GLODAPv2_2021 halogenated tracers

workflowr

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• Past versions

Last updated: 2022-10-25

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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Rmd	027e55a	jens-daniel-mueller	2021-12-21	test run with cruises based flagging and filling conditions
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Rmd	6ece1d2	jens-daniel-mueller	2021-12-02	plot only defined density slabs
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Rmd	77a9fe6	jens-daniel-mueller	2021-12-02	test with 2010s after implementing specifc IO 1990s tasks
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Rmd	6b9a242	jens-daniel-mueller	2021-11-12	add zonal mean section of gridded dcant and CFC
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Rmd	5ca91b7	jens-daniel-mueller	2021-11-04	rerun standard
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1 Version ID

The results displayed on this site correspond to the Version_ID:

params$Version_ID

[1] "v_XXX"

2 Read files

Main data source for this project is the preprocessed version of GLODAPv2:

params_local$GLODAPv2_version

[1] "2021"

GLODAP <-
  read_csv(
    paste0(
      path_preprocessing,
      "GLODAPv2.",
      params_local$GLODAPv2_version,
      "_preprocessed_tracer.csv"),
    guess_max = 1e5
  )

pCFC_12_3d <-
  read_csv(paste(path_preprocessing,
                  "K04_pCFC_12_3d.csv", sep = ""))

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

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

3 Data preparation

3.1 Filter eras

# create labels for era
era_labels <- bind_cols(
  start = params_local$era_start,
  end = params_local$era_end)

era_labels <- era_labels %>% 
  mutate(start = if_else(start == -Inf, max(GLODAP$year), start),
         end = if_else(end == Inf, max(GLODAP$year), end),
         era = as.factor(paste(start, end, sep = "-")))

# filter GLODAP data within eras
GLODAP <- expand_grid(
  GLODAP,
  era_labels
)

# select data within each era
GLODAP <- GLODAP %>% 
  filter(year >= start & year <= end)

GLODAP <- GLODAP %>% 
  select(-c(start, end))

3.2 Spatial boundaries

3.2.1 Basin mask

The basin mask from the World Ocean Atlas was used. For details consult the data base subsection for WOA18 data.

Please note that some GLODAP observations were made outside the WOA18 basin mask (i.e. in marginal seas) and will be removed for further analysis.

# use only data inside basinmask
GLODAP <- inner_join(GLODAP, basinmask)

3.3 Flags and NA

Only rows (samples) for which all relevant parameters are available were selected, ie NA’s were removed.

According to Olsen et al (2020), flags within the merged master file identify:

• f:

  • 2: Acceptable
  • 0: Interpolated (nutrients/oxygen) or calculated (CO[2] variables)
  • 9: Data not used (so, only NA data should have this flag)

• qc:

  • 1: Adjusted or unadjusted data
  • 0: Data appear of good quality but have not been subjected to full secondary QC
  • data with poor or uncertain quality are excluded.

Following flagging criteria were taken into account:

• flag_f: 2, 9
• flag_qc: 1

The cleaning process was performed successively and the maps below represent the data coverage at various cleaning levels.

Summary statistics were calculated during cleaning process.

3.3.1 NA

GLODAP_NA <- GLODAP %>%
  select(lon, lat, era, pcfc11, pcfc12, pcfc113, pccl4, psf6) %>%
  pivot_longer(pcfc11:psf6,
               names_to = "parameter",
               values_to = "value") %>%
  mutate(NA_flag = if_else(is.na(value), "NA", "available"),
         parameter = fct_inorder(as.factor(parameter)))

GLODAP_NA_stats <- GLODAP_NA %>% 
  count(era, parameter, NA_flag)

GLODAP_NA <- GLODAP_NA %>% 
  count(lat, lon, era, parameter, NA_flag)

3.3.1.1 Maps

GLODAP_NA %>%
  group_split(NA_flag) %>%
  # head(1) %>%
  map(
    ~ map +
      geom_raster(data = .x,
                  aes(lon, lat, fill = n)) +
      scale_fill_viridis_c(
        option = "magma",
        direction = -1,
        trans = "log10"
      ) +
      theme(legend.position = "bottom",
            axis.text = element_blank(),
            axis.ticks = element_blank()) +
      labs(title = paste("Flag:", unique(.x$NA_flag))) +
      facet_grid(parameter ~ era)
      
