Flux.jl/src/data/iris.jl

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"""
Fisher's classic iris dataset.
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Measurements from 3 different species of iris: setosa, versicolor and
virginica. There are 50 examples of each species.
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There are 4 measurements for each example: sepal length, sepal width, petal
length and petal width. The measurements are in centimeters.
The module retrieves the data from the [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/datasets/iris).
"""
module Iris
using DelimitedFiles
using ..Data: deps, download_and_verify
# Uncomment if the iris.data file is cached to cache.julialang.org.
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const cache_prefix = "https://cache.julialang.org/"
function load()
isfile(deps("iris.data")) && return
@info "Downloading iris dataset."
download_and_verify("$(cache_prefix)https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data",
deps("iris.data"),
"6f608b71a7317216319b4d27b4d9bc84e6abd734eda7872b71a458569e2656c0")
end
"""
labels()
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Get the labels of the iris dataset, a 150 element array of strings listing the
species of each example.
```jldoctest
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julia> using Flux
julia> labels = Flux.Data.Iris.labels();
julia> summary(labels)
"150-element Array{String,1}"
julia> labels[1]
"Iris-setosa"
```
"""
function labels()
load()
iris = readdlm(deps("iris.data"), ',')
Vector{String}(iris[1:end, end])
end
"""
features()
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Get the features of the iris dataset. This is a 4x150 matrix of Float64
elements. It has a row for each feature (sepal length, sepal width,
petal length, petal width) and a column for each example.
```jldoctest
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julia> using Flux
julia> features = Flux.Data.Iris.features();
julia> summary(features)
"4×150 Array{Float64,2}"
julia> features[:, 1]
4-element Array{Float64,1}:
5.1
3.5
1.4
0.2
```
"""
function features()
load()
iris = readdlm(deps("iris.data"), ',')
Matrix{Float64}(iris[1:end, 1:4]')
end
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end