Analysis of dcant estimates

workflowr

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Last updated: 2021-11-19

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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html	98d9e33	jens-daniel-mueller	2021-11-11	Build site.
html	d3cb92d	jens-daniel-mueller	2021-11-08	Build site.
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html	0e032dc	jens-daniel-mueller	2021-11-04	Build site.
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html	290c8fc	jens-daniel-mueller	2021-11-02	Build site.
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html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
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html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
html	7bc0dd5	jens-daniel-mueller	2021-08-04	Build site.
Rmd	537e268	jens-daniel-mueller	2021-08-04	test with intermediate CANYON-B offset threshold
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
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html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	c68ae3a	jens-daniel-mueller	2021-07-13	Build site.
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html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
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html	aedd245	jens-daniel-mueller	2021-06-23	Build site.
Rmd	31bffa7	jens-daniel-mueller	2021-06-23	revised slab bias and write files
html	00dcc97	jens-daniel-mueller	2021-06-23	Build site.
Rmd	891392a	jens-daniel-mueller	2021-06-23	revised bias labels
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html	c0a1abb	jens-daniel-mueller	2021-06-18	Build site.
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Rmd	0d50381	jens-daniel-mueller	2021-06-18	revised bias label
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	e03e1ac	jens-daniel-mueller	2021-06-16	Build site.
Rmd	cdc534f	jens-daniel-mueller	2021-06-16	reverted nss sign
html	bf487c8	jens-daniel-mueller	2021-06-16	Build site.
Rmd	978e96e	jens-daniel-mueller	2021-06-16	non steady state changes added
html	b261191	jens-daniel-mueller	2021-06-15	Build site.
Rmd	c882921	jens-daniel-mueller	2021-06-15	vertical bias profile
html	7a8d5f8	jens-daniel-mueller	2021-06-15	Build site.
Rmd	3695731	jens-daniel-mueller	2021-06-15	included budget assesment
html	7155166	jens-daniel-mueller	2021-06-15	Build site.
Rmd	03a41f4	jens-daniel-mueller	2021-06-15	included budget assesment
html	71c4934	jens-daniel-mueller	2021-06-15	Build site.
Rmd	0e41426	jens-daniel-mueller	2021-06-15	anomaly inventory maps added
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	694d661	jens-daniel-mueller	2021-06-15	Build site.
Rmd	37f3208	jens-daniel-mueller	2021-06-15	test with pre 2000 and post 2010 data
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	fc03c25	jens-daniel-mueller	2021-06-14	Build site.
Rmd	7f89272	jens-daniel-mueller	2021-06-14	revised delta cant patterns for mod data
html	59a04e1	jens-daniel-mueller	2021-06-14	Build site.
Rmd	807c560	jens-daniel-mueller	2021-06-14	revised delta cant patterns for mod data
html	6d074b8	jens-daniel-mueller	2021-06-14	Build site.
Rmd	b9b9a1a	jens-daniel-mueller	2021-06-14	revised zonal mean section plots for mod data
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Rmd	4a3ec7d	jens-daniel-mueller	2021-06-14	revised zonal mean section plots for mod data
html	b5744ae	jens-daniel-mueller	2021-06-14	Build site.
Rmd	12df5f5	jens-daniel-mueller	2021-06-14	revised zonal mean section plots for mod data
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
Rmd	c22eef5	jens-daniel-mueller	2021-06-11	revised scaling of disequilibrium ratio
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.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
Rmd	71f97a3	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	0ad4865	jens-daniel-mueller	2021-06-04	Build site.
Rmd	e331dd3	jens-daniel-mueller	2021-06-04	update anomalous changes
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Rmd	b48d553	jens-daniel-mueller	2021-06-04	clean anomalous changes
html	a656287	jens-daniel-mueller	2021-06-04	Build site.
Rmd	0e89bd2	jens-daniel-mueller	2021-06-04	clean anomalous changes
html	7e8d839	jens-daniel-mueller	2021-06-03	Build site.
Rmd	a81f578	jens-daniel-mueller	2021-06-03	include anomalous changes
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	d612df8	jens-daniel-mueller	2021-06-03	Build site.
Rmd	b8fb70c	jens-daniel-mueller	2021-06-03	include anomalous changes
html	406d740	jens-daniel-mueller	2021-06-03	Build site.
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Rmd	90863c0	jens-daniel-mueller	2021-06-03	include anomalous changes

---

1 Version ID

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

2 Data sources

Required are:

