Mapping

workflowr

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Last updated: 2021-06-15

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
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html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
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html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
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html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	258c658	jens-daniel-mueller	2021-04-08	Build site.
Rmd	3d9e1ea	jens-daniel-mueller	2021-04-08	included model data
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	0b434fc	jens-daniel-mueller	2021-03-23	Build site.
html	f155edd	jens-daniel-mueller	2021-03-23	Build site.
html	380d215	jens-daniel-mueller	2021-03-21	Build site.
html	33b385b	jens-daniel-mueller	2021-03-20	Build site.
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html	cf98c6d	jens-daniel-mueller	2021-03-16	Build site.
Rmd	a9930ea	jens-daniel-mueller	2021-03-16	one thick slab
html	a1d52ff	jens-daniel-mueller	2021-03-15	Build site.
html	0bade3b	jens-daniel-mueller	2021-03-15	Build site.
html	27c1f4b	jens-daniel-mueller	2021-03-14	Build site.
html	af75ebf	jens-daniel-mueller	2021-03-14	Build site.
html	5017709	jens-daniel-mueller	2021-03-11	Build site.
html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	e5c81bf	jens-daniel-mueller	2021-01-07	Build site.
Rmd	fe13638	jens-daniel-mueller	2021-01-07	removed GLODAP gamma filter, target variable mapped by eras+era
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	ae8463c	jens-daniel-mueller	2020-12-23	Build site.
Rmd	689843e	jens-daniel-mueller	2020-12-23	test 106
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
html	e91cebd	jens-daniel-mueller	2020-12-15	Build site.
html	f9da012	jens-daniel-mueller	2020-12-15	Build site.
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
Rmd	a1aaa71	jens-daniel-mueller	2020-12-12	selectable basinmask, rebuild
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
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html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	f8f449c	jens-daniel-mueller	2020-12-01	Build site.
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

2.1 Observational

Currently, following data sets are used for mapping:

• GLODAPv2_2016b_MappedClimatologies, with variables
  • Phosphate (-> phosphate_star)
  • Silicate
  • Oxygen (-> AOU)
  • TAlk (surface only)
  • TCO2 (surface only)

variables <-
  c("oxygen", "PO4", "silicate", "NO3", "TAlk")

# i_variable <- variables[1]

for (i_variable in variables) {
  temp <- read_csv(paste(
    path_preprocessing,
    paste("GLODAPv2_2016_MappedClimatology_", i_variable, ".csv", sep = ""),
    sep = ""
  ))
  
  if (exists("GLODAP_predictors")) {
    GLODAP_predictors <- full_join(GLODAP_predictors, temp)
  }
  
  if (!exists("GLODAP_predictors")) {
    GLODAP_predictors <- temp
  }
}

rm(temp, i_variable, variables)

GLODAP_predictors <- GLODAP_predictors %>%
  rename(phosphate = PO4,
         nitrate = NO3,
         talk = TAlk)

# removed na's attributable to slightly different coverage of predictor fields
GLODAP_predictors <- GLODAP_predictors %>%
  select(lon, lat, depth, basin_AIP,
         phosphate, oxygen, nitrate,
         any_of(params_local$MLR_predictors)) %>% 
  drop_na()

variables <-
  c("PO4", "silicate", "TAlk", "TCO2")

for (i_variable in variables) {
  temp <- read_csv(paste(
    path_preprocessing,
    paste("GLODAPv2_2016_MappedClimatology_", i_variable, ".csv", sep = ""),
    sep = ""
  ))
  
  if (exists("GLODAP_predictors_CO2")) {
    GLODAP_predictors_CO2 <- full_join(GLODAP_predictors_CO2, temp)
  }
  
  if (!exists("GLODAP_predictors_CO2")) {
    GLODAP_predictors_CO2 <- temp
  }
}

rm(temp, i_variable, variables)


GLODAP_predictors_CO2 <- GLODAP_predictors_CO2 %>%
  rename(phosphate = PO4)

# removed na's attributable to slightly different coverage of predictor fields
GLODAP_predictors_CO2 <- GLODAP_predictors_CO2 %>%
  drop_na()

