Mapping cant

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-12-06

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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---

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---

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/mapping_dcant_mod_truth.Rmd) and HTML (docs/mapping_dcant_mod_truth.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
html	3c60929	jens-daniel-mueller	2021-12-06	Build site.
html	3f76ee3	jens-daniel-mueller	2021-12-06	Build site.
html	2ca1313	jens-daniel-mueller	2021-12-05	Build site.
html	6a78608	jens-daniel-mueller	2021-12-02	Build site.
html	a83a09b	jens-daniel-mueller	2021-11-29	Build site.
html	72c1041	jens-daniel-mueller	2021-11-23	Build site.
html	3eba8ac	jens-daniel-mueller	2021-11-23	Build site.
html	ec18ee5	jens-daniel-mueller	2021-11-23	Build site.
html	59cdf58	jens-daniel-mueller	2021-11-22	Build site.
html	3ae2dd1	jens-daniel-mueller	2021-11-21	Build site.
html	5b46219	jens-daniel-mueller	2021-11-21	Build site.
html	99fd72e	jens-daniel-mueller	2021-11-21	Build site.
html	5016fc9	jens-daniel-mueller	2021-11-19	Build site.
html	6562075	jens-daniel-mueller	2021-11-19	Build site.
html	6b80483	jens-daniel-mueller	2021-11-19	Build site.
html	98d9e33	jens-daniel-mueller	2021-11-11	Build site.
html	d3cb92d	jens-daniel-mueller	2021-11-08	Build site.
html	3879a6d	jens-daniel-mueller	2021-11-08	Build site.
html	0e032dc	jens-daniel-mueller	2021-11-04	Build site.
html	abcd28f	jens-daniel-mueller	2021-11-02	Build site.
html	290c8fc	jens-daniel-mueller	2021-11-02	Build site.
html	e02acc9	jens-daniel-mueller	2021-11-01	Build site.
html	58da811	jens-daniel-mueller	2021-11-01	Build site.
html	2781a97	jens-daniel-mueller	2021-10-29	Build site.
html	973192c	jens-daniel-mueller	2021-10-28	Build site.
html	f792cd8	jens-daniel-mueller	2021-10-27	Build site.
html	22750db	jens-daniel-mueller	2021-10-27	Build site.
html	3992e41	jens-daniel-mueller	2021-10-27	Build site.
html	f9280c7	jens-daniel-mueller	2021-10-21	Build site.
html	bfe90e6	jens-daniel-mueller	2021-10-21	Build site.
html	78a956e	jens-daniel-mueller	2021-10-21	Build site.
html	1ba14cf	jens-daniel-mueller	2021-10-20	Build site.
html	dc0723b	jens-daniel-mueller	2021-10-19	Build site.
Rmd	d07f6a3	jens-daniel-mueller	2021-10-19	merging depth of surface approach defined in params_local
html	722483f	jens-daniel-mueller	2021-10-18	Build site.
html	cd0ebd8	jens-daniel-mueller	2021-10-18	Build site.
Rmd	6d2aad5	jens-daniel-mueller	2021-10-18	merged surface and eMLR approach
html	aedafcb	jens-daniel-mueller	2021-10-17	Build site.
html	ea1a817	jens-daniel-mueller	2021-10-15	Build site.
Rmd	96e96e7	jens-daniel-mueller	2021-10-15	revised cstar-based dcant fields
html	5ba02aa	jens-daniel-mueller	2021-10-15	Build site.
Rmd	42b7c39	jens-daniel-mueller	2021-10-15	analysed mean dcant profiles
html	046c556	jens-daniel-mueller	2021-10-07	Build site.
Rmd	084ed77	jens-daniel-mueller	2021-10-07	use all cruises, adjust model truth gamma levels
html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
html	a03f2f0	jens-daniel-mueller	2021-08-18	Build site.
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
Rmd	4b27dd8	jens-daniel-mueller	2021-08-10	without P, AIP basins
html	ee6c815	jens-daniel-mueller	2021-08-09	Build site.
Rmd	c1efeb3	jens-daniel-mueller	2021-08-09	added cstar-based dcant estimate
html	17518ad	jens-daniel-mueller	2021-08-09	Build site.
Rmd	1d6ee94	jens-daniel-mueller	2021-08-09	added cstar-based dcant estimate
html	00fc082	jens-daniel-mueller	2021-08-09	Build site.
Rmd	d0f77eb	jens-daniel-mueller	2021-08-09	added cstar-based dcant estimate
html	bf149ea	jens-daniel-mueller	2021-08-09	Build site.
Rmd	39e32f2	jens-daniel-mueller	2021-08-09	added cstar-based dcant estimate
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
Rmd	7499718	jens-daniel-mueller	2021-08-04	test with eMLR to surface
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
Rmd	92bb6b3	jens-daniel-mueller	2021-08-04	test with intermediate CANYON-B offset threshold
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	f3c0d7a	jens-daniel-mueller	2021-07-22	Build site.
Rmd	203223f	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	8d6c6c2	jens-daniel-mueller	2021-07-09	Build site.
Rmd	6743f76	jens-daniel-mueller	2021-07-09	complete revision