• tcant from Sabine 2004 (S04)

• tcant from Gruber 2019 (G19)

• annual mean atmospheric pCO₂

• Mean eMLR-dcant per grid cell (lat, lon, depth)

dcant_3d_ss <- read_csv(paste(path_version_data,
                             "projected_tcant_3d_tref.csv",
                             sep = ""))

dcant_3d_emlr <-
  read_csv(paste(path_version_data,
                 "dcant_3d.csv",
                 sep = ""))

co2_atm <-
  read_csv(paste(path_preprocessing,
                 "co2_atm.csv",
                 sep = ""))

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


dcant_3d_mod_truth <-
  read_csv(paste(path_version_data,
                 "dcant_3d_mod_truth.csv", sep = ""))

dcant_3d_mod_truth_cc <-
  read_csv(paste(path_version_data,
                 "dcant_3d_mod_truth_cc.csv", sep = ""))

3 Prepare delta dcant

3.1 Steady state

# join with basinmask
dcant_3d_ss <- inner_join(dcant_3d_ss, basinmask)

# calculate delta dcant as the difference between total dcant at tref
# this includes the G19 anomaly
dcant_3d_ss <- dcant_3d_ss %>%
  pivot_wider(names_from = era,
              values_from = "tcant_pos") %>% 
  mutate(dcant_pos = !!sym(tref$era[2]) - !!sym(tref$era[1])) %>% 
  select(-c(!!sym(tref$era[2]), !!sym(tref$era[1]))) %>%
  drop_na()

3.2 Model truth

dcant_3d_mod_truth <- dcant_3d_mod_truth %>% 
  select(lon, lat, depth, basin_AIP, dcant_pos, data_source)

dcant_3d_mod_truth_cc <- dcant_3d_mod_truth_cc %>% 
  select(lon, lat, depth, basin_AIP, dcant_pos, data_source)

3.3 eMLR(C*)

dcant_3d_emlr <- dcant_3d_emlr %>% 
  select(data_source, lon, lat, depth, basin_AIP, dcant_pos)

4 Join data

4.1 Model

dcant_mod_3d <- bind_rows(
  dcant_3d_emlr %>%
    filter(data_source == "mod") %>%
    select(-data_source) %>%
    mutate(estimate = "emlr"),
  dcant_3d_mod_truth %>%
    filter(data_source == "mod_truth") %>%
    select(-data_source) %>%
    mutate(estimate = "mod_truth_vc"),
  dcant_3d_mod_truth_cc %>%
    filter(data_source == "mod_truth_cc") %>%
    select(-data_source) %>%
    mutate(estimate = "mod_truth_cc"),
  dcant_3d_ss %>%
    filter(data_source == "mod") %>%
    select(-data_source) %>%
    mutate(estimate = "ss_tss")
)

4.2 Observations

dcant_obs_3d <- bind_rows(
  dcant_3d_emlr %>% 
    filter(data_source == "obs") %>% 
    select(-data_source) %>% 
    mutate(estimate = "emlr"),
  dcant_3d_ss %>% 
    filter(data_source == "obs") %>% 
    select(-data_source) %>% 
    mutate(estimate = "ss_tss")
)

5 Model

5.1 Bias correlation

dcant_mod_3d_bias <- dcant_mod_3d %>%
  pivot_wider(names_from = estimate,
              values_from = dcant_pos) %>%
  drop_na()


dcant_mod_3d_bias <- dcant_mod_3d_bias %>% 
  mutate(emlr_anom = emlr - ss_tss,
         emlr_bias = emlr - mod_truth_vc,
         nss_mod_truth = mod_truth_vc - mod_truth_cc,
         nss_projection = mod_truth_vc - ss_tss) %>% 
  select(-c(emlr:ss_tss))

axis_limit <- dcant_mod_3d_bias %>% 
  pivot_longer(emlr_anom:nss_projection,
               names_to = "estimate",
               values_to = "bias") %>% 
  pull(bias) %>% 
  abs() %>% 
  max()

dcant_mod_3d_bias %>%
  ggplot(aes(emlr_bias, emlr_anom)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap( ~ basin_AIP)

Past versions of bias_correlation_mod-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
00dcc97	jens-daniel-mueller	2021-06-23
9a8d446	jens-daniel-mueller	2021-06-18
3b6387f	jens-daniel-mueller	2021-06-18
3052a6c	jens-daniel-mueller	2021-06-15
694d661	jens-daniel-mueller	2021-06-15
59a04e1	jens-daniel-mueller	2021-06-14

dcant_mod_3d_bias %>% 
  ggplot(aes(emlr_anom, nss_mod_truth)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap(~ basin_AIP)

