{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Plots.jl] Switched to backend: gadfly"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot{Plots.GadflyPackage() n=1}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "using Plots; gadfly(); default(size=(400,300),leg=false)\n",
    "n = 10\n",
    "#cs = distinguishable_colors(n)\n",
    "cs = [colorant\"red\",colorant\"blue\",colorant\"yellow\",colorant\"blue\"]\n",
    "#cs = vec(repmat(cs2,round(Int,n/length(cs2)),1))\n",
    "plot(rand(n), c=Any[cs], w=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "using Gadfly\n",
    "xs = linspace(0,8π,100); ys = map(sin,xs); cs = rand(length(xs))\n",
    "#plot(x=xs, y=ys, color=cs, Geom.path)\n",
    "plot(x=vcat(xs,xs[2:end]), y=vcat(ys,ys[2:end]), color=vcat(cs,cs[1:end-1]), Geom.line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Plots.jl] Default backend: immerse\n",
      "[Plots.jl] Switched to backend: qwt\n"
     ]
    }
   ],
   "source": [
    "using Plots; qwt()\n",
    "default(:size, (500,300));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "run_push_test (generic function with 1 method)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a couple things are happening here... we're pushing new \n",
    "# data to our series, and redrawing with gui()\n",
    "function add_to_plot(plt, rng)\n",
    "    for x in rng\n",
    "        push!(plt, x, [randn(), sin(x)])\n",
    "    end\n",
    "    gui()\n",
    "end\n",
    "\n",
    "function run_push_test(batchsize, numbatch)\n",
    "    fullrng = linspace(0.2, 2π, numbatch+1)\n",
    "    println(\"Testing batchsize=$batchsize numbatch=$numbatch points\")\n",
    "    plt = plot([0,0.1], Any[randn(2),sin], t=[:sticks,:path], w=2)\n",
    "    \n",
    "    allms = Float64[]\n",
    "    for i in 1:numbatch\n",
    "        rng = linspace(fullrng[i], fullrng[i+1], batchsize)\n",
    "        t = @elapsed add_to_plot(plt, rng)\n",
    "        millis = 1000*t\n",
    "        push!(allms, millis)\n",
    "        # @printf \"Millis per update: %1.3f\\n\" millis\n",
    "    end\n",
    "    allms\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing batchsize=500 numbatch=500 points\n"
     ]
    }
   ],
   "source": [