• World Ocean Atlas 2018
  • Salinity
  • Temperature
  • Neutral density

WOA18_predictors <-
  read_csv(paste(path_preprocessing,
                 "WOA18_sal_temp.csv",
                 sep = ""))

2.2 Model

• Cmorized model runA climatologies in 2007, with variables
  • Phosphate (-> phosphate_star)
  • Silicate
  • Oxygen
  • AOU (already calculated)
  • TAlk (surface only)
  • TCO2 (surface only)

climatology <-
  read_csv(paste(path_preprocessing_model, "climatology_runA_2007.csv", sep = ""))

climatology <- climatology %>%
  rename(aou = AOU, TCO2 = tco2, TAlk = talk) %>% 
  select(-aou)

model_predictors <- climatology %>%
  select(lon, lat, depth, basin_AIP, gamma, 
         phosphate, oxygen, temp, nitrate,
         any_of(params_local$MLR_predictors))

model_predictors_surface <- climatology %>%
  select(lon, lat, depth, basin_AIP, gamma, sal, temp, TCO2, TAlk, phosphate, silicate)

3 Join data

3.1 WOA18 + GLODAP

WOA18 and GLODAP predictor climatologies are merged. Only horizontal grid cells with observations from both predictor fields are kept.

# join deep water predictors
predictors <- full_join(
  GLODAP_predictors,
  WOA18_predictors)

rm(GLODAP_predictors)

predictors <- predictors %>% 
  drop_na()

# join surface water predictors
predictors_surface <- full_join(
  GLODAP_predictors_CO2,
  WOA18_predictors)

predictors_surface <- predictors_surface %>% 
  drop_na()

3.2 Model + observational

# join deep water predictors
predictors <- bind_rows(
  predictors %>% mutate(data_source = "obs"),
  model_predictors %>% mutate(data_source = "mod"))

rm(model_predictors)

# join surface water predictors
predictors_surface <- bind_rows(
  predictors_surface %>% mutate(data_source = "obs"),
  model_predictors_surface %>% mutate(data_source = "mod"))

rm(model_predictors_surface)

4 Apply density threshold

The predictor field was split into two parts:

1. Deep water: neutral densities >= 26 and depth >= 150m
2. Shallow water: rest

# predictors for deep waters
predictors <- predictors %>%
  filter(depth >= params_local$depth_min | gamma >= params_local$gamma_min)

# predictors for surface waters
predictors_surface <- predictors_surface %>%
  filter(depth < params_local$depth_min,
         gamma < params_local$gamma_min)

4.1 Apply basin mask

Data outside the WOA18 basin mask were removed for further analysis.

predictors <- inner_join(predictors, basinmask)
predictors_surface <- inner_join(predictors_surface, basinmask)

4.2 Control plots

Plots below are generated to control successful merging of data sets.

4.2.1 Maps interior

predictors %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "phosphate",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_PO4-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of joined_climatology_control_PO4-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

predictors %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "temp",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_temp-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12

[[2]]

Past versions of joined_climatology_control_temp-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

4.2.2 Maps surface

predictors_surface %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "TAlk",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_TAlk_surface-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of joined_climatology_control_TAlk_surface-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

predictors_surface %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "TCO2",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_TCO2_surface-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of joined_climatology_control_TCO2_surface-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

predictors_surface %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "sal",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_sal_surface-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of joined_climatology_control_sal_surface-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

predictors_surface %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "temp",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_temp_surface-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12

[[2]]

Past versions of joined_climatology_control_temp_surface-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

4.2.3 Predictor profiles

Likewise, predictor profiles for the North Atlantic (40.5 / 335.5) are plotted to control successful merging of the data sets.

