Analysis of cant estimates

workflowr

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Last updated: 2021-05-12

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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---

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File	Version	Author	Date	Message
html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
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Rmd	d0e7b42	jens-daniel-mueller	2021-04-13	included model data
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Rmd	50c720c	jens-daniel-mueller	2021-04-07	included model data

---

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_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)

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

2 Cant variability

2.1 Across models

Standard deviation across Cant from all MLR models was calculate for each grid cell (XYZ). The zonal mean of this standard deviation should reflect the uncertainty associated to the predictor selection within each slab and era.

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

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_sd_mean",
        gamma = "gamma_mean",
        legend_title = "sd",
        title_text = "Zonal mean section of SD across models",
        subtitle_text =
          paste("Basin:", i_basin_AIP, "| data_source:", i_data_source))
    )
    
  }
}

Past versions of cant_sections_sd_models-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
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338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
20b26d4	jens-daniel-mueller	2021-04-08
5f234c1	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_sd_models-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
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Past versions of cant_sections_sd_models-3.png

Version	Author	Date
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
3a0c7b9	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
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5f234c1	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_sd_models-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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20b26d4	jens-daniel-mueller	2021-04-08
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Past versions of cant_sections_sd_models-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
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20b26d4	jens-daniel-mueller	2021-04-08
5f234c1	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_sd_models-6.png

Version	Author	Date
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
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338dd3c	jens-daniel-mueller	2021-04-09
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20b26d4	jens-daniel-mueller	2021-04-08
5f234c1	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_sd_models-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
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3a0c7b9	jens-daniel-mueller	2021-04-13

Past versions of cant_sections_sd_models-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
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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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3a0c7b9	jens-daniel-mueller	2021-04-13

Past versions of cant_sections_sd_models-9.png

Version	Author	Date
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
0a6099c	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
bf40480	jens-daniel-mueller	2021-04-13
3a0c7b9	jens-daniel-mueller	2021-04-13

2.2 Across basins

Standard deviation of mean cant values was calculate across all longitudes. This standard deviation should reflect the zonal variability of cant within the basin and era.

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

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_sd",
        gamma = "gamma_mean",
        legend_title = "sd",
        title_text = "Zonal mean section of Cant SD",
        subtitle_text =
          paste("Basin:", i_basin_AIP, "| data_source:", i_data_source))
    )
    
  }
}

Past versions of cant_sections_sd_cant-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
5f234c1	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_sd_cant-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
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20b26d4	jens-daniel-mueller	2021-04-08
5f234c1	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_sd_cant-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
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338dd3c	jens-daniel-mueller	2021-04-09
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20b26d4	jens-daniel-mueller	2021-04-08
5f234c1	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_sd_cant-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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20b26d4	jens-daniel-mueller	2021-04-08
5f234c1	jens-daniel-mueller	2021-04-07

Past versions of cant_sections_sd_cant-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
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Past versions of cant_sections_sd_cant-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
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Past versions of cant_sections_sd_cant-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
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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
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9f31fe3	jens-daniel-mueller	2021-04-13
3a0c7b9	jens-daniel-mueller	2021-04-13

Past versions of cant_sections_sd_cant-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
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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
3a0c7b9	jens-daniel-mueller	2021-04-13

Past versions of cant_sections_sd_cant-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
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
3a0c7b9	jens-daniel-mueller	2021-04-13

2.3 Correlation

2.3.1 Cant vs model SD

2.3.1.1 Era vs basin

cant_3d %>% 
  ggplot(aes(cant, cant_sd)) +
  geom_vline(xintercept = 0) +
  geom_hline(yintercept = 10) +
  geom_bin2d() +
  scale_fill_viridis_c(option = "magma",
                       
                       trans = "log10",
                       name = "log10(n)") +
  facet_grid(basin_AIP ~ data_source)

Past versions of cant_vs_sd_by_basin_era-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
12e538b	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
5f234c1	jens-daniel-mueller	2021-04-07

2.3.1.2 Basin vs gamma

cant_3d %>%
  group_split(basin_AIP) %>%
  map(
    ~ ggplot(data = .x, aes(cant, cant_sd)) +
      geom_vline(xintercept = 0) +
      geom_hline(yintercept = 10) +
      geom_bin2d() +
      scale_fill_viridis_c(
        option = "magma",
        
        trans = "log10",
        name = "log10(n)"
      ) +
      facet_grid(gamma_slab ~ data_source) +
      labs(title = paste("Basin:", unique(.x$basin_AIP)))
  )

[[1]]

Past versions of cant_vs_sd_by_basin_gamma-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
12e538b	jens-daniel-mueller	2021-04-13
3a0c7b9	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
5f234c1	jens-daniel-mueller	2021-04-07

[[2]]

Past versions of cant_vs_sd_by_basin_gamma-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
12e538b	jens-daniel-mueller	2021-04-13
3a0c7b9	jens-daniel-mueller	2021-04-13

[[3]]

Past versions of cant_vs_sd_by_basin_gamma-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
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
12e538b	jens-daniel-mueller	2021-04-13
3a0c7b9	jens-daniel-mueller	2021-04-13