Past versions of bias_correlation_mod-2.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
00dcc97	jens-daniel-mueller	2021-06-23
9a8d446	jens-daniel-mueller	2021-06-18
3b6387f	jens-daniel-mueller	2021-06-18
3052a6c	jens-daniel-mueller	2021-06-15
694d661	jens-daniel-mueller	2021-06-15
59a04e1	jens-daniel-mueller	2021-06-14

dcant_mod_3d_bias %>% 
  ggplot(aes(nss_mod_truth, nss_projection)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap(~ basin_AIP)

Past versions of bias_correlation_mod-3.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c68ae3a	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
00dcc97	jens-daniel-mueller	2021-06-23
9a8d446	jens-daniel-mueller	2021-06-18
3b6387f	jens-daniel-mueller	2021-06-18
3052a6c	jens-daniel-mueller	2021-06-15
694d661	jens-daniel-mueller	2021-06-15
59a04e1	jens-daniel-mueller	2021-06-14

5.1.1 Vertical patterns

dcant_mod_3d_bias_profile <- dcant_mod_3d_bias %>% 
  pivot_longer(emlr_anom:nss_projection,
               names_to = "estimate",
               values_to = "bias") %>% 
  group_by(depth, estimate, basin_AIP) %>% 
  summarise(bias = mean(bias)) %>% 
  ungroup()

dcant_mod_3d_bias_profile %>% 
  ggplot(aes(bias, depth, col=estimate)) +
  geom_path() +
  scale_y_reverse() +
  facet_grid(~ basin_AIP)

Past versions of vertical_bias_distribution_basin-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
00dcc97	jens-daniel-mueller	2021-06-23
9a8d446	jens-daniel-mueller	2021-06-18
3b6387f	jens-daniel-mueller	2021-06-18
e03e1ac	jens-daniel-mueller	2021-06-16
bf487c8	jens-daniel-mueller	2021-06-16
b261191	jens-daniel-mueller	2021-06-15

dcant_mod_3d_bias_profile <- dcant_mod_3d_bias %>% 
  pivot_longer(emlr_anom:nss_projection,
               names_to = "estimate",
               values_to = "bias") %>% 
  group_by(depth, estimate) %>% 
  summarise(bias = mean(bias)) %>% 
  ungroup()

dcant_mod_3d_bias_profile %>% 
  ggplot(aes(bias, depth, col=estimate)) +
  geom_path() +
  scale_y_reverse()

Past versions of vertical_bias_distribution-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
00dcc97	jens-daniel-mueller	2021-06-23
9a8d446	jens-daniel-mueller	2021-06-18
3b6387f	jens-daniel-mueller	2021-06-18
e03e1ac	jens-daniel-mueller	2021-06-16
bf487c8	jens-daniel-mueller	2021-06-16
b261191	jens-daniel-mueller	2021-06-15

rm(dcant_mod_3d_bias_profile)

5.2 Zonal sections

5.2.1 delta dcant

# calculate zonal mean section
dcant_mod_zonal <- dcant_mod_3d %>%
  group_by(estimate) %>%
  nest() %>%
  mutate(section = map(.x = data, ~m_zonal_mean_sd(.x))) %>%
  select(-data) %>%
  unnest(section)

dcant_mod_zonal <- dcant_mod_zonal %>% 
  rename(dcant_pos = dcant_pos_mean)

5.2.2 Bias

dcant_mod_zonal_bias <- dcant_mod_zonal %>%
  select(-dcant_pos_sd) %>% 
  pivot_wider(names_from = estimate,
              values_from = dcant_pos) %>% 
  drop_na()


dcant_mod_zonal_bias <- dcant_mod_zonal_bias %>% 
  mutate(emlr_anom = emlr - ss_tss,
         emlr_bias = emlr - mod_truth_vc,
         nss_mod_truth = mod_truth_vc - mod_truth_cc,
         nss_projection = mod_truth_vc - ss_tss) %>% 
  select(-c(emlr:ss_tss))

dcant_mod_zonal_bias_long <- dcant_mod_zonal_bias %>% 
  pivot_longer(emlr_anom:nss_projection,
               names_to = "estimate",
               values_to = "dcant_pos_bias")
  


dcant_mod_zonal_bias_long %>% 
  group_by(basin_AIP, estimate) %>%
  group_split() %>% 
  # head(1) %>%
  map( ~ p_section_zonal(
    df = .x,
    var = "dcant_pos_bias",
    col = "divergent",
    breaks = params_global$breaks_dcant_offset,
    plot_slabs = "n",
    subtitle_text = paste("Basin:", .x$basin_AIP, "| Estimate:", .x$estimate)
  ))

