GLODAPv2_2020 subsetting
Jens Daniel Müller and Donghe Zhu
27 July, 2021
Last updated: 2021-07-27
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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| Rmd | 8e8abf5 | Jens Müller | 2020-12-18 | Initial commit |
1 Read files
Main data source for this project is the synthetic cmorized model subset based on preprocessed version of the GLODAPv2.2020_Merged_Master_File.csv downloaded from glodap.info in June 2020.
CAVEAT: This file still contains neutral densities gamma calculated with a preliminary method. However, this is consistent with the way gamma is currently calculated in this script and should therefore be maintained until changed on all levels.
if (params_local$model_runs == "AD") {
if (params_local$nan_fill == "no") {
GLODAP <-
read_csv(
paste(
path_preprocessing,
"GLODAPv2.2021_preprocessed_model_runA_final_ann.csv",
sep = ""
)
)
}
if (params_local$nan_fill == "yes") {
GLODAP <-
read_csv(
paste(
path_preprocessing,
"GLODAPv2.2021_preprocessed_model_runA_final_NA_filled_ann.csv",
sep = ""
)
)
}
if (params_local$random == "grid") {
random <- read_csv(
paste(
path_preprocessing,
"GLODAPv2.2021_preprocessed_model_runA_random_subset_grid_ann.csv",
sep = ""
)
)
}
if (params_local$random == "lat") {
random <- read_csv(
paste(
path_preprocessing,
"GLODAPv2.2021_preprocessed_model_runA_random_subset_lat_ann.csv",
sep = ""
)
)
}
}
if (params_local$model_runs == "CB") {
GLODAP <-
read_csv(
paste(
path_preprocessing,
"GLODAPv2.2021_preprocessed_model_runC_final_ann.csv",
sep = ""
)
)
if (params_local$random == "grid") {
random <- read_csv(
paste(
path_preprocessing,
"GLODAPv2.2021_preprocessed_model_runC_random_subset_grid_ann.csv",
sep = ""
)
)
}
if (params_local$random == "lat") {
random <- read_csv(
paste(
path_preprocessing,
"GLODAPv2.2021_preprocessed_model_runC_random_subset_lat_ann.csv",
sep = ""
)
)
}
}2 Data preparation
2.1 Reference eras
Samples were assigned to following eras:
# create labels for era
labels_GLODAP <- bind_cols(
start = params_local$era_breaks_GLODAP_start,
end = params_local$era_breaks_GLODAP_end)
labels_GLODAP <- labels_GLODAP %>%
filter(!is.na(end)) %>%
mutate(end = if_else(end == Inf, max(GLODAP$year), end),
label = paste(start, end, sep = "-")) %>%
select(label) %>%
pull()
labels_random <- bind_cols(
start = params_local$era_breaks_random_start,
end = params_local$era_breaks_random_end)
labels_random <- labels_random %>%
filter(!is.na(end)) %>%
mutate(end = if_else(end == Inf, max(random$year), end),
label = paste(start, end, sep = "-")) %>%
select(label) %>%
pull()
# cut observation years into era applying the labels
GLODAP_e1 <- GLODAP %>%
filter(year %in% c(params_local$era_breaks_GLODAP_start[1]:params_local$era_breaks_GLODAP_end[1])) %>%
mutate(era = labels_GLODAP[1])
GLODAP_e2 <- GLODAP %>%
filter(year %in% c(params_local$era_breaks_GLODAP_start[2]:params_local$era_breaks_GLODAP_end[2])) %>%
mutate(era = labels_GLODAP[2])
GLODAP_e3 <- GLODAP %>%
filter(year %in% c(params_local$era_breaks_GLODAP_start[3]:params_local$era_breaks_GLODAP_end[3])) %>%
mutate(era = labels_GLODAP[3])
GLODAP <- bind_rows(GLODAP_e1, GLODAP_e2, GLODAP_e3) %>%
mutate(era = as.factor(era))
random_e1 <- random %>%
filter(year %in% c(params_local$era_breaks_random_start[1]:params_local$era_breaks_random_end[1])) %>%
mutate(era = labels_random[1])
random_e2 <- random %>%
filter(year %in% c(params_local$era_breaks_random_start[2]:params_local$era_breaks_random_end[2])) %>%
mutate(era = labels_random[2])
random_e3 <- random %>%
filter(year %in% c(params_local$era_breaks_random_start[3]:params_local$era_breaks_random_end[3])) %>%
