GLODAPv2_2021 halogenated tracers

workflowr

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Last updated: 2021-11-23

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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Rmd	0b14406	jens-daniel-mueller	2021-10-28	added tracer plots and test without O2 data

---

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, 0
• flag_qc: 1, 0

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
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
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
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
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
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
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
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
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
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

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 ~ .)

Past versions of cfc12_Indian_NS-1.png

Version	Author	Date
0e032dc	jens-daniel-mueller	2021-11-04
ceea35b	jens-daniel-mueller	2021-11-01
973192c	jens-daniel-mueller	2021-10-28

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

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

Past versions of cfc12_Indian_NS-2.png

Version	Author	Date
07ccee8	jens-daniel-mueller	2021-11-11
0e032dc	jens-daniel-mueller	2021-11-04
ceea35b	jens-daniel-mueller	2021-11-01
973192c	jens-daniel-mueller	2021-10-28

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

Past versions of cfc12_Indian_NS-3.png

Version	Author	Date
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11
0e032dc	jens-daniel-mueller	2021-11-04
ceea35b	jens-daniel-mueller	2021-11-01
973192c	jens-daniel-mueller	2021-10-28

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 ~ .)

Past versions of cfc12_Indian_NS-4.png

Version	Author	Date
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11
0e032dc	jens-daniel-mueller	2021-11-04
ceea35b	jens-daniel-mueller	2021-11-01
973192c	jens-daniel-mueller	2021-10-28

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 ~ .)

Past versions of cfc12_Indian_NS-5.png

Version	Author	Date
950d8e7	jens-daniel-mueller	2021-11-12
1d4c657	jens-daniel-mueller	2021-11-04
0e032dc	jens-daniel-mueller	2021-11-04
ceea35b	jens-daniel-mueller	2021-11-01
973192c	jens-daniel-mueller	2021-10-28

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 = `2000-2009` - `1989-1999`)

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)

Past versions of pcfc12_Indian_NS_offset-1.png

Version	Author	Date
654ab1b	jens-daniel-mueller	2021-11-12
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11

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)

Past versions of pcfc12_Indian_NS_offset-2.png

Version	Author	Date
654ab1b	jens-daniel-mueller	2021-11-12
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11

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 ~ .)

Past versions of pcfc12_Indian_EW-1.png

Version	Author	Date
654ab1b	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11

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

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

Past versions of pcfc12_Indian_EW-2.png

Version	Author	Date
07ccee8	jens-daniel-mueller	2021-11-11

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

Past versions of pcfc12_Indian_EW-3.png

Version	Author	Date
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11

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 ~ .)

Past versions of pcfc12_Indian_EW-4.png

Version	Author	Date
654ab1b	jens-daniel-mueller	2021-11-12
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11

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 ~ .)

Past versions of pcfc12_Indian_EW-5.png

Version	Author	Date
950d8e7	jens-daniel-mueller	2021-11-12

4.2.2 Change

IO_EW_grid_offset <- IO_EW_grid %>% 
  pivot_wider(names_from = era,
              values_from = pcfc12) %>% 
  mutate(delta_pcfc12_mean = `2000-2009` - `1989-1999`)


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)

Past versions of pcfc12_Indian_EW_offset-1.png

Version	Author	Date
654ab1b	jens-daniel-mueller	2021-11-12
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11

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)

Past versions of pcfc12_Indian_EW_offset-2.png

Version	Author	Date
654ab1b	jens-daniel-mueller	2021-11-12
950d8e7	jens-daniel-mueller	2021-11-12
07ccee8	jens-daniel-mueller	2021-11-11

rm(IO_EW, IO_EW_grid, IO_EW_grid_offset, GLODAP_grid_Indian)

5 Zonal sections

5.1 Absolute

zonal_sections <- GLODAP %>% 
  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
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
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
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 ~ .) +
  theme(axis.text.y = element_blank(),
        axis.title.y = element_blank())

Past versions of zonal_sections_offset-3.png

Version	Author	Date
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
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
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
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 %>%
  group_split(gamma_slab, depth_grid) %>%
  # head(1) %>%
  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$gamma_slab),
                         "| depth", unique(.x$depth_grid))) +
      facet_grid(. ~ basin_AIP)
  )