---

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

• tcant 3D fields at tref1 and tref2 for variable and constant climate model runs

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

tcant_tref_1 <-
  read_csv(
    paste(
      path_model_preprocessing,
      "cant_annual_field_AD",
      "/cant_",
      unique(tref$median_year[1]),
      ".csv",
      sep = ""
    )
  )

tcant_tref_1 <- tcant_tref_1 %>%
  rename(tcant_tref_1 = cant_total) %>%
  select(-year)

tcant_tref_2 <-
  read_csv(
    paste(
      path_model_preprocessing,
      "cant_annual_field_AD",
      "/cant_",
      unique(tref$median_year[2]),
      ".csv",
      sep = ""
    )
  )

tcant_tref_2 <- tcant_tref_2 %>%
  rename(tcant_tref_2 = cant_total) %>%
  select(-year)

tcant_cc_tref_1 <-
  read_csv(
    paste(
      path_model_preprocessing,
      "cant_annual_field_CB",
      "/cant_",
      unique(tref$median_year[1]),
      ".csv",
      sep = ""
    )
  )

tcant_cc_tref_1 <- tcant_cc_tref_1 %>%
  rename(tcant_tref_1 = cant_total) %>%
  select(-year)

tcant_cc_tref_2 <-
  read_csv(
    paste(
      path_model_preprocessing,
      "cant_annual_field_CB",
      "/cant_",
      unique(tref$median_year[2]),
      ".csv",
      sep = ""
    )
  )

tcant_cc_tref_2 <- tcant_cc_tref_2 %>%
  rename(tcant_tref_2 = cant_total) %>%
  select(-year)

cstar_tref_1 <-
  read_csv(
    paste(
      path_model_preprocessing,
      "cstar_annual_field_A",
      "/cstar_A_",
      unique(tref$median_year[1]),
      ".csv",
      sep = ""
    )
  )

cstar_tref_1 <- cstar_tref_1 %>%
  select(lon, lat, depth, cstar_no3, cstar_po4) %>% 
  pivot_longer(cstar_no3:cstar_po4,
               names_to = "data_source",
               names_prefix = "cstar_",
               values_to = "cstar_tref_1")

cstar_tref_2 <-
  read_csv(
    paste(
      path_model_preprocessing,
      "cstar_annual_field_A",
      "/cstar_A_",
      unique(tref$median_year[2]),
      ".csv",
      sep = ""
    )
  )

cstar_tref_2 <- cstar_tref_2 %>%
  select(lon, lat, depth, cstar_no3, cstar_po4) %>% 
  pivot_longer(cstar_no3:cstar_po4,
               names_to = "data_source",
               names_prefix = "cstar_",
               values_to = "cstar_tref_2")

climatology <-
  read_csv(paste0(path_model_preprocessing,
                  "climatology_runA_2007.csv"))

mean_gamma_offset_Atl  <-
  read_rds(paste(path_version_data,
                  "mean_gamma_offset_Atl.rds",
                  sep = ""))

mean_gamma_offset_Indo_Pac  <-
  read_rds(paste(path_version_data,
                  "mean_gamma_offset_Indo_Pac.rds",
                  sep = ""))

climatology <- climatology %>%
  mutate(
    gamma = if_else(
      basin_AIP %in% c("Indian", "Pacific"),
      gamma - mean_gamma_offset_Indo_Pac,
      gamma
    ),
    gamma = if_else(
      basin_AIP %in% c("Atlantic"),
      gamma - mean_gamma_offset_Atl,
      gamma
    )
  )

climatology <- climatology %>%
  select(lon, lat, depth, gamma)

3 dcant calculation

dcant_3d <- left_join(tcant_tref_1, tcant_tref_2) %>%
  mutate(dcant = tcant_tref_2 - tcant_tref_1)

rm(tcant_tref_1, tcant_tref_2)

dcant_3d <- dcant_3d %>%
  mutate(dcant_pos = if_else(dcant <= 0, 0, dcant))

dcant_3d <- full_join(dcant_3d, climatology)

dcant_3d <- dcant_3d %>%
  mutate(
    method = "surface",
    method = if_else(
      depth > params_local$depth_mapping,
      "eMLR",
      method
    )
  )

dcant_3d <- m_cut_gamma(dcant_3d, "gamma")

dcant_3d_vc <- dcant_3d %>% 
  mutate(data_source = "mod_truth") %>% 
  select(lon, lat, depth, basin_AIP, data_source, method,
            tcant_tref_1, dcant, dcant_pos,
            gamma, gamma_slab)