mutate(era = labels_random[3])
random <- bind_rows(random_e1, random_e2, random_e3) %>%
mutate(era = as.factor(era))
levels(GLODAP$era)[1] "1982-1999" "2000-2009" "2010-2019"levels(random$era)[1] "1982-1999" "2000-2009" "2010-2019"rm(labels_GLODAP, labels_random)2.2 Spatial boundaries
2.2.1 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-based subsetting model data were 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)
random <- inner_join(random, basinmask)2.2.2 Depth
GLODAP-based subsetting model data with depth shallower than:
- minimum sampling depth: 0m
were excluded from the analysis to avoid seasonal bias.
GLODAP <- GLODAP %>%
filter(depth >= params_local$depth_min)
random <- random %>%
filter(depth >= params_local$depth_min)2.2.3 Bottomdepth
GLODAP-based subsetting model data in an area with a:
- minimum bottom depth: 0m
were excluded from the analysis to avoid coastal impacts. Please note that minimum bottom depth criterion of 0m means that no filtering was applied here.
GLODAP <- GLODAP %>%
filter(bottomdepth >= params_local$bottomdepth_min)2.3 Flags and missing data
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, 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.
2.3.1 tco2
2.3.1.1 NA
Rows with missing tco2 in GLODAP-based subsetting model data were already removed in the preprocessing. The map below shows the coverage of preprocessed GLODAP-based subsetting model data.
GLODAP_stats <- GLODAP %>%
summarise(tco2_values = n())
GLODAP_obs_grid <- GLODAP %>%
count(lat, lon, era) %>%
mutate(cleaning_level = "tco2_values")GLODAP_obs <- GLODAP %>%
group_by(lat, lon) %>%
summarise(n = n()) %>%
ungroup()
map +
geom_raster(data = basinmask, aes(lon, lat, fill = basin)) +
geom_raster(data = GLODAP_obs, aes(lon, lat)) +
scale_fill_brewer(palette = "Dark2") +
theme(legend.position = "top",
legend.title = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
rm(GLODAP_obs)2.3.1.2 f flag
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era, tco2f)
map +
geom_raster(data = GLODAP_obs_grid_temp, aes(lon, lat, fill = n)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_grid(era ~ tco2f) +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(GLODAP_obs_grid_temp)
GLODAP <- GLODAP %>%
filter(tco2f %in% params_local$flag_f)2.3.1.3 qc flag
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era, tco2qc)
map +
geom_raster(data = GLODAP_obs_grid_temp, aes(lon, lat, fill = n)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_grid(era ~ tco2qc) +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
##
GLODAP <- GLODAP %>%
filter(tco2qc %in% params_local$flag_qc)
GLODAP_stats_temp <- GLODAP %>%
summarise(tco2_flag = n())
GLODAP_stats <- cbind(GLODAP_stats, GLODAP_stats_temp)
rm(GLODAP_stats_temp)
##
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era) %>%
mutate(cleaning_level = "tco2_flag")
GLODAP_obs_grid <-
bind_rows(GLODAP_obs_grid, GLODAP_obs_grid_temp)
rm(GLODAP_obs_grid_temp)2.3.2 talk
2.3.2.1 NA
GLODAP <- GLODAP %>%
mutate(talkna = if_else(is.na(talk), "NA", "Value"))
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era, talkna)
map +
geom_raster(data = GLODAP_obs_grid_temp, aes(lon, lat, fill = n)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_grid(era ~ talkna) +
theme(legend.position = "top")
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
GLODAP <- GLODAP %>%
select(-talkna) %>%
filter(!is.na(talk))
##
GLODAP_stats_temp <- GLODAP %>%
summarise(talk_values = n())
GLODAP_stats <- cbind(GLODAP_stats, GLODAP_stats_temp)
rm(GLODAP_stats_temp)