[[1]]

Past versions of dcant_CFC12_correlation_depth_gamma-1.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[2]]

Past versions of dcant_CFC12_correlation_depth_gamma-2.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[3]]

Past versions of dcant_CFC12_correlation_depth_gamma-3.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[4]]

Past versions of dcant_CFC12_correlation_depth_gamma-4.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[5]]

Past versions of dcant_CFC12_correlation_depth_gamma-5.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[6]]

Past versions of dcant_CFC12_correlation_depth_gamma-6.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[7]]

Past versions of dcant_CFC12_correlation_depth_gamma-7.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[8]]

Past versions of dcant_CFC12_correlation_depth_gamma-8.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[9]]

Past versions of dcant_CFC12_correlation_depth_gamma-9.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[10]]

Past versions of dcant_CFC12_correlation_depth_gamma-10.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[11]]

Past versions of dcant_CFC12_correlation_depth_gamma-11.png

Version	Author	Date
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[12]]

Past versions of dcant_CFC12_correlation_depth_gamma-12.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[13]]

Past versions of dcant_CFC12_correlation_depth_gamma-13.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[14]]

Past versions of dcant_CFC12_correlation_depth_gamma-14.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[15]]

Past versions of dcant_CFC12_correlation_depth_gamma-15.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[16]]

Past versions of dcant_CFC12_correlation_depth_gamma-16.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[17]]

Past versions of dcant_CFC12_correlation_depth_gamma-17.png

Version	Author	Date
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[18]]

Past versions of dcant_CFC12_correlation_depth_gamma-18.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[19]]

Past versions of dcant_CFC12_correlation_depth_gamma-19.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[20]]

Past versions of dcant_CFC12_correlation_depth_gamma-20.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[21]]

Past versions of dcant_CFC12_correlation_depth_gamma-21.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[22]]

Past versions of dcant_CFC12_correlation_depth_gamma-22.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[23]]

Past versions of dcant_CFC12_correlation_depth_gamma-23.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[24]]

Past versions of dcant_CFC12_correlation_depth_gamma-24.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[25]]

Past versions of dcant_CFC12_correlation_depth_gamma-25.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[26]]

Past versions of dcant_CFC12_correlation_depth_gamma-26.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[27]]

Past versions of dcant_CFC12_correlation_depth_gamma-27.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[28]]

Past versions of dcant_CFC12_correlation_depth_gamma-28.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[29]]

Past versions of dcant_CFC12_correlation_depth_gamma-29.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[30]]

Past versions of dcant_CFC12_correlation_depth_gamma-30.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[31]]

Past versions of dcant_CFC12_correlation_depth_gamma-31.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[32]]

Past versions of dcant_CFC12_correlation_depth_gamma-32.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[33]]

Past versions of dcant_CFC12_correlation_depth_gamma-33.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[34]]

Past versions of dcant_CFC12_correlation_depth_gamma-34.png

Version	Author	Date
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
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[35]]

Past versions of dcant_CFC12_correlation_depth_gamma-35.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[36]]

Past versions of dcant_CFC12_correlation_depth_gamma-36.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[37]]

Past versions of dcant_CFC12_correlation_depth_gamma-37.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[38]]

Past versions of dcant_CFC12_correlation_depth_gamma-38.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[39]]

Past versions of dcant_CFC12_correlation_depth_gamma-39.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[40]]

Past versions of dcant_CFC12_correlation_depth_gamma-40.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[41]]

Past versions of dcant_CFC12_correlation_depth_gamma-41.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[42]]

Past versions of dcant_CFC12_correlation_depth_gamma-42.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[43]]

Past versions of dcant_CFC12_correlation_depth_gamma-43.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[44]]

Past versions of dcant_CFC12_correlation_depth_gamma-44.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[45]]

Past versions of dcant_CFC12_correlation_depth_gamma-45.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[46]]

Past versions of dcant_CFC12_correlation_depth_gamma-46.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[47]]

Past versions of dcant_CFC12_correlation_depth_gamma-47.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[48]]

Past versions of dcant_CFC12_correlation_depth_gamma-48.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[49]]