[[1]]

Past versions of zonal_section_dcant_pos_bias_mod-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[2]]

Past versions of zonal_section_dcant_pos_bias_mod-2.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[3]]

Past versions of zonal_section_dcant_pos_bias_mod-3.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c68ae3a	jens-daniel-mueller	2021-07-13

[[4]]

Past versions of zonal_section_dcant_pos_bias_mod-4.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c68ae3a	jens-daniel-mueller	2021-07-13

[[5]]

Past versions of zonal_section_dcant_pos_bias_mod-5.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[6]]

Past versions of zonal_section_dcant_pos_bias_mod-6.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[7]]

Past versions of zonal_section_dcant_pos_bias_mod-7.png

Version	Author	Date
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c68ae3a	jens-daniel-mueller	2021-07-13

[[8]]

Past versions of zonal_section_dcant_pos_bias_mod-8.png

Version	Author	Date
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c68ae3a	jens-daniel-mueller	2021-07-13

[[9]]

Past versions of zonal_section_dcant_pos_bias_mod-9.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[10]]

Past versions of zonal_section_dcant_pos_bias_mod-10.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[11]]

Past versions of zonal_section_dcant_pos_bias_mod-11.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c68ae3a	jens-daniel-mueller	2021-07-13

[[12]]

Past versions of zonal_section_dcant_pos_bias_mod-12.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c68ae3a	jens-daniel-mueller	2021-07-13

axis_limit <- dcant_mod_zonal_bias %>% 
  pivot_longer(emlr_anom:nss_projection,
               names_to = "estimate",
               values_to = "bias") %>% 
  pull(bias) %>% 
  abs() %>% 
  max()

dcant_mod_zonal_bias %>%
  ggplot(aes(emlr_bias, emlr_anom)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap( ~ basin_AIP)

Past versions of zonal_section_dcant_pos_bias_mod-13.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

dcant_mod_zonal_bias %>% 
  ggplot(aes(emlr_anom, nss_mod_truth)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap(~ basin_AIP)

Past versions of zonal_section_dcant_pos_bias_mod-14.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

dcant_mod_zonal_bias %>% 
  ggplot(aes(nss_mod_truth, nss_projection)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap(~ basin_AIP)

Past versions of zonal_section_dcant_pos_bias_mod-15.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

5.3 Inventories

5.3.1 dcant

dcant_mod_inv <- dcant_mod_3d %>%
  mutate(dcant = 0) %>% 
  group_by(estimate) %>%
  nest() %>%
  mutate(inv = map(.x = data, ~m_dcant_inv(.x))) %>%
  select(-data) %>%
  unnest(inv) %>% 
  select(-c(dcant))

5.3.2 Bias

dcant_mod_inv_bias <- dcant_mod_inv %>%
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  select(-inv_depth) %>% 
  pivot_wider(names_from = estimate,
              values_from = dcant_pos) %>% 
  drop_na()


dcant_mod_inv_bias <- dcant_mod_inv_bias %>% 
  mutate(emlr_anom = emlr - ss_tss,
         emlr_bias = emlr - mod_truth_vc,
         nss_mod_truth = mod_truth_vc - mod_truth_cc,
         nss_projection = mod_truth_vc - ss_tss) %>% 
  select(-c(emlr:ss_tss))


dcant_mod_inv_bias_long <- dcant_mod_inv_bias %>% 
  pivot_longer(emlr_anom:nss_projection,
               values_to = "dcant_pos_bias",
               names_to = "estimate")
  


dcant_mod_inv_bias_long %>% 
  group_by(estimate) %>%
  group_split() %>% 
  # head(1) %>%
  map( ~ p_map_cant_inv(
    df = .x,
    var = "dcant_pos_bias",
    col = "bias",
    subtitle_text = paste("Estimate:", .x$estimate)
  ))

[[1]]

Past versions of inventory_dcant_pos_bias_mod-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[2]]

Past versions of inventory_dcant_pos_bias_mod-2.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[3]]