##
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era) %>%
mutate(cleaning_level = "talk_values")
GLODAP_obs_grid <-
bind_rows(GLODAP_obs_grid, GLODAP_obs_grid_temp)
rm(GLODAP_obs_grid_temp)2.3.2.2 f flag
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era, talkf)
map +
geom_raster(data = GLODAP_obs_grid_temp, aes(lon, lat, fill = n)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_grid(era ~ talkf) +
theme(legend.position = "top",
legend.title = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
# ###
GLODAP <- GLODAP %>%
filter(talkf %in% params_local$flag_f)2.3.2.3 qc flag
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era, talkqc)
map +
geom_raster(data = GLODAP_obs_grid_temp, aes(lon, lat, fill = n)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_grid(era ~ talkqc) +
theme(legend.position = "top",
legend.title = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
###
GLODAP <- GLODAP %>%
filter(talkqc %in% params_local$flag_qc)
##
GLODAP_stats_temp <- GLODAP %>%
summarise(talk_flag = n())
GLODAP_stats <- cbind(GLODAP_stats, GLODAP_stats_temp)
rm(GLODAP_stats_temp)
##
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era) %>%
mutate(cleaning_level = "talk_flag")
GLODAP_obs_grid <-
bind_rows(GLODAP_obs_grid, GLODAP_obs_grid_temp)
rm(GLODAP_obs_grid_temp)2.3.3 Phosphate
2.3.3.1 NA
if ("phosphate" %in% params_local$MLR_predictors) {
GLODAP <- GLODAP %>%
mutate(phosphatena = if_else(is.na(phosphate), "NA", "Value"))
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era, phosphatena)
print(map +
geom_raster(data = GLODAP_obs_grid_temp, aes(lon, lat, fill = n)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_grid(era ~ phosphatena) +
theme(legend.position = "top"))
GLODAP <- GLODAP %>%
select(-phosphatena) %>%
filter(!is.na(phosphate))
##
GLODAP_stats_temp <- GLODAP %>%
summarise(phosphate_values = n())
GLODAP_stats <- cbind(GLODAP_stats, GLODAP_stats_temp)
rm(GLODAP_stats_temp)
##
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era) %>%
mutate(cleaning_level = "phosphate_values")
GLODAP_obs_grid <-
bind_rows(GLODAP_obs_grid, GLODAP_obs_grid_temp)
rm(GLODAP_obs_grid_temp)
}
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
2.3.3.2 f flag
if ("phosphate" %in% params_local$MLR_predictors) {
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era, phosphatef)
print(map +
geom_raster(data = GLODAP_obs_grid_temp, aes(lon, lat, fill = n)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_grid(era~phosphatef) +
theme(legend.position = "top",
legend.title = element_blank()))
###
GLODAP <- GLODAP %>%
filter(phosphatef %in% params_local$flag_f)
}
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
2.3.3.3 qc flag
if ("phosphate" %in% params_local$MLR_predictors) {
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era, phosphateqc)
print(map +
geom_raster(data = GLODAP_obs_grid_temp, aes(lon, lat, fill = n)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_grid(era~phosphateqc) +
theme(legend.position = "top",
legend.title = element_blank()))
###
GLODAP <- GLODAP %>%
filter(phosphateqc %in% params_local$flag_qc)
##
GLODAP_stats_temp <- GLODAP %>%
summarise(phosphate_flag = n())
GLODAP_stats <- cbind(GLODAP_stats, GLODAP_stats_temp)
rm(GLODAP_stats_temp)
##
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era) %>%
mutate(cleaning_level = "phosphate_flag")
GLODAP_obs_grid <-
bind_rows(GLODAP_obs_grid, GLODAP_obs_grid_temp)
rm(GLODAP_obs_grid_temp)
}
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
2.3.4 eMLR variables
Variables required as predictors for the MLR fits, are subsetted for NAs and flags.