Past versions of dcant_CFC12_correlation_depth_gamma-49.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[50]]

Past versions of dcant_CFC12_correlation_depth_gamma-50.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[51]]

Past versions of dcant_CFC12_correlation_depth_gamma-51.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

[[52]]

Past versions of dcant_CFC12_correlation_depth_gamma-52.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
20e7603	jens-daniel-mueller	2021-11-12
38cad1d	jens-daniel-mueller	2021-11-11
4e4c0b7	jens-daniel-mueller	2021-11-11

CFC_dcant %>%
  group_split(gamma_slab) %>%
  # head(1) %>%
  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
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
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
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

[[4]]

Past versions of dcant_CFC12_correlation_gamma_individual-4.png

Version	Author	Date
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

[[5]]

Past versions of dcant_CFC12_correlation_gamma_individual-5.png

Version	Author	Date
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

[[6]]

Past versions of dcant_CFC12_correlation_gamma_individual-6.png

Version	Author	Date
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

[[7]]

Past versions of dcant_CFC12_correlation_gamma_individual-7.png

Version	Author	Date
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

[[8]]

Past versions of dcant_CFC12_correlation_gamma_individual-8.png

Version	Author	Date
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

[[9]]

Past versions of dcant_CFC12_correlation_gamma_individual-9.png

Version	Author	Date
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

[[10]]

Past versions of dcant_CFC12_correlation_gamma_individual-10.png

Version	Author	Date
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

[[11]]

Past versions of dcant_CFC12_correlation_gamma_individual-11.png

Version	Author	Date
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

[[12]]

Past versions of dcant_CFC12_correlation_gamma_individual-12.png

Version	Author	Date
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

[[13]]

Past versions of dcant_CFC12_correlation_gamma_individual-13.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

[[14]]

Past versions of dcant_CFC12_correlation_gamma_individual-14.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

[[15]]

Past versions of dcant_CFC12_correlation_gamma_individual-15.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
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))
)

[[1]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-1.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

[[2]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-2.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

[[3]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-3.png

Version	Author	Date
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
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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

[[4]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-4.png

Version	Author	Date
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
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6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

[[5]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-5.png

Version	Author	Date
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

[[6]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-6.png

Version	Author	Date
3eba8ac	jens-daniel-mueller	2021-11-23
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6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

[[7]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-7.png

Version	Author	Date
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
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5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
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b7d656b	jens-daniel-mueller	2021-11-16

[[8]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-8.png

Version	Author	Date
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
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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

[[9]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-9.png

Version	Author	Date
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
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6562075	jens-daniel-mueller	2021-11-19
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b7d656b	jens-daniel-mueller	2021-11-16

[[10]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-10.png

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3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
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3ae2dd1	jens-daniel-mueller	2021-11-21
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[[11]]

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[[12]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-12.png

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5b46219	jens-daniel-mueller	2021-11-21
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[[13]]

Past versions of dcant_CFC12_correlation_at_low_CFC_gamma-13.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
b7d656b	jens-daniel-mueller	2021-11-16

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
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
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
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
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
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6562075	jens-daniel-mueller	2021-11-19
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e5a0a8f	jens-daniel-mueller	2021-11-12
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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
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 %>% 
  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
973192c	jens-daniel-mueller	2021-10-28

7.2 Assign coarse spatial grid

For the following plots, the cleaned data set was re-opened and observations were gridded spatially to intervals of:

• 5° x 5°

GLODAP <- m_grid_horizontal_coarse(GLODAP)

7.3 Histogram Zonal coverage

GLODAP_histogram_lat <- GLODAP %>%
  group_by(era, lat, basin_AIP) %>%
  tally() %>%
  ungroup()

GLODAP_histogram_lat %>%
  ggplot(aes(lat, n, fill = era)) +
  geom_col() +
  scale_fill_brewer(palette = "Dark2") +
  facet_wrap( ~ basin_AIP) +
  coord_flip(expand = 0) +
  theme(legend.position = "top",
        legend.title = element_blank())

Past versions of coverage_histogram_zonal-1.png

Version	Author	Date
950d8e7	jens-daniel-mueller	2021-11-12
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_histogram_lat)

