Analysis of dcant budgets

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-11-01

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.7.0). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: 28bd0d6

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 28bd0d6. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:

Ignored files:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

Unstaged changes:
    Modified:   code/Workflowr_project_managment.R
    Modified:   data/auxillary/params_local.rds

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/analysis_budgets.Rmd) and HTML (docs/analysis_budgets.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
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html	a4c6d61	jens-daniel-mueller	2022-10-18	Build site.
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html	8ed04b2	jens-daniel-mueller	2022-09-26	Build site.
html	7761704	jens-daniel-mueller	2022-09-26	Build site.
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html	1572dd5	jens-daniel-mueller	2022-07-05	Build site.
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Rmd	812b450	jens-daniel-mueller	2022-07-05	use cstar A files
html	78dd2f2	jens-daniel-mueller	2022-07-05	Build site.
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html	82cbd17	jens-daniel-mueller	2022-07-05	Build site.
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html	e743d50	jens-daniel-mueller	2022-06-30	Build site.
html	98ba5c6	jens-daniel-mueller	2022-06-30	Build site.
html	67aac51	jens-daniel-mueller	2022-06-30	Build site.
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html	7e8d2ef	jens-daniel-mueller	2022-06-29	Build site.
html	87723a2	jens-daniel-mueller	2022-06-24	Build site.
Rmd	8eb1b00	jens-daniel-mueller	2022-06-24	rerun with depth filter
html	376182f	jens-daniel-mueller	2022-06-24	Build site.
Rmd	fef22e5	jens-daniel-mueller	2022-06-24	budget bias decomposition
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Rmd	1f7f56b	jens-daniel-mueller	2022-06-23	budget bias decomposition
html	3cc3afc	jens-daniel-mueller	2022-06-23	Build site.
Rmd	625c566	jens-daniel-mueller	2022-06-23	budget bias decomposition
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html	a398df3	jens-daniel-mueller	2022-05-20	Build site.
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html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
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html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
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Rmd	4d7bb5a	jens-daniel-mueller	2021-08-03	test rlm model fitting
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
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html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
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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
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
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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
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
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html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
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html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
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Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
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
html	f6ed7de	jens-daniel-mueller	2021-04-13	Build site.
Rmd	3efd03e	jens-daniel-mueller	2021-04-13	included model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	d21a452	jens-daniel-mueller	2021-04-07	Build site.
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)

# 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)

target_budget_global <-
  read_csv(paste(path_version_data,
                  "target_budget_global.csv", sep = ""))

dcant_budget_global_cstar_A <-
  read_csv(paste(path_version_data,
                  "dcant_budget_global_cstar_A.csv", sep = ""))

dcant_budget_global_cstar_B <-
  read_csv(paste(path_version_data,
                  "dcant_budget_global_cstar_B.csv", sep = ""))

# 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)


target_budget_basin_AIP <-
  read_csv(paste(path_version_data,
                  "target_budget_basin_AIP.csv", sep = ""))

dcant_budget_basin_AIP_cstar_A <-
  read_csv(paste(path_version_data,
                  "dcant_budget_basin_AIP_cstar_A.csv", sep = ""))

dcant_budget_basin_AIP_cstar_B <-
  read_csv(paste(path_version_data,
                  "dcant_budget_basin_AIP_cstar_B.csv", sep = ""))

# integrated per basin hemisphere

dcant_budget_basin_MLR <-
  read_csv(paste(path_version_data,
                 "dcant_budget_basin_MLR.csv",
                 sep = "")) %>% 
  filter(method == "total",
         MLR_basins == "5") %>% 
  select(-c(method, MLR_basins))

dcant_budget_basin_MLR_mod_truth <-
  read_csv(paste(
    path_version_data,
    "dcant_budget_basin_MLR_mod_truth.csv",
    sep = ""
  )) %>% 
  filter(method == "total",
         MLR_basins == "5") %>% 
  select(-c(method, MLR_basins))

dcant_budget_basin_MLR <- bind_rows(dcant_budget_basin_MLR,
                                    dcant_budget_basin_MLR_mod_truth)

rm(dcant_budget_basin_MLR_mod_truth)

target_budget_basin_MLR <-
  read_csv(paste(path_version_data,
                 "target_budget_basin_MLR.csv", sep = "")) %>%
  filter(method == "total",
         MLR_basins == "5") %>%
  select(-c(method, MLR_basins))

dcant_budget_basin_MLR_cstar_A <-
  read_csv(paste(path_version_data,
                 "dcant_budget_basin_MLR_cstar_A.csv", sep = "")) %>%
  filter(method == "total",
         MLR_basins == "5") %>%
  select(-c(method, MLR_basins))

dcant_budget_basin_MLR_cstar_B <-
  read_csv(paste(path_version_data,
                 "dcant_budget_basin_MLR_cstar_B.csv", sep = "")) %>%
  filter(method == "total",
         MLR_basins == "5") %>%
  select(-c(MLR_basins))