  )

[[1]]

Past versions of NA_maps-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11
973192c	jens-daniel-mueller	2021-10-28

[[2]]

Past versions of NA_maps-2.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_NA)  

3.3.1.2 Stats

GLODAP_NA_stats %>% 
  ggplot(aes(parameter, n, fill = NA_flag)) +
  coord_flip() +
  scale_x_discrete(limits = rev) +
  geom_col() +
  facet_grid(era~.) +
  scale_fill_brewer(palette = "Dark2")

Past versions of NA_stats-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
07ccee8	jens-daniel-mueller	2021-11-11
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_NA_stats)

3.3.2 f flag

GLODAP_f_flags <- GLODAP %>% 
  select(lon, lat, era, ends_with("f")) %>% 
  pivot_longer(cfc11f:sf6f,
               names_to = "parameter",
               values_to = "value") %>% 
  mutate(parameter = fct_inorder(as.factor(parameter)))

GLODAP_f_flags_stats <- GLODAP_f_flags %>% 
  count(era, parameter, value)

GLODAP_f_flags <- GLODAP_f_flags %>% 
  count(lat, lon, era, parameter, value)

3.3.2.1 Maps

GLODAP_f_flags %>%
  group_split(value) %>%
  # head(1) %>%
  map(
    ~ map +
      geom_raster(data = .x,
                  aes(lon, lat, fill = n)) +
      scale_fill_viridis_c(
        option = "magma",
        direction = -1,
        trans = "log10"
      ) +
      theme(legend.position = "bottom",
            axis.text = element_blank(),
            axis.ticks = element_blank()) +
      labs(title = paste("f flag:", unique(.x$value))) +
      facet_grid(parameter ~ era)
      
  )

[[1]]

Past versions of f_flag_maps-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
973192c	jens-daniel-mueller	2021-10-28

[[2]]

Past versions of f_flag_maps-2.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_f_flags)

3.3.2.2 Stats

GLODAP_f_flags_stats %>% 
  mutate(value = as.factor(value)) %>% 
  ggplot(aes(parameter, n, fill = value)) +
  coord_flip() +
  scale_x_discrete(limits = rev) +
  geom_col() +
  facet_grid(era~.) +
  scale_fill_brewer(palette = "Dark2")

Past versions of f_flag_stats-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_f_flags_stats)

3.3.3 qc flag

GLODAP_qc_flags <- GLODAP %>% 
  select(lon, lat, era, ends_with("qc")) %>% 
  pivot_longer(cfc11qc:ccl4qc,
               names_to = "parameter",
               values_to = "value") %>% 
  mutate(parameter = fct_inorder(as.factor(parameter))) %>% 
  count(lat, lon, era, parameter, value)

GLODAP_qc_flags_stats <- GLODAP_qc_flags %>% 
  count(era, parameter, value)

GLODAP_qc_flags <- GLODAP_qc_flags %>% 
  count(lat, lon, era, parameter, value)

3.3.3.1 Maps

GLODAP_qc_flags %>%
  group_split(value) %>%
  # head(1) %>%
  map(
    ~ map +
      geom_raster(data = .x,
                  aes(lon, lat, fill = n)) +
      scale_fill_viridis_c(
        option = "magma",
        direction = -1,
        trans = "log10"
      ) +
      theme(legend.position = "bottom",
            axis.text = element_blank(),
            axis.ticks = element_blank()) +
      labs(title = paste("qc flag:", unique(.x$value))) +
      facet_grid(parameter ~ era)
      
  )

[[1]]

Past versions of qc_flag_maps-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
973192c	jens-daniel-mueller	2021-10-28

[[2]]

Past versions of qc_flag_maps-2.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_qc_flags)

3.3.3.2 Stats

GLODAP_qc_flags_stats %>% 
  mutate(value = as.factor(value)) %>% 
  ggplot(aes(parameter, n, fill = value)) +
  coord_flip() +
  scale_x_discrete(limits = rev) +
  geom_col() +
  facet_grid(era~.) +
  scale_fill_brewer(palette = "Dark2")