Past versions of inventory_dcant_pos_bias_mod-3.png

Version	Author	Date
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c68ae3a	jens-daniel-mueller	2021-07-13

[[4]]

Past versions of inventory_dcant_pos_bias_mod-4.png

Version	Author	Date
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c68ae3a	jens-daniel-mueller	2021-07-13

axis_limit <- dcant_mod_inv_bias %>% 
  pivot_longer(emlr_anom:nss_projection,
               names_to = "estimate",
               values_to = "bias") %>% 
  pull(bias) %>% 
  abs() %>% 
  max()

dcant_mod_inv_bias %>%
  ggplot(aes(emlr_bias, emlr_anom)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap( ~ basin_AIP)

Past versions of inventory_dcant_pos_bias_mod-5.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

dcant_mod_inv_bias %>% 
  ggplot(aes(emlr_anom, nss_mod_truth)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap(~ basin_AIP)

Past versions of inventory_dcant_pos_bias_mod-6.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

dcant_mod_inv_bias %>% 
  ggplot(aes(nss_mod_truth, nss_projection)) +
  geom_hline(yintercept = 0) +
  geom_vline(xintercept = 0) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  coord_equal(xlim = c(-axis_limit, axis_limit),
              ylim = c(-axis_limit, axis_limit)) +
  labs(title = "Bias vs bias plots") +
  facet_wrap(~ basin_AIP)

Past versions of inventory_dcant_pos_bias_mod-7.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

5.4 Budgets

dcant_mod_budget <- dcant_mod_inv %>% 
  mutate(surface_area = earth_surf(lat, lon),
         # dcant_inv_grid = dcant_inv*surface_area,
         dcant_pos_grid = dcant_pos*surface_area) %>% 
  group_by(basin_AIP, estimate, inv_depth) %>% 
  summarise(#dcant = sum(dcant_inv_grid)*12*1e-15,
            #dcant = round(dcant,1),
            dcant_pos = sum(dcant_pos_grid)*12*1e-15,
            dcant_pos = round(dcant_pos,1)) %>% 
  ungroup()

duration <- sort(tref$median_year)[2] - sort(tref$median_year)[1]

dcant_mod_budget %>%  
  group_by(estimate, inv_depth) %>% 
  summarise(#dcant = sum(dcant),
            #dcant = round(dcant,1),
            dcant_pos = sum(dcant_pos),
            dcant_pos = round(dcant_pos,1),
            #dcant_rate = dcant / duration,
            dcant_pos_rate = dcant_pos / duration) %>% 
  ungroup()

# A tibble: 20 × 4
   estimate     inv_depth dcant_pos dcant_pos_rate
   <chr>            <dbl>     <dbl>          <dbl>
 1 emlr               100       3.6           0.36
 2 emlr               500      12             1.2 
 3 emlr              1000      15.5           1.55
 4 emlr              3000      18             1.8 
 5 emlr             10000      18.8           1.88
 6 mod_truth_cc       100       3.4           0.34
 7 mod_truth_cc       500      11.6           1.16
 8 mod_truth_cc      1000      15.7           1.57
 9 mod_truth_cc      3000      17.5           1.75
10 mod_truth_cc     10000      17.5           1.75
11 mod_truth_vc       100       3.3           0.33
12 mod_truth_vc       500      11.8           1.18
13 mod_truth_vc      1000      15.7           1.57
14 mod_truth_vc      3000      17.8           1.78
15 mod_truth_vc     10000      18             1.8 
16 ss_tss             100       3.2           0.32
17 ss_tss             500      11.2           1.12
18 ss_tss            1000      14.6           1.46
19 ss_tss            3000      16.1           1.61
20 ss_tss           10000      16.3           1.63

5.4.1 Standard depth

Results integrated over the upper 3000 m

dcant_mod_budget %>%
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  ggplot(aes(estimate, dcant_pos, fill = basin_AIP)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col()

Past versions of dcant_budget_standard_depth_mod-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

dcant_mod_budget %>%
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  gt(rowname_col = "basin_AIP",
     groupname_col = c("estimate", "inv_depth"),
     row_group.sep = " | Depth: ") %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )

	dcant_pos
emlr | Depth: 3000
Atlantic	5.3
Indian	3.2
Pacific	9.5
total	18.00
mod_truth_cc | Depth: 3000
Atlantic	4.4
Indian	4.7
Pacific	8.4
total	17.50
mod_truth_vc | Depth: 3000
Atlantic	4.5
Indian	4.8
Pacific	8.5
total	17.80
ss_tss | Depth: 3000
Atlantic	4.1
Indian	4.2
Pacific	7.8
total	16.10