if ("temp" %in% params_local$MLR_predictors) {
GLODAP <- GLODAP %>%
filter(!is.na(temp))
}
##
if ("sal" %in% params_local$MLR_predictors) {
GLODAP <- GLODAP %>%
filter(!is.na(sal))
GLODAP <- GLODAP %>%
filter(salinityf %in% params_local$flag_f)
GLODAP <- GLODAP %>%
filter(salinityqc %in% params_local$flag_qc)
}
##
if ("silicate" %in% params_local$MLR_predictors) {
GLODAP <- GLODAP %>%
filter(!is.na(silicate))
GLODAP <- GLODAP %>%
filter(silicatef %in% params_local$flag_f)
GLODAP <- GLODAP %>%
filter(silicateqc %in% params_local$flag_qc)
}
##
if ("oxygen" %in% params_local$MLR_predictors) {
GLODAP <- GLODAP %>%
filter(!is.na(oxygen))
GLODAP <- GLODAP %>%
filter(oxygenf %in% params_local$flag_f)
GLODAP <- GLODAP %>%
filter(oxygenqc %in% params_local$flag_qc)
}
##
if ("aou" %in% params_local$MLR_predictors) {
GLODAP <- GLODAP %>%
filter(!is.na(aou))
GLODAP <- GLODAP %>%
filter(aouf %in% params_local$flag_f)
}
##
if ("nitrate" %in% params_local$MLR_predictors) {
GLODAP <- GLODAP %>%
filter(!is.na(nitrate))
GLODAP <- GLODAP %>%
filter(nitratef %in% params_local$flag_f)
GLODAP <- GLODAP %>%
filter(nitrateqc %in% params_local$flag_qc)
}
##
GLODAP <- GLODAP %>%
filter(!is.na(depth))
GLODAP <- GLODAP %>%
filter(!is.na(gamma))
##
GLODAP_stats_temp <- GLODAP %>%
summarise(eMLR_variables = n())
GLODAP_stats <- cbind(GLODAP_stats, GLODAP_stats_temp)
rm(GLODAP_stats_temp)
##
GLODAP_obs_grid_temp <- GLODAP %>%
count(lat, lon, era) %>%
mutate(cleaning_level = "eMLR_variables")
GLODAP_obs_grid <-
bind_rows(GLODAP_obs_grid, GLODAP_obs_grid_temp)
rm(GLODAP_obs_grid_temp)GLODAP <- GLODAP %>%
select(-ends_with(c("f", "qc")))2.4 Manual adjustment A16 cruise
For harmonization with Gruber et al. (2019), cruises 1041 (A16N) and 1042 (A16S) were grouped into the 2000-2009 era despite taking place in 2013/14.
GLODAP_cruises <- GLODAP %>%
filter(basin_AIP == "Atlantic",
year %in% c(2013, 2014)) %>%
count(lat, lon, cruise)
map +
geom_raster(data = GLODAP_cruises, aes(lon, lat, fill = as.factor(cruise))) +
scale_fill_brewer(palette = "Dark2") +
theme(legend.position = "top",
legend.title = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(GLODAP_cruises)if (params_local$A16_GO_SHIP == "y") {
GLODAP <- GLODAP %>%
mutate(era = if_else(cruise %in% c(1041, 1042),
sort(unique(GLODAP$era))[2], era))
}2.5 Create clean observations grid
Grid containing all grid cells where at least one synthetic subsetting remains available after cleaning.
