274 lines
276 KiB
Plaintext
274 lines
276 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[Plots.jl] Switched to backend: pyplot\n",
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"axes = [PyObject <matplotlib.axes.AxesSubplot object at 0x8238750> PyObject <matplotlib.axes.AxesSubplot object at 0x8259c50>\n",
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" PyObject <matplotlib.axes.AxesSubplot object at 0x8243b10> PyObject <matplotlib.axes.AxesSubplot object at 0x8347910>]"
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]
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"Subplot{Plots.PyPlotPackage() p=4 n=4}"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"fig = PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x8238190>)\n",
|
|
"axes = [PyObject <matplotlib.axes.AxesSubplot object at 0x8238750>,PyObject <matplotlib.axes.AxesSubplot object at 0x8259c50>,PyObject <matplotlib.axes.AxesSubplot object at 0x8243b10>,PyObject <matplotlib.axes.AxesSubplot object at 0x8347910>]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"using Plots\n",
|
|
"pyplot()\n",
|
|
"default(leg=false,size=(400,400));\n",
|
|
"y = collect(linspace(0,1,100))\n",
|
|
"p = subplot(Any[y*i for i in 1:4],n=4, ylabel=[\"y1\",\"y1\",\"y2\",\"y2\"], xlabel=[\"x1\",\"x2\",\"x1\",\"x2\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"fig = PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x74d7410>)\n",
|
|
"axes = [PyObject <matplotlib.axes.AxesSubplot object at 0x74d7a10>,PyObject <matplotlib.axes.AxesSubplot object at 0x785dbd0>,PyObject <matplotlib.axes.AxesSubplot object at 0x7880d90>,PyObject <matplotlib.axes.AxesSubplot object at 0x7aca110>]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"Subplot{Plots.PyPlotPackage() p=4 n=4}"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"subplot!(link=true)\n",
|
|
"#xlims!(p.plts[1], (-5,50))\n",
|
|
"#ylims!(p.plts[1], -0.5,1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"gplt = p.plts[1].o\n",
|
|
"plot!(p.plts[1], rand(100,5)*3)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"2-element Array{Float64,1}:\n",
|
|
" 0.0 \n",
|
|
" 2.99946"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"lims = [Inf,-Inf]\n",
|
|
"for l in gplt.layers\n",
|
|
" Plots.expandLimits!(lims, l.mapping[:y])\n",
|
|
"end\n",
|
|
"lims"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"p = subplot(repmat(y,1,4),layout=[1,1,2])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"using Plots, StatsBase; pyplot()\n",
|
|
"default(size=(600,600),leg=false)\n",
|
|
"p = subplot(Any[rand(sample(10:200))*sample(1:10) for i in 1:6], n=6, link=true)\n",
|
|
"subplot!(xlabel=[\"x1\",\"x2\",\"x3\"], ylabel=[\"y1\",\"\",\"\",\"y2\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Plots.jl] Default backend: immerse\n",
|
|
"[Plots.jl] Switched to backend: pyplot\n",
|
|
"[Plots.jl] Initializing backend: pyplot"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"Subplot{Plots.PyPlotPackage() p=9 n=9}"
|
|
]
|
|
},
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"using Plots, OnlineStats\n",
|
|
"pyplot()\n",
|
|
"default(size=(800,800),leg=false)\n",
|
|
"\n",
|
|
"n = 1000\n",
|
|
"x = rand(n)\n",
|
|
"y = 2randn(n) + 0.4x\n",
|
|
"z = 0.2randn(n) - 0.3x - 0.1y + 100\n",
|
|
"\n",
|
|
"M = [x y z]\n",
|
|
"# M = repmat(M, 1, 2)\n",
|
|
"C = cor(CovarianceMatrix(M))\n",
|
|
"\n",
|
|
"# debugplots()\n",
|
|
"p = corrplot(M, C, size=(600,600), colors=[colorant\"orange\", colorant\"black\", colorant\"green\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"PyObject <matplotlib.axes.AxesSubplot object at 0x62223d0>"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"p.plts[1].o.ax"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"for (r,c) in gl\n",
|
|
" @show r,c\n",
|
|
"end\n",
|
|
"length(gl)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot!(p.plts[1], xlim=(-5,5))\n",
|
|
"gui()"
|
|
]
|
|
},
|
|
{
|
|
"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",
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"version": "0.4.0"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 0
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}
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