Analysis of dcant budgets
Jens Daniel Müller
22 September, 2021
Last updated: 2021-09-22
Checks: 7 0
Knit directory: emlr_obs_v_XXX/
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| html | 2477316 | jens-daniel-mueller | 2021-07-23 | rebuild: surface dcant mapping seperate |
| html | c9ccc00 | jens-daniel-mueller | 2021-07-22 | Build site. |
| Rmd | 6a7f226 | jens-daniel-mueller | 2021-07-22 | surface dcant mapping seperate |
| html | 426b2df | jens-daniel-mueller | 2021-07-21 | Build site. |
| html | 971ce87 | jens-daniel-mueller | 2021-07-13 | Build site. |
| Rmd | 89d9fcb | jens-daniel-mueller | 2021-07-13 | complete revision |
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| html | 7a8d5f8 | jens-daniel-mueller | 2021-06-15 | Build site. |
| Rmd | 3695731 | jens-daniel-mueller | 2021-06-15 | included budget assesment |
| html | e0660fe | jens-daniel-mueller | 2021-06-15 | Build site. |
| Rmd | 430b829 | jens-daniel-mueller | 2021-06-15 | included budget assesment |
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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 |
| html | 2edc791 | jens-daniel-mueller | 2021-06-04 | Build site. |
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| html | 315710b | jens-daniel-mueller | 2021-06-03 | include anomalous changes |
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| html | 50290e8 | jens-daniel-mueller | 2021-04-16 | overlapping eras |
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| Rmd | 82df560 | jens-daniel-mueller | 2021-04-16 | corrected tref assignment |
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| Rmd | b9c18c8 | jens-daniel-mueller | 2021-04-13 | included model data |
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| Rmd | 3efd03e | jens-daniel-mueller | 2021-04-13 | included model data |
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| html | a79ca2c | jens-daniel-mueller | 2021-04-09 | included model data |
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| Rmd | 296db5c | jens-daniel-mueller | 2021-04-07 | included model data |
1 Version ID
The results displayed on this site correspond to the Version_ID: v_XXX
2 Data sources
dcant estimates from this sensitivity case:
- Mean and SD per grid cell (lat, lon, depth)
- Zonal mean and SD (basin, lat, depth)
- Inventories (lat, lon)
# integrated per basin_AIP
dcant_budget_basin_AIP <-
read_csv(paste(path_version_data,
"dcant_budget_basin_AIP.csv",
sep = "")) %>%
filter(method == "total") %>%
select(-method)
dcant_budget_basin_AIP_mod_truth <-
read_csv(paste(
path_version_data,
"dcant_budget_basin_AIP_mod_truth.csv",
sep = ""
)) %>%
filter(method == "total") %>%
select(-method)
dcant_budget_basin_AIP <- bind_rows(dcant_budget_basin_AIP,
dcant_budget_basin_AIP_mod_truth)
rm(dcant_budget_basin_AIP_mod_truth)
# globally integrated
dcant_budget_global <-
read_csv(paste(path_version_data,
"dcant_budget_global.csv",
sep = "")) %>%
filter(method == "total") %>%
select(-method)
dcant_budget_global_mod_truth <-
read_csv(paste(
path_version_data,
"dcant_budget_global_mod_truth.csv",
sep = ""
)) %>%
filter(method == "total") %>%
select(-method)
dcant_budget_global <- bind_rows(dcant_budget_global,
dcant_budget_global_mod_truth)
rm(dcant_budget_global_mod_truth)
# reference year
tref <-
read_csv(paste(path_version_data,
"tref.csv",
sep = ""))3 Time periods
tref[38;5;246m# A tibble: 2 × 4[39m
era median_year start end
[3m[38;5;246m<chr>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m
[38;5;250m1[39m 2000-2009 [4m2[24m004 [4m2[24m000 [4m2[24m009
[38;5;250m2[39m 2010-2019 [4m2[24m014 [4m2[24m010 [4m2[24m019duration <- sort(tref$median_year)[2] - sort(tref$median_year)[1]