5.4.2 Other depths

Results integrated over the upper 100, 500, 1000, 3000, 10^{4} m

dcant_mod_budget %>%
  filter(inv_depth != params_global$inventory_depth_standard) %>% 
  ggplot(aes(estimate, dcant_pos, fill = basin_AIP)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col() +
  facet_grid(inv_depth ~ ., scales = "free_y")

Past versions of dcant_budget_other_depth_mod-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

dcant_mod_budget %>%
  filter(inv_depth != params_global$inventory_depth_standard) %>% 
  gt(rowname_col = "basin_AIP",
     groupname_col = c("estimate", "inv_depth"),
     row_group.sep = " | Depth: ") %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )

	dcant_pos
emlr | Depth: 100
Atlantic	1.1
Indian	0.7
Pacific	1.8
total	3.60
emlr | Depth: 500
Atlantic	3.5
Indian	2.2
Pacific	6.3
total	12.00
emlr | Depth: 1000
Atlantic	4.6
Indian	3.0
Pacific	7.9
total	15.50
emlr | Depth: 10000
Atlantic	5.5
Indian	3.3
Pacific	10.0
total	18.80
mod_truth_cc | Depth: 100
Atlantic	0.9
Indian	0.7
Pacific	1.8
total	3.40
mod_truth_cc | Depth: 500
Atlantic	2.9
Indian	2.7
Pacific	6.0
total	11.60
mod_truth_cc | Depth: 1000
Atlantic	3.9
Indian	4.1
Pacific	7.7
total	15.70
mod_truth_cc | Depth: 10000
Atlantic	4.4
Indian	4.7
Pacific	8.4
total	17.50
mod_truth_vc | Depth: 100
Atlantic	0.9
Indian	0.7
Pacific	1.7
total	3.30
mod_truth_vc | Depth: 500
Atlantic	3.0
Indian	2.8
Pacific	6.0
total	11.80
mod_truth_vc | Depth: 1000
Atlantic	3.9
Indian	4.1
Pacific	7.7
total	15.70
mod_truth_vc | Depth: 10000
Atlantic	4.5
Indian	4.9
Pacific	8.6
total	18.00
ss_tss | Depth: 100
Atlantic	0.8
Indian	0.7
Pacific	1.7
total	3.20
ss_tss | Depth: 500
Atlantic	2.8
Indian	2.6
Pacific	5.8
total	11.20
ss_tss | Depth: 1000
Atlantic	3.6
Indian	3.7
Pacific	7.3
total	14.60
ss_tss | Depth: 10000
Atlantic	4.1
Indian	4.3
Pacific	7.9
total	16.30

6 Observations

6.1 Zonal mean sections

6.1.1 delta dcant

# calculate zonal mean section
dcant_obs_zonal <- dcant_obs_3d %>%
  group_by(estimate) %>%
  nest() %>%
  mutate(section = map(.x = data, ~m_zonal_mean_sd(.x))) %>%
  select(-data) %>%
  unnest(section)

dcant_obs_zonal <- dcant_obs_zonal %>% 
  rename(dcant_pos = dcant_pos_mean)

6.1.2 Bias

dcant_obs_zonal_bias <- dcant_obs_zonal %>%
  select(-dcant_pos_sd) %>% 
  pivot_wider(names_from = estimate,
              values_from = dcant_pos) %>% 
  drop_na()


dcant_obs_zonal_bias <- dcant_obs_zonal_bias %>% 
  mutate(emlr_anom = emlr - ss_tss) %>% 
  select(-c(emlr:ss_tss))

dcant_obs_zonal_bias_long <- dcant_obs_zonal_bias %>% 
  pivot_longer(emlr_anom,
               names_to = "estimate",
               values_to = "dcant_pos_bias")
  


dcant_obs_zonal_bias_long %>% 
  group_by(basin_AIP, estimate) %>%
  group_split() %>% 
  # head(1) %>%
  map( ~ p_section_zonal(
    df = .x,
    var = "dcant_pos_bias",
    col = "divergent",
    breaks = params_global$breaks_dcant_offset,
    plot_slabs = "n",
    subtitle_text = paste("Basin:", .x$basin_AIP, "| Estimate:", .x$estimate)
  ))

[[1]]

Past versions of zonal_section_dcant_pos_bias_obs-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

[[2]]