# subset data
N_Atl <- predictors %>% 
  filter(lat == params_global$lat_Atl_profile,
         lon == params_global$lon_Atl_section)

# pivot table to long format
N_Atl <- N_Atl %>% 
  select(-c(basin, basin_AIP)) %>% 
  pivot_longer(c(any_of(params_local$MLR_predictors), gamma),
               names_to = "parameter", values_to = "value")

# plot profiles
N_Atl %>% 
  ggplot(aes(value, depth, col=data_source)) +
  geom_path() +
  geom_point() +
  scale_y_reverse() +
  facet_wrap(~parameter,
             scales = "free_x",
             ncol = 2)

Past versions of predictor_profiles_N_Atl-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

rm(N_Atl)

5 Prepare predictor fields

Additional predictor fields need to calculated from available climatologies

5.1 PO₄* calculation

The predictor PO₄* was be calculated according to Clement and Gruber (2018), ie based on oxygen. Please note that an erroneous equations for PO4* calculation is given in the supplement of Gruber et al (2019), based on nitrate.

predictors <- predictors %>%
  mutate(phosphate_star = b_phosphate_star(phosphate, oxygen))

5.1.1 Maps

predictors %>%
  group_split(data_source) %>%
  map(
    ~ p_map_climatology(
      df = .x,
      var = "phosphate_star",
      col = "divergent",
      subtitle_text = paste("Data source: ", unique(.x$data_source))
    )
  )

[[1]]

Past versions of PO4_star_climatology_maps-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of PO4_star_climatology_maps-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

5.1.2 Global section

predictors %>%
  group_split(data_source) %>%
  map(
    ~ p_section_global(
      df = .x,
      var = "phosphate_star",
      col = "divergent",
      subtitle_text = paste("Data source: ", unique(.x$data_source))
    )
  )

[[1]]

Past versions of PO4_star_climatology_section-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of PO4_star_climatology_section-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

5.2 AOU

5.2.1 Calculation

AOU was calculated as the difference between saturation concentration and observed concentration. CAVEAT: Algorithms used to calculate oxygen saturation concentration are not yet identical in GLODAP data set (fitting) and predictor climatologies (mapping).

predictors <- predictors %>% 
  mutate(aou = b_aou(
    sal = sal,
    tem = temp,
    depth = depth,
    oxygen = oxygen))

5.2.2 Maps

predictors %>%
  group_split(data_source) %>%
  map(
    ~ p_map_climatology(
      df = .x,
      var = "aou",
      col = "divergent",
      subtitle_text = paste("Data source: ", unique(.x$data_source))
    )
  )

[[1]]

Past versions of aou_climatology_maps-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of aou_climatology_maps-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

5.2.3 Global section

predictors %>%
  group_split(data_source) %>%
  map(
    ~ p_section_global(
      df = .x,
      var = "aou",
      col = "divergent",
      subtitle_text = paste("Data source: ", unique(.x$data_source))
    )
  )

[[1]]

Past versions of aou_climatology_section-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of aou_climatology_section-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

5.3 Isoneutral slabs

The following boundaries for isoneutral slabs were defined:

• Atlantic: -, 26, 26.5, 26.75, 27, 27.25, 27.5, 27.75, 27.85, 27.95, 28.05, 28.1, 28.15, 28.2,
• Indo-Pacific: -, 26, 26.5, 26.75, 27, 27.25, 27.5, 27.75, 27.85, 27.95, 28.05, 28.1, 28.2, 28.3, 28.4,

Continuous neutral density (gamma) values based on WOA18 are grouped into isoneutral slabs.

predictors <- m_cut_gamma(predictors, "gamma")

6 Plot al predictor sections

6.1 Deep waters

Predictor sections along with lines are shown below for each (potential) predictor variable.

map +
  geom_bin2d(data = predictors,
             aes(lon, lat),
             binwidth = c(1,1)) +
  geom_vline(xintercept = params_global$longitude_sections_regular,
             col = "white") +
  scale_fill_viridis_c(direction = -1) +
  facet_wrap(~ data_source, ncol = 1)

Past versions of predictors_observations_sections_map-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
5d452fe	jens-daniel-mueller	2020-12-18
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

for (i_var in params_local$MLR_predictors) {
  print(predictors %>%
          group_split(data_source) %>%
          map(
            ~ p_section_climatology_regular(
              df = .x,
              var = i_var,
              subtitle_text = paste("Data source: ", unique(.x$data_source))
            )
          ))
}

[[1]]

Past versions of all_predictor_sections-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections-3.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections-4.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections-5.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections-6.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections-7.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections-8.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections-9.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections-10.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[1]]