dcant_3d <- left_join(tcant_cc_tref_1, tcant_cc_tref_2) %>%
  mutate(dcant = tcant_tref_2 - tcant_tref_1)

rm(tcant_cc_tref_1, tcant_cc_tref_2)

dcant_3d <- dcant_3d %>%
  mutate(dcant_pos = if_else(dcant <= 0, 0, dcant))

dcant_3d <- full_join(dcant_3d, climatology)

dcant_3d <- dcant_3d %>%
  mutate(
    method = "surface",
    method = if_else(
      depth >= params_local$depth_min | gamma >= params_local$gamma_min,
      "eMLR",
      method
    )
  )

dcant_3d <- m_cut_gamma(dcant_3d, "gamma")

dcant_3d_cc <- dcant_3d %>% 
  mutate(data_source = "mod_truth_cc") %>% 
  select(lon, lat, depth, basin_AIP, data_source, method,
            tcant_tref_1, dcant, dcant_pos,
            gamma, gamma_slab)

rm(dcant_3d)

dcant_3d <- bind_rows(
  dcant_3d_cc,
  dcant_3d_vc
)

rm(
  dcant_3d_cc,
  dcant_3d_vc
)

surface_data <- nrow(dcant_3d %>% filter(method == "surface")) > 0

dcant_3d_cstar <- left_join(cstar_tref_1, cstar_tref_2) %>%
  mutate(dcant = cstar_tref_2 - cstar_tref_1)

rm(cstar_tref_1, cstar_tref_2)

dcant_3d_cstar <- dcant_3d_cstar %>%
  mutate(dcant_pos = if_else(dcant <= 0, 0, dcant))

dcant_3d_cstar <- full_join(dcant_3d_cstar, climatology)

dcant_3d_cstar <- dcant_3d_cstar %>%
  mutate(
    method = "surface",
    method = if_else(
      depth > params_local$depth_mapping,
      "eMLR",
      method
    )
  )


dcant_3d_cstar <- inner_join(
  dcant_3d_cstar,
  basinmask %>%
    filter(MLR_basins == params_local$MLR_basins) %>%
    select(-MLR_basins)
) 

dcant_3d_cstar <- m_cut_gamma(dcant_3d_cstar, "gamma")


dcant_3d_cstar <- dcant_3d_cstar %>% 
  select(lon, lat, depth, basin_AIP, data_source, method,
            cstar_tref_1, cstar_tref_2, dcant, dcant_pos,
            gamma, gamma_slab)

4 Maps

dcant_3d %>%
  group_split(data_source) %>%
  # head(1) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "dcant",
    subtitle_text = paste("Climate: ", .x$data_source)
  ))

[[1]]

Past versions of cant_deep_climatology_map-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
bf149ea	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
8d6c6c2	jens-daniel-mueller	2021-07-09

[[2]]

Past versions of cant_deep_climatology_map-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
bf149ea	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
8d6c6c2	jens-daniel-mueller	2021-07-09

dcant_3d_cstar %>%
  group_split(data_source) %>%
  # head(1) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "dcant",
    subtitle_text = paste("data_source: ", .x$data_source)
  ))

[[1]]

Past versions of cant_deep_climatology_map_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09
bf149ea	jens-daniel-mueller	2021-08-09

[[2]]

Past versions of cant_deep_climatology_map_cstar-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09
bf149ea	jens-daniel-mueller	2021-08-09

dcant_3d %>%
  group_split(data_source) %>%
  # head(1) %>%
  map(~ p_section_climatology_regular(
    df = .x,
    var = "dcant",
    subtitle_text = paste("Climate: ", .x$data_source)
  ))

[[1]]

Past versions of cant_deep_climatology_sections-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
bf149ea	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
8d6c6c2	jens-daniel-mueller	2021-07-09

[[2]]

Past versions of cant_deep_climatology_sections-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
bf149ea	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
971ce87	jens-daniel-mueller	2021-07-13

dcant_3d_cstar %>%
  group_split(data_source) %>%
  # head(1) %>%
  map(~ p_section_climatology_regular(
    df = .x,
    var = "dcant",
    subtitle_text = paste("data_source: ", .x$data_source)
  ))

[[1]]

Past versions of cant_deep_climatology_sections_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09
bf149ea	jens-daniel-mueller	2021-08-09

[[2]]

Past versions of cant_deep_climatology_sections_cstar-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09
bf149ea	jens-daniel-mueller	2021-08-09

