Nothing
## ---- include = FALSE---------------------------------------------------------
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>",
warning = FALSE,
message = FALSE,
fig.align = "center"
)
library(cubble)
library(dplyr)
library(ggplot2)
library(leaflet)
library(crosstalk)
library(plotly)
## ----echo = FALSE-------------------------------------------------------------
knitr::include_graphics("cluster-diagram/interactive.png")
## -----------------------------------------------------------------------------
set.seed(123)
climate_smaller <- climate_aus |> head(n = 30)
(clean <- climate_smaller |>
face_temporal() |>
group_by(month = lubridate::month(date, label = TRUE, abbr = TRUE)) |>
summarise(
tmax = mean(tmax, na.rm = TRUE),
tmin = mean(tmin, na.rm = TRUE),
diff = mean(tmax - tmin, na.rm = TRUE)
) |>
face_spatial() |>
rowwise() |>
mutate(temp_diff_var = var(ts$diff, na.rm = TRUE))
)
## -----------------------------------------------------------------------------
nested <- clean %>% SharedData$new(~id, group = "cubble")
long <- clean |>
face_temporal() |>
unfold(temp_diff_var) |>
arrange(temp_diff_var) %>%
SharedData$new(~id, group = "cubble")
## -----------------------------------------------------------------------------
domain <- clean$temp_diff_var
pal <- colorNumeric(
colorspace::sequential_hcl(
"Rocket", n = 7, cmax = 90, rev = TRUE, c2 = 40, l2= 85, c1 = 20, l1 = 30),
domain = domain)
map <- leaflet(nested, width = 300, height = 300) |>
addTiles() |>
addCircleMarkers(color = ~pal(domain), group = "a", radius = 0.1,
popup = ~name, fillOpacity = 1, opacity = 1)
## -----------------------------------------------------------------------------
ts_static <- long %>%
ggplot(aes(x = month, group = id,
fill = temp_diff_var, color = temp_diff_var
)) +
geom_ribbon(aes(ymin = tmin, ymax = tmax), size = 0.1, alpha = 0.3) +
# geom_point(aes(y = tmax), size = 0.1) +
# geom_point(aes(y = tmin), size = 0.1) +
colorspace::scale_fill_continuous_sequential(
"Rocket", n_interp = 7, cmax = 90, rev = TRUE,
c2 = 40, l2= 85, c1 = 20, l1 = 30, name = "Var. temp. diff.") +
colorspace::scale_colour_continuous_sequential(
"Rocket", n_interp = 7, cmax = 90, rev = TRUE,
c2 = 40, l2= 85, c1 = 20, l1 = 30, name = "Var. temp. diff.") +
labs(x = "Month", y = "Temperature") +
theme_bw() +
theme(
panel.grid.major = element_blank(),
legend.position = "bottom"
)
## -----------------------------------------------------------------------------
ts_interactive <- ggplotly(ts_static, width = 600, height = 300) %>%
highlight(on = "plotly_selected", opacityDim = 0.012)
## ----eval = FALSE-------------------------------------------------------------
# bscols(map, ts_interactive, widths = c(4, 6))
## ----echo = FALSE, out.width="150%"-------------------------------------------
knitr::include_graphics("cluster-diagram/interactive-full.png")
## ----echo = FALSE, out.width="150%"-------------------------------------------
knitr::include_graphics("cluster-diagram/selection1.png")
## ----echo = FALSE, out.width="150%"-------------------------------------------
knitr::include_graphics("cluster-diagram/selection2.png")
## ----echo = FALSE, out.width="150%"-------------------------------------------
knitr::include_graphics("cluster-diagram/selection3.png")
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