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WIP Progress on incorporating StatsBase into statistics. #31

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13 changes: 7 additions & 6 deletions .travis.yml
Original file line number Diff line number Diff line change
Expand Up @@ -3,18 +3,19 @@ os:
- linux
- osx
julia:
- 0.7
- 1.0
- 1.2
- 1.3
- nightly
notifications:
email: false
# Work around a Travis bug
git:
depth: 999999
# Uncomment the following lines to override the default test script
#script:
# - if [[ -a .git/shallow ]]; then git fetch --unshallow; fi
# - julia -e 'Pkg.clone(pwd()); Pkg.build("StatsBase"); Pkg.test("StatsBase"; coverage=true)'
script:
- if [[ -a .git/shallow ]]; then git fetch --unshallow; fi
# Needed to take precedence on Julia's version of Statistics
- julia -e 'using UUIDs; write("Project.toml", replace(read("Project.toml", String), r"uuid = .*?\n" =>"uuid = \"$(uuid4())\"\n"))'
- julia --project --check-bounds=yes -e 'import Pkg; Pkg.build(); Pkg.test(; coverage=true)'
after_success:
- julia -e 'using Pkg; Pkg.add("Coverage"); using Coverage; Coveralls.submit(process_folder()); Codecov.submit(process_folder())';
jobs:
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2 changes: 1 addition & 1 deletion Project.toml
Original file line number Diff line number Diff line change
@@ -1,8 +1,8 @@
name = "Statistics"
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
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I think you need to keep this to get CI to pass. We'll remove it later.

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I need to delete it in order for a Revise-based workflow to work, see my discourse question here.


[deps]
LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"

[extras]
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11 changes: 7 additions & 4 deletions appveyor.yml
Original file line number Diff line number Diff line change
@@ -1,7 +1,7 @@
environment:
matrix:
- julia_version: 0.7
- julia_version: 1.0
- julia_version: 1.2
- julia_version: 1.3
- julia_version: nightly

platform:
Expand Down Expand Up @@ -29,8 +29,11 @@ install:
- ps: iex ((new-object net.webclient).DownloadString("https://raw.githubusercontent.com/JuliaCI/Appveyor.jl/version-1/bin/install.ps1"))

build_script:
- echo "%JL_BUILD_SCRIPT%"
- C:\julia\bin\julia -e "%JL_BUILD_SCRIPT%"
- C:\julia\bin\julia -e "using InteractiveUtils; versioninfo();
using UUIDs;
# Needed to take precedence on Julia's version of Statistics
write(\"Project.toml\", replace(read(\"Project.toml\", String), r"uuid = .*?\\\\n\" =>\"uuid = \\\\"$(uuid4())\\\\"\\\\n\"))'
import Pkg; Pkg.build()"

test_script:
- echo "%JL_TEST_SCRIPT%"
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30 changes: 28 additions & 2 deletions src/Statistics.jl
Original file line number Diff line number Diff line change
Expand Up @@ -11,15 +11,23 @@ using LinearAlgebra, SparseArrays

using Base: has_offset_axes, require_one_based_indexing

using Printf: @printf

export cor, cov, std, stdm, var, varm, mean!, mean,
median!, median, middle, quantile!, quantile,
# moments.jl
skewness, kurtosis,
# weights.jl
AbstractWeights, Weights, AnalyticWeights, FrequencyWeights, ProbabilityWeights,
weights, aweights, fweights, pweights

weights, aweights, fweights, pweights,
# scalarstats.jl
geomean, harmmean, genmean, mode, modes, percentile, span, variation, sem, mad, mad!,
iqr, genvar, totalvar, entropy, renyientropy, crossentropy, kldivergence, describe

include("weights.jl")
include("wsum.jl")
include("moments.jl")
include("scalarstats.jl")

##### mean #####

Expand Down Expand Up @@ -1193,6 +1201,17 @@ julia> quantile(skipmissing([1, 10, missing]), 0.5)
quantile(itr, p; sorted::Bool=false, weights::Union{AbstractArray,Nothing}=nothing) =
_quantile(itr, p, sorted, weights)

"""
quantile(x, n::Integer)

Return the n-quantiles of collection `x`, i.e. the values which
partition `v` into `n` subsets of nearly equal size.