# reference year

tref <-
  read_csv(paste(path_version_data,
                 "tref.csv",
                 sep = ""))

3 Time periods

tref

# A tibble: 2 × 4
  era       median_year start   end
  <chr>           <dbl> <dbl> <dbl>
1 1989-1999        1994  1989  1999
2 2000-2009        2004  2000  2009

duration <- sort(tref$median_year)[2] - sort(tref$median_year)[1]
duration

[1] 10

4 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)) +
  geom_col(position = position_dodge2())

Past versions of dcant_budget_standard_depth_global-1.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
f778bba	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
0f27b68	jens-daniel-mueller	2022-10-18
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
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
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
87723a2	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
a398df3	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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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
	20.518	21.753
total	20.52	21.75
obs
	28.499	29.913
total	28.50	29.91
mod_truth
	17.640	17.750
total	17.64	17.75

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(estimate, dcant_bias)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Dark2")

Past versions of dcant_budget_standard_depth_global-2.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
1572dd5	jens-daniel-mueller	2022-07-05
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
87723a2	jens-daniel-mueller	2022-06-24
376182f	jens-daniel-mueller	2022-06-24
3cc3afc	jens-daniel-mueller	2022-06-23
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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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(estimate, dcant_bias_rel)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Dark2")

Past versions of dcant_budget_standard_depth_global-3.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
87723a2	jens-daniel-mueller	2022-06-24
3cc3afc	jens-daniel-mueller	2022-06-23
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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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_decomposition <-
  bind_rows(
    target_budget_global %>%
      filter(method == "total") %>%
      rename(dcant_bias = value) %>%
      mutate(contribution = "C* prediction error") %>%
      select(-data_source, -method),
    dcant_budget_global_bias %>%
      mutate(contribution = "dcant offset") %>% 
      select(-starts_with("mod"))
  )

dcant_budget_global_cstar_A <- dcant_budget_global_cstar_A %>%
  mutate(
    data_source = case_when(
      data_source == "po4" ~ "phosphate",
      data_source == "no3" ~ "nitrate",
      TRUE                 ~ data_source
    )
  )

dcant_budget_global_cstar_B <- dcant_budget_global_cstar_B %>%
  mutate(
    data_source = case_when(
      data_source == "po4" ~ "phosphate",
      data_source == "no3" ~ "nitrate",
      TRUE                 ~ data_source
    )
  )


dcant_budget_global_cstar_A <-
  bind_rows(
    dcant_budget_global %>%
      filter(data_source == "mod_truth"),
    dcant_budget_global_cstar_A %>% 
      filter(method == "total") %>% 
      select(-method)
  )

dcant_budget_global_bias_cstar_A <- dcant_budget_global_cstar_A %>%
  filter(data_source %in% c("mod_truth", params_local$cstar_nutrient)) %>%
  select(inv_depth, data_source, estimate, dcant = value) %>%
  pivot_wider(names_from = data_source,
              values_from = dcant) %>%
  mutate(dcant_bias = !!sym(params_local$cstar_nutrient) - mod_truth) %>%
  drop_na()


dcant_budget_global_bias_decomposition <-
  bind_rows(
    dcant_budget_global_bias_decomposition %>% 
      select(-dcant_bias_rel),
    dcant_budget_global_bias_cstar_A %>%
      mutate(contribution = "delta C* - mod_truth") %>% 
      select(-c("mod_truth", !!sym(params_local$cstar_nutrient)))
  )

dcant_budget_global_bias_decomposition <-
  bind_rows(
    dcant_budget_global_bias_decomposition,
    dcant_budget_global_cstar_B %>%
      filter(data_source %in% params_local$cstar_nutrient,
             method == "total") %>% 
      select(estimate, inv_depth, dcant_bias = value) %>% 
      mutate(contribution = "C* drift")
  )


dcant_budget_global_bias_decomposition %>% 
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  ggplot(aes(estimate, dcant_bias, fill=contribution)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Dark2")