5 Averaging and integration

5.1 Zonal sections

dcant_zonal <- dcant_3d %>%
  group_by(data_source) %>%
  nest() %>%
  mutate(zonal = map(.x = data, ~m_zonal_mean_sd(.x))) %>%
  select(-data) %>%
  unnest(zonal)

dcant_zonal <- m_cut_gamma(dcant_zonal, "gamma_mean")

dcant_zonal_method <- dcant_3d %>%
  group_by(data_source, method) %>%
  nest() %>%
  mutate(zonal = map(.x = data, ~m_zonal_mean_sd(.x))) %>%
  select(-data) %>%
  unnest(zonal)

dcant_zonal_method <- m_cut_gamma(dcant_zonal_method,
                                   "gamma_mean")

dcant_zonal <- dcant_zonal %>% 
  rename(dcant = dcant_mean,
         dcant_pos = dcant_pos_mean)

dcant_zonal_method <- dcant_zonal_method %>% 
  rename(dcant = dcant_mean,
         dcant_pos = dcant_pos_mean)

dcant_zonal_cstar <- dcant_3d_cstar %>%
  group_by(data_source) %>%
  nest() %>%
  mutate(zonal = map(.x = data, ~m_zonal_mean_sd(.x))) %>%
  select(-data) %>%
  unnest(zonal)

dcant_zonal_cstar <- m_cut_gamma(dcant_zonal_cstar, "gamma_mean")

dcant_zonal_method_cstar <- dcant_3d_cstar %>%
  group_by(data_source, method) %>%
  nest() %>%
  mutate(zonal = map(.x = data, ~m_zonal_mean_sd(.x))) %>%
  select(-data) %>%
  unnest(zonal)

dcant_zonal_method_cstar <- m_cut_gamma(dcant_zonal_method_cstar,
                                   "gamma_mean")

dcant_zonal_cstar <- dcant_zonal_cstar %>% 
  rename(dcant = dcant_mean,
         dcant_pos = dcant_pos_mean)

dcant_zonal_method_cstar <- dcant_zonal_method_cstar %>% 
  rename(dcant = dcant_mean,
         dcant_pos = dcant_pos_mean)

5.2 Profiles

For each basin, the mean (+ min and max) dcant profile is calculated, again for all vs positive only values. Likewise, sd is calculated for the averaging of the mean basin fields.

dcant_profile <- dcant_3d %>%
  mutate(area = earth_surf(lat, lon),
         dcant_scaled = dcant * area) %>% 
  group_by(data_source, basin_AIP, depth) %>% 
  summarise(dcant_sd = sqrt(
              Hmisc::wtd.var(dcant, area, na.rm = TRUE)),
            dcant = sum(dcant_scaled) / sum(area)) %>% 
  ungroup()

5.3 Inventories

To calculate dcant column inventories, we:

1. Convert Cant concentrations to volumetric units
2. Multiply layer thickness with volumetric Cant concentration to get a layer inventory
3. For each horizontal grid cell and era, sum cant layer inventories for different inventory depths (100, 500, 1000, 3000, 10^{4} m)

Step 2 is performed separately for all Cant and positive Cant values only.

5.3.1 Full water column

dcant_inv <- dcant_3d %>%
  group_by(data_source) %>%
  nest() %>%
  mutate(inv = map(.x = data, ~m_dcant_inv(.x))) %>%
  select(-data) %>%
  unnest(inv)

p_map_cant_inv(df = dcant_inv,
               var = "dcant",
               subtitle_text = "for predefined integration depths") +
  facet_grid(inv_depth ~ data_source)

Past versions of calc_dcant_inventories-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
8d6c6c2	jens-daniel-mueller	2021-07-09

if (surface_data == FALSE){
  dcant_inv <- dcant_inv %>% 
    mutate(method = "total")
}

dcant_inv_cstar <- dcant_3d_cstar %>%
  group_by(data_source) %>%
  nest() %>%
  mutate(inv = map(.x = data, ~m_dcant_inv(.x))) %>%
  select(-data) %>%
  unnest(inv)

p_map_cant_inv(df = dcant_inv_cstar,
               var = "dcant",
               subtitle_text = "for predefined integration depths") +
  facet_grid(inv_depth ~ data_source)

Past versions of calc_dcant_inventories_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

if (surface_data == FALSE){
  dcant_inv <- dcant_inv %>% 
    mutate(method = "total")
}

5.3.2 Surface layer

dcant_inv_surface <- dcant_3d %>%
  filter(method == "surface") %>% 
  group_by(data_source) %>%
  nest() %>%
  mutate(inv = map(.x = data, ~m_dcant_inv(.x))) %>%
  select(-data) %>%
  unnest(inv)

p_map_cant_inv(
  df = dcant_inv_surface %>%
    filter(inv_depth < 1000),
  var = "dcant_pos",
  subtitle_text = "for predefined integration depths",
  breaks = c(-Inf, seq(0, 4, 0.5), Inf)
) +
  facet_grid(inv_depth ~ data_source)

