zpb_learns_julia/2022-06-12_iris/iris_fun.jl

### A Pluto.jl notebook ###
# v0.19.8

using Markdown
using InteractiveUtils

# ╔═╡ 9f49a58e-ea91-11ec-2ff0-1d0e22ed1ac8
using DataFrames, CSV, Statistics

# ╔═╡ d64ac3c4-fe01-4ef4-8b2c-9bd39209a068
using AlgebraOfGraphics, CairoMakie

# ╔═╡ 722cb824-4f24-45c2-a9a9-5f8adaccddec
dataset = "Iris.csv"

# ╔═╡ 6d9d73dc-4325-4f62-a301-27ac5a0c3929
function gen_iris_df()
	path = dataset
	CSV.read(dataset, DataFrame)
end

# ╔═╡ 068bba4e-d606-4c19-85e8-16a810aa8f1e
df = gen_iris_df()

# ╔═╡ a9f9a162-eaa4-4736-9ea4-233e76600872
df[:, :SepalWidthCm]

# ╔═╡ 06fd09a1-7352-4d94-b793-ec8c9b3de405
unique(df[!, :Species])

# ╔═╡ e694c97a-6261-42a9-8740-1827c6a7697b
filter(x -> x[:Species] == "Iris-setosa", df)

# ╔═╡ 890a2133-6352-450d-8bfd-fa2b9ce4f540
filter(row -> row[:Species] ∈ ["Iris-setosa", "Iris-virginica"], df)

# ╔═╡ bb1cf364-f878-4738-892b-841163ac1a0a
df[df[!, :Species] .== "Iris-setosa", :]

# ╔═╡ 7294e6a6-78e0-4b88-9d90-2b927973a980
filter(:Species => ==("Iris-setosa"), df)

# ╔═╡ c0892c44-b105-4ef0-b309-b44898c9134f
describe(df)

# ╔═╡ e0793ad3-ed94-4172-8f6b-3b2b80c1c01d
transform!(df, [:SepalLengthCm, :SepalWidthCm] => (.*) => :SepalAreaCm)

# ╔═╡ a3747666-115e-450b-b3de-cc119ae6ea2d
transform!(df, [:PetalLengthCm, :PetalWidthCm] => (.*) => :PetalAreaCm)

# ╔═╡ 5bcacbd5-bbc7-4746-930c-d5350626449d
gdf = groupby(df, :Species)

# ╔═╡ e279e198-6ded-4ca8-9dd1-a83c0224d82f
combine(gdf, :SepalAreaCm => mean, :PetalAreaCm => mean)

# ╔═╡ b9dfc820-29f3-4952-a22e-842fc4dd6c85
num_names = names(df, Not(["Id", "Species"]))

# ╔═╡ 96366db4-68ff-4526-bd2d-a59c33d24e86
minimum(df.SepalLengthCm)

# ╔═╡ afadf83c-7770-48bc-bc53-897cd09aef77
combine(gdf, num_names .=> mean)

# ╔═╡ b2f06553-5858-4f39-b35c-7f35dfd2d95d
combine(gdf, num_names .=> minimum)

# ╔═╡ 3deea763-c7ff-4c32-b87b-b1394ad6e2ba
combine(gdf, num_names .=> maximum)

# ╔═╡ d6242a4a-5847-4d3b-9b35-4a7618c3651f
combine(gdf, num_names .=> median)

# ╔═╡ 696e84d0-d67e-4b2c-ad2d-178219dab473
set_aog_theme!()

# ╔═╡ 724b995b-254a-4900-b749-be72c4d5df6c
axis = (width = 400, height = 400)

# ╔═╡ 93d4283f-bc4b-4dce-861b-ff1e55bb0d14
flower_freq = data(df) * frequency() * mapping(:Species)

# ╔═╡ 09aa57aa-3555-4560-a8aa-d221f9466e51
draw(flower_freq; axis)

# ╔═╡ ab5c8178-8cf8-4c49-b465-f84d2680342d
petals = data(df) * mapping(:PetalWidthCm => "Petal Width (cm)", :PetalLengthCm => "Petal Length (cm)")

# ╔═╡ 9c95c89a-7e85-42c6-913f-51b94b1bb412
draw(petals; axis)

# ╔═╡ 157435a2-fa65-4ade-8afa-45a32e72bdf8
petal_color = petals * mapping(color = :Species)

# ╔═╡ 647ac8ec-f07f-43d4-af8e-a16f19ba36fb
draw(petal_color; axis)

# ╔═╡ 3da10000-0788-4b25-aca9-bc0afcaa62bf
contours = AlgebraOfGraphics.density() * visual(Contour)

# ╔═╡ 6c8237e6-3003-4f29-990e-a04b62f4c6b2
petal_contours = petals * contours * mapping(color = :Species)

# ╔═╡ dd1b708b-e55c-4275-8a18-6c366a4f6816
draw(petal_contours; axis)

# ╔═╡ 2632c6f8-e37e-4642-b46c-fe89a72fa364
f = draw(petal_contours; axis=(; limits=(-0.1, 3, 0, 8)))

# ╔═╡ 00000000-0000-0000-0000-000000000001
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[[deps.libsixel_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "78736dab31ae7a53540a6b752efc61f77b304c5b"
uuid = "075b6546-f08a-558a-be8f-8157d0f608a5"
version = "1.8.6+1"

[[deps.libvorbis_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
version = "1.3.7+1"

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"

[[deps.x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
version = "2021.5.5+0"

[[deps.x265_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
version = "3.5.0+0"
"""

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