Past versions of dcant_budget_standard_depth_global-4.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
376182f	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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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

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(value, data_source, fill = inv_depth),
           position = position_dodge2(reverse = TRUE)) +
  facet_grid(. ~ estimate)

Past versions of cant_budget_other_depth_global-1.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
f778bba	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
0f27b68	jens-daniel-mueller	2022-10-18
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
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	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
87723a2	jens-daniel-mueller	2022-06-24
3cc3afc	jens-daniel-mueller	2022-06-23
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
a398df3	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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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
	3.607	3.607
total	3.61	3.61
mod | Depth: 500
	11.986	11.997
total	11.99	12.00
mod | Depth: 1000
	15.675	16.065
total	15.68	16.07
mod | Depth: 3000
	20.518	21.753
total	20.52	21.75
mod | Depth: 10000
	23.171	24.459
total	23.17	24.46
obs | Depth: 100
	4.102	4.103
total	4.10	4.10
obs | Depth: 500
	14.315	14.365
total	14.31	14.37
obs | Depth: 1000
	19.652	20.052
total	19.65	20.05
obs | Depth: 3000
	28.499	29.913
total	28.50	29.91
obs | Depth: 10000
	32.889	34.885
total	32.89	34.88
mod_truth | Depth: 100
	3.319	3.319
total	3.32	3.32
mod_truth | Depth: 500
	11.745	11.747
total	11.74	11.75
mod_truth | Depth: 1000
	15.700	15.704
total	15.70	15.70
mod_truth | Depth: 3000
	17.640	17.750
total	17.64	17.75
mod_truth | Depth: 10000
	17.902	18.026
total	17.90	18.03

dcant_budget_global_bias %>% 
  ggplot(aes(estimate, dcant_bias)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  facet_grid(inv_depth ~ .)

Past versions of cant_budget_other_depth_global-2.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
1572dd5	jens-daniel-mueller	2022-07-05
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
87723a2	jens-daniel-mueller	2022-06-24
376182f	jens-daniel-mueller	2022-06-24
3cc3afc	jens-daniel-mueller	2022-06-23
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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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(estimate, dcant_bias_rel)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  facet_grid(inv_depth ~ .)

Past versions of cant_budget_other_depth_global-3.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
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
87723a2	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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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_decomposition %>% 
  ggplot(aes(estimate, dcant_bias, fill=contribution)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Dark2") +
  facet_grid(inv_depth ~ .)

Past versions of cant_budget_other_depth_global-4.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
376182f	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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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=data_source)) +
  geom_col(position = "dodge") +
  facet_grid(~basin_AIP)

Past versions of dcant_budget_standard_depth_basin_AIP-1.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
f778bba	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
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
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
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
87723a2	jens-daniel-mueller	2022-06-24
376182f	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
a398df3	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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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	6.019	6.101
Pacific	10.624	10.984
Atlantic	3.875	4.668
total	20.52	21.75
obs | Depth: 3000
Indian	6.674	7.163
Pacific	13.290	13.953
Atlantic	8.535	8.797
total	28.50	29.91
mod_truth | Depth: 3000
Indian	4.821	4.836
Pacific	8.368	8.452
Atlantic	4.450	4.461
total	17.64	17.75

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(estimate, dcant_bias, fill=basin_AIP)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Set2")

Past versions of dcant_budget_standard_depth_basin_AIP-2.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
1572dd5	jens-daniel-mueller	2022-07-05
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
87723a2	jens-daniel-mueller	2022-06-24
376182f	jens-daniel-mueller	2022-06-24
07eb201	jens-daniel-mueller	2022-06-23
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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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(estimate, dcant_bias_rel, fill=basin_AIP)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Set2")

