Analysis of cant estimates

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Last updated: 2021-05-12

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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---

1 Data sources

Cant estimates from this sensitivity case:

• Mean and SD per grid cell (lat, lon, depth)
• Zonal mean and SD (basin, lat, depth)
• Inventories (lat, lon)

cant_3d <-
  read_csv(paste(path_version_data,
                 "cant_3d.csv",
                 sep = ""))

cant_3d_mod_truth <-
  read_csv(paste(path_version_data,
                 "cant_3d_mod_truth.csv",
                 sep = ""))

cant_3d <- bind_rows(cant_3d,
                     cant_3d_mod_truth)

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

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

cant_zonal <- bind_rows(cant_zonal,
                        cant_zonal_mod_truth)

2 Cant - positive

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

cant_zonal_bias <- cant_zonal %>%
  filter(data_source %in% c("mod", "mod_truth")) %>%
  select(lat, depth, basin_AIP, data_source, cant_pos_mean) %>%
  pivot_wider(names_from = data_source,
              values_from = cant_pos_mean) %>%
  mutate(cant_pos_bias = mod - mod_truth)

cant_zonal_bias <- full_join(
  cant_zonal_bias,
  cant_zonal_mod_truth %>% select(lat, depth, basin_AIP, gamma_mean)
)


# cant_zonal %>%
#   group_split(data_source, basin_AIP) %>%
#   map(
#     i_basin_AIP = unique(.x$basin_AIP),
#     ~ p_section_zonal(
#     df = .x,
#     var = "cant_pos_mean",
#     subtitle_text = paste("data_source:", unique(.x$data_source),
#                           "basin:", unique(.x$basin_AIP))
#   ))


# i_basin_AIP <- unique(cant_zonal$basin_AIP)[2]
# i_data_source <- unique(cant_zonal$data_source)[1]

for (i_basin_AIP in unique(cant_zonal$basin_AIP)) {
  for (i_data_source in unique(cant_zonal$data_source)) {
   
     print(
      p_section_zonal(
        df = cant_zonal %>%
          filter(basin_AIP == i_basin_AIP,
                 data_source == i_data_source),
        var = "cant_pos_mean",
        subtitle_text =
          paste("Basin:", i_basin_AIP, "| data_source:", i_data_source))
    )
    
  }
    print(
    p_section_zonal(
      df = cant_zonal_bias %>%
        filter(basin_AIP == i_basin_AIP),
      var = "cant_pos_bias",
      col="divergent",
      breaks = params_global$breaks_cant_offset,
      subtitle_text =
        paste("Basin:", i_basin_AIP, "| data_source: mod - mod_truth")
    )
  )
}

Past versions of cant_pos_zonal_mean_sections-1.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_pos_zonal_mean_sections-2.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_pos_zonal_mean_sections-3.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
062160b	jens-daniel-mueller	2021-04-12
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_pos_zonal_mean_sections-4.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
2e34a1a	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
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156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_pos_zonal_mean_sections-5.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_pos_zonal_mean_sections-6.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_pos_zonal_mean_sections-7.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12

Past versions of cant_pos_zonal_mean_sections-8.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
2e34a1a	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12

Past versions of cant_pos_zonal_mean_sections-9.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12

Past versions of cant_pos_zonal_mean_sections-10.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12

Past versions of cant_pos_zonal_mean_sections-11.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12

Past versions of cant_pos_zonal_mean_sections-12.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
2e34a1a	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
eff1ad7	jens-daniel-mueller	2021-04-12

rm(cant_zonal_bias)

2.1 Global sections

for (i_data_source in unique(cant_3d$data_source)) {
  print(
    p_section_global(
      df = cant_3d %>% filter(data_source == i_data_source),
      var = "cant_pos",
      subtitle_text = paste("data_source:", i_data_source)
    )
  )
  
}

Past versions of cant_sections_positive_mean_one_lon_JGOFS_GO-1.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_positive_mean_one_lon_JGOFS_GO-2.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_positive_mean_one_lon_JGOFS_GO-3.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
062160b	jens-daniel-mueller	2021-04-12

3 Cant - all

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

cant_zonal_bias <- cant_zonal %>%
  filter(data_source %in% c("mod", "mod_truth")) %>%
  select(lat, depth, basin_AIP, data_source, cant_mean) %>%
  pivot_wider(names_from = data_source,
              values_from = cant_mean) %>%
  mutate(cant_bias = mod - mod_truth)

cant_zonal_bias <- full_join(
  cant_zonal_bias,
  cant_zonal_mod_truth %>% select(lat, depth, basin_AIP, gamma_mean)
)