    "batchsize, numbatch = 500, 500\n",
    "ms = run_push_test(batchsize, numbatch);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rHn/88fXr1wtrjQFAWlpacXExK3s8nrS0NOV6giCiiBARCPPgk1BWVtasWTO/zZo3b37o0CHpxvPnz2/Tps3Bgwf96hcvXtyjR4+jR48ePXq0R48ey5YtU64PBqG30huqsiKmB6E1QmWfOtY6/yR13j2V4GXNbqhafZJv7K5du3o8noKCgk8//fTHH39s0aLF4MGD58yZ07ZtW+nGU6ZMAYC7775bqLl48aLdbs/JyWHhGwCeeuopt9vNfjdQffBfRSHVmxuE1giVgau1RfQyDV77VAOdd08l+FqbZPkBgiBksdy8gqNRgjsRCQ1mWn5A4WaviUFojVAZIrCWzjUySmSnAx058sG9oqLC7XYnJSU1btw4KSnJ7XYfO3aMY6vc0f/JqgYIrREqQ2TWPskbTQ3xGRqik9zhay2z5G9ZWVm/fv0uXLjA/nvq1Km33377448//vLLL7t27cqx7WCgZX4JIjwskjdp4IyYaJEJndOmTbtw4YLf8gOVlZVTp07Vvn8K89zF0EUcEhAqA4+0jOEwbs8jQfW0zPbt2+Hm5QeWLl0q1OsTnEMShNYIlSFEa8t1DP1ZGbrzYcPXWia4N2nSBOSWH8D5cROEgRDS634JGQIhMsGdJdbZCjMMVk5PT9esW6FCF3FIQKgMt7KWLipiAszkEjyqp2UmTpwIALm5uX7LD0yaNIljw3zBOUJBaI1QGYKzNnoexg8zuQSP6g8xBTNBJSqPPtFDTATBsEiW58UZDQlZ6CEmw4PQGqEyBLAWz3Q0X2SnAx05MvPcdbUgQZDz3M13cgcDQmuEyiCxxjBgN6uXMqo/xKQrxN809EATgRkhphtlCQEiusgEd4UYqqtBvRic5zpCa4TKcHNY9yuYFbQHmqO1ScbCCM8DQGmNUFkAlTsqWQHVH2ISP/FfW1v72Wef3XXXXQCwceNGjg0TBHFLhGdNcQY7IhJuMXK/7bbbBg4cuGjRIgB47bXXNOlSONC9dSRgUPZ7e7XflEckIFQGbZb89eO+++4DgF27dnFsmC84xzUIrU2pLPuIqTj9akprZRAqgwZpGSlXr14FgNraWo4NEwQhxnDv0yB0zq2Du9frffHFFwGgQ4cO6vfHnxgRCpvRRRwSzKQsdQk0VDeTdZAgVAYNHmKKiYmxWCwsmPp8PmH64/jx4zk2HCRBznPHOcxBaG0CZb+VA/yG6rKCJrAOFYTKoM1DTD6fr76+npUbNWqUkpIyfvz4CRMmcGyYIJCD804poRl6X34gSHDmKBFaG1c50M1ShrKUca3DBqEy0ENMsiA8DwCltZ6VFYbhfj8SxuxBTmDXs7VKIFSGqMyWIQgiQvziOM7gRWiJSYI7ztwlQmu9Kd/yHUnSMXsYYV1v1hqAUBmi8hCT/sE5DkJobRRlvn+lRrHmCEJl4D5bRucfYmxsrPi/Ou8tgRbp/VLh5hjOQSgRdfS+nrswIxMkgV4M3VtHglGU+b5PwyjWHEGoDLytZYI7i6HiqKp/EJ4HgNJah8p+f5BqRCUdWqsNQmXQYLZMXFwcxwYIwkwo5FhoTRhCV8gE965duwLAhQsXNO9M+OBMayK0jq6yX+uhPovEq10MIFQGDWbL5ObmAsDXX38d5C5iryNb6fcjn883ffr05s2bJyQkzJw5k9cfA87hEkJrPSjLPpGkasf0YK0xCJVBg7Vlxo0bt3///kmTJtnt9l69etlsNuVdsOy89G6nbNZ+2bJlW7du9Xg8ADBixIiUlJRx48aF2XeC0BzZBWFwRiJC5wS8oQoA999/v9+PIr/LumrVqueff759+/YA8Pzzz8+dO5dLcMeZ60RorQdl7XPrerDWGITKYKC1ZVq1auVwOLp3775o0SLhW+HAgQOZmZmsnJGRceDAAS5tITwPAKV1FJX9Xo2kZVKYDjQSVJ8tUx+Y4PdbX19/5syZc+fOrVixYt26ddOmTWP1Xq83Pj6elZ1OZ01NjfR3YwPgt5n05WRUoAKvguX6e5HE/xVvA9f/FKPeVSpQQbag7vIDNpstMzPz3XffXblyJaux2+3V1dWsXFVV5XA4pL8V5FeLdBglfZGNuQsWuddsmrugjbJQ1oOyGJ30