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Plots.jl/examples/palettes.ipynb
Thomas Breloff 4ef2fb9933 palettes notebook
2015-10-20 12:23:45 -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"
]
},
{
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"19-element Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1}:\n",
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" 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": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Plot{Plots.PyPlotPackage() n=20}"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# here's how we might adjust for a dark background\n",
"lightcolors = map(c->Plots.lighten(c,0.4), new_pick_colors(new_colorgradient, 19)')\n",
"plot(Plots.fakedata(50,20)/3 .+ reverse(1:20)', l=(3, lightcolors), bg=:black)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"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=\"250.0mm\" height=\"25.0mm\"\n",
" shape-rendering=\"crispEdges\">\n",
"<rect x=\"0.0mm\" y=\"0.0mm\"\n",
" width=\"2.5mm\" height=\"25.0mm\"\n",
" fill=\"#00008B\" stroke=\"none\" />\n",
"<rect x=\"2.5mm\" y=\"0.0mm\"\n",
" width=\"2.5mm\" height=\"25.0mm\"\n",
" fill=\"#04018E\" stroke=\"none\" />\n",
"<rect x=\"5.0mm\" y=\"0.0mm\"\n",
" width=\"2.5mm\" height=\"25.0mm\"\n",
" fill=\"#080390\" stroke=\"none\" />\n",
"<rect x=\"7.5mm\" y=\"0.0mm\"\n",
" width=\"2.5mm\" height=\"25.0mm\"\n",
" fill=\"#0D0493\" stroke=\"none\" />\n",
"<rect x=\"10.0mm\" y=\"0.0mm\"\n",
" width=\"2.5mm\" height=\"25.0mm\"\n",
" fill=\"#110596\" stroke=\"none\" />\n",
"<rect x=\"12.5mm\" y=\"0.0mm\"\n",
" width=\"2.5mm\" height=\"25.0mm\"\n",
" fill=\"#150798\" stroke=\"none\" />\n",
"<rect x=\"15.0mm\" y=\"0.0mm\"\n",
" width=\"2.5mm\" height=\"25.0mm\"\n",
" fill=\"#19089B\" stroke=\"none\" />\n",
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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}(0.0163993,0.00510992,0.555437)\n",
" RGB{Float64}(0.0327986,0.0102198,0.565775) \n",
" RGB{Float64}(0.0491979,0.0153298,0.576114) \n",
" RGB{Float64}(0.0655971,0.0204397,0.586453) \n",
" RGB{Float64}(0.0819964,0.0255496,0.596791) \n",
" RGB{Float64}(0.0983957,0.0306595,0.60713) \n",
" RGB{Float64}(0.114795,0.0357695,0.617469) \n",
" RGB{Float64}(0.131194,0.0408794,0.627807) \n",
" RGB{Float64}(0.147594,0.0459893,0.638146) \n",
" RGB{Float64}(0.163993,0.0510992,0.648485) \n",
" RGB{Float64}(0.180392,0.0562092,0.658824) \n",
" RGB{Float64}(0.196791,0.0613191,0.669162) \n",
" ⋮ \n",
" RGB{Float64}(0.0,0.51634,0.181699) \n",
" RGB{Float64}(0.0,0.515033,0.165181) \n",
" RGB{Float64}(0.0,0.513725,0.148663) \n",
" RGB{Float64}(0.0,0.512418,0.132145) \n",
" RGB{Float64}(0.0,0.511111,0.115627) \n",
" RGB{Float64}(0.0,0.509804,0.0991087) \n",
" RGB{Float64}(0.0,0.508497,0.0825906) \n",
" RGB{Float64}(0.0,0.50719,0.0660725) \n",
" RGB{Float64}(0.0,0.505882,0.0495544) \n",
" RGB{Float64}(0.0,0.504575,0.0330362) \n",
" RGB{Float64}(0.0,0.503268,0.0165181) \n",
" RGB{Float64}(0.0,0.501961,0.0) "
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# and could consider other palettes for backgrounds with a certain hue, for example orange background:\n",
"orangebg_colorgradient = colorscheme([colorant\"darkblue\", colorant\"blueviolet\", colorant\"darkcyan\",colorant\"green\"])\n",
"RGB[getColorZ(orangebg_colorgradient,z) for z in linspace(0,1,100)]"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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",
"text/plain": [
"Plot{Plots.PyPlotPackage() n=10}"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(Plots.fakedata(50,10)/3 .+ reverse(1:10)', l=(3, new_pick_colors(orangebg_colorgradient,20)'), bg=:orange)"
]
},
{
"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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