Analysis of dcant within density slabs

workflowr

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• Past versions

Last updated: 2021-08-19

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/analysis_slab_inventory.Rmd) and HTML (docs/analysis_slab_inventory.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	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
html	a03f2f0	jens-daniel-mueller	2021-08-18	Build site.
Rmd	3fdf621	jens-daniel-mueller	2021-08-18	test neighbouring trefs + auto slab correction
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
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.
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.
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.
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.
Rmd	56485c6	jens-daniel-mueller	2021-07-23	rebuild: complete revision
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	65770c4	jens-daniel-mueller	2021-07-23	Build site.
Rmd	36c4559	jens-daniel-mueller	2021-07-23	calculate slab dcant SD
html	d3f92c8	jens-daniel-mueller	2021-07-23	Build site.
Rmd	b599874	jens-daniel-mueller	2021-07-23	calculate slab dcant SD
html	48b8f54	jens-daniel-mueller	2021-07-23	Build site.
Rmd	0812056	jens-daniel-mueller	2021-07-23	calculate slab dcant SD
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	6122cd4	jens-daniel-mueller	2021-07-13	Build site.
html	491f6ab	jens-daniel-mueller	2021-07-12	Build site.
Rmd	b965038	jens-daniel-mueller	2021-07-12	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	2e09c8e	jens-daniel-mueller	2021-06-29	Build site.
Rmd	0d83393	jens-daniel-mueller	2021-06-29	revised plot obs grid per era
html	5d1e0e6	jens-daniel-mueller	2021-06-29	Build site.
Rmd	b1ddea0	jens-daniel-mueller	2021-06-29	revised plot obs grid per era
html	9f60afb	jens-daniel-mueller	2021-06-27	Build site.
Rmd	c7771e2	jens-daniel-mueller	2021-06-27	plot obs grid per era
html	e578ffa	jens-daniel-mueller	2021-06-27	Build site.
Rmd	fc40042	jens-daniel-mueller	2021-06-27	plot obs grid per era
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	b960d93	jens-daniel-mueller	2021-06-24	Build site.
Rmd	79ecdc5	jens-daniel-mueller	2021-06-24	add observation grid to map
html	aedd245	jens-daniel-mueller	2021-06-23	Build site.
Rmd	31bffa7	jens-daniel-mueller	2021-06-23	revised slab bias and write files
html	f09cab9	jens-daniel-mueller	2021-06-23	Build site.
Rmd	3d3bfd4	jens-daniel-mueller	2021-06-23	plotted slab bias
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
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
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
Rmd	12eeaa6	jens-daniel-mueller	2021-06-02	test run with beta version of GLODAPv2.2021
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
html	7c56c39	jens-daniel-mueller	2021-05-19	Build site.
html	0de759e	jens-daniel-mueller	2021-05-13	Build site.
html	52e7583	jens-daniel-mueller	2021-05-12	Build site.
html	969e631	jens-daniel-mueller	2021-05-12	Build site.
html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	0a6099c	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
html	099d566	jens-daniel-mueller	2021-04-14	Build site.
html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
html	ce38853	jens-daniel-mueller	2021-04-13	Build site.
Rmd	beaec17	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	4a05c7d	jens-daniel-mueller	2021-04-07	Build site.
Rmd	f5991e5	jens-daniel-mueller	2021-04-07	included model data
html	e06bfa6	jens-daniel-mueller	2021-04-07	Build site.
Rmd	fbf3ef9	jens-daniel-mueller	2021-04-07	included model data
html	488c4c1	jens-daniel-mueller	2021-04-07	Build site.
Rmd	36eab46	jens-daniel-mueller	2021-04-07	included model data

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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)

dcant_3d <-
  read_csv(paste(path_version_data,
                 "dcant_3d.csv",
                 sep = ""))

dcant_3d_mod_truth <-
  read_csv(paste(path_version_data,
                 "dcant_3d_mod_truth.csv",
                 sep = ""))

dcant_3d <- bind_rows(dcant_3d,
                     dcant_3d_mod_truth)

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

Cleaned GLODAPv2_2020 file as used in this sensitivity case

GLODAP <-
  read_csv(paste(
    path_version_data,
    "GLODAPv2.2020_MLR_fitting_ready.csv",
    sep = ""
  ))

