Visualization
This section will illustrate how to helper functions for visualizing the data. This is currently at the early stage, and further customization on the target countries will be added, at the moment it supports all countries affected by the Western-North Pacific cyclones. These are:
Country | ISO3 |
---|---|
Brunie | BRN |
China | CHN |
Japan | JPN |
Cambodia | KHM |
South Korea | KOR |
Laos | LAO |
Myanmar | MMR |
Malaysia | MYS |
Philippines | PHL |
North Korea | PRK |
Russia | RUS |
Thailand | THA |
Taiwand | TWN |
Vietnam | VNM |
The countries' ISO3 are used in all APIs of Bagyo.jl for representing the country.
First Plot
To start with the base plot–-a plot of the Western-North Pacific region and the countries surrounding it–-with emphasis on a particular country and its climate region of interest, is done as follows:
using Bagyo
f0, a0 = plot(PHL(), :stere);
f0
The plot above gives emphasis on the Philippine Area of Responsibility (PAR).
Adding Best Tracks
From the base plot, we can then add the Best Track using the lines!
function.
using Bagyo
using Colors
using Makie
get(BestTrack, :jma) # download the JMA Best Track
meta, data = load(BestTrack, :jma);
f1, a1 = with_theme(theme_dark(), resolution=(850, 650)) do
plot(PHL(), :stere);
end;
lines!(a1, data, :jma, linewidth=1, color=RGBAf(1.0, 0.678431, 0.0, 0.15))
a1.title = "Tropical Cyclone Tracks in Western-North Pacific using JMA";
a1.titlesize = 25;
a1.titlealign = :left;
a1.xlabelpadding = -30;
a1.ylabelpadding = 15;
f1
To run the above code, you need to install the Colors.jl and Makie.jl as follows:
using Pkg
Pkg.add("Colors")
Pkg.add("Makie")
The code get(BestTrack, :jma)
downloads the JMA Best Track data from the JMA website. Once downloaded, succeeding run will skip this.
First time plot of the target country, in this case, the Philippines (specified by PHL()
in the plot
function), downloads the polygon for this country. Once downloaded, succeeding run will skip this.
We added extra theming from the plot above.
Multiple Climate Regions
The example above shows us examples of highlighting one specific country's climate of interest. The following illustrates how to highlight or plot multiple countries' climate regions, these regions correspond to the following countries: Japan, Philippines, Thailand, Taiwan and Vietnam, respectively.
using Bagyo
using Colors
using Makie
f2, a2 = with_theme(theme_dark(), resolution=(850, 650)) do
plot([JPN(), PHL(), THA(), TWN(), VNM()], :stere);
end;
get(BestTrack, :jma) # download the JMA Best Track, Bagyo.jl automatically skips this if data previously downloaded already
meta, data = load(BestTrack, :jma)
lines!(a2, data, :jma, linewidth=1, color=RGBAf(1.0, 0.678431, 0.0, 0.15))
a2.title = "Tropical Cyclone Tracks in Western-North Pacific using JMA";
a2.titlesize = 25;
a2.titlealign = :left;
a2.ylabelpadding = 15;
a2.xlabelpadding = -30;
f2
The climate boundary above are not official, except for the Philippines. The rest of the climate boundaries of other countries were subjectively provided. Users can specify this, see example in Zooming to Countries' Climate Boundary.
Using IBTrACS
Another example using IBTrACS,
using Bagyo
using Colors
using Makie
f3, a3 = with_theme(theme_dark(), resolution=(850, 650)) do
plot([JPN(), PHL(), THA(), TWN(), VNM()], :stere);
end;
get(BestTrack, :ibtracs) # download the IBTrACS Best Track, Bagyo.jl automatically skips this if data previously downloaded already
data = load(BestTrack, :ibtracs)
lines!(a3, data, :ibtracs, linewidth=1, color=RGBAf(1.0, 0.678431, 0.0, 0.15))
a3.title = "Tropical Cyclone Tracks in Western-North Pacific using IBTrACS";
a3.titlesize = 25;
a3.titlealign = :left;
a3.ylabelpadding = 15;
a3.xlabelpadding = -30;
f3
IBTrACS has 4000+ tropical cyclone tracks compared to only 1800+ cyclone tracks recorded by JMA.