Past versions of qc_flag_stats-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_qc_flags_stats)

3.3.4 Apply filter

GLODAP <- GLODAP %>%  
  filter(
    if_all(
      c(tco2, talk, params_local$MLR_predictors, depth, gamma),
      ~ !is.na(.)
    ),
    if_all(ends_with("f"), ~ . %in% params_local$flag_f),
    if_all(ends_with("qc"), ~ . %in% params_local$flag_qc)
  )

4 Indian Ocean

exist_IO_1990 <- GLODAP %>%
  filter(between(year, 1989, 1999) &
           basin_AIP == "Indian") %>% 
  nrow() > 0

4.1 NS cruise

4.1.1 Absolute

GLODAP_grid_Indian <- GLODAP %>% 
  filter(basin_AIP == "Indian",
         lon > 70,
         lon < 100,
         cruise %in% c(249, 250, 352, 353)) %>%
  mutate(cruise = as.factor(cruise)) %>% 
  distinct(era, lon, lat, cruise, year = as.factor(year(date)))

map +
  geom_tile(data = GLODAP_grid_Indian,
            aes(lon, lat, fill = year)) +
  facet_grid(era ~ .)


IO_NS <- GLODAP %>% 
  filter(cruise %in% c(249, 250, 352, 353),
         !is.na(pcfc12)) 

IO_NS %>% 
  ggplot(aes(pcfc12)) +
  geom_histogram() +
  facet_grid(era ~ .)

IO_NS %>% 
  filter(pcfc12 < 2) %>% 
  ggplot(aes(pcfc12)) +
  geom_histogram() +
  facet_grid(era ~ .)

IO_NS %>% 
  ggplot(aes(lat , depth, col = pcfc12)) +
  geom_point() +
  scale_color_viridis_c(trans = "pseudo_log",
                        breaks = c(0,10,100)) +
  scale_y_reverse() +
  facet_grid(era ~ .)

IO_NS_grid <- IO_NS %>% 
  select(lat, lon, depth, era, basin_AIP, pcfc12) %>% 
  group_by(era) %>%
  nest() %>%
  mutate(zonal = map(.x = data, ~m_zonal_mean_sd_bottle(.x))) %>%
  select(-data) %>%
  unnest(zonal)

IO_NS_grid %>% 
  ggplot(aes(lat , depth, fill = pcfc12_mean)) +
  geom_raster() +
  scale_fill_viridis_c(trans = "pseudo_log",
                        breaks = c(0,10,100)) +
  scale_y_reverse() +
  coord_cartesian(expand = 0) +
  facet_grid(era ~ .)

4.1.2 Change

IO_NS_grid_offset <- IO_NS_grid %>% 
  select(-pcfc12_sd) %>% 
  pivot_wider(names_from = era,
              values_from = pcfc12_mean) %>% 
  mutate(delta_pcfc12_mean := !!sym(tref$era[2]) - !!sym(tref$era[1]))

IO_NS_grid_offset %>%
  ggplot(aes(lat , depth, fill = delta_pcfc12_mean)) +
  geom_raster() +
  scale_fill_divergent(
    mid = "grey80",
    na.value = "black",
    trans = "pseudo_log",
    breaks = c(-100, -10, 0, 10, 100)
  ) +
  scale_y_reverse() +
  coord_cartesian(expand = 0)

IO_NS_grid_offset %>% 
  mutate(delta_pcfc12_mean = cut(delta_pcfc12_mean, c(-Inf, 2, 5, 20, Inf))) %>% 
  ggplot(aes(lat , depth, fill = delta_pcfc12_mean)) +
  geom_raster() +
  scale_fill_viridis_d(na.value = "grey") +
  scale_y_reverse() +
  coord_cartesian(expand = 0)

rm(IO_NS, IO_NS_grid, IO_NS_grid_offset)

4.2 EW cruise

4.2.1 Absolute

GLODAP_grid_Indian <- GLODAP %>% 
  filter(basin_AIP == "Indian",
         lat > -25,
         lat < -15,
         cruise %in% c(252, 488)
         ) %>%
  mutate(cruise = as.factor(cruise)) %>% 
  distinct(era, lon, lat, cruise, year = as.factor(year(date)))

map +
  geom_tile(data = GLODAP_grid_Indian,
            aes(lon, lat, fill = year)) +
  facet_grid(era ~ .)