GLODAP_grid <- GLODAP %>% 
  distinct(lon, lat, gamma_slab, era)

GLODAP_grid <- GLODAP_grid %>% 
  group_by(lat, lon, gamma_slab) %>% 
  mutate(n = n()) %>% 
  ungroup() %>% 
  mutate(era_label = if_else(n==1, era, "both"))

dcant_slab <- dcant_3d %>%
  group_by(data_source) %>%
  nest() %>%
  mutate(slab = map(.x = data, ~ m_dcant_slab_concentration(.x))) %>%
  select(-data) %>%
  unnest(slab)

dcant_slab <- dcant_slab %>% 
  arrange(gamma_slab, data_source)

3 dcant - positive

In a first series of plots we explore the distribution of dcant, taking only positive estimates into account (positive here refers to the mean dcant estimate across MLR model predictions available for each grid cell). Negative values were set to zero before calculating mean sections and inventories.

Mean of positive dcant within each horizontal grid cell (lon x lat) per isoneutral slab.

Please note that:

• density slabs covering values >28.1 occur by definition only either in the Atlantic or Indo-Pacific basin
• gaps in the maps represent areas where (thin) density layers fit between discrete depth levels used for mapping

3.1 Absolute

dcant_slab %>%
  group_by(gamma_slab, data_source) %>%
  group_split() %>% 
  head(3) %>%
  map(
    ~ p_map_dcant_slab(
      df = .x,
      subtitle_text = paste("data_source:", unique(.x$data_source),
                            "| Neutral density:", unique(.x$gamma_slab)),
      var = "dcant_pos"
      ) +
      geom_raster(
        data = GLODAP_grid %>% filter(gamma_slab == unique(.x$gamma_slab),
                                      era_label == "both"),
        aes(lon, lat), fill = "red") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[1]
        ),
        aes(lon, lat), fill = "grey50") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[2]
        ),
        aes(lon, lat),fill = "black")
  )

[[1]]

Past versions of dcant_pos_gamma_slab_maps-1.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12

[[2]]

Past versions of dcant_pos_gamma_slab_maps-2.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
491f6ab	jens-daniel-mueller	2021-07-12

[[3]]

Past versions of dcant_pos_gamma_slab_maps-3.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12

3.2 Bias

dcant_slab_bias <- dcant_slab %>% 
  select(-c(layer_thickness, layer_volume, n_layer,
            dcant_pos_sd, dcant_sd)) %>% 
  pivot_wider(names_from = data_source,
              values_from = c("dcant", "dcant_pos")) %>% 
  mutate(dcant_bias = dcant_mod - dcant_mod_truth,
         dcant_pos_bias = dcant_pos_mod - dcant_pos_mod_truth) %>% 
  select(c(lat, lon, gamma_slab, ends_with("bias")))

dcant_slab_bias %>%
  group_split(gamma_slab) %>%
  head(3) %>%
  map(
    ~ p_map_dcant_slab(
      df = .x,
      var = "dcant_pos_bias",
      col = "divergent",
      subtitle_text = paste("Neutral density:", unique(.x$gamma_slab))
    )  +
      geom_raster(
        data = GLODAP_grid %>% filter(gamma_slab == unique(.x$gamma_slab),
                                      era_label == "both"),
        aes(lon, lat), fill = "red") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[1]
        ),
        aes(lon, lat), fill = "grey50") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[2]
        ),
        aes(lon, lat),fill = "black")
  )

[[1]]

Past versions of dcant_pos_gamma_slab_maps_bias-1.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
65770c4	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12

[[2]]

Past versions of dcant_pos_gamma_slab_maps_bias-2.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
65770c4	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
491f6ab	jens-daniel-mueller	2021-07-12

[[3]]

Past versions of dcant_pos_gamma_slab_maps_bias-3.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
65770c4	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
491f6ab	jens-daniel-mueller	2021-07-12

4 dcant - all

In a second series of plots we explore the distribution of all dcant, taking positive and negative estimates into account.

Mean of all dcant within each horizontal grid cell (lon x lat) per isoneutral slab.

