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genkuroki/StatsPlots.jlのgroupedbarの使用例.ipynb

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StatsPlots.jlのgroupedbarの使用例
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StatsPlots.jlのgroupedbarの使用例.ipynb
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# StatsPlots.jlのgroupedbarの使用例\n\n黒木玄\n\n2019-10-22\n\nhttps://github.com/JuliaPlots/StatsPlots.jl"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "using Random: seed!\nusing Printf\nusing StatsPlots\n\n# legendの半透明化\n@show default(:bglegend, plot_color(default(:bg), 0.5))\n@show default(:fglegend, plot_color(ifelse(isdark(plot_color(default(:bg))), :white, :black), 0.6));",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "default(:bglegend, plot_color(default(:bg), 0.5)) = RGBA{Float64}(1.0,1.0,1.0,0.5)\ndefault(:fglegend, plot_color(ifelse(isdark(plot_color(default(:bg))), :white, :black), 0.6)) = RGBA{Float64}(0.0,0.0,0.0,0.6)\n",
"name": "stdout"
}
]
},
{
"metadata": {
"scrolled": false,
"trusted": true
},
"cell_type": "code",
"source": "using Base64\n\ndisplayfile(mime, file; tag=\"img\") = open(file) do f\n base64 = base64encode(f)\n display(\"text/html\", \"\"\"<$(tag) src=\"data:$(mime);base64,$(base64)\"/>\"\"\")\nend\n\npyplotclf() = if backend() == Plots.PyPlotBackend(); PyPlot.clf(); end \n\nfunction retina(P::Plots.Plot; scale=3)\n Q = deepcopy(P)\n Q[:dpi] = round(Int, scale*P[:dpi])\n base64 = base64encode(show, MIME(\"image/png\"), Q)\n mime = \"image/png\"\n width = P[:size][1]\n display(\"text/html\", \"\"\"<img width=$(width) src=\"data:$(mime);base64,$(base64)\"/>\"\"\")\n pyplotclf()\nend\n\nfunction retinasavefig(P::Plots.Plot, fn::AbstractString; scale=3)\n Q = deepcopy(P)\n Q[:dpi] = round(Int, scale*P[:dpi])\n savefig(Q, fn)\n pyplotclf()\nend\n\nfunction retinasavedisp(P::Plots.Plot, fn::AbstractString; scale=3)\n retinasavefig(P, fn; scale=scale)\n displayfile(\"image/png\", fn; tag=\"img width=$(P[:size][1])\")\n pyplotclf()\nend\n\nretinasavedisp(fn::AbstractString; scale=3) = (P -> retinasavedisp(P, fn; scale=scale))",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "retinasavedisp (generic function with 2 methods)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "seed!(123456789)\ndata = rand(1:10, 8, 10)",
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": "8×10 Array{Int64,2}:\n 5 10 3 8 5 2 5 4 3 6\n 4 8 8 10 6 3 4 3 2 8\n 1 2 9 4 4 10 8 5 4 3\n 1 9 8 4 10 8 7 9 5 9\n 2 9 10 2 2 5 1 3 6 3\n 3 8 3 7 4 4 6 8 2 6\n 1 6 9 9 5 1 1 5 6 3\n 10 7 6 3 3 10 7 9 5 8"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "name = repeat(\"Name\" .* [@sprintf(\"%02d\", i) for i in 1:size(data)[2]], inner=size(data)[1])",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "80-element Array{String,1}:\n \"Name01\"\n \"Name01\"\n \"Name01\"\n \"Name01\"\n \"Name01\"\n \"Name01\"\n \"Name01\"\n \"Name01\"\n \"Name02\"\n \"Name02\"\n \"Name02\"\n \"Name02\"\n \"Name02\"\n ⋮ \n \"Name09\"\n \"Name09\"\n \"Name09\"\n \"Name09\"\n \"Name10\"\n \"Name10\"\n \"Name10\"\n \"Name10\"\n \"Name10\"\n \"Name10\"\n \"Name10\"\n \"Name10\""
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "group = repeat(\"Category\" .* [@sprintf(\"%02d\", i) for i in 1:size(data)[1]], outer=size(data)[2])",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "80-element Array{String,1}:\n \"Category01\"\n \"Category02\"\n \"Category03\"\n \"Category04\"\n \"Category05\"\n \"Category06\"\n \"Category07\"\n \"Category08\"\n \"Category01\"\n \"Category02\"\n \"Category03\"\n \"Category04\"\n \"Category05\"\n ⋮ \n \"Category05\"\n \"Category06\"\n \"Category07\"\n \"Category08\"\n \"Category01\"\n \"Category02\"\n \"Category03\"\n \"Category04\"\n \"Category05\"\n \"Category06\"\n \"Category07\"\n \"Category08\""
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## gr()"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "gr()",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"text/plain": "Plots.GRBackend()"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "Q1 = groupedbar(name, data, bar_position=:stack, group=group, \n legend=:topright, size=(500, 300), tickfontsize=7)",
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 7,
"data": {
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"metadata": {}
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]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "Q2 = groupedbar(name, data, bar_position=:stack, group=group, \n legend=:outertopright, size=(620, 300), tickfontsize=7)",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
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]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "Q2 |> retinasavedisp(\"groupedbarQ2.png\")",
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "savefig(Q2, \"groupedbarQ2.pdf\")",
"execution_count": 10,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## pyplot()"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pyplot()",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 11,
"data": {
"text/plain": "Plots.PyPlotBackend()"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "P1 = groupedbar(name, data, bar_position=:stack, group=group, \n legend=:topright, size=(500, 300), tickfontsize=7)\nP1 |> retina",
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": "<img width=500 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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "P2 = groupedbar(name, data, bar_position=:stack, group=group, \n legend=:outertopright, size=(610, 300), tickfontsize=7)\nP2 |> retinasavedisp(\"groupedbarP2.png\")",
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "savefig(P2, \"groupedbarP2.pdf\")",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "julia-1.1",
"display_name": "Julia 1.1.1",
"language": "julia"
},
"language_info": {
"file_extension": ".jl",
"name": "julia",
"mimetype": "application/julia",
"version": "1.1.1"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": true,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"@webio": {
"lastKernelId": null,
"lastCommId": null
},
"gist": {
"id": "a761818c8ac759cabbff020a54ef3f16",
"data": {
"description": "StatsPlots.jlのgroupedbarの使用例",
"public": true
}
},
"_draft": {
"nbviewer_url": "https://gist.github.com/a761818c8ac759cabbff020a54ef3f16"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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