IO_EW <- GLODAP %>% 
  filter(cruise %in% c(252, 488),
         !is.na(pcfc12)) 

IO_EW %>% 
  ggplot(aes(pcfc12)) +
  geom_histogram() +
  facet_grid(era ~ .)

IO_EW %>% 
  filter(pcfc12 < 2) %>% 
  ggplot(aes(pcfc12)) +
  geom_histogram() +
  facet_grid(era ~ .)

IO_EW %>% 
  ggplot(aes(lon , depth, col = pcfc12)) +
  geom_point() +
  scale_fill_viridis_c(trans = "pseudo_log",
                        breaks = c(0,10,100)) +
  scale_y_reverse() +
  facet_grid(era ~ .)

IO_EW_grid <- IO_EW %>% 
  mutate(depth = cut(depth,
                          seq(0,1e4,200),
                          seq(100,1e4,200)),
         depth = as.numeric(as.character(depth)),
         lon_grid = cut(lon,
                          seq(-100,200,2),
                          seq(-99,200,2)),
         lon_grid = as.numeric(as.character(lon_grid))) %>% 
  group_by(lon_grid, depth, era) %>% 
  summarise(pcfc12 = mean(pcfc12, na.rm = TRUE)) %>% 
  ungroup()


IO_EW_grid %>% 
  ggplot(aes(lon_grid , depth, fill = pcfc12)) +
  geom_tile() +
  scale_fill_viridis_c(trans = "pseudo_log",
                        breaks = c(0,10,100)) +
  scale_y_reverse() +
  coord_cartesian(expand = 0) +
  facet_grid(era ~ .)

4.2.2 Change

IO_EW_grid_offset <- IO_EW_grid %>% 
  pivot_wider(names_from = era,
              values_from = pcfc12) %>% 
  mutate(delta_pcfc12_mean := !!sym(tref$era[2]) - !!sym(tref$era[1]))


IO_EW_grid_offset %>% 
  ggplot(aes(lon_grid , depth, fill = delta_pcfc12_mean)) +
  geom_raster() +
  scale_fill_divergent(
    mid = "grey80",
    na.value = "black",
    trans = "pseudo_log",
    breaks = c(-100, -10, 0, 10, 100)
  ) +
  scale_y_reverse() +
  coord_cartesian(expand = 0)

IO_EW_grid_offset %>% 
  mutate(delta_pcfc12_mean = cut(delta_pcfc12_mean, c(-Inf, 2, 5, 20, Inf))) %>% 
  ggplot(aes(lon_grid , depth, fill = delta_pcfc12_mean)) +
  geom_raster() +
  scale_fill_viridis_d(na.value = "grey") +
  scale_y_reverse() +
  coord_cartesian(expand = 0)

rm(IO_EW, IO_EW_grid, IO_EW_grid_offset, GLODAP_grid_Indian)

5 Zonal sections

5.1 Absolute

zonal_sections <- GLODAP %>% 
  mutate(basin_AIP = if_else(basin_AIP == "Pacific" & lon < 200,
                             "Western Pacific",
                             basin_AIP),
         basin_AIP = if_else(basin_AIP == "Pacific",
                             "Eastern Pacific",
                             basin_AIP)) %>% 
  select(lat, lon, depth, era, basin_AIP, pcfc12) %>% 
  group_by(era) %>%
  nest() %>%
  mutate(zonal = map(.x = data, ~m_zonal_mean_sd_bottle(.x))) %>%
  select(-data) %>%
  unnest(zonal)

zonal_sections %>% 
  ggplot(aes(lat , depth, fill = pcfc12_mean)) +
  geom_tile() +
  scale_fill_viridis_c(trans = "pseudo_log",
                        breaks = c(0,10,100)) +
  scale_y_reverse() +
  labs(x = "Latitude (°N)", y = "Depth (m)") +
  coord_fixed(ratio = 1e-2, expand = 0) +
  facet_grid(basin_AIP ~ era) +
  theme(legend.position = "left")