GLODAP_obs_grid_clean <- GLODAP %>%
count(lat, lon) %>%
select(-n)
random_obs_grid_clean <- random %>%
count(lat, lon) %>%
select(-n)2.6 Write summary file
GLODAP_obs_grid_clean %>% write_csv(paste(
path_version_data,
"GLODAPv2.2020_clean_GLODAP_obs_grid.csv",
sep = ""
))
# select relevant columns for further analysis
if (!("phosphate" %in% params_local$MLR_predictors) && ("silicate" %in% params_local$MLR_predictors)) {
GLODAP <- GLODAP %>%
select(
year,
date,
era,
basin,
basin_AIP,
lat,
lon,
cruise,
bottomdepth,
depth,
temp,
sal,
gamma,
tco2,
talk,
oxygen,
# phosphate,
aou,
nitrate,
silicate
)
} else if (("phosphate" %in% params_local$MLR_predictors) && !("silicate" %in% params_local$MLR_predictors)) {
GLODAP <- GLODAP %>%
select(
year,
date,
era,
basin,
basin_AIP,
lat,
lon,
cruise,
bottomdepth,
depth,
temp,
sal,
gamma,
tco2,
talk,
oxygen,
phosphate,
aou,
nitrate
# silicate
)
} else if (("phosphate" %in% params_local$MLR_predictors) && ("silicate" %in% params_local$MLR_predictors)) {
GLODAP <- GLODAP %>%
select(
year,
date,
era,
basin,
basin_AIP,
lat,
lon,
cruise,
bottomdepth,
depth,
temp,
sal,
gamma,
tco2,
talk,
oxygen,
phosphate,
aou,
nitrate,
silicate
)
} else {
GLODAP <- GLODAP %>%
select(
year,
date,
era,
basin,
basin_AIP,
lat,
lon,
cruise,
bottomdepth,
depth,
temp,
sal,
gamma,
tco2,
talk,
oxygen,
# phosphate,
aou,
nitrate
# silicate
)
}
GLODAP %>% write_csv(paste(path_version_data,
"GLODAPv2.2020_clean_GLODAP.csv",
sep = ""))
random_obs_grid_clean %>% write_csv(paste(
path_version_data,
"GLODAPv2.2020_clean_random_obs_grid.csv",
sep = ""
))
random %>% write_csv(paste(path_version_data,
"GLODAPv2.2020_clean_random.csv",
sep = ""))3 Overview plots
3.1 Cleaning stats
Number of GLODAP-based subsetting model data at various steps of data cleaning.
GLODAP_stats_long <- GLODAP_stats %>%
pivot_longer(1:length(GLODAP_stats),
names_to = "parameter",
values_to = "n")
GLODAP_stats_long <- GLODAP_stats_long %>%
mutate(parameter = fct_reorder(parameter, n))
GLODAP_stats_long %>%
ggplot(aes(parameter, n/1000)) +
geom_col() +
coord_flip() +
theme(axis.title.y = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
rm(GLODAP_stats_long)3.2 Assign coarse spatial grid
For the following plots, the cleaned data set was re-opened and GLODAP-based subsetting data were gridded spatially to intervals of:
- 5° x 5°
GLODAP <- m_grid_horizontal_coarse(GLODAP)
random <- m_grid_horizontal_coarse(random)3.3 Histogram Zonal coverage
GLODAP_histogram_lat <- GLODAP %>%
group_by(era, lat_grid, basin) %>%
tally() %>%
ungroup()
GLODAP_histogram_lat %>%
ggplot(aes(lat_grid, n, fill = era)) +
geom_col() +
scale_fill_brewer(palette = "Dark2") +
facet_wrap( ~ basin) +
coord_flip() +
theme(legend.position = "top",
legend.title = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 0c20513 | Donghe-Zhu | 2021-03-26 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 3607f4d | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(GLODAP_histogram_lat)
random_histogram_lat <- random %>%
group_by(era, lat_grid, basin) %>%
tally() %>%
ungroup()
random_histogram_lat %>%
ggplot(aes(lat_grid, n, fill = era)) +
geom_col() +
scale_fill_brewer(palette = "Dark2") +
facet_wrap( ~ basin) +
coord_flip() +
theme(legend.position = "top",
legend.title = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 65b0cef | Donghe-Zhu | 2021-03-07 |