Past versions of cant_inventories_surface-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22

dcant_inv_surface_cstar <- dcant_3d_cstar %>%
  filter(method == "surface") %>% 
  group_by(data_source) %>%
  nest() %>%
  mutate(inv = map(.x = data, ~m_dcant_inv(.x))) %>%
  select(-data) %>%
  unnest(inv)

p_map_cant_inv(
  df = dcant_inv_surface_cstar %>%
    filter(inv_depth < 1000),
  var = "dcant_pos",
  subtitle_text = "for predefined integration depths",
  breaks = c(-Inf, seq(0, 4, 0.5), Inf)
) +
  facet_grid(inv_depth ~ data_source)

Past versions of cant_inventories_surface_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

5.3.3 eMLR only

dcant_inv <- full_join(
  dcant_inv %>% rename(dcant_total = dcant,
                       dcant_pos_total = dcant_pos),
  dcant_inv_surface %>% rename(dcant_surface = dcant,
                               dcant_pos_surface = dcant_pos)
)

dcant_inv <- dcant_inv %>%
  mutate(dcant_eMLR = dcant_total -
           replace(dcant_surface, is.na(dcant_surface), 0),
         dcant_pos_eMLR = dcant_pos_total -
           replace(dcant_pos_surface, is.na(dcant_pos_surface), 0))

dcant_inv_all <- dcant_inv %>% 
  select(-starts_with("dcant_pos")) %>% 
  pivot_longer(starts_with("dcant_"),
               names_to = "method",
               names_prefix = "dcant_",
               values_to = "dcant")

dcant_inv_pos <- dcant_inv %>% 
  select(data_source, lon, lat, basin_AIP, inv_depth,
         starts_with("dcant_pos_")) %>% 
  pivot_longer(starts_with("dcant_pos_"),
               names_to = "method",
               names_prefix = "dcant_pos_",
               values_to = "dcant_pos")

dcant_inv <- full_join(
  dcant_inv_all,
  dcant_inv_pos
)

rm(dcant_inv_all, dcant_inv_pos, dcant_inv_surface)

dcant_inv %>%
  group_by(inv_depth) %>%
  group_split() %>% 
  # tail(1) %>%
  map(
    ~ p_map_cant_inv(df = .x,
                     var = "dcant",
                     subtitle_text = paste("Integration depth",
                                           unique(.x$inv_depth))) +
      facet_grid(method ~ data_source)
  )

[[1]]

Past versions of combine_dcant_inventories-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22

[[2]]

Past versions of combine_dcant_inventories-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22

[[3]]

Past versions of combine_dcant_inventories-3.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22

[[4]]

Past versions of combine_dcant_inventories-4.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22

[[5]]

Past versions of combine_dcant_inventories-5.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22

dcant_inv_cstar <- full_join(
  dcant_inv_cstar %>% rename(dcant_total = dcant,
                       dcant_pos_total = dcant_pos),
  dcant_inv_surface_cstar %>% rename(dcant_surface = dcant,
                               dcant_pos_surface = dcant_pos)
)

dcant_inv_cstar <- dcant_inv_cstar %>%
  mutate(dcant_eMLR = dcant_total -
           replace(dcant_surface, is.na(dcant_surface), 0),
         dcant_pos_eMLR = dcant_pos_total -
           replace(dcant_pos_surface, is.na(dcant_pos_surface), 0))

dcant_inv_all_cstar <- dcant_inv_cstar %>% 
  select(-starts_with("dcant_pos")) %>% 
  pivot_longer(starts_with("dcant_"),
               names_to = "method",
               names_prefix = "dcant_",
               values_to = "dcant")

dcant_inv_pos_cstar <- dcant_inv_cstar %>% 
  select(data_source, lon, lat, basin_AIP, inv_depth,
         starts_with("dcant_pos_")) %>% 
  pivot_longer(starts_with("dcant_pos_"),
               names_to = "method",
               names_prefix = "dcant_pos_",
               values_to = "dcant_pos")

dcant_inv_cstar <- full_join(
  dcant_inv_all_cstar,
  dcant_inv_pos_cstar
)

rm(dcant_inv_all_cstar, dcant_inv_pos_cstar, dcant_inv_surface_cstar)

dcant_inv_cstar %>%
  group_by(inv_depth) %>%
  group_split() %>% 
  # tail(1) %>%
  map(
    ~ p_map_cant_inv(df = .x,
                     var = "dcant",
                     subtitle_text = paste("Integration depth",
                                           unique(.x$inv_depth))) +
      facet_grid(method ~ data_source)
  )

[[1]]

Past versions of combine_dcant_inventories_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[2]]

Past versions of combine_dcant_inventories_cstar-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[3]]

Past versions of combine_dcant_inventories_cstar-3.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[4]]