Past versions of zonal_sections-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
8e36b9c	jens-daniel-mueller	2022-06-20
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11
e3faf2f	jens-daniel-mueller	2021-11-04
1d4c657	jens-daniel-mueller	2021-11-04
ceea35b	jens-daniel-mueller	2021-11-01

5.2 Change

zonal_sections_offset <- zonal_sections %>% 
  select(-pcfc12_sd) %>% 
  pivot_wider(names_from = era,
              values_from = pcfc12_mean) %>% 
  mutate(delta_pcfc12_mean := !!sym(tref$era[2]) - !!sym(tref$era[1]))

zonal_sections_offset %>% 
  ggplot(aes(delta_pcfc12_mean)) +
  geom_histogram() +
  scale_y_log10() +
  coord_cartesian(expand = 0) +
  facet_grid(basin_AIP ~ .)

Past versions of zonal_sections_offset-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
f802b8b	jens-daniel-mueller	2022-06-21
8e36b9c	jens-daniel-mueller	2022-06-20
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11
dfdb778	jens-daniel-mueller	2021-11-04
1d4c657	jens-daniel-mueller	2021-11-04

zonal_sections_offset %>% 
  ggplot(aes(delta_pcfc12_mean)) +
  geom_histogram() +
  coord_cartesian(expand = 0) +
  scale_x_continuous(trans = "pseudo_log",
                     breaks = c(-100, -10, 0, 10, 100)) +
  scale_y_log10() +
  facet_grid(basin_AIP ~ .)

Past versions of zonal_sections_offset-2.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
f802b8b	jens-daniel-mueller	2022-06-21
8e36b9c	jens-daniel-mueller	2022-06-20
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11
dfdb778	jens-daniel-mueller	2021-11-04
e3faf2f	jens-daniel-mueller	2021-11-04
1d4c657	jens-daniel-mueller	2021-11-04

zonal_sections_offset %>% 
  ggplot(aes(lat , depth, fill = delta_pcfc12_mean)) +
  geom_raster() +
  scale_fill_divergent(
    mid = "grey80",
    na.value = "black",
    trans = "pseudo_log",
    breaks = c(-100, -10, 0, 10, 100)
  ) +
  labs(x = "Latitude (°N)", y = "Depth (m)") +
  scale_y_reverse() +
  coord_fixed(ratio = 1e-2, expand = 0) +
  facet_grid(basin_AIP ~ .)

Past versions of zonal_sections_offset-3.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
f802b8b	jens-daniel-mueller	2022-06-21
8e36b9c	jens-daniel-mueller	2022-06-20
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
bff8e31	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11
dfdb778	jens-daniel-mueller	2021-11-04
1d4c657	jens-daniel-mueller	2021-11-04

zonal_sections_offset %>%
  mutate(delta_pcfc12_mean = cut(
    delta_pcfc12_mean,
    c(-Inf, 0.2, 1, 2, 5, 20, Inf))) %>%
  ggplot(aes(lat , depth, fill = delta_pcfc12_mean)) +
  geom_raster() +
  scale_fill_viridis_d(na.value = "grey") +
  scale_y_reverse() +
  facet_grid(basin_AIP ~ .) +
  coord_fixed(ratio = 1e-2, expand = 0)

Past versions of zonal_sections_offset-4.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
f802b8b	jens-daniel-mueller	2022-06-21
8e36b9c	jens-daniel-mueller	2022-06-20
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
654ab1b	jens-daniel-mueller	2021-11-12

6 Interior relation to dCant

6.1 Distributions

CFC_dcant <- inner_join(
  dcant_3d %>%
    filter(data_source == "obs") %>%
    select(lon, lat, depth, basin_AIP, dcant, gamma, gamma_slab),
  pCFC_12_3d
)

CFC_dcant <- CFC_dcant %>%
  mutate(depth_grid = cut(depth, seq(0, 1e4, 1000), right = FALSE))

