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Plots.jl/examples/palettes.ipynb
Thomas Breloff d7bc8adf21 palettes notebook
2015-10-20 12:15:13 -04:00

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"text/plain": [
"old_pick_colors (generic function with 1 method)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using Plots\n",
"function old_pick_colors(grad,n)\n",
" grad=colorscheme(grad)\n",
" RGB[getColorZ(grad,z) for z in Plots.getpctrange(n)]\n",
"end"
]
},
{
"cell_type": "code",
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"19-element Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1}:\n",
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" RGB{U8}(0.953,0.988,1.0) \n",
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" RGB{U8}(0.0,0.271,0.82) \n",
" RGB{U8}(0.718,0.576,0.584)\n",
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" RGB{U8}(0.596,0.714,0.651)\n",
" RGB{U8}(0.38,0.0,0.0) \n",
" RGB{U8}(0.0,0.11,0.0) "
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"# without specifying the background color, you get colors that are hard to see\n",
"cols = distinguishable_colors(20)[2:end]"
]
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"# ugly, plus many similar, but at least you can see them\n",
"cols = distinguishable_colors(20,colorant\"white\")[2:end]"
]
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"text/plain": [
"100-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
" RGB{Float64}(0.0,0.0,0.9) \n",
" RGB{Float64}(0.0162408,0.0,0.879877)\n",
" RGB{Float64}(0.0324817,0.0,0.859754)\n",
" RGB{Float64}(0.0487225,0.0,0.839632)\n",
" RGB{Float64}(0.0649634,0.0,0.819509)\n",
" RGB{Float64}(0.0812042,0.0,0.799386)\n",
" RGB{Float64}(0.097445,0.0,0.779263) \n",
" RGB{Float64}(0.113686,0.0,0.75914) \n",
" RGB{Float64}(0.129927,0.0,0.739018) \n",
" RGB{Float64}(0.146168,0.0,0.718895) \n",
" RGB{Float64}(0.162408,0.0,0.698772) \n",
" RGB{Float64}(0.178649,0.0,0.678649) \n",
" RGB{Float64}(0.19489,0.0,0.658526) \n",
" ⋮ \n",
" RGB{Float64}(0.9,0.243137,0.0) \n",
" RGB{Float64}(0.9,0.221034,0.0) \n",
" RGB{Float64}(0.9,0.19893,0.0) \n",
" RGB{Float64}(0.9,0.176827,0.0) \n",
" RGB{Float64}(0.9,0.154724,0.0) \n",
" RGB{Float64}(0.9,0.13262,0.0) \n",
" RGB{Float64}(0.9,0.110517,0.0) \n",
" RGB{Float64}(0.9,0.0884135,0.0) \n",
" RGB{Float64}(0.9,0.0663102,0.0) \n",
" RGB{Float64}(0.9,0.0442068,0.0) \n",
" RGB{Float64}(0.9,0.0221034,0.0) \n",
" RGB{Float64}(0.9,0.0,0.0) "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# this is the default gradient used as the base for color picking now\n",
"rainbow = colorscheme(:darkrainbow)\n",
"RGB[getColorZ(rainbow,z) for z in linspace(0,1,100)]"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"text/plain": [
"100-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
" RGB{U8}(0.0,0.0,0.545) \n",
" RGB{Float64}(0.0327986,0.0102198,0.565775)\n",
" RGB{Float64}(0.0655971,0.0204397,0.586453)\n",
" RGB{Float64}(0.0983957,0.0306595,0.60713) \n",
" RGB{Float64}(0.131194,0.0408794,0.627807) \n",
" RGB{Float64}(0.163993,0.0510992,0.648485) \n",
" RGB{Float64}(0.196791,0.0613191,0.669162) \n",
" RGB{Float64}(0.22959,0.0715389,0.68984) \n",
" RGB{Float64}(0.262389,0.0817588,0.710517) \n",
" RGB{Float64}(0.295187,0.0919786,0.731194) \n",
" RGB{Float64}(0.327986,0.102198,0.751872) \n",
" RGB{Float64}(0.360784,0.112418,0.772549) \n",
" RGB{Float64}(0.393583,0.122638,0.793226) \n",
" ⋮ \n",
" RGB{Float64}(0.933333,0.431373,0.0) \n",
" RGB{Float64}(0.921212,0.392157,0.0) \n",
" RGB{Float64}(0.909091,0.352941,0.0) \n",
" RGB{Float64}(0.89697,0.313725,0.0) \n",
" RGB{Float64}(0.884848,0.27451,0.0) \n",
" RGB{Float64}(0.872727,0.235294,0.0) \n",
" RGB{Float64}(0.860606,0.196078,0.0) \n",
" RGB{Float64}(0.848485,0.156863,0.0) \n",
" RGB{Float64}(0.836364,0.117647,0.0) \n",
" RGB{Float64}(0.824242,0.0784314,0.0) \n",
" RGB{Float64}(0.812121,0.0392157,0.0) \n",
" RGB{Float64}(0.8,0.0,0.0) "
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# try out a new gradient\n",
"new_colorgradient = colorscheme([colorant\"darkblue\", colorant\"blueviolet\", colorant\"darkcyan\",colorant\"green\",\n",
" Plots.darken(colorant\"yellow\",0.3), colorant\"orange\", Plots.darken(colorant\"red\",0.2)])\n",
" #[0, 0.15, 0.3, 0.45, 0.7, 1.0]) # add z-values for each color to make gradient non-linear\n",