Past versions of dcant_budget_standard_depth_basin_AIP-3.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
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
87723a2	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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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_decomposition <-
  bind_rows(
    target_budget_basin_AIP %>%
      filter(method == "total") %>% 
      rename(dcant_bias = value) %>%
      mutate(contribution = "C* prediction error") %>%
      select(-c(data_source, method)),
    dcant_budget_basin_AIP_bias %>%
      mutate(contribution = "dcant offset") %>% 
      select(basin_AIP, inv_depth, estimate, dcant_bias, contribution)
  )



dcant_budget_basin_AIP_cstar_A <- dcant_budget_basin_AIP_cstar_A %>%
  mutate(
    data_source = case_when(
      data_source == "po4" ~ "phosphate",
      data_source == "no3" ~ "nitrate",
      TRUE                 ~ data_source
    )
  )


dcant_budget_basin_AIP_cstar_B <- dcant_budget_basin_AIP_cstar_B %>%
  mutate(
    data_source = case_when(
      data_source == "po4" ~ "phosphate",
      data_source == "no3" ~ "nitrate",
      TRUE                 ~ data_source
    )
  )


dcant_budget_basin_AIP_cstar_A <-
  bind_rows(
    dcant_budget_basin_AIP %>%
      filter(data_source == "mod_truth"),
    dcant_budget_basin_AIP_cstar_A %>% 
      filter(method == "total") %>% 
      select(-method)
  )

dcant_budget_basin_AIP_bias_cstar_A <- dcant_budget_basin_AIP_cstar_A %>%
  filter(data_source %in% c("mod_truth", params_local$cstar_nutrient)) %>%
  select(basin_AIP, inv_depth, data_source, estimate, dcant = value) %>%
  pivot_wider(names_from = data_source,
              values_from = dcant) %>%
  mutate(dcant_bias = !!sym(params_local$cstar_nutrient) - mod_truth) %>%
  drop_na()


dcant_budget_basin_AIP_bias_decomposition <-
  bind_rows(
    dcant_budget_basin_AIP_bias_decomposition,
    dcant_budget_basin_AIP_bias_cstar_A %>%
      mutate(contribution = "delta C* - mod_truth") %>% 
      select(-c("mod_truth", !!sym(params_local$cstar_nutrient)))
  )

dcant_budget_basin_AIP_bias_decomposition <-
  bind_rows(
    dcant_budget_basin_AIP_bias_decomposition,
    dcant_budget_basin_AIP_cstar_B %>%
      filter(data_source %in% params_local$cstar_nutrient,
             method == "total") %>% 
      select(basin_AIP, estimate, inv_depth, dcant_bias = value) %>% 
      mutate(contribution = "C* drift")
  )


dcant_budget_basin_AIP_bias_decomposition %>% 
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  ggplot(aes(estimate, dcant_bias, fill=contribution)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Dark2") +
  facet_grid(.~ basin_AIP)

Past versions of dcant_budget_standard_depth_basin_AIP-4.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05

5.2 Other depths

Results integrated over the upper 100, 500, 1000, 3000, 10^{4} m

dcant_budget_basin_AIP %>%
  ggplot(aes(estimate, value, fill=data_source)) +
  geom_col(position = "dodge") +
  facet_grid(inv_depth ~ basin_AIP)

Past versions of cant_budget_other_depth_basin_AIP-1.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
f778bba	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
0f27b68	jens-daniel-mueller	2022-10-18
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
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
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
87723a2	jens-daniel-mueller	2022-06-24
376182f	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
a398df3	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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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	0.782	0.782
Pacific	1.873	1.873
Atlantic	0.952	0.952
total	3.61	3.61
mod | Depth: 500
Indian	2.795	2.795
Pacific	6.114	6.115
Atlantic	3.077	3.086
total	11.99	12.00
mod | Depth: 1000
Indian	4.054	4.082
Pacific	7.919	8.044
Atlantic	3.702	3.939
total	15.68	16.07
mod | Depth: 3000
Indian	6.019	6.101
Pacific	10.624	10.984
Atlantic	3.875	4.668
total	20.52	21.75
mod | Depth: 10000
Indian	6.597	6.689
Pacific	12.260	12.642
Atlantic	4.314	5.129
total	23.17	24.46
obs | Depth: 100
Indian	0.879	0.879
Pacific	2.101	2.101
Atlantic	1.122	1.122
total	4.10	4.10
obs | Depth: 500
Indian	3.249	3.255
Pacific	7.202	7.238
Atlantic	3.864	3.871
total	14.31	14.36
obs | Depth: 1000
Indian	4.939	4.955
Pacific	9.764	9.970
Atlantic	4.948	5.127
total	19.65	20.05
obs | Depth: 3000
Indian	6.674	7.163
Pacific	13.290	13.953
Atlantic	8.535	8.797
total	28.50	29.91
obs | Depth: 10000
Indian	7.298	8.023
Pacific	15.046	16.022
Atlantic	10.545	10.840
total	32.89	34.88
mod_truth | Depth: 100
Indian	0.732	0.732
Pacific	1.726	1.726
Atlantic	0.860	0.860
total	3.32	3.32
mod_truth | Depth: 500
Indian	2.750	2.750
Pacific	6.035	6.035
Atlantic	2.960	2.961
total	11.75	11.75
mod_truth | Depth: 1000
Indian	4.104	4.104
Pacific	7.709	7.711
Atlantic	3.887	3.889
total	15.70	15.70
mod_truth | Depth: 3000
Indian	4.821	4.836
Pacific	8.368	8.452
Atlantic	4.450	4.461
total	17.64	17.75
mod_truth | Depth: 10000
Indian	4.874	4.892
Pacific	8.548	8.638
Atlantic	4.481	4.496
total	17.90	18.03

