Packages & setup
# packages
if (!require("librarian")){
install.packages("librarian")
library(librarian)
}
librarian::shelf(
calcofi/calcofi4r,
# marmap,
cmocean, dplyr, DT, glue, here, interp,
mapview, plotly, sf, skimr, tidyr)
mapviewOptions(fgb = F)
source(here("../apps/libs/db.R"))
d_vars <- calcofi4r::get_variables()
d_cruises <- calcofi4r::get_cruises()
datatable(d_cruises)
# 1. choose cruise
(cruiseid <- d_cruises$cruiseid[1])
## [1] "2020-01-05-C-33RL"
# get casts, filtering by cruise
casts <- tbl(con, "ctd_casts") %>%
filter(cruiseid == !!cruiseid) %>%
select(cast_count, sta_id, date, longitude, latitude) %>%
collect() %>%
separate(
sta_id, into = c("sta_line", "sta_offshore"),
sep = " ", convert = T, remove = F) %>%
mutate(
day = difftime(date, min(date), units="days") %>%
as.integer()) %>%
st_as_sf(
coords = c("longitude", "latitude"),
crs = 4326, remove = F)
mapview(casts, zcol="sta_line")
# mapview(casts, zcol="sta_offshore")
# mapview(casts, zcol="day")
table(casts$sta_line)
##
## 60 63.3 66.7 70 73.3 76.7 80 81.7 81.8 83.3 85.4 86.7 86.8 88.5 90 91.7
## 5 6 6 6 6 8 8 1 1 11 1 12 1 1 14 1
## 93.3 93.4
## 15 1
# remove station lines with only one cast
casts <- casts %>%
group_by(sta_line) %>%
mutate(sta_line_n = n()) %>%
filter(sta_line_n > 1)
table(casts$sta_line)
##
## 60 63.3 66.7 70 73.3 76.7 80 83.3 86.7 90 93.3
## 5 6 6 6 6 8 8 11 12 14 15
# 2. choose station line
(sta_line <- casts$sta_line[1])
## [1] 60
# filter by station line
casts <- casts %>%
filter(
sta_line == !!sta_line)
bottles <- dbGetQuery(
con,
glue(
"SELECT cast_count, depthm, t_degc
FROM ctd_bottles
WHERE cast_count IN ({paste(casts$cast_count, collapse=',')})"))
d <- casts %>%
inner_join(
bottles,
by="cast_count") %>%
st_drop_geometry() %>%
# select(sta_offshore, sta_line, depthm, t_degc) %>%
arrange(sta_offshore, sta_line, depthm)
datatable(d)
plotly
fig <- plot_ly(
type='isosurface',
x = d$sta_offshore,
y = d$sta_line,
z = d$depthm,
value = d$t_degc,
isomin = min(d$t_degc),
isomax = max(d$t_degc))
fig
library(plotly)
fig <- plot_ly(
type='isosurface',
x = c(0,0,0,0,1,1,1,1),
y = c(1,0,1,0,1,0,1,0),
z = c(1,1,0,0,1,1,0,0),
value = c(1,2,3,4,5,6,7,8),
isomin=2,
isomax=6
)
fig
metR
shelf(metR)
d <- d %>%
mutate(depthm = depthm * -1)
ggplot(d, aes(sta_offshore, depthm, z = t_degc)) +
geom_contour_fill(na.fill = TRUE)
![](data:image/png;base64,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)
ggplot(d, aes(sta_offshore, depthm)) +
geom_contour_fill(aes(z = t_degc), kriging = T)
![](data:image/png;base64,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)
ggplot(d, aes(sta_offshore, depthm)) +
geom_contour_fill(aes(z = t_degc), kriging = T) +
geom_point(size = 0.2)
![](data:image/png;base64,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)
ggplot2::geom_contour_filled()
# rever to positive depth
d <- d %>%
mutate(depthm = depthm * -1)
# View(d)
skim(d)
Data summary
Name |
d |
Number of rows |
99 |
Number of columns |
11 |
_______________________ |
|
Column type frequency: |
|
character |
1 |
Date |
1 |
numeric |
8 |
________________________ |
|
Group variables |
sta_line |
Variable type: character
sta_id |
60 |
0 |
1 |
11 |
11 |
0 |
5 |
0 |
Variable type: Date
date |
60 |
0 |
1 |
2020-01-25 |
2020-01-26 |
2020-01-25 |
2 |
Variable type: numeric
cast_count |
60 |
0 |
1 |
35275.28 |