Please note that:

• density slabs covering values >28.1 occur by definition only either in the Atlantic or Indo-Pacific basin
• gaps in the maps represent areas where (thin) density layers fit between discrete depth levels used for mapping

4.1 Absolute

dcant_slab %>%
  group_by(gamma_slab, data_source) %>%
  group_split() %>% 
  head(3) %>%
  map(
    ~ p_map_dcant_slab(
      df = .x,
      var = "dcant",
      col = "continuous",
      subtitle_text = paste(
        "data_source:",
        unique(.x$data_source),
        "| Neutral density:",
        unique(.x$gamma_slab)
      )
    )  +
      geom_raster(
        data = GLODAP_grid %>% filter(gamma_slab == unique(.x$gamma_slab),
                                      era_label == "both"),
        aes(lon, lat), fill = "red") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[1]
        ),
        aes(lon, lat), fill = "grey50") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[2]
        ),
        aes(lon, lat),fill = "black")
  )

[[1]]

Past versions of dcant_all_gamma_slab_maps-1.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12

[[2]]

Past versions of dcant_all_gamma_slab_maps-2.png

Version	Author	Date
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
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
491f6ab	jens-daniel-mueller	2021-07-12

[[3]]

Past versions of dcant_all_gamma_slab_maps-3.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12

4.2 Bias

dcant_slab_bias %>%
  group_split(gamma_slab) %>%
  head(3) %>%
  map(
    ~ p_map_dcant_slab(
      df = .x,
      var = "dcant_bias",
      col = "divergent",
      subtitle_text = paste("Neutral density:", unique(.x$gamma_slab))
    )  +
      geom_raster(
        data = GLODAP_grid %>% filter(gamma_slab == unique(.x$gamma_slab),
                                      era_label == "both"),
        aes(lon, lat), fill = "red") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[1]
        ),
        aes(lon, lat), fill = "grey50") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[2]
        ),
        aes(lon, lat),fill = "black")
  )

[[1]]

Past versions of dcant_gamma_slab_maps_bias-1.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
65770c4	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12

[[2]]

Past versions of dcant_gamma_slab_maps_bias-2.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
65770c4	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
491f6ab	jens-daniel-mueller	2021-07-12

[[3]]

Past versions of dcant_gamma_slab_maps_bias-3.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
65770c4	jens-daniel-mueller	2021-07-23
48b8f54	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
491f6ab	jens-daniel-mueller	2021-07-12

4.3 SD across models

dcant_slab %>%
  filter(data_source %in% c("mod", "obs")) %>% 
  group_by(gamma_slab, data_source) %>%
  group_split() %>% 
  head(3) %>%
  map(
    ~ p_map_dcant_slab(
      df = .x,
      var = "dcant_sd",
      col = "continuous",
      subtitle_text = paste(
        "data_source:",
        unique(.x$data_source),
        "| Neutral density:",
        unique(.x$gamma_slab)
      ),
      breaks = c(seq(0,3,0.3), Inf)
    )  +
      geom_raster(
        data = GLODAP_grid %>% filter(gamma_slab == unique(.x$gamma_slab),
                                      era_label == "both"),
        aes(lon, lat), fill = "red") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[1]
        ),
        aes(lon, lat), fill = "grey50") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[2]
        ),
        aes(lon, lat),fill = "black")
  )

[[1]]

Past versions of dcant_all_SD_gamma_slab_maps-1.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
d3f92c8	jens-daniel-mueller	2021-07-23

[[2]]

Past versions of dcant_all_SD_gamma_slab_maps-2.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
d3f92c8	jens-daniel-mueller	2021-07-23

[[3]]

Past versions of dcant_all_SD_gamma_slab_maps-3.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
d3f92c8	jens-daniel-mueller	2021-07-23

5 Depth levels

dcant_slab %>%
  group_by(gamma_slab, data_source) %>%
  group_split() %>% 
  head(3) %>%
  map(
    ~ p_map_dcant_slab(
      df = .x,
      title_text = "Number of depth levels within slab",
      subtitle_text = paste("data_source:", unique(.x$data_source),
                            "| Neutral density:", unique(.x$gamma_slab)),
      var = "n_layer"
      ) +
      geom_raster(
        data = GLODAP_grid %>% filter(gamma_slab == unique(.x$gamma_slab),
                                      era_label == "both"),
        aes(lon, lat), fill = "red") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[1]
        ),
        aes(lon, lat), fill = "grey50") +
      geom_raster(
        data = GLODAP_grid %>% filter(
          gamma_slab == unique(.x$gamma_slab),
          era_label == unique(tref$era)[2]
        ),
        aes(lon, lat),fill = "black")
  )

