Isoneutral slab distribution
Cant mean within each horizontal grid cell (lon x lat) per isoneutral slab.
Please note that:
density slabs covering values >28.1 occur by definition only either in the Atlantic or Indo-Pacific basin
gaps in the maps represent areas where (thin) density layers fit between discrete depth levels used for mapping
# JDM
cant_gamma_maps_JDM <- m_cant_slab(cant_3d)
cant_gamma_maps_JDM <- cant_gamma_maps_JDM %>%
arrange(gamma_slab, eras)
# M
cant_gamma_maps_M <- m_cant_slab(cant_M)
cant_gamma_maps_M <- cant_gamma_maps_M %>%
arrange(gamma_slab, eras)
Join data sets
Gamma slab maps are merged, and differences calculate per grid cell and per eras.
# add estimate label
cant_gamma_maps_long <-
bind_rows(
cant_gamma_maps_JDM %>% mutate(estimate = "JDM"),
cant_gamma_maps_M %>% mutate(estimate = "M")
)
# pivot to wide format
cant_gamma_maps_wide <- cant_gamma_maps_long %>%
pivot_wider(names_from = estimate, values_from = cant_pos:cant) %>%
drop_na()
# calculate offset
cant_gamma_maps_wide <- cant_gamma_maps_wide %>%
mutate(
cant_pos_offset = cant_pos_JDM - cant_pos_M,
cant_offset = cant_JDM - cant_M,
estimate = "JDM - M"
)
Cant - positive
In a first series of plots we explore the distribution of Cant, taking only positive estimates into account (positive here refers to the mean cant estimate across MLR model predictions available for each grid cell). Negative values were set to zero before calculating slab inventories.
# i_eras <- unique(cant_gamma_maps_long$eras)[1]
# i_gamma_slab <- unique(cant_gamma_maps_long$gamma_slab)[1]
# i_estimate <- unique(cant_gamma_maps_long$estimate)[1]
for (i_eras in unique(cant_gamma_maps_long$eras)) {
for (i_gamma_slab in unique(cant_gamma_maps_long$gamma_slab)) {
for (i_estimate in unique(cant_gamma_maps_long$estimate)) {
print(p_map_cant_slab(
df = cant_gamma_maps_long %>%
filter(
estimate == i_estimate,
eras == i_eras,
gamma_slab == i_gamma_slab
),
subtitle_text = paste(
"Estimate:",
i_estimate,
"Eras:",
i_eras,
"| Neutral density:",
i_gamma_slab
)
))
}
print(
p_map_cant_slab(
df = cant_gamma_maps_wide %>%
filter(eras == i_eras,
gamma_slab == i_gamma_slab),
var = "cant_pos_offset",
col = "divergent",
subtitle_text = paste(
"Estimate: JDM - M | Eras:",
i_eras,
"| Neutral density:",
i_gamma_slab
)
)
)
}
}
Past versions of cant_pos_gamma_slab_maps-1.png
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jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_pos_gamma_slab_maps-44.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-45.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-46.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-47.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-48.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-49.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-50.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-51.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-52.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-53.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-54.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-55.png
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022871c
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-56.png
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Donghe-Zhu
2021-01-13
Past versions of cant_pos_gamma_slab_maps-57.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-58.png
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022871c
Donghe-Zhu
2021-01-13
Past versions of cant_pos_gamma_slab_maps-59.png
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2021-01-13
Past versions of cant_pos_gamma_slab_maps-60.png
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2021-01-13
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2021-01-14
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2021-01-14
Past versions of cant_pos_gamma_slab_maps-90.png
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jens-daniel-mueller
2021-01-14
Cant - all
In a second series of plots we explore the distribution of all Cant, taking positive and negative estimates into account.
