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pluto-demo.jl
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pluto-demo.jl
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### A Pluto.jl notebook ###
# v0.19.38
using Markdown
using InteractiveUtils
# ╔═╡ 7685d19e-cc98-4031-a6f9-29ecccc9f417
begin
using SoleModels
using DataFrames
# Load an example time-series classification dataset as a tuple (DataFrame, Vector{String})
X_df, y = SoleModels.load_arff_dataset("NATOPS")
end
# ╔═╡ 65141ec2-4da9-11ee-2a0a-8974a3ec37da
md"""
# SoleModels.jl Demo
"""
# ╔═╡ c19915eb-dd93-4b2d-9be3-a3b3ce621005
md"""
### Logisets
"""
# ╔═╡ ecd7377b-1a81-42e4-b216-80cf4184e0ea
begin
# Build set of features
features = [VariableMin(i_variable) for i_variable in 1:ncol(X_df)]
syntaxstring.(features)
end
# ╔═╡ 1ccda54b-1b70-4353-ace6-fe277e5bf67f
begin
using MultiData
# Construct a logiset from a DataFrame
logiset = scalarlogiset(X_df, features)
end
# ╔═╡ c371c4a8-6b16-4e49-ba94-2dfb433618d2
begin
# Build a formula on scalar conditions
condition1 = ScalarCondition(features[1], >, -0.5)
condition2 = ScalarCondition(features[2], <, 0)
φ20 = Atom(condition1) ∧ Atom(condition2)
syntaxstring(φ20; variable_names_map = names(X_df))
end
# ╔═╡ ae1b7375-e85f-48ff-abe4-b1b476d217f0
# Check the formula on the first interval of every instance
[check(φ20, logiset, i, SoleData.Interval(1,2)) for i in 1:ninstances(X_df)]
# ╔═╡ 9a9d0d2f-df64-4cca-aa22-0b75787f18e3
begin
# Construct the global formula: "there exists at least one interval that..."
glob_φ = globaldiamond(φ20)
syntaxstring(glob_φ; variable_names_map = names(X_df))
end
# ╔═╡ 61e70caa-3365-4efb-9b83-509fb4470ebe
# Check the global formula (note how the world does not matter, since its a global formula)
[check(glob_φ, logiset, i) for i in 1:ninstances(logiset)]
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
MultiData = "8cc5100c-b3d1-4f82-90cb-0ea93d317aba"
SoleModels = "4249d9c7-3290-4ddd-961c-e1d3ec2467f8"
[compat]
DataFrames = "~1.6.1"
MultiData = "~0.0.1"
SoleModels = "~0.4.0"
"""
# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
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