CFC_dcant %>%
  ggplot(aes(pCFC_12, dcant)) +
  geom_hline(yintercept = 0) +
  geom_bin2d() +
  geom_smooth(col = "red", se = FALSE) +
  scale_fill_viridis_c(trans = "log10") +
  facet_grid(gamma_slab ~ basin_AIP,
             scales = "free_y") +
  coord_cartesian(ylim = c(-5,15))

Past versions of dcant_CFC12_correlation_gamma-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
a398df3	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

CFC_dcant %>%
  filter(pCFC_12 < 5) %>% 
  ggplot(aes(dcant, col = basin_AIP, fill = basin_AIP)) +
  geom_vline(xintercept = 0) +
  geom_density(alpha = 0.3) +
  facet_grid(gamma_slab ~ .) +
  labs(title = "pCFC-12 < 5")

Past versions of dcant_CFC12_correlation_at_low_CFC-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
a398df3	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
38cad1d	jens-daniel-mueller	2021-11-11

CFC_dcant %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>% 
  group_split(gamma_slab) %>%
  map(
    ~ ggplot(data = .x,
             aes(pCFC_12, dcant)) +
      geom_hline(yintercept = 0) +
      geom_bin2d() +
      geom_smooth(col = "red", se=FALSE) +
      scale_fill_viridis_c(trans = "log10") +
      labs(title = paste("gamma_slab", unique(.x$gamma_slab))) +
      facet_grid(. ~ basin_AIP)
  )

[[1]]

Past versions of dcant_CFC12_correlation_gamma_individual-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
a398df3	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
d258523	jens-daniel-mueller	2021-12-02
605b380	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

[[2]]

Past versions of dcant_CFC12_correlation_gamma_individual-2.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
a398df3	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

[[3]]

Past versions of dcant_CFC12_correlation_gamma_individual-3.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
a398df3	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
605b380	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

CFC_dcant %>%
  filter(pCFC_12 < 5) %>%
  group_split(gamma_slab) %>%
  # head(1) %>% 
  map(~ ggplot(data = .x,
               aes(dcant, col = basin_AIP, fill = basin_AIP)) +
  geom_vline(xintercept = 0) +
  geom_density(alpha = 0.3) +
  labs(title = paste("pCFC-12 < 5 | gamma_slab", unique(.x$gamma_slab))) +
  coord_cartesian(xlim = c(-4,11.5))
)

6.2 Zonal sections

CFC_dcant_zonal <- m_zonal_mean_sd(
  CFC_dcant %>% 
    select(lat, lon, depth, basin_AIP, gamma, dcant, pCFC_12)
)


CFC_dcant_zonal <- CFC_dcant_zonal %>%
  mutate(
    dcant_mean_pos = if_else(dcant_mean < 0, 0, dcant_mean),
    dcant_per_CFC = dcant_mean_pos / pCFC_12_mean,
    dcant_per_CFC_log = log10(dcant_per_CFC)
  )

# dcant_per_CFC_log_min <- CFC_dcant_zonal %>% 
#   filter(dcant_per_CFC_log != -Inf) %>% 
#   slice_min(dcant_per_CFC_log) %>% 
#   pull(dcant_per_CFC_log)
# 
# dcant_per_CFC_log_max <- CFC_dcant_zonal %>% 
#   filter(dcant_per_CFC_log != Inf) %>% 
#   slice_max(dcant_per_CFC_log) %>% 
#   pull(dcant_per_CFC_log)
# 
# 
# CFC_dcant_zonal <- CFC_dcant_zonal %>%
#   mutate(
#     dcant_per_CFC_log = if_else(dcant_mean_pos == 0,
#                                 dcant_per_CFC_log_min,
#                                 dcant_per_CFC_log),
#     dcant_per_CFC_log = if_else(
#       pCFC_12_mean == 0,
#       dcant_per_CFC_log_max,
#       dcant_per_CFC_log
#     )
#   )


CFC_dcant_zonal %>%
  p_section_zonal_continous_depth(
    var = "dcant_mean_pos",
    title_text = NULL) +
  facet_grid(basin_AIP ~ .)