duration[1] 104 Global
4.1 Standard depth
Results integrated over the upper 3000 m
dcant_budget_global %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
ggplot(aes(estimate, value, fill = data_source)) +
scale_fill_brewer(palette = "Dark2") +
geom_col(position = position_dodge2())
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| deb425c | jens-daniel-mueller | 2021-08-24 |
| 534854b | jens-daniel-mueller | 2021-08-19 |
| 77f4ba7 | jens-daniel-mueller | 2021-08-19 |
| ece96df | jens-daniel-mueller | 2021-08-19 |
| 27c99b8 | jens-daniel-mueller | 2021-08-19 |
| a03f2f0 | jens-daniel-mueller | 2021-08-18 |
| 9335b31 | jens-daniel-mueller | 2021-08-10 |
| 9943b45 | jens-daniel-mueller | 2021-08-10 |
| 0b00a2b | jens-daniel-mueller | 2021-08-09 |
| 755c6b1 | jens-daniel-mueller | 2021-08-09 |
| cd8e0d5 | jens-daniel-mueller | 2021-08-06 |
| 15773a0 | jens-daniel-mueller | 2021-08-06 |
| da61d1a | jens-daniel-mueller | 2021-08-06 |
| 340d731 | jens-daniel-mueller | 2021-08-06 |
| 71546e4 | jens-daniel-mueller | 2021-08-06 |
| 29444a1 | jens-daniel-mueller | 2021-08-05 |
| 42e80c0 | jens-daniel-mueller | 2021-08-04 |
| 48f6eed | jens-daniel-mueller | 2021-08-04 |
| 81a46a4 | jens-daniel-mueller | 2021-08-03 |
| b88c61b | jens-daniel-mueller | 2021-08-03 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_global %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
select(-inv_depth) %>%
pivot_wider(names_from = estimate,
values_from = value) %>%
gt(
groupname_col = c("data_source")
) %>%
summary_rows(groups = TRUE,
fns = list(total = "sum"))| dcant | dcant_pos |
|---|---|
| mod | |
| 22.548 | 23.288 |
| obs | |
| 31.561 | 32.348 |
| mod_truth | |
| 20.722 | 20.861 |
dcant_budget_global_bias <- dcant_budget_global %>%
filter(data_source %in% c("mod", "mod_truth")) %>%
select(data_source, inv_depth, estimate, value) %>%
pivot_wider(names_from = data_source,
values_from = value) %>%
mutate(dcant_bias = mod - mod_truth,
dcant_bias_rel = dcant_bias / mod_truth * 100)
dcant_budget_global_bias %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
ggplot(aes(dcant_bias, estimate)) +
geom_vline(xintercept = 0) +
geom_col() +
scale_fill_brewer(palette = "Dark2")
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| deb425c | jens-daniel-mueller | 2021-08-24 |
| 534854b | jens-daniel-mueller | 2021-08-19 |
| 77f4ba7 | jens-daniel-mueller | 2021-08-19 |
| ece96df | jens-daniel-mueller | 2021-08-19 |
| 27c99b8 | jens-daniel-mueller | 2021-08-19 |
| a03f2f0 | jens-daniel-mueller | 2021-08-18 |
| 9335b31 | jens-daniel-mueller | 2021-08-10 |
| 9943b45 | jens-daniel-mueller | 2021-08-10 |
| 0b00a2b | jens-daniel-mueller | 2021-08-09 |
| 755c6b1 | jens-daniel-mueller | 2021-08-09 |
| cd8e0d5 | jens-daniel-mueller | 2021-08-06 |
| 15773a0 | jens-daniel-mueller | 2021-08-06 |
| da61d1a | jens-daniel-mueller | 2021-08-06 |
| 340d731 | jens-daniel-mueller | 2021-08-06 |
| 71546e4 | jens-daniel-mueller | 2021-08-06 |
| 29444a1 | jens-daniel-mueller | 2021-08-05 |
| 42e80c0 | jens-daniel-mueller | 2021-08-04 |
| 48f6eed | jens-daniel-mueller | 2021-08-04 |
| 81a46a4 | jens-daniel-mueller | 2021-08-03 |
| b88c61b | jens-daniel-mueller | 2021-08-03 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_global_bias %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
ggplot(aes(dcant_bias_rel, estimate)) +
geom_vline(xintercept = 0) +
geom_col() +
scale_fill_brewer(palette = "Dark2")
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_global_bias %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
ggplot() +
geom_col(aes(estimate, mod,
fill = "eMLR")) +
geom_col(aes(estimate, mod_truth,
col = "truth"),
fill = "transparent") +