Past versions of zonal_section_dcant_pos_bias_obs-2.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
7bc0dd5	jens-daniel-mueller	2021-08-04

[[3]]

Past versions of zonal_section_dcant_pos_bias_obs-3.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
7bc0dd5	jens-daniel-mueller	2021-08-04

6.2 Inventories

6.2.1 delta dcant

# calculate zonal mean section
dcant_obs_inv <- dcant_obs_3d %>%
  rename(dcant_pos = dcant_pos) %>% 
  mutate(dcant = 0) %>% 
  group_by(estimate) %>%
  nest() %>%
  mutate(inv = map(.x = data, ~m_dcant_inv(.x))) %>%
  select(-data) %>%
  unnest(inv) %>% 
  select(-c(dcant))

6.2.2 Bias

dcant_obs_inv_bias <- dcant_obs_inv %>%
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  select(-inv_depth) %>% 
  pivot_wider(names_from = estimate,
              values_from = dcant_pos) %>% 
  drop_na()


dcant_obs_inv_bias <- dcant_obs_inv_bias %>% 
  mutate(emlr_anom = emlr - ss_tss) %>% 
  select(-c(emlr:ss_tss))


dcant_obs_inv_bias_long <- dcant_obs_inv_bias %>% 
  pivot_longer(emlr_anom,
               values_to = "dcant_pos_bias",
               names_to = "estimate")
  


dcant_obs_inv_bias_long %>% 
  group_by(estimate) %>%
  group_split() %>% 
  # head(1) %>%
  map( ~ p_map_cant_inv(
    df = .x,
    var = "dcant_pos_bias",
    col = "bias",
    subtitle_text = paste("Estimate:", .x$estimate)
  ))

[[1]]

Past versions of inventory_dcant_pos_bias_obs-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

6.3 Budgets

dcant_obs_budget <- dcant_obs_inv %>% 
  mutate(surface_area = earth_surf(lat, lon),
         # dcant_inv_grid = dcant_inv*surface_area,
         dcant_pos_grid = dcant_pos*surface_area) %>% 
  group_by(basin_AIP, estimate, inv_depth) %>% 
  summarise(#dcant = sum(dcant_inv_grid)*12*1e-15,
            #dcant = round(dcant,1),
            dcant_pos = sum(dcant_pos_grid)*12*1e-15,
            dcant_pos = round(dcant_pos,1)) %>% 
  ungroup()

duration <- sort(tref$median_year)[2] - sort(tref$median_year)[1]

dcant_obs_budget %>%  
  group_by(estimate, inv_depth) %>% 
  summarise(#dcant = sum(dcant),
            #dcant = round(dcant,1),
            dcant_pos = sum(dcant_pos),
            dcant_pos = round(dcant_pos,1),
            #dcant_rate = dcant / duration,
            dcant_pos_rate = dcant_pos / duration) %>% 
  ungroup()

# A tibble: 10 × 4
   estimate inv_depth dcant_pos dcant_pos_rate
   <chr>        <dbl>     <dbl>          <dbl>
 1 emlr           100       4             0.4 
 2 emlr           500      13.6           1.36
 3 emlr          1000      18.9           1.89
 4 emlr          3000      30.1           3.01
 5 emlr         10000      36.1           3.61
 6 ss_tss         100       3.5           0.35
 7 ss_tss         500      12.9           1.29
 8 ss_tss        1000      18.1           1.81
 9 ss_tss        3000      21.4           2.14
10 ss_tss       10000      21.7           2.17

6.3.1 Standard depth

Results integrated over the upper 3000 m

dcant_obs_budget %>%
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  ggplot(aes(estimate, dcant_pos, fill = basin_AIP)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col()

Past versions of dcant_budget_standard_depth_obs-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

dcant_obs_budget %>%
  filter(inv_depth == params_global$inventory_depth_standard) %>% 
  gt(rowname_col = "basin_AIP",
     groupname_col = c("estimate", "inv_depth"),
     row_group.sep = " | Depth: ") %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )

	dcant_pos
emlr | Depth: 3000
Atlantic	11.7
Indian	7.8
Pacific	10.6
total	30.10
ss_tss | Depth: 3000
Atlantic	8.1
Indian	4.8
Pacific	8.5
total	21.40

6.3.2 Other depths

Results integrated over the upper 100, 500, 1000, 3000, 10^{4} m

dcant_obs_budget %>%
  filter(inv_depth != params_global$inventory_depth_standard) %>% 
  ggplot(aes(estimate, dcant_pos, fill = basin_AIP)) +
  scale_fill_brewer(palette = "Dark2") +
  geom_col() +
  facet_grid(inv_depth ~ ., scales = "free_y")