Past versions of all_predictor_sections-11.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections-12.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[1]]

Past versions of all_predictor_sections-13.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections-14.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

6.2 Surface waters

Predictor sections along with lines are shown below for each (potential) predictor variable.

map +
  geom_bin2d(data = predictors_surface,
             aes(lon, lat),
             binwidth = c(1,1)) +
  geom_vline(xintercept = params_global$longitude_sections_regular,
             col = "white") +
  scale_fill_viridis_c(direction = -1) +
  theme(legend.position = "bottom") +
  facet_wrap(~ data_source)

Past versions of predictors_observations_sections_map_surface-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

vars <-
  c(
    "gamma",
    "sal",
    "temp",
    "TCO2",
    "TAlk"
  )

# i_var <- vars[1]

for (i_var in vars) {
  print(
    predictors_surface %>%
      group_split(data_source) %>%
      map(
        ~ p_section_climatology_regular(
          df = .x,
          var = i_var,
          surface = "y",
          subtitle_text = paste("Data source: ", unique(.x$data_source))
        )
      )
  )
}

[[1]]

Past versions of all_predictor_sections_surface-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
5d452fe	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections_surface-2.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
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50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
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318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
5d452fe	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections_surface-3.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
5d452fe	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections_surface-4.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
5d452fe	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections_surface-5.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
5d452fe	jens-daniel-mueller	2020-12-18
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections_surface-6.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[1]]

Past versions of all_predictor_sections_surface-7.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections_surface-8.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[1]]

Past versions of all_predictor_sections_surface-9.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections_surface-10.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

7 Write csv

predictors %>%
  write_csv(paste(path_version_data,
                  "W18_st_G16_opsn.csv",
                  sep = ""))

predictors_surface %>%
  write_csv(paste(path_version_data,
                  "W18_st_G16_opsn_surface.csv",
                  sep = ""))

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] gsw_1.0-5       testthat_2.3.2  marelac_2.1.10  shape_1.4.5    
 [5] metR_0.9.0      scico_1.2.0     patchwork_1.1.1 collapse_1.5.0 
 [9] forcats_0.5.0   stringr_1.4.0   dplyr_1.0.5     purrr_0.3.4    
[13] readr_1.4.0     tidyr_1.1.2     tibble_3.0.4    ggplot2_3.3.3  
[17] 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_1.7.1          
 [4] here_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_0.3.3.7.0      digest_0.6.27           
[16] promises_1.1.1           checkmate_2.0.0          rvest_0.3.6             
[19] colorspace_1.4-1         htmltools_0.5.0          httpuv_1.5.4            
[22] Matrix_1.2-18            pkgconfig_2.0.3          broom_0.7.5             
[25] seacarb_3.2.14           haven_2.3.1              scales_1.1.1            
[28] whisker_0.4              later_1.1.0.1            git2r_0.27.1            
[31] farver_2.0.3             generics_0.0.2           ellipsis_0.3.1          
[34] withr_2.3.0              cli_2.1.0                magrittr_1.5            
[37] crayon_1.3.4             readxl_1.3.1             evaluate_0.14           
[40] fs_1.5.0                 fansi_0.4.1              xml2_1.3.2              
[43] RcppArmadillo_0.10.1.2.0 oce_1.2-0                tools_4.0.3             
[46] data.table_1.13.2        hms_0.5.3                lifecycle_1.0.0         
[49] munsell_0.5.0            reprex_0.3.0             isoband_0.2.2           
[52] compiler_4.0.3           rlang_0.4.10             grid_4.0.3              
[55] rstudioapi_0.11          labeling_0.4.2           rmarkdown_2.5           
[58] gtable_0.3.0             DBI_1.1.0                R6_2.5.0                
[61] lubridate_1.7.9          knitr_1.30               rprojroot_2.0.2         
[64] stringi_1.5.3            parallel_4.0.3           Rcpp_1.0.5              
[67] vctrs_0.3.5              dbplyr_1.4.4             tidyselect_1.1.0        
[70] xfun_0.18