scale_fill_manual(values = "grey60") +
scale_color_manual(values = c("red", "red")) +
theme(legend.title = element_blank()) +
labs(y = "value")
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
# geom_segment(aes(
# x = estimate,
# y = mod,
# xend = estimate,
# yend = mod_truth,
# col = "truth"
# )) +
# geom_point(aes(x = estimate,
# y = mod_truth,
# col = "truth"))4.2 Other depths
Results integrated over the upper 100, 500, 1000, 3000, 10^{4} m
dcant_budget_global <- dcant_budget_global %>%
mutate(inv_depth = as.factor(inv_depth))
dcant_budget_global %>%
ggplot() +
scale_fill_viridis_d() +
geom_col(aes(data_source, value, fill = inv_depth),
position = position_dodge2()) +
facet_grid(. ~ estimate, scales = "free_y")
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_global %>%
pivot_wider(names_from = estimate,
values_from = value) %>%
gt(
groupname_col = c("data_source", "inv_depth"),
row_group.sep = " | Depth: "
) %>%
summary_rows(groups = TRUE,
fns = list(total = "sum"))| dcant | dcant_pos |
|---|---|
| mod | Depth: 100 | |
| 3.840 | 3.840 |
| mod | Depth: 500 | |
| 13.337 | 13.354 |
| mod | Depth: 1000 | |
| 18.194 | 18.249 |
| mod | Depth: 3000 | |
| 22.548 | 23.288 |
| mod | Depth: 10000 | |
| 23.267 | 24.505 |
| obs | Depth: 100 | |
| 4.029 | 4.034 |
| obs | Depth: 500 | |
| 14.806 | 14.890 |
| obs | Depth: 1000 | |
| 21.522 | 21.734 |
| obs | Depth: 3000 | |
| 31.561 | 32.348 |
| obs | Depth: 10000 | |
| 35.050 | 36.556 |
| mod_truth | Depth: 100 | |
| 3.710 | 3.710 |
| mod_truth | Depth: 500 | |
| 13.589 | 13.596 |
| mod_truth | Depth: 1000 | |
| 18.322 | 18.338 |
| mod_truth | Depth: 3000 | |
| 20.722 | 20.861 |
| mod_truth | Depth: 10000 | |
| 21.055 | 21.220 |
dcant_budget_global_bias %>%
ggplot(aes(dcant_bias, estimate)) +
geom_vline(xintercept = 0) +
geom_col() +
scale_fill_brewer(palette = "Dark2") +
facet_grid(inv_depth ~ .)
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_global_bias %>%
ggplot(aes(dcant_bias_rel, estimate)) +
geom_vline(xintercept = 0) +
geom_col(position = "dodge") +
scale_fill_brewer(palette = "Dark2") +
facet_grid(inv_depth ~ .)
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_global_bias %>%
ggplot() +
geom_vline(xintercept = 0) +
geom_col(aes(mod, estimate, fill = "eMLR"),
position = "dodge") +
geom_col(aes(mod_truth, estimate,
col = "truth"),
fill = "transparent") +
scale_fill_manual(values = "grey60") +
scale_color_manual(values = c("red", "red")) +
theme(legend.title = element_blank()) +
labs(x = "value") +
facet_grid(inv_depth ~ .)
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
5 Basin AIP
5.1 Standard depth
Results integrated over the upper 3000 m
dcant_budget_basin_AIP %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
ggplot(aes(estimate, value, fill=basin_AIP)) +
scale_fill_brewer(palette = "Dark2") +
geom_col() +
facet_grid(~data_source)
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_basin_AIP %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
pivot_wider(names_from = estimate,
values_from = value) %>%
gt(
rowname_col = "basin_AIP",
groupname_col = c("data_source", "inv_depth"),
row_group.sep = " | Depth: "
) %>%
summary_rows(groups = TRUE,
fns = list(total = "sum"))| dcant | dcant_pos | |
|---|---|---|
| mod | Depth: 3000 | ||
| Indian | 6.677 | 6.769 |
| Pacific | 10.379 | 10.809 |
| Atlantic | 5.492 | 5.710 |
| total | 22.55 | 23.29 |
| obs | Depth: 3000 | ||
| Indian | 5.915 | 6.234 |
| Pacific | 16.849 | 17.184 |
| Atlantic | 8.797 | 8.930 |
| total | 31.56 | 32.35 |
| mod_truth | Depth: 3000 | ||
| Indian | 5.604 | 5.621 |
| Pacific | 10.011 | 10.115 |
| Atlantic | 5.108 | 5.126 |
| total | 20.72 | 20.86 |
dcant_budget_basin_AIP_bias <- dcant_budget_basin_AIP %>%