Past versions of combine_dcant_inventories_cstar-4.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[5]]

Past versions of combine_dcant_inventories_cstar-5.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

5.4 Budgets

Global dcant budgets were estimated in units of Pg C. Please note that here we added dcant (all vs postitive only) values and do not apply additional corrections for areas not covered.

dcant_budget_global <- m_dcant_budget(dcant_inv)

dcant_budget_global %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method == "total") %>%
  ggplot(aes(estimate, value)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col() +
  facet_grid(~data_source)

Past versions of budget_global-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13

dcant_budget_global_cstar <- m_dcant_budget(dcant_inv_cstar)

dcant_budget_global_cstar %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method == "total") %>%
  ggplot(aes(estimate, value)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col() +
  facet_grid(~data_source)

Past versions of budget_global_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

dcant_budget_global %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method %in% c("surface", "eMLR")) %>%
  ggplot(aes(estimate, value, fill=method)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col() +
  facet_grid(.~data_source)

Past versions of budget_global_surface-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
f3c0d7a	jens-daniel-mueller	2021-07-22

dcant_budget_global_cstar %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method %in% c("surface", "eMLR")) %>%
  ggplot(aes(estimate, value, fill=method)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col() +
  facet_grid(.~data_source)

Past versions of budget_global_surface_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

dcant_budget_basin_AIP <- dcant_inv %>% 
  group_by(basin_AIP) %>%
  nest() %>% 
  mutate(budget = map(.x = data, ~m_dcant_budget(.x))) %>% 
  select(-data) %>%
  unnest(budget)

dcant_budget_basin_AIP_cstar <- dcant_inv_cstar %>% 
  group_by(basin_AIP) %>%
  nest() %>% 
  mutate(budget = map(.x = data, ~m_dcant_budget(.x))) %>% 
  select(-data) %>%
  unnest(budget)

dcant_budget_basin_AIP %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method %in% c("surface", "eMLR")) %>%
  ggplot(aes(basin_AIP, value, fill=method)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col() +
  facet_grid(estimate~data_source)

Past versions of budget_basin_AIP_fig-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04

dcant_budget_basin_AIP_cstar %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method %in% c("surface", "eMLR")) %>%
  ggplot(aes(basin_AIP, value, fill=method)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col() +
  facet_grid(estimate~data_source)

Past versions of budget_basin_AIP_fig_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

dcant_budget_basin_MLR <-
  full_join(dcant_inv, basinmask) %>%
  group_by(basin, MLR_basins) %>%
  nest() %>%
  mutate(budget = map(.x = data, ~ m_dcant_budget(.x))) %>%
  select(-data) %>%
  unnest(budget)

dcant_budget_basin_MLR_cstar <-
  full_join(dcant_inv_cstar, basinmask) %>%
  group_by(basin, MLR_basins) %>%
  nest() %>%
  mutate(budget = map(.x = data, ~ m_dcant_budget(.x))) %>%
  select(-data) %>%
  unnest(budget)

dcant_budget_basin_MLR %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method %in% c("surface", "eMLR")) %>%
  group_by(MLR_basins) %>%
  group_split() %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(basin, value, fill = method)) +
      scale_fill_brewer(palette = "Dark2") +
      geom_col() +
      facet_grid(estimate ~ data_source) +
      labs(title = paste("MLR_basins:", unique(.x$MLR_basins)))
  )

[[1]]

Past versions of budget_MLR_regions_fig-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04

[[2]]

Past versions of budget_MLR_regions_fig-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04

[[3]]

Past versions of budget_MLR_regions_fig-3.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04

[[4]]

Past versions of budget_MLR_regions_fig-4.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04

[[5]]

Past versions of budget_MLR_regions_fig-5.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
58da811	jens-daniel-mueller	2021-11-01
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04

[[6]]

Past versions of budget_MLR_regions_fig-6.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
58da811	jens-daniel-mueller	2021-11-01
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04

[[7]]

Past versions of budget_MLR_regions_fig-7.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	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

[[8]]

Past versions of budget_MLR_regions_fig-8.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07

[[9]]

Past versions of budget_MLR_regions_fig-9.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27

[[10]]

Past versions of budget_MLR_regions_fig-10.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
22750db	jens-daniel-mueller	2021-10-27

dcant_budget_basin_MLR_cstar %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method %in% c("surface", "eMLR")) %>%
  group_by(MLR_basins) %>%
  group_split() %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(basin, value, fill = method)) +
      scale_fill_brewer(palette = "Dark2") +
      geom_col() +
      facet_grid(estimate ~ data_source) +
      labs(title = paste("MLR_basins:", unique(.x$MLR_basins)))
  )

[[1]]

Past versions of budget_MLR_regions_fig_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[2]]

Past versions of budget_MLR_regions_fig_cstar-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[3]]