1.31 |
35273.00 |
35274.00 |
35275.00 |
35276.00 |
35277.00 |
▃▇▇▇▇ |
sta_offshore |
60 |
0 |
1 |
73.13 |
12.58 |
53.00 |
60.00 |
70.00 |
80.00 |
90.00 |
▇▁▆▆▆ |
longitude |
60 |
0 |
1 |
-124.55 |
0.91 |
-125.77 |
-125.05 |
-124.33 |
-123.60 |
-123.10 |
▆▆▆▁▇ |
latitude |
60 |
0 |
1 |
37.18 |
0.42 |
36.61 |
36.95 |
37.28 |
37.61 |
37.85 |
▆▆▆▁▇ |
day |
60 |
0 |
1 |
20.23 |
0.42 |
20.00 |
20.00 |
20.00 |
20.00 |
21.00 |
▇▁▁▁▂ |
sta_line_n |
60 |
0 |
1 |
5.00 |
0.00 |
5.00 |
5.00 |
5.00 |
5.00 |
5.00 |
▁▁▇▁▁ |
depthm |
60 |
0 |
1 |
157.24 |
154.88 |
0.00 |
30.00 |
100.00 |
250.00 |
516.00 |
▇▃▂▁▁ |
t_degc |
60 |
0 |
1 |
9.73 |
2.55 |
4.76 |
7.94 |
9.67 |
12.29 |
13.20 |
▃▃▅▂▇ |
d %>%
ggplot(aes(x = sta_offshore, y = depthm)) +
geom_contour_filled(aes(z = t_degc), bins = 10)+
geom_point(size = 0.2) +
scale_y_reverse() +
coord_cartesian(expand = F) +
labs(x = "Offshore [id]", y = "Depth [m]")+
theme_bw() %+%
theme(
panel.background = element_rect(fill = "grey90"),
panel.grid.major = element_line(linetype = 3, colour = "grey60"),
axis.text = element_text(colour = 1, size = 10),
axis.title = element_text(colour = 1, size = 12),
legend.background = element_blank(),
legend.key = element_blank(),
legend.position = "right") # +
![](data:image/png;base64,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)
# metR::scale_x_longitude(ticks = 0.005,position = "bottom")
# Irregular data
# Use a dataset from the interp package
data(franke, package = "interp")
origdata <- as.data.frame(interp::franke.data(1, 1, franke))
grid <- with(origdata, interp::interp(x, y, z))
griddf <- subset(
data.frame(
x = rep(grid$x, nrow(grid$z)),
y = rep(grid$y, each = ncol(grid$z)),
z = as.numeric(grid$z)),
!is.na(z))
ggplot(griddf, aes(x, y, z = z)) +
geom_contour_filled() +
geom_point(data = origdata)
![](data:image/png;base64,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)
- cmocean:
beautiful colormaps for oceanography
g <- with(
d,
interp::interp(
sta_offshore, depthm, t_degc))
gd <- subset(
data.frame(
x = rep(g$x, nrow(g$z)),
y = rep(g$y, each = ncol(g$z)),
z = as.numeric(g$z)),
!is.na(z))
nbins = 8
cmocean_pal = "thermal"
p <- ggplot(gd, aes(x, y, z = z)) +
geom_contour_filled(bins=nbins) +
coord_cartesian(expand = F) +
scale_x_reverse() +
scale_y_reverse() +
labs(
x = "Offshore [id]",
y = "Depth [m]",
fill = "Temperature [C]") +
scale_fill_manual(values = cmocean(cmocean_pal)(nbins)) +
theme_bw()
p
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)
# add points
p +
geom_point(
data = d %>%
rename(
x = sta_offshore,
y = depthm,
z = t_degc),
size = 0.2)
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)
marmap
: add bathymetry
library(marmap)
b <- with(
d,
getNOAA.bathy(
lon1 = min(longitude),
lon2 = max(longitude),
lat1 = min(latitude),
lat2 = max(latitude),
resolution=4))
# create color palettes
blues <- c("lightsteelblue4","lightsteelblue3","lightsteelblue2","lightsteelblue1")
greys <- c(grey(0.6),grey(0.93),grey(0.99))
plot(b, image = TRUE, land = TRUE, lwd = 0.03, bpal = list(c(0, max(b), greys), c(min(b), 0, blues)))
# Add coastline
plot(b, n = 1, lwd = 0.4, add = TRUE)
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)
summary(b)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -4590 -4236 -3968 -3737 -3567 -70