Zooming to Countries' Climate Boundary
To zoom in and focus on one country, the configuration needs to be specified at a country Bagyo.jl type. For example,
get(BestTrack, :ibtracs) # download the IBTrACS Best Track
data = load(BestTrack, :ibtracs);
country = PHL(
125, # set the center longitude of the map
10, # set the center latitude of the map
(110, 145), # set the longitude limits of the map
(0, 28), # set the latitude limits of the map
(PHL_AR_LON, PHL_AR_LAT) # add the tuples of arrays for the
# longitude and latitude of the climate area monitored
)
f4, a4 = with_theme(theme_dark(), resolution=(770, 650)) do
plot(country, :gall);
end;
lines!(a4, data, :ibtracs, linewidth=1, color=RGBAf(1.0, 0.678431, 0.0, 0.15))
a4.title = "Tropical Cyclone Tracks in the PAR using IBTrACS";
a4.titlesize = 25;
a4.titlealign = :left;
a4.xlabelpadding = -25;
a4.ylabelpadding = 15;
f4
The specification of the geodata for the PHL
above is also available for other countries available for plotting in Bagyo.jl
Theming
Theming is done by using Makie.jl. You can also take inspiration from Beautiful Makie.
get(BestTrack, :ibtracs) # download the IBTrACS Best Track
data = load(BestTrack, :ibtracs);
country = PHL(
125, # set the center longitude of the map
10, # set the center latitude of the map
(110, 145), # set the longitude limits of the map
(0, 28), # set the latitude limits of the map
(PHL_AR_LON, PHL_AR_LAT) # add the tuples of arrays for the
# longitude and latitude of the climate area monitored
)
f5, a5 = with_theme(theme_light(), resolution=(770, 650)) do
Bagyo.plot(country, :gall;
countrystyle = (
color=colorant"#32a836", # color of the lands of the target country
strokecolor=:gray, # color of the coastlines of the target country
strokewidth=1 # width of the coastlines
),
landstyle = (
color=colorant"#1e1c8c", # color of the lands of non-target countries
strokecolor=:gray, # color of the coastlines of the non-target countries
strokewidth=1 # width of the coastlines of the non-target countries
)
)
end;
lines!(a5, data, :ibtracs, linewidth=1, color=RGBAf(1.0, 0.180, 0.356, 0.15))
a5.title = "Tropical Cyclone Tracks in the PAR using IBTrACS";
a5.titlesize = 25;
a5.titlealign = :left;
a5.xlabelpadding = -25;
a5.ylabelpadding = 15;
f5
Other arguments for theming the countrystyle
is available using Makie.lines
arguments. This is true for landstyle
and track styles as specified by the lines!
function above.
Map Projection
Bagyo.jl uses two main projections, the Gall Stereographic specified by :gall
symbol, and the Stereographic specified by :stere
. Although you can explore other projections like Cassini projection, it is mainly based on the Proj Project. Also it is further limited to those projection that supports lon_0
and lat_0
parameters.
get(BestTrack, :ibtracs) # download the IBTrACS Best Track
data = load(BestTrack, :ibtracs);
f6, a6 = with_theme(theme_light(), resolution=(850, 650)) do
plot([JPN(), PHL(), THA(), TWN(), VNM()], :cass;
countrystyle = (
color=colorant"#32a836", # color of the lands of the target country
strokecolor=:gray, # color of the coastlines of the target country
strokewidth=1 # width of the coastlines
),
landstyle = (
color=colorant"#1e1c8c", # color of the lands of non-target countries
strokecolor=:gray, # color of the coastlines of the non-target countries
strokewidth=1 # width of the coastlines of the non-target countries
)
);
end;
meta, data = load(BestTrack, :jma)
lines!(a6, data, :jma, linewidth=1, color=RGBAf(1.0, 0.180, 0.356, 0.15))
a6.title = "Tropical Cyclone Tracks under Cassini Projection";
a6.titlesize = 25;
a6.titlealign = :left;
a6.ylabelpadding = 15;
a6.xlabelpadding = -30;
f6