"RGB[getColorZ(new_colorgradient,z) for z in linspace(0,1,100)]"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"new_pick_colors (generic function with 1 method)"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# a different method to choose from the gradient\n",
"function new_get_zvalues(n::Int)\n",
" offsets = Plots.getpctrange(ceil(Int,n/4)+1)/4\n",
" offsets = vcat(offsets[1], offsets[3:end])\n",
" zvalues = Float64[]\n",
" for offset in offsets\n",
" append!(zvalues, offset + [0.0, 0.5, 0.25, 0.75])\n",
" end\n",
" vcat(zvalues[1], 1.0, zvalues[2:n-1])\n",
"end\n",
"\n",
"# and a method to display the colors we will choose\n",
"function new_pick_colors(grad,n)\n",
" grad=colorscheme(grad)\n",
" RGB[getColorZ(grad,z) for z in new_get_zvalues(n)]\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"text/plain": [
"19-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
" RGB{Float64}(0.0,0.0,0.9) \n",
" RGB{Float64}(0.9,0.0,0.0) \n",
" RGB{Float64}(0.0,0.401961,0.0) \n",
" RGB{Float64}(0.401961,0.0,0.401961) \n",
" RGB{Float64}(0.9,0.547059,0.0) \n",
" RGB{Float64}(0.20098,0.0,0.65098) \n",
" RGB{Float64}(0.20098,0.20098,0.20098) \n",
" RGB{Float64}(0.45,0.47451,0.0) \n",
" RGB{Float64}(0.9,0.273529,0.0) \n",
" RGB{Float64}(0.10049,0.0,0.77549) \n",
" RGB{Float64}(0.301471,0.0,0.526471) \n",
" RGB{Float64}(0.301471,0.10049,0.301471)\n",
" RGB{Float64}(0.10049,0.301471,0.10049) \n",
" RGB{Float64}(0.225,0.438235,0.0) \n",
" RGB{Float64}(0.675,0.510784,0.0) \n",
" RGB{Float64}(0.9,0.410294,0.0) \n",
" RGB{Float64}(0.9,0.136765,0.0) \n",
" RGB{Float64}(0.0502451,0.0,0.837745) \n",
" RGB{Float64}(0.150735,0.0,0.713235) "
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# old gradient with old color picker\n",
"# better (IMO) than the distinguishable_colors... first 5 colors are good, but then it gets worse\n",
"# NOTE: this is the current default palette\n",
"old_pick_colors(:darkrainbow,19)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
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"<rect x=\"75.0mm\" y=\"0.0mm\"\n",
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" fill=\"#F5A700\" stroke=\"none\" />\n",
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"text/plain": [
"19-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
" RGB{U8}(0.0,0.0,0.545) \n",
" RGB{Float64}(0.8,0.0,0.0) \n",
" RGB{Float64}(0.0,0.501961,0.0) \n",
" RGB{Float64}(0.270588,0.356863,0.715686) \n",
" RGB{Float64}(0.85,0.673529,0.0) \n",
" RGB{Float64}(0.405882,0.126471,0.80098) \n",
" RGB{Float64}(0.0,0.534314,0.408824) \n",
" RGB{Float64}(0.525,0.65049,0.0) \n",
" RGB{Float64}(0.95,0.485294,0.0) \n",
" RGB{Float64}(0.202941,0.0632353,0.673039)\n",
" RGB{Float64}(0.473529,0.215686,0.843627) \n",
" RGB{Float64}(0.0676471,0.498039,0.587745)\n",
" RGB{Float64}(0.0,0.518137,0.204412) \n",
" RGB{Float64}(0.2625,0.576225,0.0) \n",
" RGB{Float64}(0.7375,0.693382,0.0) \n",
" RGB{Float64}(0.9625,0.653676,0.0) \n",
" RGB{Float64}(0.875,0.242647,0.0) \n",
" RGB{Float64}(0.101471,0.0316176,0.609069)\n",
" RGB{Float64}(0.304412,0.0948529,0.73701) "
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# new gradient with old color picker... darker, with less blue\n",
"old_pick_colors(new_colorgradient, 19)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"</svg>"
],
"text/plain": [
"19-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
" RGB{Float64}(0.0,0.0,0.9) \n",
" RGB{Float64}(0.9,0.0,0.0) \n",
" RGB{Float64}(0.0,0.401961,0.0) \n",
" RGB{Float64}(0.401961,0.0,0.401961) \n",
" RGB{Float64}(0.9,0.547059,0.0) \n",
" RGB{Float64}(0.20098,0.0,0.65098) \n",
" RGB{Float64}(0.45,0.47451,0.0) \n",
" RGB{Float64}(0.20098,0.20098,0.20098) \n",
" RGB{Float64}(0.9,0.273529,0.0) \n",
" RGB{Float64}(0.10049,0.0,0.77549) \n",
" RGB{Float64}(0.225,0.438235,0.0) \n",
" RGB{Float64}(0.301471,0.10049,0.301471)\n",
" RGB{Float64}(0.9,0.410294,0.0) \n",
" RGB{Float64}(0.301471,0.0,0.526471) \n",
" RGB{Float64}(0.675,0.510784,0.0) \n",
" RGB{Float64}(0.10049,0.301471,0.10049) \n",
" RGB{Float64}(0.9,0.136765,0.0) \n",
" RGB{Float64}(0.0502451,0.0,0.837745) \n",
" RGB{Float64}(0.1125,0.420098,0.0) "
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# old gradient with new color picker... colors are the same but ordering is different\n",