## 36.576923077 36.6502262444118 36.7235294118235
## -125.8 -4482 -4497 -4502
## -125.728947368421 -4506 -4495 -4458
## -125.657894736842 -4502 -4502 -4356
## -125.586842105263 -4485 -4498 -4158
## -125.515789473684 -4491 -4461 -4113
## 36.7968325792353 36.8701357466471
## -125.8 -4462 -4452
## -125.728947368421 -4309 -4340
## -125.657894736842 -3586 -3430
## -125.586842105263 -3101 -2992
## -125.515789473684 -3509 -3692
dr <- d %>%
filter(
sta_offshore %in% c(max(sta_offshore), min(sta_offshore))) %>%
group_by(sta_offshore) %>%
summarize(
lon = first(longitude),
lat = first(latitude))
# Latitudinal range: 36.58 to 37.82 ( 36.58 N to 37.82 N)
# Longitudinal range: -125.8 to -123.1 (125.8 W to 123.1 W)
dr
## # A tibble: 2 × 3
## sta_offshore lon lat
## <dbl> <dbl> <dbl>
## 1 53 -123. 37.8
## 2 90 -126. 36.6
trsect <- get.transect(
b,
x1 = min(as.numeric(dimnames(b)[[1]])),
x2 = max(as.numeric(dimnames(b)[[1]])),
y1 = min(as.numeric(dimnames(b)[[2]])),
y2 = max(as.numeric(dimnames(b)[[2]])),
distance = T)
trsect
## lon lat dist.km depth
## 1 -125.8000 36.57692 0.000000 -4482
## 2 -125.7289 36.60972 7.316763 -4506
## 3 -125.6579 36.64251 14.631186 -4502
## 4 -125.5868 36.67530 21.943267 -4498
## 5 -125.5158 36.70810 29.253002 -4113
## 6 -125.4447 36.74089 36.560388 -3975
## 7 -125.3737 36.77368 43.865422 -3661
## 8 -125.3026 36.80648 51.168102 -4068
## 9 -125.2316 36.83927 58.468423 -4008
## 10 -125.1605 36.87206 65.766383 -4049
## 11 -125.0895 36.90486 73.061978 -4333
## 12 -125.0184 36.93765 80.355206 -4339
## 13 -124.9474 36.97045 87.646063 -4280
## 14 -124.8763 37.00324 94.934547 -4245
## 15 -124.8053 37.03603 102.220653 -4229
## 16 -124.7342 37.06883 109.504379 -4178
## 17 -124.6632 37.10162 116.785722 -4107
## 18 -124.5921 37.13441 124.064678 -3954
## 19 -124.5211 37.16721 131.341245 -3857
## 20 -124.4500 37.20000 138.615418 -3938
## 21 -124.3789 37.23279 145.887196 -3959
## 22 -124.3079 37.26559 153.156575 -3980
## 23 -124.2368 37.29838 160.423551 -3956
## 24 -124.1658 37.33117 167.688122 -3922
## 25 -124.0947 37.36397 174.950284 -3820
## 26 -124.0237 37.39676 182.210034 -3764
## 27 -123.9526 37.42955 189.467370 -3735
## 28 -123.8816 37.46235 196.722287 -3636
## 29 -123.8105 37.49514 203.974782 -3600
## 30 -123.7395 37.52794 211.224853 -3509
## 31 -123.6684 37.56073 218.472496 -3420
## 32 -123.5974 37.59352 225.717708 -3364
## 33 -123.5263 37.62632 232.960486 -3287
## 34 -123.4553 37.65911 240.200826 -3006
## 35 -123.3842 37.69190 247.438725 -2655
## 36 -123.3132 37.72470 254.674181 -1894
## 37 -123.2421 37.75749 261.907190 -1113
## 38 -123.1711 37.79028 269.137748 -110
## 39 -123.1000 37.82308 276.365853 -70
plotProfile(trsect)
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)
calcofi4r::plot_transect()
plot_transect <- function(x, y, z){
g <- with(
d,
interp::interp(
sta_offshore, depthm, t_degc))
gd <- subset(
data.frame(
x = rep(g$x, nrow(g$z)),
y = rep(g$y, each = ncol(g$z)),
z = as.numeric(g$z)),
!is.na(z))
nbins = 8
cmocean_pal = "thermal"
p <- ggplot(gd, aes(x, y, z = z)) +
geom_contour_filled(bins=nbins) +
coord_cartesian(expand = F) +
scale_x_reverse() +
scale_y_reverse() +
labs(
x = "Offshore [id]",
y = "Depth [m]",
fill = "Temperature [C]") +
scale_fill_manual(values = cmocean(cmocean_pal)(nbins)) +
theme_bw()
p
# add points
p +
geom_point(
data = d %>%
rename(
x = sta_offshore,
y = depthm,
z = t_degc),
size = 0.2)
}