dcant_budget_basin_AIP_bias %>% 
  ggplot(aes(estimate, dcant_bias, fill=basin_AIP)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Set2") +
  facet_grid(inv_depth ~ .)

Past versions of cant_budget_other_depth_basin_AIP-2.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
43bb004	jens-daniel-mueller	2022-07-05
6693b81	jens-daniel-mueller	2022-07-05
1572dd5	jens-daniel-mueller	2022-07-05
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
87723a2	jens-daniel-mueller	2022-06-24
376182f	jens-daniel-mueller	2022-06-24
07eb201	jens-daniel-mueller	2022-06-23
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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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(estimate, dcant_bias_rel, fill=basin_AIP)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Set2") +
  facet_grid(inv_depth ~ .)

Past versions of cant_budget_other_depth_basin_AIP-3.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
43bb004	jens-daniel-mueller	2022-07-05
6693b81	jens-daniel-mueller	2022-07-05
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
87723a2	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
a398df3	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
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
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
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
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
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
410dd46	jens-daniel-mueller	2021-09-22
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_decomposition %>% 
  ggplot(aes(estimate, dcant_bias, fill=contribution)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Dark2") +
  facet_grid(inv_depth ~ basin_AIP)

Past versions of cant_budget_other_depth_basin_AIP-4.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
43bb004	jens-daniel-mueller	2022-07-05

6 Basin hemisphere

6.1 Standard depth

Results integrated over the upper 3000 m

dcant_budget_basin_MLR %>%
  filter(inv_depth == params_global$inventory_depth_standard) %>%
  ggplot(aes(estimate, value, fill=data_source)) +
  geom_col(position = "dodge") +
  facet_grid(~basin)

Past versions of dcant_budget_standard_depth_basin_MLR-1.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
f778bba	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
0f27b68	jens-daniel-mueller	2022-10-18
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
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
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
67aac51	jens-daniel-mueller	2022-06-30

dcant_budget_basin_MLR %>%
  filter(inv_depth == params_global$inventory_depth_standard) %>%
  pivot_wider(names_from = estimate,
              values_from = value) %>% 
  gt(
    rowname_col = "basin",
    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	6.019	6.101
N_Pacific	3.262	3.515
S_Pacific	7.361	7.468
N_Atlantic	1.691	2.194
S_Atlantic	2.185	2.474
total	20.52	21.75
obs | Depth: 3000
Indian	6.674	7.163
N_Pacific	4.886	5.379
S_Pacific	8.403	8.574
N_Atlantic	4.551	4.716
S_Atlantic	3.983	4.081
total	28.50	29.91
mod_truth | Depth: 3000
Indian	4.821	4.836
N_Pacific	2.716	2.773
S_Pacific	5.652	5.680
N_Atlantic	1.951	1.956
S_Atlantic	2.500	2.505
total	17.64	17.75

dcant_budget_basin_MLR_bias <- dcant_budget_basin_MLR %>%
  filter(data_source %in% c("mod", "mod_truth")) %>%
  select(data_source, basin, 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_MLR_bias %>% 
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  ggplot(aes(estimate, dcant_bias, fill = basin)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Set2")

Past versions of dcant_budget_standard_depth_basin_MLR-2.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
1572dd5	jens-daniel-mueller	2022-07-05
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
67aac51	jens-daniel-mueller	2022-06-30

dcant_budget_basin_MLR_bias %>% 
  filter(inv_depth == params_global$inventory_depth_standard,
         !is.na(dcant_bias_rel)) %>% 
  ggplot(aes(estimate, dcant_bias_rel, fill=basin)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Set2")