Equivalent to `quantile(x, [0:n]/n)`. For example, `quantile(x, 5)`
returns a vector of quantiles, respectively at `[0.0, 0.2, 0.4, 0.6, 0.8, 1.0]`.
"""
quantile(x, n::Integer) = quantile(x, (0:n)/n)

_quantile(itr, p, sorted::Bool, weights::Nothing) =
quantile!(collect(itr), p, sorted=sorted)

Expand Down Expand Up @@ -1272,6 +1291,13 @@ _quantile(v::AbstractArray, p::Real, sorted::Bool, w::AbstractArray) =
_quantile(itr, p, sorted::Bool, weights) =
throw(ArgumentError("weights are only supported with AbstractArrays inputs"))

"""
percentile(x, p)

Return the `p`th percentile of a collection `x`, i.e. `quantile(x, p / 100)`.
"""
percentile(x, p) = quantile(x, p * 0.01)

##### SparseArrays optimizations #####

function cov(X::SparseMatrixCSC; dims::Int=1, corrected::Bool=true)
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20 changes: 1 addition & 19 deletions src/scalarstats.jl
Original file line number Diff line number Diff line change
Expand Up @@ -165,24 +165,6 @@ end
#
#############################

"""
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Maybe keep these here for now. That reduces the diff, which makes things less messy, and we may want to move quantile to this file (or a separate file) later.

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I tried to do this but can't since this extends methods in statistics and we include scalarstats.jl at the top.

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OK. Then remove the heading above.

percentile(x, p)

Return the `p`th percentile of a collection `x`, i.e. `quantile(x, p / 100)`.
"""
percentile(x, p) = quantile(x, p * 0.01)

# TODO: move to same place as other quantile methods
"""
quantile(x, n::Integer)

Return the n-quantiles of collection `x`, i.e. the values which
partition `v` into `n` subsets of nearly equal size.

Equivalent to `quantile(x, [0:n]/n)`. For example, `quantile(x, 5)`
returns a vector of quantiles, respectively at `[0.0, 0.2, 0.4, 0.6, 0.8, 1.0]`.
"""
quantile(x, n::Integer) = quantile(x, (0:n)/n)


#############################
Expand Down Expand Up @@ -230,7 +212,7 @@ end
sem(x::AbstractArray) = sqrt(var(x, corrected=true) / length(x))

# Median absolute deviation
@irrational mad_constant 1.4826022185056018 BigFloat("1.482602218505601860547076529360423431326703202590312896536266275245674447622701")
Base.@irrational mad_constant 1.4826022185056018 BigFloat("1.482602218505601860547076529360423431326703202590312896536266275245674447622701")

"""
mad(x; center=median(x), normalize=true)
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10 changes: 10 additions & 0 deletions test/runtests.jl
Original file line number Diff line number Diff line change
Expand Up @@ -509,6 +509,15 @@ end
@test_throws ArgumentError quantile([1, NaN], 0.5)
@test quantile(skipmissing([1, missing, 2]), 0.5) === 1.5

@test quantile(1:5, 2) ≈ [1, 3, 5]
@test quantile(1:5, 4) ≈ [1:5;]
@test quantile(skipmissing([missing, 2, 5, missing]), 2) ≈ [2.0, 3.5, 5.0]

@test percentile([1:5;], 25) ≈ 2.0
@test percentile([1:5;], [25, 50, 75]) ≈ [2.0, 3.0, 4.0]
@test percentile(skipmissing([missing, 2, 5, missing]), 25) ≈ 2.75
@test percentile(skipmissing([missing, 2, 5, missing]), [25, 50, 75]) ≈ [2.75, 3.5, 4.25]

# make sure that type inference works correctly in normal cases
for T in [Int, BigInt, Float64, Float16, BigFloat, Rational{Int}, Rational{BigInt}]
for S in [Float64, Float16, BigFloat, Rational{Int}, Rational{BigInt}]
Expand Down Expand Up @@ -724,3 +733,4 @@ end
include("weights.jl")
include("wsum.jl")
include("moments.jl")
include("scalarstats.jl")
13 changes: 0 additions & 13 deletions test/scalarstats.jl
Original file line number Diff line number Diff line change
Expand Up @@ -48,19 +48,6 @@ using DelimitedFiles
@test_throws ArgumentError mode(Any[])
@test_throws ArgumentError modes(Any[])


###### quantile & friends

@test quantile(1:5, 2) ≈ [1, 3, 5]
@test quantile(1:5, 4) ≈ [1:5;]
@test quantile(skipmissing([missing, 2, 5, missing]), 2) ≈ [2.0, 3.5, 5.0]

@test percentile([1:5;], 25) ≈ 2.0
@test percentile([1:5;], [25, 50, 75]) ≈ [2.0, 3.0, 4.0]
@test percentile(skipmissing([missing, 2, 5, missing]), 25) ≈ 2.75
@test percentile(skipmissing([missing, 2, 5, missing]), [25, 50, 75]) ≈ [2.75, 3.5, 4.25]


##### Dispersion

@test span([3, 4, 5, 6, 2]) == (2:6)
Expand Down