filter(data_source %in% c("mod", "mod_truth")) %>%
select(data_source, basin_AIP, inv_depth, estimate, value) %>%
pivot_wider(names_from = data_source,
values_from = value) %>%
mutate(dcant_bias = mod - mod_truth,
dcant_bias_rel = dcant_bias / mod_truth * 100)
dcant_budget_basin_AIP_bias %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
ggplot(aes(dcant_bias, estimate, fill=basin_AIP)) +
geom_vline(xintercept = 0) +
geom_col() +
scale_fill_brewer(palette = "Dark2")
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_basin_AIP_bias %>%
filter(inv_depth == params_global$inventory_depth_standard) %>%
ggplot(aes(dcant_bias_rel, estimate, fill=basin_AIP)) +
geom_vline(xintercept = 0) +
geom_col(position = "dodge") +
scale_fill_brewer(palette = "Dark2")
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
5.2 Other depths
Results integrated over the upper 100, 500, 1000, 3000, 10^{4} m
dcant_budget_basin_AIP %>%
ggplot(aes(data_source, value, fill=basin_AIP)) +
scale_fill_brewer(palette = "Dark2") +
geom_col() +
facet_grid(inv_depth ~ estimate, scales = "free_y")
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_basin_AIP %>%
pivot_wider(names_from = estimate,
values_from = value) %>%
gt(
rowname_col = "basin_AIP",
groupname_col = c("data_source", "inv_depth"),
row_group.sep = " | Depth: "
) %>%
summary_rows(groups = TRUE,
fns = list(total = "sum"))| dcant | dcant_pos | |
|---|---|---|
| mod | Depth: 100 | ||
| Indian | 0.838 | 0.838 |
| Pacific | 2.021 | 2.021 |
| Atlantic | 0.982 | 0.982 |
| total | 3.84 | 3.84 |
| mod | Depth: 500 | ||
| Indian | 3.027 | 3.041 |
| Pacific | 6.930 | 6.932 |
| Atlantic | 3.380 | 3.382 |
| total | 13.34 | 13.36 |
| mod | Depth: 1000 | ||
| Indian | 4.727 | 4.751 |
| Pacific | 9.049 | 9.073 |
| Atlantic | 4.418 | 4.424 |
| total | 18.19 | 18.25 |
| mod | Depth: 3000 | ||
| Indian | 6.677 | 6.769 |
| Pacific | 10.379 | 10.809 |
| Atlantic | 5.492 | 5.710 |
| total | 22.55 | 23.29 |
| mod | Depth: 10000 | ||
| Indian | 6.868 | 7.027 |
| Pacific | 10.917 | 11.676 |
| Atlantic | 5.482 | 5.802 |
| total | 23.27 | 24.50 |
| obs | Depth: 100 | ||
| Indian | 0.882 | 0.882 |
| Pacific | 2.090 | 2.094 |
| Atlantic | 1.057 | 1.058 |
| total | 4.03 | 4.03 |
| obs | Depth: 500 | ||
| Indian | 3.216 | 3.234 |
| Pacific | 7.582 | 7.634 |
| Atlantic | 4.008 | 4.021 |
| total | 14.81 | 14.89 |
| obs | Depth: 1000 | ||
| Indian | 4.544 | 4.645 |
| Pacific | 10.982 | 11.071 |
| Atlantic | 5.996 | 6.018 |
| total | 21.52 | 21.73 |
| obs | Depth: 3000 | ||
| Indian | 5.915 | 6.234 |
| Pacific | 16.849 | 17.184 |
| Atlantic | 8.797 | 8.930 |
| total | 31.56 | 32.35 |
| obs | Depth: 10000 | ||
| Indian | 6.308 | 6.948 |
| Pacific | 19.040 | 19.526 |
| Atlantic | 9.702 | 10.082 |
| total | 35.05 | 36.56 |
| mod_truth | Depth: 100 | ||
| Indian | 0.796 | 0.796 |
| Pacific | 1.983 | 1.983 |
| Atlantic | 0.930 | 0.930 |
| total | 3.71 | 3.71 |
| mod_truth | Depth: 500 | ||
| Indian | 3.118 | 3.118 |
| Pacific | 7.061 | 7.067 |
| Atlantic | 3.409 | 3.410 |
| total | 13.59 | 13.60 |
| mod_truth | Depth: 1000 | ||
| Indian | 4.652 | 4.652 |
| Pacific | 9.146 | 9.156 |
| Atlantic | 4.523 | 4.530 |
| total | 18.32 | 18.34 |
| mod_truth | Depth: 3000 | ||
| Indian | 5.604 | 5.621 |
| Pacific | 10.011 | 10.115 |
| Atlantic | 5.108 | 5.126 |
| total | 20.72 | 20.86 |
| mod_truth | Depth: 10000 | ||
| Indian | 5.678 | 5.700 |
| Pacific | 10.227 | 10.341 |
| Atlantic | 5.151 | 5.180 |
| total | 21.06 | 21.22 |
dcant_budget_basin_AIP_bias %>%
ggplot(aes(dcant_bias, estimate, fill=basin_AIP)) +
geom_vline(xintercept = 0) +
geom_col() +
scale_fill_brewer(palette = "Dark2") +
facet_grid(inv_depth ~ .)
