.4248173 | -0.3203835 |
| sal + nitrate | global | (26,26.5] | -0.6098063 | -0.6752844 | -0.5443281 |
| sal + nitrate | global | (26.5,26.75] | -0.6001642 | -0.6776251 | -0.5227033 |
| sal + nitrate | global | (26.75,27] | -0.5207665 | -0.6233308 | -0.4182022 |
| sal + nitrate | global | (27,27.25] | -0.5086174 | -0.5536480 | -0.4635869 |
| sal + nitrate | global | (27.25,27.5] | -0.5035791 | -0.5501218 | -0.4570364 |
| sal + nitrate | global | (27.5,27.75] | -0.6179228 | -0.6913719 | -0.5444737 |
| sal + nitrate | global | (27.75,27.85] | -0.7268916 | -0.7534227 | -0.7003606 |
| sal + nitrate | global | (27.85,27.95] | -0.8282025 | -0.8370565 | -0.8193484 |
| sal + nitrate | global | (27.95,28.05] | -0.8923626 | -0.9031035 | -0.8816217 |
| sal + nitrate | global | (28.05,28.1] | -0.9551589 | -0.9585844 | -0.9517334 |
| sal + nitrate | global | (28.1, Inf] | -0.9216684 | -0.9268227 | -0.9165141 |
| sal + oxygen | global | (-Inf,26] | -0.0396927 | -0.1431756 | 0.0637902 |
| sal + oxygen | global | (26,26.5] | 0.0880796 | 0.0456669 | 0.1304923 |
| sal + oxygen | global | (26.5,26.75] | -0.0170454 | -0.0504589 | 0.0163681 |
| sal + oxygen | global | (26.75,27] | -0.0236700 | -0.1276180 | 0.0802781 |
| sal + oxygen | global | (27,27.25] | -0.0304673 | -0.1048437 | 0.0439092 |
| sal + oxygen | global | (27.25,27.5] | -0.0459192 | -0.1492284 | 0.0573900 |
| sal + oxygen | global | (27.5,27.75] | 0.1364003 | 0.0279909 | 0.2448097 |
| sal + oxygen | global | (27.75,27.85] | 0.4162813 | 0.3785444 | 0.4540181 |
| sal + oxygen | global | (27.85,27.95] | 0.6269250 | 0.6195146 | 0.6343355 |
| sal + oxygen | global | (27.95,28.05] | 0.7481592 | 0.7441575 | 0.7521608 |
| sal + oxygen | global | (28.05,28.1] | 0.8800705 | 0.8766059 | 0.8835352 |
| sal + oxygen | global | (28.1, Inf] | 0.5944579 | 0.5534878 | 0.6354280 |
| sal + phosphate | global | (-Inf,26] | -0.3436851 | -0.3943973 | -0.2929730 |
| sal + phosphate | global | (26,26.5] | -0.6150530 | -0.6736583 | -0.5564477 |
| sal + phosphate | global | (26.5,26.75] | -0.6263721 | -0.7013340 | -0.5514101 |
| sal + phosphate | global | (26.75,27] | -0.5539759 | -0.6679052 | -0.4400466 |
| sal + phosphate | global | (27,27.25] | -0.5158552 | -0.5883496 | -0.4433607 |
| sal + phosphate | global | (27.25,27.5] | -0.4710434 | -0.5505009 | -0.3915860 |
| sal + phosphate | global | (27.5,27.75] | -0.5850011 | -0.6808706 | -0.4891317 |
| sal + phosphate | global | (27.75,27.85] | -0.7110933 | -0.7494024 | -0.6727841 |
| sal + phosphate | global | (27.85,27.95] | -0.8174291 | -0.8313909 | -0.8034672 |
| sal + phosphate | global | (27.95,28.05] | -0.8838924 | -0.8978529 | -0.8699320 |
| sal + phosphate | global | (28.05,28.1] | -0.9514708 | -0.9569804 | -0.9459612 |
| sal + phosphate | global | (28.1, Inf] | -0.9209498 | -0.9270740 | -0.9148256 |
| sal + silicate | global | (-Inf,26] | -0.4744389 | -0.5223944 | -0.4264834 |
| sal + silicate | global | (26,26.5] | -0.6848800 | -0.7260465 | -0.6437135 |
| sal + silicate | global | (26.5,26.75] | -0.7265064 | -0.7861158 | -0.6668970 |
| sal + silicate | global | (26.75,27] | -0.6116371 | -0.6775068 | -0.5457674 |