7.4 Histogram temporal coverage

GLODAP_histogram_year <- GLODAP %>%
  group_by(year, basin_AIP) %>%
  tally() %>%
  ungroup()

GLODAP_histogram_year %>%
  ggplot() +
  geom_vline(xintercept = sort(params_local$era_end)[1] + 0.5) +
  geom_col(aes(year, n,
               fill = basin_AIP)) +
  scale_fill_brewer(palette = "Dark2") +
  scale_shape_manual(values = 24, name = "") +
  scale_y_continuous() +
  coord_cartesian(expand = 0) +
  theme(
    legend.position = "top",
    legend.direction = "vertical",
    legend.title = element_blank(),
    axis.title.x = element_blank()
  )

Past versions of coverage_histogram_temporal-1.png

Version	Author	Date
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_histogram_year,
   era_median_year)

7.5 Zonal temporal coverage (Hovmoeller)

GLODAP_hovmoeller_year <- GLODAP %>%
  group_by(year, lat, basin_AIP) %>%
  tally() %>%
  ungroup()

GLODAP_hovmoeller_year %>%
  ggplot(aes(year, lat, fill = n)) +
  geom_tile() +
  geom_vline(xintercept = sort(params_local$era_end)[1] + 0.5) +
  scale_fill_viridis_c(option = "magma",
                       direction = -1,
                       trans = "log10") +
  coord_cartesian(expand = 0) +
  facet_wrap( ~ basin_AIP, ncol = 1) +
  theme(legend.position = "top",
        axis.title.x = element_blank())

Past versions of coverage_hovmoeller-1.png

Version	Author	Date
950d8e7	jens-daniel-mueller	2021-11-12
973192c	jens-daniel-mueller	2021-10-28

rm(GLODAP_hovmoeller_year)

7.6 Coverage maps by era

7.6.1 Final input data

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

GLODAP_tco2_grid <- GLODAP %>%
  count(lat, lon)

map +
  geom_bin2d(data = GLODAP,
             aes(lon, lat),
             binwidth = c(1,1)) +
  scale_fill_viridis_c(option = "magma", direction = -1, trans = "log10") +
  facet_wrap(~era, ncol = 1) +
  labs(title = "Cleaned 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
973192c	jens-daniel-mueller	2021-10-28

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] lubridate_1.7.9 ggforce_0.3.3   metR_0.9.0      scico_1.2.0    
 [5] patchwork_1.1.1 collapse_1.5.0  forcats_0.5.0   stringr_1.4.0  
 [9] dplyr_1.0.5     purrr_0.3.4     readr_1.4.0     tidyr_1.1.3    
[13] tibble_3.1.3    ggplot2_3.3.5   tidyverse_1.3.0 workflowr_1.6.2

loaded via a namespace (and not attached):
 [1] nlme_3.1-149             fs_1.5.0                 RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 mgcv_1.8-33              DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              tidyselect_1.1.0        
[16] compiler_4.0.3           git2r_0.27.1             cli_3.0.1               
[19] rvest_0.3.6              xml2_1.3.2               isoband_0.2.2           
[22] labeling_0.4.2           sass_0.4.0               scales_1.1.1            
[25] checkmate_2.0.0          digest_0.6.27            rmarkdown_2.10          
[28] pkgconfig_2.0.3          htmltools_0.5.1.1        dbplyr_1.4.4            
[31] highr_0.8                rlang_0.4.11             readxl_1.3.1            
[34] rstudioapi_0.13          jquerylib_0.1.4          generics_0.1.0          
[37] farver_2.0.3             jsonlite_1.7.1           magrittr_1.5            
[40] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[43] fansi_0.4.1              lifecycle_1.0.0          stringi_1.5.3           
[46] whisker_0.4              yaml_2.2.1               MASS_7.3-53             
[49] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[52] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[55] lattice_0.20-41          splines_4.0.3            haven_2.3.1             
[58] hms_0.5.3                knitr_1.33               pillar_1.6.2            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[67] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[73] assertthat_0.2.1         xfun_0.25                broom_0.7.9             
[76] RcppEigen_0.3.3.7.0      later_1.2.0              viridisLite_0.3.0       
[79] memoise_1.1.0            ellipsis_0.3.2           here_0.1