| 4083a6c | Donghe-Zhu | 2021-03-07 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| a076226 | Donghe-Zhu | 2021-01-11 |
rm(random_histogram_lat)3.4 Median years (tref)
Median years of each era (tref) were determined as:
era_median_year_GLODAP <- GLODAP %>%
group_by(era) %>%
summarise(t_ref = median(year)) %>%
ungroup()
era_median_year_GLODAP# A tibble: 3 x 2
era t_ref
<fct> <dbl>
1 1982-1999 1994
2 2000-2009 2006
3 2010-2019 2014era_median_year_random <- random %>%
group_by(era) %>%
summarise(t_ref = median(year)) %>%
ungroup()
era_median_year_random# A tibble: 3 x 2
era t_ref
<fct> <dbl>
1 1982-1999 1991
2 2000-2009 2005
3 2010-2019 20143.5 Histogram temporal coverage
GLODAP_histogram_year <- GLODAP %>%
group_by(year, basin) %>%
tally() %>%
ungroup()
GLODAP_histogram_year %>%
ggplot() +
geom_vline(xintercept = c(
params_local$era_breaks + 0.5
)) +
geom_col(aes(year, n, fill = basin)) +
geom_point(
data = era_median_year_GLODAP,
aes(t_ref, 0, shape = "Median year"),
size = 2,
fill = "white"
) +
scale_fill_brewer(palette = "Dark2") +
scale_shape_manual(values = 24, name = "") +
scale_y_continuous() +
coord_cartesian() +
theme(
legend.position = "top",
legend.direction = "vertical",
legend.title = element_blank(),
axis.title.x = element_blank()
)
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(GLODAP_histogram_year,
era_median_year_GLODAP)
random_histogram_year <- random %>%
group_by(year, basin) %>%
tally() %>%
ungroup()
random_histogram_year %>%
ggplot() +
geom_vline(xintercept = c(
params_local$era_breaks + 0.5
)) +
geom_col(aes(year, n, fill = basin)) +
geom_point(
data = era_median_year_random,
aes(t_ref, 0, shape = "Median year"),
size = 2,
fill = "white"
) +
scale_fill_brewer(palette = "Dark2") +
scale_shape_manual(values = 24, name = "") +
scale_y_continuous() +
coord_cartesian() +
theme(
legend.position = "top",
legend.direction = "vertical",
legend.title = element_blank(),
axis.title.x = element_blank()
)
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 65b0cef | Donghe-Zhu | 2021-03-07 |
| 4083a6c | Donghe-Zhu | 2021-03-07 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| a076226 | Donghe-Zhu | 2021-01-11 |
rm(random_histogram_year,
era_median_year_random)3.6 Zonal temporal coverage (Hovmoeller)
GLODAP_hovmoeller_year <- GLODAP %>%
group_by(year, lat_grid, basin) %>%
tally() %>%
ungroup()
GLODAP_hovmoeller_year %>%
ggplot(aes(year, lat_grid, fill = n)) +
geom_tile() +
geom_vline(xintercept = c(1999.5, 2012.5)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_wrap( ~ basin, ncol = 1) +
theme(legend.position = "top",
axis.title.x = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(GLODAP_hovmoeller_year)
random_hovmoeller_year <- random %>%
group_by(year, lat_grid, basin) %>%
tally() %>%
ungroup()
random_hovmoeller_year %>%
ggplot(aes(year, lat_grid, fill = n)) +
geom_tile() +
geom_vline(xintercept = c(1999.5, 2012.5)) +
scale_fill_viridis_c(option = "magma",
direction = -1,
trans = "log10") +
facet_wrap( ~ basin, ncol = 1) +
theme(legend.position = "top",
axis.title.x = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 65b0cef | Donghe-Zhu | 2021-03-07 |
| 4083a6c | Donghe-Zhu | 2021-03-07 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| a076226 | Donghe-Zhu | 2021-01-11 |
rm(random_hovmoeller_year)3.7 Coverage maps by era
3.7.1 Subsetting process
The following plots show the remaining data after individual cleaning steps, separately for each era.