| sal + silicate | global | (27,27.25] | -0.4284832 | -0.4750190 | -0.3819474 |
| sal + silicate | global | (27.25,27.5] | -0.3172769 | -0.3838755 | -0.2506783 |
| sal + silicate | global | (27.5,27.75] | -0.4527213 | -0.5057024 | -0.3997401 |
| sal + silicate | global | (27.75,27.85] | -0.6339548 | -0.6521569 | -0.6157526 |
| sal + silicate | global | (27.85,27.95] | -0.7741754 | -0.7762838 | -0.7720670 |
| sal + silicate | global | (27.95,28.05] | -0.8416373 | -0.8441616 | -0.8391130 |
| sal + silicate | global | (28.05,28.1] | -0.9202863 | -0.9236791 | -0.9168935 |
| sal + silicate | global | (28.1, Inf] | -0.9108020 | -0.9166898 | -0.9049142 |
| sal + temp | global | (-Inf,26] | 0.6902988 | 0.6440685 | 0.7365291 |
| sal + temp | global | (26,26.5] | 0.9686538 | 0.9677747 | 0.9695330 |
| sal + temp | global | (26.5,26.75] | 0.9816550 | 0.9804627 | 0.9828473 |
| sal + temp | global | (26.75,27] | 0.9786846 | 0.9785131 | 0.9788562 |
| sal + temp | global | (27,27.25] | 0.9738542 | 0.9723269 | 0.9753814 |
| sal + temp | global | (27.25,27.5] | 0.9589926 | 0.9513903 | 0.9665950 |
| sal + temp | global | (27.5,27.75] | 0.9394225 | 0.9345662 | 0.9442787 |
| sal + temp | global | (27.75,27.85] | 0.9692293 | 0.9674090 | 0.9710496 |
| sal + temp | global | (27.85,27.95] | 0.9480947 | 0.9436098 | 0.9525797 |
| sal + temp | global | (27.95,28.05] | 0.9294159 | 0.9221941 | 0.9366377 |
| sal + temp | global | (28.05,28.1] | 0.9505140 | 0.9457621 | 0.9552660 |
| sal + temp | global | (28.1, Inf] | 0.7500529 | 0.6858294 | 0.8142764 |
| temp + aou | global | (-Inf,26] | -0.2500371 | -0.2660408 | -0.2340335 |
| temp + aou | global | (26,26.5] | -0.3093752 | -0.3909951 | -0.2277554 |
| temp + aou | global | (26.5,26.75] | -0.1866269 | -0.2399292 | -0.1333246 |
| temp + aou | global | (26.75,27] | -0.2034836 | -0.3094141 | -0.0975531 |
| temp + aou | global | (27,27.25] | -0.1576277 | -0.2181513 | -0.0971041 |
| temp + aou | global | (27.25,27.5] | -0.1057029 | -0.1870736 | -0.0243321 |
| temp + aou | global | (27.5,27.75] | -0.2293788 | -0.3247680 | -0.1339895 |
| temp + aou | global | (27.75,27.85] | -0.4513640 | -0.4869019 | -0.4158261 |
| temp + aou | global | (27.85,27.95] | -0.5523311 | -0.5702875 | -0.5343746 |
| temp + aou | global | (27.95,28.05] | -0.6238022 | -0.6480361 | -0.5995682 |
| temp + aou | global | (28.05,28.1] | -0.7651139 | -0.7753377 | -0.7548902 |
| temp + aou | global | (28.1, Inf] | -0.1612713 | -0.2030389 | -0.1195037 |
| temp + nitrate | global | (-Inf,26] | -0.4094849 | -0.4756059 | -0.3433640 |
| temp + nitrate | global | (26,26.5] | -0.6174517 | -0.7005606 | -0.5343428 |
| temp + nitrate | global | (26.5,26.75] | -0.5789824 | -0.6624937 | -0.4954711 |
| temp + nitrate | global | (26.75,27] | -0.5384617 | -0.6341319 | -0.4427915 |
| temp + nitrate | global | (27,27.25] | -0.5133130 | -0.5578874 | -0.4687385 |
| temp + nitrate | global | (27.25,27.5] | -0.4889476 | -0.5279635 | -0.4499317 |
| temp + nitrate | global | (27.5,27.75] | -0.5576532 | -0.6352586 | -0.4800479 |
| temp + nitrate | global | (27.75,27.85] | -0.6646502 | -0.6976308 | -0.6316696 |