Past versions of zonal_mean_sections-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
7761704	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
a398df3	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
029c50a	jens-daniel-mueller	2021-11-12
20e7603	jens-daniel-mueller	2021-11-12

CFC_dcant_zonal %>%
  p_section_zonal_continous_depth(
    var = "pCFC_12_mean",
    breaks = NULL,
    legend_title = "pCFC_12",
    title_text = NULL
  ) +
  facet_grid(basin_AIP ~ .)

Past versions of zonal_mean_sections-2.png

Version	Author	Date
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
7761704	jens-daniel-mueller	2022-09-26
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
469a640	jens-daniel-mueller	2022-06-16
b7ca0f3	jens-daniel-mueller	2022-05-25
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
029c50a	jens-daniel-mueller	2021-11-12
20e7603	jens-daniel-mueller	2021-11-12

CFC_dcant_zonal %>%
  mutate(lg_pCFC_12_mean = log10(pCFC_12_mean)) %>% 
  p_section_zonal_continous_depth(
    var = "lg_pCFC_12_mean",
    breaks = NULL,
    legend_title = "pCFC_12",
    title_text = NULL
  ) +
  facet_grid(basin_AIP ~ .)

Past versions of zonal_mean_sections-3.png

Version	Author	Date
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
7761704	jens-daniel-mueller	2022-09-26
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
469a640	jens-daniel-mueller	2022-06-16
b7ca0f3	jens-daniel-mueller	2022-05-25
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
b7d656b	jens-daniel-mueller	2021-11-16
8a3e867	jens-daniel-mueller	2021-11-12
029c50a	jens-daniel-mueller	2021-11-12
20e7603	jens-daniel-mueller	2021-11-12

CFC_dcant_zonal %>%
  # filter(dcant_per_CFC_log > -4) %>%
  p_section_zonal_continous_depth(
    var = "dcant_per_CFC_log",
    breaks = NULL,
    legend_title = "log10\ndcant /\npCFC_12",
    title_text = NULL
  ) +
  facet_grid(basin_AIP ~ .)

Past versions of zonal_mean_sections-4.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
7761704	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
a398df3	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16
8a3e867	jens-daniel-mueller	2021-11-12
e5a0a8f	jens-daniel-mueller	2021-11-12
1b58f8e	jens-daniel-mueller	2021-11-12
029c50a	jens-daniel-mueller	2021-11-12
20e7603	jens-daniel-mueller	2021-11-12

CFC_dcant_zonal %>%
  # filter(dcant_per_CFC_log > -4) %>%
  p_section_zonal_continous_depth(
    var = "dcant_per_CFC_log",
    breaks = NULL,
    legend_title = "log10\ndcant /\npCFC_12",
    title_text = NULL
  ) +
  scale_y_reverse(
    limits = c(1000, 0),
    breaks = seq(0, 900, 200),
    name = "Depth (m)"
  ) +
  facet_grid(basin_AIP ~ .)

Past versions of zonal_mean_sections-5.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
0f27b68	jens-daniel-mueller	2022-10-18
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
7761704	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
bd7dfc2	jens-daniel-mueller	2022-07-15
b92af2e	jens-daniel-mueller	2022-07-13
8db1845	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
5216910	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
a398df3	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16
8a3e867	jens-daniel-mueller	2021-11-12
e5a0a8f	jens-daniel-mueller	2021-11-12
1b58f8e	jens-daniel-mueller	2021-11-12
029c50a	jens-daniel-mueller	2021-11-12
20e7603	jens-daniel-mueller	2021-11-12

7 Overview plots

7.1 Number of overservations

GLODAP %>% 
  filter(!is.na(pcfc12)) %>% 
  group_by(era, basin_AIP) %>% 
  count() %>% 
  ggplot(aes(basin_AIP, n, fill = era)) +
  geom_col() +
  scale_fill_brewer(palette = "Dark2")

Past versions of counts-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
973192c	jens-daniel-mueller	2021-10-28

7.2 Coverage maps by era

7.2.1 Final input data

The following plots show the remaining data density in each grid cell after all cleaning steps, separately for each era.