Past versions of budget_MLR_regions_fig_cstar-3.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[4]]

Past versions of budget_MLR_regions_fig_cstar-4.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[5]]

Past versions of budget_MLR_regions_fig_cstar-5.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
58da811	jens-daniel-mueller	2021-11-01
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[6]]

Past versions of budget_MLR_regions_fig_cstar-6.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
58da811	jens-daniel-mueller	2021-11-01
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[7]]

Past versions of budget_MLR_regions_fig_cstar-7.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[8]]

Past versions of budget_MLR_regions_fig_cstar-8.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07

[[9]]

Past versions of budget_MLR_regions_fig_cstar-9.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27

[[10]]

Past versions of budget_MLR_regions_fig_cstar-10.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
22750db	jens-daniel-mueller	2021-10-27

dcant_budget_lat_grid <- 
  dcant_inv %>% 
  m_grid_horizontal_coarse() %>%
  group_by(lat_grid, basin_AIP) %>% 
  nest() %>%
  mutate(budget = map(.x = data, ~ m_dcant_budget(.x))) %>%
  select(-data) %>%
  unnest(budget)

dcant_budget_lat_grid_cstar <- 
  dcant_inv_cstar %>% 
  m_grid_horizontal_coarse() %>%
  group_by(lat_grid, basin_AIP) %>% 
  nest() %>%
  mutate(budget = map(.x = data, ~ m_dcant_budget(.x))) %>%
  select(-data) %>%
  unnest(budget)

dcant_budget_lat_grid %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method %in% c("surface", "eMLR")) %>%
  group_by(basin_AIP) %>%
  group_split() %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(lat_grid, value, fill = method)) +
      scale_fill_brewer(palette = "Dark2") +
      geom_col() +
      coord_flip() +
      facet_grid(estimate ~ data_source) +
      labs(title = paste("MLR_basins:", unique(.x$basin_AIP)))
  )

[[1]]

Past versions of budget_lat_grid_fig-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04

[[2]]

Past versions of budget_lat_grid_fig-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
00fc082	jens-daniel-mueller	2021-08-09

[[3]]

Past versions of budget_lat_grid_fig-3.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
0e032dc	jens-daniel-mueller	2021-11-04
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
00fc082	jens-daniel-mueller	2021-08-09

dcant_budget_lat_grid_cstar %>%
  filter(inv_depth == params_global$inventory_depth_standard,
         method %in% c("surface", "eMLR")) %>%
  group_by(basin_AIP) %>%
  group_split() %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(lat_grid, value, fill = method)) +
      scale_fill_brewer(palette = "Dark2") +
      geom_col() +
      coord_flip() +
      facet_grid(estimate ~ data_source) +
      labs(title = paste("MLR_basins:", unique(.x$basin_AIP)))
  )

[[1]]

Past versions of budget_lat_grid_fig_cstar-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[2]]

Past versions of budget_lat_grid_fig_cstar-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

[[3]]

Past versions of budget_lat_grid_fig_cstar-3.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
dc0723b	jens-daniel-mueller	2021-10-19
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
17518ad	jens-daniel-mueller	2021-08-09
00fc082	jens-daniel-mueller	2021-08-09

6 Write csv

dcant_3d <- dcant_3d %>%
  select(-c(tcant_tref_1))

dcant_3d %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_3d_mod_truth.csv", sep = ""))

dcant_3d %>%
  filter(data_source == "mod_truth_cc") %>%
  write_csv(paste(path_version_data,
                  "dcant_3d_mod_truth_cc.csv", sep = ""))


dcant_zonal %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_zonal_mod_truth.csv", sep = ""))

dcant_profile %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_profile_mod_truth.csv", sep = ""))

dcant_zonal_method %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_zonal_mod_truth_method.csv", sep = ""))

dcant_zonal %>%
  filter(data_source == "mod_truth_cc") %>%
  write_csv(paste(path_version_data,
                  "dcant_zonal_mod_truth_cc.csv", sep = ""))

dcant_profile %>%
  filter(data_source == "mod_truth_cc") %>%
  write_csv(paste(path_version_data,
                  "dcant_profile_mod_truth_cc.csv", sep = ""))

dcant_zonal_method %>%
  filter(data_source == "mod_truth_cc") %>%
  write_csv(paste(path_version_data,
                  "dcant_zonal_mod_truth_cc_method.csv", sep = ""))


dcant_inv %>%
  filter(data_source == "mod_truth",
         method == "total") %>%
  write_csv(paste(path_version_data,
                  "dcant_inv_mod_truth.csv", sep = ""))

dcant_inv %>%
  filter(data_source == "mod_truth_cc",
         method == "total") %>%
  write_csv(paste(path_version_data,
                  "dcant_inv_mod_truth_cc.csv", sep = ""))