"new_pick_colors(rainbow, 19)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\"\n",
" width=\"95.0mm\" height=\"25.0mm\"\n",
" shape-rendering=\"crispEdges\">\n",
"<rect x=\"0.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#00008B\" stroke=\"none\" />\n",
"<rect x=\"5.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#CC0000\" stroke=\"none\" />\n",
"<rect x=\"10.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#008000\" stroke=\"none\" />\n",
"<rect x=\"15.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#455BB6\" stroke=\"none\" />\n",
"<rect x=\"20.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#D9AC00\" stroke=\"none\" />\n",
"<rect x=\"25.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#6820CC\" stroke=\"none\" />\n",
"<rect x=\"30.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#86A600\" stroke=\"none\" />\n",
"<rect x=\"35.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#008868\" stroke=\"none\" />\n",
"<rect x=\"40.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#F27C00\" stroke=\"none\" />\n",
"<rect x=\"45.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#3410AC\" stroke=\"none\" />\n",
"<rect x=\"50.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#439300\" stroke=\"none\" />\n",
"<rect x=\"55.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#117F96\" stroke=\"none\" />\n",
"<rect x=\"60.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#F5A700\" stroke=\"none\" />\n",
"<rect x=\"65.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#7937D7\" stroke=\"none\" />\n",
"<rect x=\"70.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#BCB100\" stroke=\"none\" />\n",
"<rect x=\"75.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#008434\" stroke=\"none\" />\n",
"<rect x=\"80.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#DF3E00\" stroke=\"none\" />\n",
"<rect x=\"85.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#1A089B\" stroke=\"none\" />\n",
"<rect x=\"90.0mm\" y=\"0.0mm\"\n",
" width=\"4.0mm\" height=\"25.0mm\"\n",
" fill=\"#218900\" stroke=\"none\" />\n",
"</svg>"
],
"text/plain": [
"19-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
" RGB{U8}(0.0,0.0,0.545) \n",
" RGB{Float64}(0.8,0.0,0.0) \n",
" RGB{Float64}(0.0,0.501961,0.0) \n",
" RGB{Float64}(0.270588,0.356863,0.715686) \n",
" RGB{Float64}(0.85,0.673529,0.0) \n",
" RGB{Float64}(0.405882,0.126471,0.80098) \n",
" RGB{Float64}(0.525,0.65049,0.0) \n",
" RGB{Float64}(0.0,0.534314,0.408824) \n",
" RGB{Float64}(0.95,0.485294,0.0) \n",
" RGB{Float64}(0.202941,0.0632353,0.673039)\n",
" RGB{Float64}(0.2625,0.576225,0.0) \n",
" RGB{Float64}(0.0676471,0.498039,0.587745)\n",
" RGB{Float64}(0.9625,0.653676,0.0) \n",
" RGB{Float64}(0.473529,0.215686,0.843627) \n",
" RGB{Float64}(0.7375,0.693382,0.0) \n",
" RGB{Float64}(0.0,0.518137,0.204412) \n",
" RGB{Float64}(0.875,0.242647,0.0) \n",
" RGB{Float64}(0.101471,0.0316176,0.609069)\n",
" RGB{Float64}(0.13125,0.539093,0.0) "
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# new gradient with new color picker\n",
"new_pick_colors(new_colorgradient, 19)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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",
"text/plain": [
"Plot{Plots.PyPlotPackage() n=5}"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# plot a few colors (it's important that these look ok)\n",
"pyplot()\n",
"default(size=(600,400))\n",
"plot(Plots.fakedata(50,5)/3 .+ reverse(1:5)', l=(3, new_pick_colors(new_colorgradient, 19)'))"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Plot{Plots.PyPlotPackage() n=20}"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# plot many colors (no hue should dominate your attention)\n",
"plot(Plots.fakedata(50,20)/3 .+ reverse(1:20)', l=(3, new_pick_colors(new_colorgradient, 19)'))"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"1000"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# notice that we have unlimited unique colors this way\n",
"colors = new_pick_colors(new_colorgradient, 1000)\n",
"length(unique(colors))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 0.4.0-rc4",
"language": "julia",
"name": "julia-0.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "0.4.0"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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