2.3.2 Cant vs regional SD

2.3.2.1 Era vs basin

cant_zonal %>% 
  ggplot(aes(cant_mean, cant_sd)) +
  geom_vline(xintercept = 0) +
  geom_hline(yintercept = 10) +
  geom_bin2d() +
  scale_fill_viridis_c(option = "magma",
                       
                       trans = "log10",
                       name = "log10(n)") +
  facet_grid(basin_AIP ~ data_source)

Past versions of cant_vs_sd_by_basin_era_zonal-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
12e538b	jens-daniel-mueller	2021-04-13
3a0c7b9	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
5f234c1	jens-daniel-mueller	2021-04-07

2.3.2.2 Era vs basin

cant_zonal %>%
  group_split(basin_AIP) %>%
  map(
    ~ ggplot(data = .x, aes(cant_mean, cant_sd)) +
      geom_vline(xintercept = 0) +
      geom_hline(yintercept = 10) +
      scale_fill_viridis_c(
        option = "magma",
        
        trans = "log10"
      ) +
      geom_bin2d() +
      facet_grid(gamma_slab ~ data_source)  +
      labs(title = paste("Basin:", unique(.x$basin_AIP)))
  )

[[1]]

Past versions of cant_vs_sd_by_basin_gamma_zonal-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
12e538b	jens-daniel-mueller	2021-04-13
97a3c78	jens-daniel-mueller	2021-04-13
3a0c7b9	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
5f234c1	jens-daniel-mueller	2021-04-07

[[2]]

Past versions of cant_vs_sd_by_basin_gamma_zonal-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
12e538b	jens-daniel-mueller	2021-04-13
97a3c78	jens-daniel-mueller	2021-04-13
3a0c7b9	jens-daniel-mueller	2021-04-13

[[3]]

Past versions of cant_vs_sd_by_basin_gamma_zonal-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
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
12e538b	jens-daniel-mueller	2021-04-13
97a3c78	jens-daniel-mueller	2021-04-13
3a0c7b9	jens-daniel-mueller	2021-04-13

2.3.3 Cant bias vs model SD

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_3d_bias <- cant_3d %>%
  filter(data_source %in% c("mod", "mod_truth")) %>%
  select(lat, lon, depth, data_source, basin_AIP, gamma_slab, cant) %>%
  pivot_wider(names_from = data_source,
              values_from = cant) %>%
  mutate(cant_bias = mod - mod_truth)

cant_3d_bias_sd <- cant_3d %>% 
  filter(data_source %in% c("mod")) %>%
  select(lat, lon, depth, cant, cant_sd)

cant_3d_bias <- full_join(cant_3d_bias, cant_3d_bias_sd)

cant_3d_bias %>%
  ggplot(aes(cant_sd, cant_bias)) +
  geom_vline(xintercept = 0) +
  geom_hline(yintercept = 0) +
  scale_fill_viridis_c(option = "magma",
                       
                       trans = "log10") +
  geom_bin2d()

Past versions of cant_bias_vs_cant_sd-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
12e538b	jens-daniel-mueller	2021-04-13
97a3c78	jens-daniel-mueller	2021-04-13
8ea8542	jens-daniel-mueller	2021-04-13

cant_3d_bias %>%
  ggplot(aes(cant_sd, cant_bias)) +
  geom_vline(xintercept = 0) +
  geom_hline(yintercept = 0) +
  scale_fill_viridis_c(option = "magma",
                       
                       trans = "log10") +
  geom_bin2d() +
  facet_grid(gamma_slab ~ basin_AIP)

Past versions of cant_bias_vs_cant_sd_basin_gamma_slab-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
12e538b	jens-daniel-mueller	2021-04-13
97a3c78	jens-daniel-mueller	2021-04-13
8ea8542	jens-daniel-mueller	2021-04-13

2.3.4 Cant bias vs cant

cant_3d_bias %>%
  ggplot(aes(cant, cant_bias)) +
  geom_vline(xintercept = 0) +
  geom_hline(yintercept = 0) +
  scale_fill_viridis_c(option = "magma",
                       
                       trans = "log10") +
  geom_bin2d()

Past versions of cant_bias_vs_cant-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
12e538b	jens-daniel-mueller	2021-04-13
97a3c78	jens-daniel-mueller	2021-04-13
8ea8542	jens-daniel-mueller	2021-04-13

cant_3d_bias %>%
  ggplot(aes(cant, cant_bias)) +
  geom_vline(xintercept = 0) +
  geom_hline(yintercept = 0) +
  scale_fill_viridis_c(option = "magma",
                       
                       trans = "log10") +
  geom_bin2d() +
  facet_grid(gamma_slab ~ basin_AIP)

Past versions of cant_bias_vs_cant_basin_gamma_slab-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
12e538b	jens-daniel-mueller	2021-04-13
97a3c78	jens-daniel-mueller	2021-04-13
8ea8542	jens-daniel-mueller	2021-04-13

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