GLODAP_obs_grid <- GLODAP_obs_grid %>%
mutate(cleaning_level = factor(
cleaning_level,
unique(GLODAP_obs_grid$cleaning_level)
))
map +
geom_raster(data = GLODAP_obs_grid %>%
filter(cleaning_level == "tco2_values") %>%
select(-cleaning_level),
aes(lon, lat, fill = "tco2_values")) +
geom_raster(data = GLODAP_obs_grid %>%
filter(cleaning_level != "tco2_values"),
aes(lon, lat, fill = "subset")) +
scale_fill_brewer(palette = "Set1", name = "") +
facet_grid(cleaning_level ~ era) +
theme(legend.position = "top",
axis.title = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
3.7.2 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_raster(data = GLODAP_tco2_grid, aes(lon, lat), fill = "grey80") +
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-based model subsetting",
subtitle = paste("Version:", params_local$Version_ID)) +
theme(axis.title = element_blank())
| Version | Author | Date |
|---|---|---|
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| 0c20513 | Donghe-Zhu | 2021-03-26 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 3607f4d | Donghe-Zhu | 2021-03-07 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
ggsave(path = path_version_figures,
filename = "data_distribution_era.png",
height = 8,
width = 5)
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_1.1.2
[13] tibble_3.0.4 ggplot2_3.3.3 tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] httr_1.4.2 viridisLite_0.3.0 jsonlite_1.7.2
[4] here_1.0.1 modelr_0.1.8 assertthat_0.2.1
[7] blob_1.2.1 cellranger_1.1.0 yaml_2.2.1
[10] pillar_1.4.7 backports_1.1.10 lattice_0.20-41
[13] glue_1.4.2 RcppEigen_0.3.3.9.1 digest_0.6.27
[16] RColorBrewer_1.1-2 promises_1.1.1 polyclip_1.10-0
[19] checkmate_2.0.0 rvest_0.3.6 colorspace_2.0-0
[22] htmltools_0.5.0 httpuv_1.5.4 Matrix_1.2-18
[25] pkgconfig_2.0.3 broom_0.7.5 haven_2.3.1
[28] scales_1.1.1 tweenr_1.0.2 whisker_0.4
[31] later_1.1.0.1 git2r_0.27.1 generics_0.1.0
[34] farver_2.0.3 ellipsis_0.3.1 withr_2.3.0
[37] cli_2.2.0 magrittr_2.0.1 crayon_1.3.4
[40] readxl_1.3.1 evaluate_0.14 fs_1.5.0
[43] fansi_0.4.1 MASS_7.3-53 xml2_1.3.2
[46] RcppArmadillo_0.10.1.2.2 tools_4.0.3 data.table_1.13.6
[49] hms_0.5.3 lifecycle_1.0.0 munsell_0.5.0
[52] reprex_0.3.0 compiler_4.0.3 rlang_0.4.10
[55] grid_4.0.3 rstudioapi_0.13 labeling_0.4.2
[58] rmarkdown_2.5 gtable_0.3.0 DBI_1.1.0
[61] R6_2.5.0 knitr_1.30 utf8_1.1.4
[64] rprojroot_2.0.2 stringi_1.5.3 parallel_4.0.3
[67] Rcpp_1.0.5 vctrs_0.3.6 dbplyr_1.4.4
[70] tidyselect_1.1.0 xfun_0.20