dcant_inv %>%
  filter(data_source == "mod_truth",
         method != "total") %>%
  write_csv(paste(path_version_data,
                  "dcant_inv_mod_truth_method.csv", sep = ""))

dcant_inv %>%
  filter(data_source == "mod_truth_cc",
         method != "total") %>%
  write_csv(paste(path_version_data,
                  "dcant_inv_mod_truth_cc_method.csv", sep = ""))



dcant_budget_global %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_global_mod_truth.csv", sep = ""))

dcant_budget_global %>%
  filter(data_source == "mod_truth_cc") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_global_mod_truth_cc.csv", sep = ""))

dcant_budget_basin_AIP %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_basin_AIP_mod_truth.csv", sep = ""))

dcant_budget_basin_AIP %>%
  filter(data_source == "mod_truth_cc") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_basin_AIP_mod_truth_cc.csv", sep = ""))

dcant_budget_basin_MLR %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_basin_MLR_mod_truth.csv", sep = ""))

dcant_budget_basin_MLR %>%
  filter(data_source == "mod_truth_cc") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_basin_MLR_mod_truth_cc.csv", sep = ""))

dcant_budget_lat_grid %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_lat_grid_mod_truth.csv", sep = ""))

dcant_budget_lat_grid %>%
  filter(data_source == "mod_truth_cc") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_lat_grid_mod_truth_cc.csv", sep = ""))

dcant_3d_cstar %>%
  write_csv(paste(path_version_data,
                  "dcant_3d_cstar.csv", sep = ""))

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

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

dcant_inv_cstar %>%
  filter(method == "total") %>%
  write_csv(paste(path_version_data,
                  "dcant_inv_cstar.csv", sep = ""))

dcant_inv_cstar %>%
  filter(method != "total") %>%
  write_csv(paste(path_version_data,
                  "dcant_inv_method_cstar.csv", sep = ""))

dcant_budget_global_cstar %>%
  filter(data_source == "mod_truth") %>%
  write_csv(paste(path_version_data,
                  "dcant_budget_global_cstar.csv", sep = ""))


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


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


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

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] marelac_2.1.10  shape_1.4.5     ggforce_0.3.3   metR_0.9.0     
 [5] scico_1.2.0     patchwork_1.1.1 collapse_1.5.0  forcats_0.5.0  
 [9] stringr_1.4.0   dplyr_1.0.5     purrr_0.3.4     readr_1.4.0    
[13] tidyr_1.1.3     tibble_3.1.3    ggplot2_3.3.5   tidyverse_1.3.0
[17] workflowr_1.6.2

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 gsw_1.0-5                lubridate_1.7.9         
 [4] RColorBrewer_1.1-2       httr_1.4.2               rprojroot_2.0.2         
 [7] tools_4.0.3              backports_1.1.10         bslib_0.2.5.1           
[10] utf8_1.1.4               R6_2.5.0                 rpart_4.1-15            
[13] Hmisc_4.4-1              DBI_1.1.0                colorspace_2.0-2        
[16] nnet_7.3-14              withr_2.3.0              gridExtra_2.3           
[19] tidyselect_1.1.0         compiler_4.0.3           git2r_0.27.1            
[22] cli_3.0.1                rvest_0.3.6              htmlTable_2.1.0         
[25] xml2_1.3.2               isoband_0.2.2            labeling_0.4.2          
[28] sass_0.4.0               scales_1.1.1             checkmate_2.0.0         
[31] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[34] oce_1.2-0                jpeg_0.1-8.1             base64enc_0.1-3         
[37] pkgconfig_2.0.3          htmltools_0.5.1.1        highr_0.8               
[40] dbplyr_1.4.4             htmlwidgets_1.5.2        rlang_0.4.11            
[43] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[46] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[49] magrittr_1.5             Formula_1.2-4            Matrix_1.2-18           
[52] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[55] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[58] yaml_2.2.1               MASS_7.3-53              grid_4.0.3              
[61] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[64] crayon_1.3.4             lattice_0.20-41          splines_4.0.3           
[67] haven_2.3.1              hms_0.5.3                seacarb_3.2.14          
[70] knitr_1.33               pillar_1.6.2             reprex_0.3.0            
[73] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[76] latticeExtra_0.6-29      data.table_1.14.0        modelr_0.1.8            
[79] png_0.1-7                vctrs_0.3.8              tweenr_1.0.2            
[82] httpuv_1.5.4             testthat_2.3.2           cellranger_1.1.0        
[85] gtable_0.3.0             polyclip_1.10-0          assertthat_0.2.1        
[88] xfun_0.25                broom_0.7.9              RcppEigen_0.3.3.7.0     
[91] later_1.2.0              survival_3.2-7           viridisLite_0.3.0       
[94] cluster_2.1.0            ellipsis_0.3.2           here_0.1