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@swt30
Last active November 8, 2016 12:21
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Example of building subplots in Plots.jl
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"using Plots\n",
"\n",
"# make some fake data\n",
"y = abs.(randn(20)) + linspace(0, 1, 20);"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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\" />"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the layout from the post - everything is plotted at once\n",
"lay = @layout [ a{0.4w} grid(2,2) ]\n",
"\n",
"plot([y y.^2 sqrt.(y) log.(y) exp.(y)],\n",
" layout = lay,\n",
" grid = [true false false false false],\n",
" title = [\"y\" \"y^2\" \"sqrt(y)\" \"log(y)\" \"exp(y)\"],\n",
" titleloc = \"center\",\n",
" xlims = [(0,12) (0,10) (0,20) (0,20) (0,12)],\n",
" legend=false)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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\" />"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the same plot, but constructed from a left half and a right half\n",
"left = plot(y, \n",
" title=\"y\",\n",
" grid=true,\n",
" xlims=(0,12))\n",
"\n",
"right = plot([y.^2 sqrt.(y) log.(y) exp.(y)], \n",
" layout=grid(2,2), \n",
" title=[\"y^2\" \"sqrt(y)\" \"log(y)\" \"exp(y)\"],\n",
" grid=false,\n",
" xlims=[(0,10) (0,20) (0,20) (0,12)])\n",
"\n",
"# then plot them together\n",
"lay = @layout [ a{0.4w} b ]\n",
"plot(left, right, layout=lay, legend=false)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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\" />"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's make the first two plots have multiple series\n",
"\n",
"# the left plot (the big one) with two series\n",
"left = plot([y, cos.(y)],\n",
" title=\"y, cos(y)\",\n",
" label=[\"y\" \"cos(y)\"],\n",
" grid=true,\n",
" xlims=(0,12))\n",
"\n",
"# the second plot with two series\n",
"right1 = plot([sqrt.(y) sin.(y)], title=\"sqrt(y), sin(y)\", label=[\"sqrt(y)\" \"sin(y)\"])\n",
"\n",
"# the rest of the plots\n",
"right2 = plot(y.^2, title=\"y^2\", legend=false)\n",
"right3 = plot(log.(y), title=\"log(y)\", legend=false)\n",
"right4 = plot(exp.(y), title=\"exp(y)\", legend=false)\n",
"\n",
"# all the little plots together\n",
"right = plot(right1, right2, right3, right4, \n",
" layout=grid(2,2), \n",
" grid=false,\n",
" xlims=[(0,10) (0,20) (0,20) (0,12)])\n",
"\n",
"# then plot all together\n",
"lay = @layout [ a{0.4w} b ]\n",
"plot(left, right, layout=lay)"
]
}
],
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