Past versions of dcant_budget_other_depth_obs-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
722483f	jens-daniel-mueller	2021-10-18
cd0ebd8	jens-daniel-mueller	2021-10-18
aedafcb	jens-daniel-mueller	2021-10-17
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
6e17588	jens-daniel-mueller	2021-08-24
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
426b2df	jens-daniel-mueller	2021-07-21
c68ae3a	jens-daniel-mueller	2021-07-13

dcant_obs_budget %>%
  filter(inv_depth != params_global$inventory_depth_standard) %>% 
  gt(rowname_col = "basin_AIP",
     groupname_col = c("estimate", "inv_depth"),
     row_group.sep = " | Depth: ") %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )

	dcant_pos
emlr | Depth: 100
Atlantic	1.1
Indian	0.8
Pacific	2.1
total	4.00
emlr | Depth: 500
Atlantic	3.7
Indian	3.0
Pacific	6.9
total	13.60
emlr | Depth: 1000
Atlantic	5.6
Indian	4.6
Pacific	8.7
total	18.90
emlr | Depth: 10000
Atlantic	15.1
Indian	8.6
Pacific	12.4
total	36.10
ss_tss | Depth: 100
Atlantic	1.0
Indian	0.8
Pacific	1.7
total	3.50
ss_tss | Depth: 500
Atlantic	3.8
Indian	2.9
Pacific	6.2
total	12.90
ss_tss | Depth: 1000
Atlantic	5.8
Indian	4.4
Pacific	7.9
total	18.10
ss_tss | Depth: 10000
Atlantic	8.2
Indian	5.0
Pacific	8.5
total	21.70

7 Write files

dcant_mod_3d_bias %>%
  write_csv(paste0(path_version_data,
                   "anom_dcant_mod_3d_bias.csv"))

dcant_mod_zonal_bias %>%
  write_csv(paste0(path_version_data,
                   "anom_dcant_mod_zonal_bias.csv"))

dcant_mod_inv_bias %>%
  write_csv(paste0(path_version_data,
                   "anom_dcant_mod_inv_bias.csv"))

dcant_mod_budget %>%
  write_csv(paste0(path_version_data,
                   "anom_dcant_mod_budget.csv"))


dcant_obs_zonal_bias %>%
  write_csv(paste0(path_version_data,
                   "anom_dcant_obs_zonal_bias.csv"))

dcant_obs_inv_bias %>%
  write_csv(paste0(path_version_data,
                   "anom_dcant_obs_inv_bias.csv"))

dcant_obs_budget %>%
  write_csv(paste0(path_version_data,
                   "anom_dcant_obs_budget.csv"))

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] gt_0.2.2        marelac_2.1.10  shape_1.4.5     ggforce_0.3.3  
 [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_1.1.3     tibble_3.1.3    ggplot2_3.3.5  
[17] tidyverse_1.3.0 workflowr_1.6.2

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 gsw_1.0-5                lubridate_1.7.9         
 [4] RColorBrewer_1.1-2       httr_1.4.2               rprojroot_2.0.2         
 [7] tools_4.0.3              backports_1.1.10         bslib_0.2.5.1           
[10] utf8_1.1.4               R6_2.5.0                 DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              tidyselect_1.1.0        
[16] compiler_4.0.3           git2r_0.27.1             cli_3.0.1               
[19] rvest_0.3.6              xml2_1.3.2               isoband_0.2.2           
[22] labeling_0.4.2           sass_0.4.0               scales_1.1.1            
[25] checkmate_2.0.0          digest_0.6.27            rmarkdown_2.10          
[28] oce_1.2-0                pkgconfig_2.0.3          htmltools_0.5.1.1       
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[34] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[37] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[40] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[43] munsell_0.5.0            fansi_0.4.1              lifecycle_1.0.0         
[46] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[49] MASS_7.3-53              grid_4.0.3               blob_1.2.1              
[52] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[55] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[58] seacarb_3.2.14           knitr_1.33               pillar_1.6.2            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[67] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[70] testthat_2.3.2           cellranger_1.1.0         gtable_0.3.0            
[73] polyclip_1.10-0          assertthat_0.2.1         xfun_0.25               
[76] broom_0.7.9              RcppEigen_0.3.3.7.0      later_1.2.0             
[79] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1