# i_data_source <- unique(cant_zonal$data_source)[1]
# i_basin_AIP <- unique(cant_zonal$basin_AIP)[1]

for (i_basin_AIP in unique(cant_zonal$basin_AIP)) {
  for (i_data_source in unique(cant_zonal$data_source)) {
    print(
      p_section_zonal(
        df = cant_zonal %>%
          filter(basin_AIP == i_basin_AIP,
                 data_source == i_data_source),
        var = "cant_mean",
        gamma = "gamma_mean",
        breaks = params_global$breaks_cant,
        col = "divergent",
        subtitle_text =
          paste("Basin:", i_basin_AIP, "| data_source:", i_data_source))
    )
    
  }
  
    print(
    p_section_zonal(
      df = cant_zonal_bias %>%
        filter(basin_AIP == i_basin_AIP),
      var = "cant_bias",
      col="divergent",
      breaks = params_global$breaks_cant_offset,
      subtitle_text =
        paste("Basin:", i_basin_AIP, "| data_source: mod - mod_truth")
    )
  )
  
}

Past versions of cant_all_zonal_mean_sections-1.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_all_zonal_mean_sections-2.png

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d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_all_zonal_mean_sections-3.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
062160b	jens-daniel-mueller	2021-04-12
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_all_zonal_mean_sections-4.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
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b6fe355	jens-daniel-mueller	2021-04-16
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ddec5b7	jens-daniel-mueller	2021-04-15
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099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
2e34a1a	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
145d676	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_all_zonal_mean_sections-5.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
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099d566	jens-daniel-mueller	2021-04-14
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bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
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062160b	jens-daniel-mueller	2021-04-12
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_all_zonal_mean_sections-6.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
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145d676	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
156d5b7	jens-daniel-mueller	2021-04-07

Past versions of cant_all_zonal_mean_sections-7.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
145d676	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12

Past versions of cant_all_zonal_mean_sections-8.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
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bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
2e34a1a	jens-daniel-mueller	2021-04-13
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145d676	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12

Past versions of cant_all_zonal_mean_sections-9.png

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d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
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099d566	jens-daniel-mueller	2021-04-14
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bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
145d676	jens-daniel-mueller	2021-04-12
062160b	jens-daniel-mueller	2021-04-12

Past versions of cant_all_zonal_mean_sections-10.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
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145d676	jens-daniel-mueller	2021-04-12

Past versions of cant_all_zonal_mean_sections-11.png

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d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
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29edae5	jens-daniel-mueller	2021-04-14
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9f31fe3	jens-daniel-mueller	2021-04-13
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145d676	jens-daniel-mueller	2021-04-12

Past versions of cant_all_zonal_mean_sections-12.png

Version	Author	Date
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
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b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
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bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
2e34a1a	jens-daniel-mueller	2021-04-13
6a3a689	jens-daniel-mueller	2021-04-13
145d676	jens-daniel-mueller	2021-04-12

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] gt_0.2.2         kableExtra_1.3.1 marelac_2.1.10   shape_1.4.5     
 [5] scales_1.1.1     metR_0.9.0       scico_1.2.0      patchwork_1.1.1 
 [9] collapse_1.5.0   forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5     
[13] purrr_0.3.4      readr_1.4.0      tidyr_1.1.2      tibble_3.0.4    
[17] ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 lubridate_1.7.9          gsw_1.0-5               
 [4] webshot_0.5.2            httr_1.4.2               rprojroot_2.0.2         
 [7] tools_4.0.3              backports_1.1.10         R6_2.5.0                
[10] DBI_1.1.0                colorspace_1.4-1         withr_2.3.0             
[13] tidyselect_1.1.0         compiler_4.0.3           git2r_0.27.1            
[16] cli_2.1.0                rvest_0.3.6              xml2_1.3.2              
[19] isoband_0.2.2            labeling_0.4.2           checkmate_2.0.0         
[22] digest_0.6.27            rmarkdown_2.5            oce_1.2-0               
[25] pkgconfig_2.0.3          htmltools_0.5.0          dbplyr_1.4.4            
[28] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[31] farver_2.0.3             generics_0.0.2           jsonlite_1.7.1          
[34] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[37] munsell_0.5.0            fansi_0.4.1              lifecycle_1.0.0         
[40] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[43] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[46] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[49] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[52] seacarb_3.2.14           knitr_1.30               pillar_1.4.7            
[55] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[58] RcppArmadillo_0.10.1.2.0 data.table_1.13.2        modelr_0.1.8            
[61] vctrs_0.3.5              httpuv_1.5.4             testthat_2.3.2          
[64] cellranger_1.1.0         gtable_0.3.0             assertthat_0.2.1        
[67] xfun_0.18                broom_0.7.5              RcppEigen_0.3.3.7.0     
[70] later_1.1.0.1            viridisLite_0.3.0        memoise_1.1.0           
[73] ellipsis_0.3.1           here_0.1