diff --git a/2022-06-12_iris/Iris.csv b/2022-06-12_iris/Iris.csv new file mode 100644 index 0000000..1bf42f2 --- /dev/null +++ b/2022-06-12_iris/Iris.csv @@ -0,0 +1,151 @@ +Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species +1,5.1,3.5,1.4,0.2,Iris-setosa +2,4.9,3.0,1.4,0.2,Iris-setosa +3,4.7,3.2,1.3,0.2,Iris-setosa +4,4.6,3.1,1.5,0.2,Iris-setosa +5,5.0,3.6,1.4,0.2,Iris-setosa +6,5.4,3.9,1.7,0.4,Iris-setosa +7,4.6,3.4,1.4,0.3,Iris-setosa +8,5.0,3.4,1.5,0.2,Iris-setosa +9,4.4,2.9,1.4,0.2,Iris-setosa +10,4.9,3.1,1.5,0.1,Iris-setosa +11,5.4,3.7,1.5,0.2,Iris-setosa +12,4.8,3.4,1.6,0.2,Iris-setosa +13,4.8,3.0,1.4,0.1,Iris-setosa +14,4.3,3.0,1.1,0.1,Iris-setosa +15,5.8,4.0,1.2,0.2,Iris-setosa +16,5.7,4.4,1.5,0.4,Iris-setosa +17,5.4,3.9,1.3,0.4,Iris-setosa +18,5.1,3.5,1.4,0.3,Iris-setosa +19,5.7,3.8,1.7,0.3,Iris-setosa +20,5.1,3.8,1.5,0.3,Iris-setosa +21,5.4,3.4,1.7,0.2,Iris-setosa +22,5.1,3.7,1.5,0.4,Iris-setosa +23,4.6,3.6,1.0,0.2,Iris-setosa +24,5.1,3.3,1.7,0.5,Iris-setosa +25,4.8,3.4,1.9,0.2,Iris-setosa +26,5.0,3.0,1.6,0.2,Iris-setosa +27,5.0,3.4,1.6,0.4,Iris-setosa +28,5.2,3.5,1.5,0.2,Iris-setosa +29,5.2,3.4,1.4,0.2,Iris-setosa +30,4.7,3.2,1.6,0.2,Iris-setosa +31,4.8,3.1,1.6,0.2,Iris-setosa +32,5.4,3.4,1.5,0.4,Iris-setosa +33,5.2,4.1,1.5,0.1,Iris-setosa +34,5.5,4.2,1.4,0.2,Iris-setosa +35,4.9,3.1,1.5,0.1,Iris-setosa +36,5.0,3.2,1.2,0.2,Iris-setosa +37,5.5,3.5,1.3,0.2,Iris-setosa +38,4.9,3.1,1.5,0.1,Iris-setosa +39,4.4,3.0,1.3,0.2,Iris-setosa +40,5.1,3.4,1.5,0.2,Iris-setosa +41,5.0,3.5,1.3,0.3,Iris-setosa +42,4.5,2.3,1.3,0.3,Iris-setosa +43,4.4,3.2,1.3,0.2,Iris-setosa +44,5.0,3.5,1.6,0.6,Iris-setosa +45,5.1,3.8,1.9,0.4,Iris-setosa +46,4.8,3.0,1.4,0.3,Iris-setosa +47,5.1,3.8,1.6,0.2,Iris-setosa +48,4.6,3.2,1.4,0.2,Iris-setosa +49,5.3,3.7,1.5,0.2,Iris-setosa +50,5.0,3.3,1.4,0.2,Iris-setosa +51,7.0,3.2,4.7,1.4,Iris-versicolor +52,6.4,3.2,4.5,1.5,Iris-versicolor +53,6.9,3.1,4.9,1.5,Iris-versicolor +54,5.5,2.3,4.0,1.3,Iris-versicolor +55,6.5,2.8,4.6,1.5,Iris-versicolor +56,5.7,2.8,4.5,1.3,Iris-versicolor +57,6.3,3.3,4.7,1.6,Iris-versicolor +58,4.9,2.4,3.3,1.0,Iris-versicolor +59,6.6,2.9,4.6,1.3,Iris-versicolor +60,5.2,2.7,3.9,1.4,Iris-versicolor +61,5.0,2.0,3.5,1.0,Iris-versicolor +62,5.9,3.0,4.2,1.5,Iris-versicolor +63,6.0,2.2,4.0,1.0,Iris-versicolor +64,6.1,2.9,4.7,1.4,Iris-versicolor +65,5.6,2.9,3.6,1.3,Iris-versicolor +66,6.7,3.1,4.4,1.4,Iris-versicolor +67,5.6,3.0,4.5,1.5,Iris-versicolor +68,5.8,2.7,4.1,1.0,Iris-versicolor +69,6.2,2.2,4.5,1.5,Iris-versicolor +70,5.6,2.5,3.9,1.1,Iris-versicolor +71,5.9,3.2,4.8,1.8,Iris-versicolor +72,6.1,2.8,4.0,1.3,Iris-versicolor +73,6.3,2.5,4.9,1.5,Iris-versicolor +74,6.1,2.8,4.7,1.2,Iris-versicolor +75,6.4,2.9,4.3,1.3,Iris-versicolor +76,6.6,3.0,4.4,1.4,Iris-versicolor +77,6.8,2.8,4.8,1.4,Iris-versicolor +78,6.7,3.0,5.0,1.7,Iris-versicolor +79,6.0,2.9,4.5,1.5,Iris-versicolor +80,5.7,2.6,3.5,1.0,Iris-versicolor +81,5.5,2.4,3.8,1.1,Iris-versicolor 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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 +PLUTO_PROJECT_TOML_CONTENTS = """ +[deps] +AlgebraOfGraphics = "cbdf2221-f076-402e-a563-3d30da359d67" +CSV = 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