for (i_eras in unique(cant_gamma_maps_long$eras)) {
for (i_gamma_slab in unique(cant_gamma_maps_long$gamma_slab)) {
for (i_estimate in unique(cant_gamma_maps_long$estimate)) {
print(
p_map_cant_slab(
df = cant_gamma_maps_long %>%
filter(
estimate == i_estimate,
eras == i_eras,
gamma_slab == i_gamma_slab
),
var = "cant",
col = "divergent",
subtitle_text = paste(
"Estimate:",
i_estimate,
"Eras:",
i_eras,
"| Neutral density:",
i_gamma_slab
)
)
)
}
print(
p_map_cant_slab(
df = cant_gamma_maps_wide %>%
filter(eras == i_eras,
gamma_slab == i_gamma_slab),
var = "cant_offset",
col = "divergent",
subtitle_text = paste(
"Estimate: JDM - M | Eras:",
i_eras,
"| Neutral density:",
i_gamma_slab
)
)
)
}
}
Past versions of cant_all_gamma_slab_maps-1.png
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jens-daniel-mueller
2021-01-14
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2021-01-14
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Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-2.png
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jens-daniel-mueller
2021-01-14
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jens-daniel-mueller
2021-01-14
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jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-3.png
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jens-daniel-mueller
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jens-daniel-mueller
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022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-4.png
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jens-daniel-mueller
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Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-5.png
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2021-01-13
Past versions of cant_all_gamma_slab_maps-6.png
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jens-daniel-mueller
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022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-7.png
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jens-daniel-mueller
2021-01-14
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jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-8.png
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2021-01-13
Past versions of cant_all_gamma_slab_maps-9.png
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jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-10.png
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2021-01-13
Past versions of cant_all_gamma_slab_maps-11.png
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2021-01-13
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2021-01-13
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022871c
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2021-01-13
Past versions of cant_all_gamma_slab_maps-14.png
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022871c
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2021-01-13
Past versions of cant_all_gamma_slab_maps-15.png
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2021-01-13
Past versions of cant_all_gamma_slab_maps-16.png
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8d032c3
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022871c
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2021-01-13
Past versions of cant_all_gamma_slab_maps-17.png
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2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-18.png
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2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-19.png
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2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-20.png
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d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-21.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
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2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-22.png
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Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-23.png
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Author
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jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-24.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-25.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-26.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
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2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-27.png
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Author
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d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-28.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-29.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-30.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-31.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-32.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-33.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-34.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-35.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-36.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-37.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-38.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-39.png
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2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-40.png
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2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-41.png
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d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-42.png
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jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-43.png
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jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-44.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-45.png
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Author
Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
jens-daniel-mueller
2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-46.png
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Author
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jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-47.png
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2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-48.png
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2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-49.png
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2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-50.png
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jens-daniel-mueller
2021-01-14
dbc48a9
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2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-51.png
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jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-52.png
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jens-daniel-mueller
2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-53.png
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2021-01-14
dbc48a9
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b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-54.png
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jens-daniel-mueller
2021-01-14
dbc48a9
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2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-55.png
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Date
d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
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2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-56.png
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d6f1202
jens-daniel-mueller
2021-01-14
dbc48a9
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2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-57.png
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jens-daniel-mueller
2021-01-14
dbc48a9
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2021-01-14
b3564aa
jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-58.png
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2021-01-14
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jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-59.png
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2021-01-14
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jens-daniel-mueller
2021-01-14
c5a2483
jens-daniel-mueller
2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-60.png
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2021-01-14
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2021-01-14
8d032c3
jens-daniel-mueller
2021-01-14
022871c
Donghe-Zhu
2021-01-13
Past versions of cant_all_gamma_slab_maps-61.png
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2021-01-14
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Past versions of cant_all_gamma_slab_maps-62.png
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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2021-01-14
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d6f1202
jens-daniel-mueller
2021-01-14
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jens-daniel-mueller
2021-01-14
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d6f1202
jens-daniel-mueller
2021-01-14
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d6f1202
jens-daniel-mueller
2021-01-14
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d6f1202
jens-daniel-mueller
2021-01-14
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jens-daniel-mueller
2021-01-14
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d6f1202
jens-daniel-mueller
2021-01-14
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jens-daniel-mueller
2021-01-14
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jens-daniel-mueller
2021-01-14
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 scales_1.1.1
[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_1.0.2 purrr_0.3.4
[13] readr_1.4.0 tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.2
[17] tidyverse_1.3.0 workflowr_1.6.2
loaded via a namespace (and not attached):
[1] httr_1.4.2 jsonlite_1.7.1 here_0.1
[4] modelr_0.1.8 assertthat_0.2.1 blob_1.2.1
[7] cellranger_1.1.0 yaml_2.2.1 pillar_1.4.7
[10] backports_1.1.10 lattice_0.20-41 glue_1.4.2
[13] RcppEigen_0.3.3.7.0 digest_0.6.27 promises_1.1.1
[16] checkmate_2.0.0 rvest_0.3.6 colorspace_1.4-1
[19] htmltools_0.5.0 httpuv_1.5.4 Matrix_1.2-18
[22] pkgconfig_2.0.3 broom_0.7.2 seacarb_3.2.14
[25] haven_2.3.1 whisker_0.4 later_1.1.0.1
[28] git2r_0.27.1 farver_2.0.3 generics_0.0.2
[31] ellipsis_0.3.1 withr_2.3.0 cli_2.1.0
[34] magrittr_1.5 crayon_1.3.4 readxl_1.3.1
[37] evaluate_0.14 fs_1.5.0 fansi_0.4.1
[40] xml2_1.3.2 RcppArmadillo_0.10.1.2.0 oce_1.2-0
[43] tools_4.0.3 data.table_1.13.2 hms_0.5.3
[46] lifecycle_0.2.0 munsell_0.5.0 reprex_0.3.0
[49] gsw_1.0-5 compiler_4.0.3 rlang_0.4.9
[52] grid_4.0.3 rstudioapi_0.13 labeling_0.4.2
[55] rmarkdown_2.5 testthat_2.3.2 gtable_0.3.0
[58] DBI_1.1.0 R6_2.5.0 lubridate_1.7.9
[61] knitr_1.30 rprojroot_2.0.2 stringi_1.5.3
[64] parallel_4.0.3 Rcpp_1.0.5 vctrs_0.3.5
[67] dbplyr_1.4.4 tidyselect_1.1.0 xfun_0.18