| temp + nitrate | global | (27.85,27.95] | -0.7087171 | -0.7101219 | -0.7073122 |
| temp + nitrate | global | (27.95,28.05] | -0.7525918 | -0.7646545 | -0.7405291 |
| temp + nitrate | global | (28.05,28.1] | -0.8492141 | -0.8557632 | -0.8426650 |
| temp + nitrate | global | (28.1, Inf] | -0.4943981 | -0.5667590 | -0.4220372 |
| temp + oxygen | global | (-Inf,26] | -0.0776585 | -0.1838217 | 0.0285048 |
| temp + oxygen | global | (26,26.5] | 0.0635024 | 0.0007966 | 0.1262082 |
| temp + oxygen | global | (26.5,26.75] | -0.0744370 | -0.1066538 | -0.0422202 |
| temp + oxygen | global | (26.75,27] | -0.0185394 | -0.1127203 | 0.0756414 |
| temp + oxygen | global | (27,27.25] | -0.0287047 | -0.0985467 | 0.0411373 |
| temp + oxygen | global | (27.25,27.5] | -0.0649150 | -0.1615981 | 0.0317680 |
| temp + oxygen | global | (27.5,27.75] | 0.0636717 | -0.0463613 | 0.1737047 |
| temp + oxygen | global | (27.75,27.85] | 0.3312457 | 0.2905504 | 0.3719409 |
| temp + oxygen | global | (27.85,27.95] | 0.4637216 | 0.4405703 | 0.4868728 |
| temp + oxygen | global | (27.95,28.05] | 0.5533858 | 0.5254713 | 0.5813002 |
| temp + oxygen | global | (28.05,28.1] | 0.7258866 | 0.7150658 | 0.7367073 |
| temp + oxygen | global | (28.1, Inf] | -0.0211371 | -0.0508451 | 0.0085709 |
| temp + phosphate | global | (-Inf,26] | -0.3671347 | -0.4242456 | -0.3100238 |
| temp + phosphate | global | (26,26.5] | -0.6155150 | -0.6910200 | -0.5400100 |
| temp + phosphate | global | (26.5,26.75] | -0.6009996 | -0.6807400 | -0.5212592 |
| temp + phosphate | global | (26.75,27] | -0.5676204 | -0.6710955 | -0.4641452 |
| temp + phosphate | global | (27,27.25] | -0.5195944 | -0.5872197 | -0.4519692 |
| temp + phosphate | global | (27.25,27.5] | -0.4593083 | -0.5286693 | -0.3899472 |
| temp + phosphate | global | (27.5,27.75] | -0.5260360 | -0.6239335 | -0.4281384 |
| temp + phosphate | global | (27.75,27.85] | -0.6492910 | -0.6925376 | -0.6060444 |
| temp + phosphate | global | (27.85,27.95] | -0.6971687 | -0.7005351 | -0.6938023 |
| temp + phosphate | global | (27.95,28.05] | -0.7414681 | -0.7504560 | -0.7324802 |
| temp + phosphate | global | (28.05,28.1] | -0.8421053 | -0.8466623 | -0.8375483 |
| temp + phosphate | global | (28.1, Inf] | -0.4895715 | -0.5594710 | -0.4196721 |
| temp + silicate | global | (-Inf,26] | -0.4580951 | -0.5360488 | -0.3801414 |
| temp + silicate | global | (26,26.5] | -0.7090511 | -0.7618019 | -0.6563002 |
| temp + silicate | global | (26.5,26.75] | -0.7367005 | -0.7985329 | -0.6748682 |
| temp + silicate | global | (26.75,27] | -0.6517035 | -0.7072260 | -0.5961811 |
| temp + silicate | global | (27,27.25] | -0.4650640 | -0.5054081 | -0.4247199 |
| temp + silicate | global | (27.25,27.5] | -0.3473592 | -0.4103805 | -0.2843378 |
| temp + silicate | global | (27.5,27.75] | -0.4515738 | -0.5097861 | -0.3933614 |
| temp + silicate | global | (27.75,27.85] | -0.5883354 | -0.6124189 | -0.5642518 |
| temp + silicate | global | (27.85,27.95] | -0.6625246 | -0.6743636 | -0.6506856 |
| temp + silicate | global | (27.95,28.05] | -0.7014576 | -0.7214835 | -0.6814317 |
| temp + silicate | global | (28.05,28.1] | -0.7937128 | -0.8097665 | -0.7776590 |