[[1]]

Past versions of n_layers_gamma_slab_maps-1.png

Version	Author	Date
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

[[2]]

Past versions of n_layers_gamma_slab_maps-2.png

Version	Author	Date
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

[[3]]

Past versions of n_layers_gamma_slab_maps-3.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
0f0d5e5	jens-daniel-mueller	2021-08-03

6 Slab Budgets

dcant_slab_budget <- dcant_3d %>%
  group_by(data_source) %>%
  nest() %>%
  mutate(slab_budget = map(.x = data, ~ m_dcant_slab_budget(.x))) %>%
  select(-data) %>%
  unnest(slab_budget)

dcant_slab_budget %>% 
  ggplot(aes(data_source, dcant_pos, fill = gamma_slab)) +
  geom_col() +
  scale_fill_viridis_d(direction = -1) +
  facet_wrap(~ basin_AIP)

Past versions of calc_slab_inventory-1.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ce38853	jens-daniel-mueller	2021-04-13

dcant_slab_budget %>% 
  ggplot(aes(data_source, dcant, fill = gamma_slab)) +
  geom_hline(yintercept = 0, col = "red") +
  geom_col() +
  scale_fill_viridis_d(direction = -1) +
  facet_wrap(~ basin_AIP)

Past versions of calc_slab_inventory-2.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
aedd245	jens-daniel-mueller	2021-06-23
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ce38853	jens-daniel-mueller	2021-04-13

dcant_slab_budget %>% 
  ggplot(aes(data_source, dcant, fill = basin_AIP)) +
  geom_hline(yintercept = 0, col = "red") +
  geom_col() +
  scale_fill_viridis_d(direction = -1)

Past versions of calc_slab_inventory-3.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12
aedd245	jens-daniel-mueller	2021-06-23
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ce38853	jens-daniel-mueller	2021-04-13

dcant_slab_budget_bias <- dcant_slab_budget %>%
  filter(data_source %in% c("mod", "mod_truth")) %>%
  pivot_wider(names_from = data_source,
              values_from = c("dcant", "dcant_pos")) %>%
  mutate(dcant_bias = dcant_mod - dcant_mod_truth,
         dcant_pos_bias = dcant_pos_mod - dcant_pos_mod_truth) %>% 
  select(c(basin_AIP, gamma_slab, ends_with("bias")))

dcant_slab_budget_bias <- dcant_slab_budget_bias %>%
  mutate(gamma_slab = fct_relevel(gamma_slab,
                                ~sort(.x, decreasing = TRUE)))

dcant_slab_budget_bias %>% 
  ggplot(aes(gamma_slab, dcant_pos_bias)) +
  geom_col() +
  facet_grid(basin_AIP ~ ., scales = "free_y") +
  coord_flip()

Past versions of dcant_slab_budget_bias-1.png

Version	Author	Date
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
1c597ab	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12

dcant_slab_budget_bias %>% 
  ggplot(aes(gamma_slab, dcant_bias)) +
  geom_col() +
  facet_grid(basin_AIP ~ ., scales = "free_y") +
  coord_flip()

Past versions of dcant_slab_budget_bias-2.png

Version	Author	Date
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
1c597ab	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
491f6ab	jens-daniel-mueller	2021-07-12

7 Write files

dcant_slab_budget_bias %>%
  write_csv(paste0(path_version_data,
                   "dcant_slab_budget_bias.csv"))

dcant_slab_budget %>%
  write_csv(paste0(path_version_data,
                   "dcant_slab_budget.csv"))

dcant_slab_bias %>%
  write_csv(paste0(path_version_data,
                   "dcant_slab_bias.csv"))

dcant_slab %>%
  write_csv(paste0(path_version_data,
                   "dcant_slab.csv"))