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
dcant_budget_basin_AIP_bias %>%
ggplot(aes(dcant_bias_rel, estimate, fill=basin_AIP)) +
geom_vline(xintercept = 0) +
geom_col(position = "dodge") +
scale_fill_brewer(palette = "Dark2") +
facet_grid(inv_depth ~ .)
| Version | Author | Date |
|---|---|---|
| 5a36231 | jens-daniel-mueller | 2021-09-22 |
| c0bbbe4 | jens-daniel-mueller | 2021-09-22 |
| 9eac969 | jens-daniel-mueller | 2021-08-30 |
| 3a584b7 | jens-daniel-mueller | 2021-08-30 |
| 6e17588 | jens-daniel-mueller | 2021-08-24 |
| 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 |
| 0f0d5e5 | jens-daniel-mueller | 2021-08-03 |
6 Write files
dcant_budget_basin_AIP_bias %>%
write_csv(paste(path_version_data,
"dcant_budget_basin_AIP_bias.csv", sep = ""))
dcant_budget_global_bias %>%
write_csv(paste(path_version_data,
"dcant_budget_global_bias.csv", sep = ""))
sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] gt_0.2.2 kableExtra_1.3.1 marelac_2.1.10 shape_1.4.5
[5] scales_1.1.1 ggforce_0.3.3 metR_0.9.0 scico_1.2.0
[9] patchwork_1.1.1 collapse_1.5.0 forcats_0.5.0 stringr_1.4.0
[13] dplyr_1.0.5 purrr_0.3.4 readr_1.4.0 tidyr_1.1.3
[17] tibble_3.1.3 ggplot2_3.3.5 tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 gsw_1.0-5 lubridate_1.7.9
[4] RColorBrewer_1.1-2 webshot_0.5.2 httr_1.4.2
[7] rprojroot_2.0.2 tools_4.0.3 backports_1.1.10
[10] bslib_0.2.5.1 utf8_1.1.4 R6_2.5.0
[13] DBI_1.1.0 colorspace_2.0-2 withr_2.3.0
[16] tidyselect_1.1.0 compiler_4.0.3 git2r_0.27.1
[19] cli_3.0.1 rvest_0.3.6 xml2_1.3.2
[22] labeling_0.4.2 sass_0.4.0 checkmate_2.0.0
[25] digest_0.6.27 rmarkdown_2.10 oce_1.2-0
[28] pkgconfig_2.0.3 htmltools_0.5.1.1 highr_0.8
[31] dbplyr_1.4.4 rlang_0.4.11 readxl_1.3.1
[34] rstudioapi_0.13 jquerylib_0.1.4 generics_0.1.0
[37] farver_2.0.3 jsonlite_1.7.1 magrittr_1.5
[40] Matrix_1.2-18 Rcpp_1.0.5 munsell_0.5.0
[43] fansi_0.4.1 lifecycle_1.0.0 stringi_1.5.3
[46] whisker_0.4 yaml_2.2.1 MASS_7.3-53
[49] grid_4.0.3 blob_1.2.1 parallel_4.0.3
[52] promises_1.1.1 crayon_1.3.4 lattice_0.20-41
[55] haven_2.3.1 hms_0.5.3 seacarb_3.2.14
[58] knitr_1.33 pillar_1.6.2 reprex_0.3.0
[61] glue_1.4.2 evaluate_0.14 RcppArmadillo_0.10.1.2.0
[64] data.table_1.14.0 modelr_0.1.8 vctrs_0.3.8
[67] tweenr_1.0.2 httpuv_1.5.4 testthat_2.3.2
[70] cellranger_1.1.0 gtable_0.3.0 polyclip_1.10-0
[73] assertthat_0.2.1 xfun_0.25 broom_0.7.9
[76] RcppEigen_0.3.3.7.0 later_1.2.0 viridisLite_0.3.0
[79] ellipsis_0.3.2 here_0.1