Past versions of dcant_budget_standard_depth_basin_MLR-3.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
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
67aac51	jens-daniel-mueller	2022-06-30

dcant_budget_basin_MLR_bias_decomposition <-
  bind_rows(
    target_budget_basin_MLR %>%
      rename(dcant_bias = value) %>%
      mutate(contribution = "C* prediction error") %>%
      select(-data_source),
    dcant_budget_basin_MLR_bias %>%
      mutate(contribution = "dcant offset") %>% 
      select(basin, inv_depth, estimate, dcant_bias, contribution)
  )



dcant_budget_basin_MLR_cstar_A <- dcant_budget_basin_MLR_cstar_A %>%
  mutate(
    data_source = case_when(
      data_source == "po4" ~ "phosphate",
      data_source == "no3" ~ "nitrate",
      TRUE                 ~ data_source
    )
  )

dcant_budget_basin_MLR_cstar_B <- dcant_budget_basin_MLR_cstar_B %>%
  mutate(
    data_source = case_when(
      data_source == "po4" ~ "phosphate",
      data_source == "no3" ~ "nitrate",
      TRUE                 ~ data_source
    )
  )


dcant_budget_basin_MLR_cstar_A <-
  bind_rows(
    dcant_budget_basin_MLR %>%
      filter(data_source == "mod_truth"),
    dcant_budget_basin_MLR_cstar_A
  )

dcant_budget_basin_MLR_bias_cstar_A <- dcant_budget_basin_MLR_cstar_A %>%
  filter(data_source %in% c("mod_truth", params_local$cstar_nutrient)) %>%
  select(basin, inv_depth, data_source, estimate, dcant = value) %>%
  pivot_wider(names_from = data_source,
              values_from = dcant) %>%
  mutate(dcant_bias = !!sym(params_local$cstar_nutrient) - mod_truth) %>%
  drop_na()


dcant_budget_basin_MLR_bias_decomposition <-
  bind_rows(
    dcant_budget_basin_MLR_bias_decomposition,
    dcant_budget_basin_MLR_bias_cstar_A %>%
      mutate(contribution = "delta C* - mod_truth") %>% 
      select(-c("mod_truth", !!sym(params_local$cstar_nutrient)))
  )

dcant_budget_basin_MLR_bias_decomposition <-
  bind_rows(
    dcant_budget_basin_MLR_bias_decomposition,
    dcant_budget_basin_MLR_cstar_B %>%
      filter(data_source %in% params_local$cstar_nutrient,
             method == "total") %>% 
      select(basin, estimate, inv_depth, dcant_bias = value) %>% 
      mutate(contribution = "C* drift")
  )


dcant_budget_basin_MLR_bias_decomposition %>% 
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  ggplot(aes(estimate, dcant_bias, fill=contribution)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Dark2") +
  facet_grid(.~ basin)

Past versions of dcant_budget_standard_depth_basin_MLR-4.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05

6.2 Other depths

Results integrated over the upper 100, 500, 1000, 3000, 10^{4} m

dcant_budget_basin_MLR %>%
  ggplot(aes(estimate, value, fill=data_source)) +
  geom_col(position = "dodge") +
  facet_grid(inv_depth ~ basin)

Past versions of cant_budget_other_depth_basin_MLR-1.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
f778bba	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
0f27b68	jens-daniel-mueller	2022-10-18
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
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	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
6693b81	jens-daniel-mueller	2022-07-05
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
67aac51	jens-daniel-mueller	2022-06-30