map +
  geom_bin2d(data = GLODAP %>% filter(!is.na(pcfc12)),
             aes(lon, lat),
             binwidth = c(1,1)) +
  scale_fill_viridis_c(option = "magma", direction = -1, trans = "log10") +
  facet_wrap(~era, ncol = 1) +
  labs(title = "GLODAP observations",
       subtitle = paste("Version:", params_local$Version_ID)) +
  theme(axis.title = element_blank())

Past versions of coverage_maps_era_clean-1.png

Version	Author	Date
28e3163	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
233fa96	jens-daniel-mueller	2022-07-19
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
a28c3f7	jens-daniel-mueller	2022-06-16
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
605b380	jens-daniel-mueller	2021-12-02
973192c	jens-daniel-mueller	2021-10-28

Session information

sessionInfo()

R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/lib64/R/lib/libRlapack.so

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

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

other attached packages:
 [1] lubridate_1.8.0    geomtextpath_0.1.0 colorspace_2.0-2   marelac_2.1.10    
 [5] shape_1.4.6        ggforce_0.3.3      metR_0.11.0        scico_1.3.0       
 [9] patchwork_1.1.1    collapse_1.7.0     forcats_0.5.1      stringr_1.4.0     
[13] dplyr_1.0.7        purrr_0.3.4        readr_2.1.1        tidyr_1.1.4       
[17] tibble_3.1.6       ggplot2_3.3.5      tidyverse_1.3.1    workflowr_1.7.0   

loaded via a namespace (and not attached):
 [1] nlme_3.1-155       fs_1.5.2           bit64_4.0.5        gsw_1.0-6         
 [5] RColorBrewer_1.1-2 httr_1.4.2         rprojroot_2.0.2    tools_4.1.2       
 [9] backports_1.4.1    bslib_0.3.1        utf8_1.2.2         R6_2.5.1          
[13] mgcv_1.8-38        DBI_1.1.2          withr_2.4.3        tidyselect_1.1.1  
[17] processx_3.5.2     bit_4.0.4          compiler_4.1.2     git2r_0.29.0      
[21] textshaping_0.3.6  cli_3.1.1          rvest_1.0.2        xml2_1.3.3        
[25] isoband_0.2.5      labeling_0.4.2     sass_0.4.0         scales_1.1.1      
[29] checkmate_2.0.0    SolveSAPHE_2.1.0   callr_3.7.0        systemfonts_1.0.3 
[33] digest_0.6.29      rmarkdown_2.11     oce_1.5-0          pkgconfig_2.0.3   
[37] htmltools_0.5.2    highr_0.9          dbplyr_2.1.1       fastmap_1.1.0     
[41] rlang_1.0.2        readxl_1.3.1       rstudioapi_0.13    jquerylib_0.1.4   
[45] generics_0.1.1     farver_2.1.0       jsonlite_1.7.3     vroom_1.5.7       
[49] magrittr_2.0.1     Matrix_1.4-0       Rcpp_1.0.8         munsell_0.5.0     
[53] fansi_1.0.2        lifecycle_1.0.1    stringi_1.7.6      whisker_0.4       
[57] yaml_2.2.1         MASS_7.3-55        grid_4.1.2         parallel_4.1.2    
[61] promises_1.2.0.1   crayon_1.4.2       lattice_0.20-45    splines_4.1.2     
[65] haven_2.4.3        hms_1.1.1          seacarb_3.3.0      knitr_1.37        
[69] ps_1.6.0           pillar_1.6.4       reprex_2.0.1       glue_1.6.0        
[73] evaluate_0.14      getPass_0.2-2      data.table_1.14.2  modelr_0.1.8      
[77] vctrs_0.3.8        tzdb_0.2.0         tweenr_1.0.2       httpuv_1.6.5      
[81] cellranger_1.1.0   gtable_0.3.0       polyclip_1.10-0    assertthat_0.2.1  
[85] xfun_0.29          broom_0.7.11       later_1.3.0        viridisLite_0.4.0 
[89] ellipsis_0.3.2     here_1.0.1