8 Slab boundary depth

dcant_slab %>%
  group_by(gamma_slab, data_source) %>%
  group_split() %>%
  # head(1) %>%
  map(~ map  +
        geom_raster(data = .x,
                    aes(lon, lat, fill = layer_thickness)) +
        scale_fill_viridis_c() +
        labs(title = paste("Slab:", .x$gamma_slab,
                           "| Data source:", .x$data_source))
  )

[[1]]

Past versions of slab_thickness-1.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[2]]

Past versions of slab_thickness-2.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[3]]

Past versions of slab_thickness-3.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
491f6ab	jens-daniel-mueller	2021-07-12

[[4]]

Past versions of slab_thickness-4.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[5]]

Past versions of slab_thickness-5.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[6]]

Past versions of slab_thickness-6.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[7]]

Past versions of slab_thickness-7.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[8]]

Past versions of slab_thickness-8.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[9]]

Past versions of slab_thickness-9.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[10]]

Past versions of slab_thickness-10.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[11]]

Past versions of slab_thickness-11.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[12]]

Past versions of slab_thickness-12.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[13]]

Past versions of slab_thickness-13.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[14]]

Past versions of slab_thickness-14.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[15]]

Past versions of slab_thickness-15.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[16]]

Past versions of slab_thickness-16.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[17]]

Past versions of slab_thickness-17.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[18]]

Past versions of slab_thickness-18.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[19]]

Past versions of slab_thickness-19.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[20]]

Past versions of slab_thickness-20.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[21]]

Past versions of slab_thickness-21.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[22]]

Past versions of slab_thickness-22.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[23]]

Past versions of slab_thickness-23.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[24]]

Past versions of slab_thickness-24.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[25]]

Past versions of slab_thickness-25.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[26]]

Past versions of slab_thickness-26.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[27]]

Past versions of slab_thickness-27.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[28]]

Past versions of slab_thickness-28.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[29]]

Past versions of slab_thickness-29.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[30]]

Past versions of slab_thickness-30.png

Version	Author	Date
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[31]]

Past versions of slab_thickness-31.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[32]]

Past versions of slab_thickness-32.png

Version	Author	Date
a03f2f0	jens-daniel-mueller	2021-08-18
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[33]]

Past versions of slab_thickness-33.png

Version	Author	Date
a03f2f0	jens-daniel-mueller	2021-08-18
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[34]]

Past versions of slab_thickness-34.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[35]]

Past versions of slab_thickness-35.png

Version	Author	Date
a03f2f0	jens-daniel-mueller	2021-08-18
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[36]]

Past versions of slab_thickness-36.png

Version	Author	Date
a03f2f0	jens-daniel-mueller	2021-08-18
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[37]]

Past versions of slab_thickness-37.png

Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[38]]

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Version	Author	Date
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[39]]

Past versions of slab_thickness-39.png

Version	Author	Date
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[40]]

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Version	Author	Date
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[41]]

Past versions of slab_thickness-41.png

Version	Author	Date
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

[[42]]

Past versions of slab_thickness-42.png

Version	Author	Date
9943b45	jens-daniel-mueller	2021-08-10
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
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
491f6ab	jens-daniel-mueller	2021-07-12

# gamma field in Atl
predictors_gamma_Atl <- dcant_3d %>%
  select(data_source, basin_AIP, lat, lon, depth, gamma) %>% 
  filter(basin_AIP == "Atlantic") %>% 
  distinct()

# filter grid cells with at least two depth layers
predictors_gamma_Atl <- predictors_gamma_Atl %>%
  group_by(data_source, lat, lon) %>%
  mutate(n = n()) %>%
  ungroup() %>% 
  filter(n > 1) %>% 
  select(-n)

# 3D grid with Atl slab boundaries
slabs_Atl <- expand_grid(predictors_gamma_Atl %>% distinct(data_source, lat, lon),
                         gamma = params_local$slabs_Atl) %>% 
  mutate(basin_AIP = "flag")

# join slab boundary grid with gamma field
slabs_Atl_int <- full_join(slabs_Atl,
                           predictors_gamma_Atl) %>%
  arrange(lat, lon, gamma)

# interpolate depth to slab boundary
slabs_Atl_int <- slabs_Atl_int %>% 
  group_by(data_source, lat, lon) %>% 
  mutate(depth = approxfun(gamma, depth, rule = 1)(gamma)) %>% 
  ungroup()