dcant_budget_basin_MLR %>%
  pivot_wider(names_from = estimate,
              values_from = value) %>% 
  gt(
    rowname_col = "basin",
    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	0.782	0.782
N_Pacific	0.842	0.842
S_Pacific	1.031	1.031
N_Atlantic	0.464	0.464
S_Atlantic	0.488	0.488
total	3.61	3.61
mod | Depth: 500
Indian	2.795	2.795
N_Pacific	2.502	2.503
S_Pacific	3.612	3.613
N_Atlantic	1.585	1.588
S_Atlantic	1.491	1.498
total	11.98	12.00
mod | Depth: 1000
Indian	4.054	4.082
N_Pacific	2.829	2.898
S_Pacific	5.090	5.146
N_Atlantic	1.874	1.990
S_Atlantic	1.828	1.949
total	15.68	16.07
mod | Depth: 3000
Indian	6.019	6.101
N_Pacific	3.262	3.515
S_Pacific	7.361	7.468
N_Atlantic	1.691	2.194
S_Atlantic	2.185	2.474
total	20.52	21.75
mod | Depth: 10000
Indian	6.597	6.689
N_Pacific	4.228	4.482
S_Pacific	8.032	8.160
N_Atlantic	1.879	2.399
S_Atlantic	2.435	2.730
total	23.17	24.46
obs | Depth: 100
Indian	0.879	0.879
N_Pacific	0.955	0.955
S_Pacific	1.146	1.146
N_Atlantic	0.540	0.541
S_Atlantic	0.582	0.582
total	4.10	4.10
obs | Depth: 500
Indian	3.249	3.255
N_Pacific	3.051	3.075
S_Pacific	4.152	4.163
N_Atlantic	1.968	1.970
S_Atlantic	1.895	1.901
total	14.32	14.36
obs | Depth: 1000
Indian	4.939	4.955
N_Pacific	3.952	4.074
S_Pacific	5.812	5.896
N_Atlantic	2.511	2.617
S_Atlantic	2.438	2.510
total	19.65	20.05
obs | Depth: 3000
Indian	6.674	7.163
N_Pacific	4.886	5.379
S_Pacific	8.403	8.574
N_Atlantic	4.551	4.716
S_Atlantic	3.983	4.081
total	28.50	29.91
obs | Depth: 10000
Indian	7.298	8.023
N_Pacific	5.424	6.173
S_Pacific	9.622	9.850
N_Atlantic	5.696	5.871
S_Atlantic	4.849	4.969
total	32.89	34.89
mod_truth | Depth: 100
Indian	0.732	0.732
N_Pacific	0.780	0.780
S_Pacific	0.946	0.946
N_Atlantic	0.427	0.427
S_Atlantic	0.433	0.433
total	3.32	3.32
mod_truth | Depth: 500
Indian	2.750	2.750
N_Pacific	2.412	2.412
S_Pacific	3.623	3.624
N_Atlantic	1.423	1.423
S_Atlantic	1.537	1.538
total	11.75	11.75
mod_truth | Depth: 1000
Indian	4.104	4.104
N_Pacific	2.753	2.753
S_Pacific	4.956	4.958
N_Atlantic	1.800	1.801
S_Atlantic	2.087	2.088
total	15.70	15.70
mod_truth | Depth: 3000
Indian	4.821	4.836
N_Pacific	2.716	2.773
S_Pacific	5.652	5.680
N_Atlantic	1.951	1.956
S_Atlantic	2.500	2.505
total	17.64	17.75
mod_truth | Depth: 10000
Indian	4.874	4.892
N_Pacific	2.727	2.785
S_Pacific	5.821	5.853
N_Atlantic	1.947	1.957
S_Atlantic	2.534	2.540
total	17.90	18.03

dcant_budget_basin_MLR_bias %>% 
  ggplot(aes(estimate, dcant_bias, fill=basin)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Set2") +
  facet_grid(inv_depth ~ .)

Past versions of cant_budget_other_depth_basin_MLR-2.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
43bb004	jens-daniel-mueller	2022-07-05
6693b81	jens-daniel-mueller	2022-07-05
1572dd5	jens-daniel-mueller	2022-07-05
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
67aac51	jens-daniel-mueller	2022-06-30

dcant_budget_basin_MLR_bias %>% 
  ggplot(aes(estimate, dcant_bias_rel, fill=basin)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Set2") +
  facet_grid(inv_depth ~ .)

Past versions of cant_budget_other_depth_basin_MLR-3.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
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
8db1845	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
43bb004	jens-daniel-mueller	2022-07-05
6693b81	jens-daniel-mueller	2022-07-05
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
67aac51	jens-daniel-mueller	2022-06-30

dcant_budget_basin_MLR_bias_decomposition %>% 
  ggplot(aes(estimate, dcant_bias, fill=contribution)) +
  geom_hline(yintercept = 0) +
  geom_col(position = "dodge") +
  scale_fill_brewer(palette = "Dark2") +
  facet_grid(inv_depth ~ basin)