| temp + silicate | global | (28.1, Inf] | -0.4941809 | -0.5617284 | -0.4266334 |
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 |
|---|---|---|
| 800243c | jens-daniel-mueller | 2022-10-28 |
| 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] | -0.5202287 | -0.6214205 | -0.4190368 |
| aou | global | (26,26.5] | -0.7741455 | -0.7776127 | -0.7706784 |
| aou | global | (26.5,26.75] | -0.6856958 | -0.7261870 | -0.6452045 |
| aou | global | (26.75,27] | -0.6871270 | -0.6949299 | -0.6793242 |
| aou | global | (27,27.25] | -0.5073860 | -0.5574131 | -0.4573590 |
| aou | global | (27.25,27.5] | -0.4224203 | -0.4941693 | -0.3506713 |
| aou | global | (27.5,27.75] | -0.5013923 | -0.5802088 | -0.4225759 |
| aou | global | (27.75,27.85] | -0.6860021 | -0.7219704 | -0.6500339 |
| aou | global | (27.85,27.95] | -0.8075926 | -0.8410819 | -0.7741033 |
| aou | global | (27.95,28.05] | -0.8488304 | -0.8673215 | -0.8303392 |
| aou | global | (28.05,28.1] | -0.8819589 | -0.8832446 | -0.8806732 |
| aou | global | (28.1, Inf] | -0.7571117 | -0.7752590 | -0.7389643 |
| nitrate | global | (-Inf,26] | -0.5727873 | -0.6551021 | -0.4904725 |
| nitrate | global | (26,26.5] | -0.9004167 | -0.9040341 | -0.8967994 |
| nitrate | global | (26.5,26.75] | -0.8949403 | -0.8992989 | -0.8905816 |
| nitrate | global | (26.75,27] | -0.8749234 | -0.8875142 | -0.8623325 |
| nitrate | global | (27,27.25] | -0.7719233 | -0.7954588 | -0.7483878 |
| nitrate | global | (27.25,27.5] | -0.7430914 | -0.7951712 | -0.6910115 |
| nitrate | global | (27.5,27.75] | -0.7867331 | -0.8289468 | -0.7445194 |
| nitrate | global | (27.75,27.85] | -0.8607547 | -0.8753842 | -0.8461251 |
| nitrate | global | (27.85,27.95] | -0.9101224 | -0.9205444 | -0.8997003 |
| nitrate | global | (27.95,28.05] | -0.9232027 | -0.9266970 | -0.9197084 |
| nitrate | global | (28.05,28.1] | -0.9369504 | -0.9384194 | -0.9354813 |
| nitrate | global | (28.1, Inf] | -0.9307207 | -0.9371655 | -0.9242760 |
| oxygen | global | (-Inf,26] | 0.5609311 | 0.4454547 | 0.6764076 |
| oxygen | global | (26,26.5] | 0.6169468 | 0.5962207 | 0.6376730 |
| oxygen | global | (26.5,26.75] | 0.4927990 | 0.4225323 | 0.5630656 |
| oxygen | global | (26.75,27] | 0.5414174 | 0.5199732 | 0.5628615 |
| oxygen | global | (27,27.25] | 0.3910482 | 0.3365299 | 0.4455664 |
| oxygen | global | (27.25,27.5] | 0.3201150 | 0.2551906 | 0.3850393 |
| oxygen | global | (27.5,27.75] | 0.4101565 | 0.3260732 | 0.4942397 |
| oxygen | global | (27.75,27.85] | 0.6245720 | 0.5822853 | 0.6668587 |
| oxygen | global | (27.85,27.95] | 0.7698129 | 0.7279584 | 0.8116675 |
| oxygen | global | (27.95,28.05] | 0.8209188 | 0.7976655 | 0.8441721 |
| oxygen | global | (28.05,28.1] | 0.8659739 | 0.8642189 | 0.8677289 |
| oxygen | global | (28.1, Inf] | 0.6549605 | 0.6175933 | 0.6923276 |
| phosphate | global | (-Inf,26] | -0.6156490 | -0.6857992 | -0.5454988 |
| phosphate | global | (26,26.5] | -0.9380729 | -0.9385648 | -0.9375811 |
| phosphate | global | (26.5,26.75] | -0.9351663 | -0.9355917 | -0.9347409 |
| phosphate | global | (26.75,27] | -0.9107089 | -0.9168511 | -0.9045666 |
| phosphate | global | (27,27.25] | -0.7982890 | -0.8241024 | -0.7724757 |