# filter interpolated depths
slabs_Atl_int <- slabs_Atl_int %>% 
  filter(basin_AIP == "flag",
         !is.na(depth))

#### Indo-Pacific

# gamma field in Pac
predictors_gamma_Ind_Pac <- dcant_3d %>%
  select(data_source, basin_AIP, lat, lon, depth, gamma) %>% 
  filter(basin_AIP %in% c("Indian", "Pacific")) %>% 
  distinct()

# filter grid cells with at least two depth layers
predictors_gamma_Ind_Pac <- predictors_gamma_Ind_Pac %>%
  group_by(data_source, lat, lon) %>%
  mutate(n = n()) %>%
  ungroup() %>% 
  filter(n > 1) %>% 
  select(-n)

# 3D grid with Pac slab boundaries
slabs_Ind_Pac <- expand_grid(predictors_gamma_Ind_Pac %>% distinct(data_source, lat, lon),
                         gamma = params_local$slabs_Ind_Pac) %>% 
  mutate(basin_AIP = "flag")

# join slab boundary grid with gamma field
slabs_Ind_Pac_int <- full_join(slabs_Ind_Pac,
                           predictors_gamma_Ind_Pac) %>%
  arrange(lat, lon, gamma)

# interpolate depth to slab boundary
slabs_Ind_Pac_int <- slabs_Ind_Pac_int %>% 
  group_by(data_source, lat, lon) %>% 
  mutate(depth = approxfun(gamma, depth, rule = 1)(gamma)) %>% 
  ungroup()

# filter interpolated depths
slabs_Ind_Pac_int <- slabs_Ind_Pac_int %>% 
  filter(basin_AIP == "flag",
         !is.na(depth))


# join interpolated gamma depth
slabs <- bind_rows(slabs_Atl_int,
                   slabs_Ind_Pac_int) %>%
  select(-basin_AIP)

slabs <- inner_join(
  basinmask %>% select(lat, lon, basin_AIP) %>% distinct(),
  slabs)


map + 
  geom_raster(data = slabs,
              aes(lon, lat, fill = depth)) +
  facet_grid(gamma ~ data_source) +
  scale_fill_viridis_c(direction = -1)

rm(slabs_Atl, slabs_Atl_int, slabs_Ind_Pac, slabs_Ind_Pac_int)

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] gt_0.2.2         kableExtra_1.3.1 marelac_2.1.10   shape_1.4.5     
 [5] scales_1.1.1     ggforce_0.3.3    metR_0.9.0       scico_1.2.0     
 [9] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[13] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.3     
[17] tibble_3.1.3     ggplot2_3.3.5    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 lubridate_1.7.9          gsw_1.0-5               
 [4] webshot_0.5.2            httr_1.4.2               rprojroot_2.0.2         
 [7] tools_4.0.3              backports_1.1.10         utf8_1.1.4              
[10] R6_2.5.0                 DBI_1.1.0                colorspace_2.0-2        
[13] withr_2.3.0              tidyselect_1.1.0         compiler_4.0.3          
[16] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[19] xml2_1.3.2               labeling_0.4.2           checkmate_2.0.0         
[22] digest_0.6.27            rmarkdown_2.10           oce_1.2-0               
[25] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[28] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[31] rstudioapi_0.13          farver_2.0.3             generics_0.1.0          
[34] jsonlite_1.7.1           magrittr_1.5             Matrix_1.2-18           
[37] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[40] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[43] yaml_2.2.1               MASS_7.3-53              grid_4.0.3              
[46] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[49] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[52] hms_0.5.3                seacarb_3.2.14           knitr_1.33              
[55] pillar_1.6.2             reprex_0.3.0             glue_1.4.2              
[58] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.14.0       
[61] modelr_0.1.8             vctrs_0.3.8              tweenr_1.0.2            
[64] httpuv_1.5.4             testthat_2.3.2           cellranger_1.1.0        
[67] gtable_0.3.0             polyclip_1.10-0          assertthat_0.2.1        
[70] xfun_0.25                broom_0.7.9              RcppEigen_0.3.3.7.0     
[73] later_1.2.0              viridisLite_0.3.0        ellipsis_0.3.2          
[76] here_0.1