Past versions of cant_budget_other_depth_basin_MLR-4.png

Version	Author	Date
800243c	jens-daniel-mueller	2022-10-28
f5503a2	jens-daniel-mueller	2022-10-25
671ee6a	jens-daniel-mueller	2022-10-25
04b2825	jens-daniel-mueller	2022-10-25
f70e2fc	jens-daniel-mueller	2022-10-25
4ba3af5	jens-daniel-mueller	2022-10-25
bc44d2c	jens-daniel-mueller	2022-10-25
c5d364f	jens-daniel-mueller	2022-10-24
4178577	jens-daniel-mueller	2022-10-24
28e3163	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
8db1845	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
43bb004	jens-daniel-mueller	2022-07-05

7 Write files

dcant_budget_global_bias %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_global_bias.csv", sep = ""))

dcant_budget_global_bias_decomposition %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_global_bias_decomposition.csv", sep = ""))


dcant_budget_basin_AIP_bias %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_basin_AIP_bias.csv", sep = ""))

dcant_budget_basin_AIP_bias_decomposition %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_basin_AIP_bias_decomposition.csv", sep = ""))


dcant_budget_basin_MLR_bias %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_basin_MLR_bias.csv", sep = ""))

dcant_budget_basin_MLR_bias_decomposition %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_basin_MLR_bias_decomposition.csv", sep = ""))

Session information

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] gt_0.3.1           kableExtra_1.3.4   scales_1.1.1       geomtextpath_0.1.0
 [5] colorspace_2.0-2   marelac_2.1.10     shape_1.4.6        ggforce_0.3.3     
 [9] metR_0.11.0        scico_1.3.0        patchwork_1.1.1    collapse_1.7.0    
[13] forcats_0.5.1      stringr_1.4.0      dplyr_1.0.7        purrr_0.3.4       
[17] readr_2.1.1        tidyr_1.1.4        tibble_3.1.6       ggplot2_3.3.5     
[21] tidyverse_1.3.1    workflowr_1.7.0   

loaded via a namespace (and not attached):
 [1] fs_1.5.2           bit64_4.0.5        lubridate_1.8.0    gsw_1.0-6         
 [5] RColorBrewer_1.1-2 webshot_0.5.2      httr_1.4.2         rprojroot_2.0.2   
 [9] tools_4.1.2        backports_1.4.1    bslib_0.3.1        utf8_1.2.2        
[13] R6_2.5.1           DBI_1.1.2          withr_2.4.3        tidyselect_1.1.1  
[17] processx_3.5.2     bit_4.0.4          compiler_4.1.2     git2r_0.29.0      
[21] textshaping_0.3.6  cli_3.1.1          rvest_1.0.2        xml2_1.3.3        
[25] labeling_0.4.2     sass_0.4.0         checkmate_2.0.0    SolveSAPHE_2.1.0  
[29] callr_3.7.0        systemfonts_1.0.3  digest_0.6.29      svglite_2.0.0     
[33] rmarkdown_2.11     oce_1.5-0          pkgconfig_2.0.3    htmltools_0.5.2   
[37] highr_0.9          dbplyr_2.1.1       fastmap_1.1.0      rlang_1.0.2       
[41] readxl_1.3.1       rstudioapi_0.13    jquerylib_0.1.4    generics_0.1.1    
[45] farver_2.1.0       jsonlite_1.7.3     vroom_1.5.7        magrittr_2.0.1    
[49] Rcpp_1.0.8         munsell_0.5.0      fansi_1.0.2        lifecycle_1.0.1   
[53] stringi_1.7.6      whisker_0.4        yaml_2.2.1         MASS_7.3-55       
[57] grid_4.1.2         parallel_4.1.2     promises_1.2.0.1   crayon_1.4.2      
[61] haven_2.4.3        hms_1.1.1          seacarb_3.3.0      knitr_1.37        
[65] ps_1.6.0           pillar_1.6.4       reprex_2.0.1       glue_1.6.0        
[69] evaluate_0.14      getPass_0.2-2      data.table_1.14.2  modelr_0.1.8      
[73] vctrs_0.3.8        tzdb_0.2.0         tweenr_1.0.2       httpuv_1.6.5      
[77] cellranger_1.1.0   gtable_0.3.0       polyclip_1.10-0    assertthat_0.2.1  
[81] xfun_0.29          broom_0.7.11       later_1.3.0        viridisLite_0.4.0 
[85] ellipsis_0.3.2     here_1.0.1