| phosphate | global | (27.25,27.5] | -0.7399672 | -0.7966984 | -0.6832360 |
| phosphate | global | (27.5,27.75] | -0.7814554 | -0.8287465 | -0.7341643 |
| phosphate | global | (27.75,27.85] | -0.8595515 | -0.8788144 | -0.8402886 |
| phosphate | global | (27.85,27.95] | -0.9095955 | -0.9227954 | -0.8963955 |
| phosphate | global | (27.95,28.05] | -0.9244259 | -0.9304729 | -0.9183789 |
| phosphate | global | (28.05,28.1] | -0.9398007 | -0.9405245 | -0.9390769 |
| phosphate | global | (28.1, Inf] | -0.9349048 | -0.9391207 | -0.9306889 |
| sal | global | (-Inf,26] | 0.2946891 | 0.2633375 | 0.3260408 |
| sal | global | (26,26.5] | 0.7501920 | 0.7050841 | 0.7952999 |
| sal | global | (26.5,26.75] | 0.7753268 | 0.7155781 | 0.8350755 |
| sal | global | (26.75,27] | 0.7221159 | 0.6385064 | 0.8057254 |
| sal | global | (27,27.25] | 0.7002243 | 0.6182085 | 0.7822402 |
| sal | global | (27.25,27.5] | 0.6496713 | 0.5788184 | 0.7205241 |
| sal | global | (27.5,27.75] | 0.6745933 | 0.5737110 | 0.7754756 |
| sal | global | (27.75,27.85] | 0.7401051 | 0.6889962 | 0.7912140 |
| sal | global | (27.85,27.95] | 0.8064713 | 0.7756991 | 0.8372434 |
| sal | global | (27.95,28.05] | 0.8529634 | 0.8288026 | 0.8771243 |
| sal | global | (28.05,28.1] | 0.9122922 | 0.9071140 | 0.9174704 |
| sal | global | (28.1, Inf] | 0.9060173 | 0.9048913 | 0.9071434 |
| silicate | global | (-Inf,26] | -0.5403486 | -0.6235684 | -0.4571288 |
| silicate | global | (26,26.5] | -0.8610564 | -0.8793061 | -0.8428067 |
| silicate | global | (26.5,26.75] | -0.8519594 | -0.8561027 | -0.8478161 |
| silicate | global | (26.75,27] | -0.7554677 | -0.7627824 | -0.7481530 |
| silicate | global | (27,27.25] | -0.4958359 | -0.5210427 | -0.4706291 |
| silicate | global | (27.25,27.5] | -0.3717561 | -0.4325714 | -0.3109409 |
| silicate | global | (27.5,27.75] | -0.4886561 | -0.5494759 | -0.4278363 |
| silicate | global | (27.75,27.85] | -0.6958158 | -0.7247419 | -0.6668897 |
| silicate | global | (27.85,27.95] | -0.8103229 | -0.8337959 | -0.7868498 |
| silicate | global | (27.95,28.05] | -0.8469968 | -0.8605568 | -0.8334368 |
| silicate | global | (28.05,28.1] | -0.8806813 | -0.8875455 | -0.8738171 |
| silicate | global | (28.1, Inf] | -0.8977005 | -0.9042815 | -0.8911195 |
| temp | global | (-Inf,26] | -0.1647202 | -0.1904306 | -0.1390098 |
| temp | global | (26,26.5] | 0.7339183 | 0.6791058 | 0.7887309 |
| temp | global | (26.5,26.75] | 0.7574610 | 0.6868586 | 0.8280635 |
| temp | global | (26.75,27] | 0.7134154 | 0.6378942 | 0.7889366 |
| temp | global | (27,27.25] | 0.6689310 | 0.5914828 | 0.7463791 |
| temp | global | (27.25,27.5] | 0.6084633 | 0.5578973 | 0.6590293 |
| temp | global | (27.5,27.75] | 0.5976937 | 0.4974869 | 0.6979005 |
| temp | global | (27.75,27.85] | 0.6853607 | 0.6288480 | 0.7418733 |
| temp | global | (27.85,27.95] | 0.7159059 | 0.6895310 | 0.7422807 |
| temp | global | (27.95,28.05] | 0.7571767 | 0.7497590 | 0.7645945 |
| temp | global | (28.05,28.1] | 0.8411154 | 0.8378676 | 0.8443632 |
| temp | global | (28.1, Inf] | 0.5852173 | 0.4955908 | 0.6748438 |
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