h5RVKvCNY/LBfe/evQ899JDT6WTjZZfLFRsbG/YLsmNiYoS7smlpaexuKgCUlJSkpaWFt08/pOcEBhBaq6QsHo/71QiD9yh+2nSgkcDXWia4l5WV9evXb9OmTULOZPTo0QAgjL6DYfTo0fv377969erBgwfdbvdjjz3G6rOysvLz88vLy8vLy/Pz88eMGROxAkFwwC++s2GUMJLCGWsIQyMT3J977jmv1/v6668LNQMGDACA7du3y+5CSIiLM+PDhw/PyspyOp3Dhg2799572Su2ASAnJ+f+++/PzMzMzMwcOHCg2+3moiEdeWEAobUayuJRuV9KXSdhnQ40EvhaW6S57JYtW1ZWVp47dy4hIQEA6uvr2V1Qm81WW1vLse1QiY2NZb2d8MccAHht6fIodoYwNH4B3Xd9dqPl5gUdCcKIsFelyozc2Q1P8a1ONh6PiTHJ4u8EwfAbpwuRPYpdIgheyMTrxMREADh58qRQs2/fPgBo3769Zt0KFZx/kAituSiLg7h0kK6TVIwYOtBI4GstE9yHDBkCAIsXL2b/PXLkyKRJkwDg4Ycf5thwkCjMcxejt79GbUBozVdZGtY57pwjuu2YeiBUBt7WMjn306dP9+zZ88SJE+LKlJSUoqIip9PJse1QoZw7ETmUTydMT8Cc+5133rlz5063252YmGi1Wlu3bp2dnb1jx47oRnZl6CIOCQiVAaU1QmXgbS3/mr2kpKRly5ZxbEZtcI7FEFqHquz3yJ9BQwYdaCSo/hATQZgDIQMjXhwGZ9QgECIf3CsqKtxud3Jyss1mS05Odrvdx44d07hnIWHQEVmEILQOT5lNgDHux2XcnocNQmXQIC1TVlZ23333Ca/ZO3Xq1MqVKz/55JPCwkL2Bj4dgnM4htA6EmXjflzG7XnYIFQGDdIy06ZNu3Dhgsvl8ng8NTU1Ho/H5XJVVlZOnTqVY8MEoR4sD+O7eWVHgkCFTHAvLCwEgCVLlqSnp8fFxaWnpy9ZskSo15gg57nTRRwSECoDSmuEyqDBQ0xNmjQBgC5dugg1rByVEVCQrwrBOTpDaK2gLF6k12SfjMl0ggGhMmiQlmGJ9UOHDgk1rJyens6xYYLgiDSy44wOBCEQ45MwYcIEAMjNzS0tLa2trS0tLc3NzQWAiRMnSjfWEgi87gddxCFBQdln3tUc6UAjgfOSv9euXfOrslrln2wSI/0tDbBarazdiU8/BbT8AHHzTHZThnWCCIOAyw8QhCEwcZKdICJHZpAelVF5hOD880ZoLR6qg6lTMWIwOPqBUBl4W986A2MIEJ4HgNXabyEBDB8CBkc/ECoDb2u9B/dgbgAQpkf8eg2cf/YEESp6D53iHJFCoKeLOBODc+KEGCQHWgxCZaC0jCwIzwMwu7V4nI4ktx4IhOIIlYGW/CUwIJ3jiPOvnSDCxiTBHeeVu1mtxQHdL6abVVkZhNYIlUGDtWWMCM5hnSmtlc9vUyrfEoTWCJVBg7RMUVGR1Wrt2bMnAKxevbpTp052u33YsGE1NTUcGyYIAfHjSID1D5sg+CIT3N9++20A+MMf/nD06FG3211eXn758uWNGzf+5S9/0bp3QUMXccbF70FT5chuDuVQQWiNUBk0SMvs2LEDAO6///61a9fW19fn5uZu2LABAD755BOODQeJVYTCZjjHemayDnIyjJmUgwehNUJl0OAhpoqKCgDo2LFjcXExANx3332DBg0S6jUmyHnuhLEQj1Bw/hkThNrIjNzZazEaN2588uRJAEhMTGRrjCm/LiO60EWcgRAS67dMwgT6XWwgtEaoDBqkZdq0aQMAO3fuLCsrA4COHTuyMXvbtm05NswXnKM/Y1mz95qyctg9N5YyLxBaI1QGDWbLDB48GAAGDBhw6dKl7t27JyYmsiz8L3/5S9ldyObEfT7fjBkzEhISWrRokZeXJ3Q6UD2BBMwPmhKElsgE9/z8/EGDBtlstu7du7/55psAsHLlSgAYO3as7C6uXbsmXSV42bJln3/+eXFxcVFR0Weffcb2o1AfIXQRp0PE3ROnYnjtEw8IrREqgwZvYgoP4TVJjL59+86aNYtdBGzevHnu3LmFhYUK9SE1QW9iMgS0lCNBRAV2l1St+SdlZWWZmZmsnJGRwdL3CvWEKaEkDEFEixtpGSFvbg1M8Pv1er3x8fGs7HQ6hadbA9WLCbJ18cMvrOz3oKPpC+JblPopiI+FMHI3tzIVqMClIP7bibyg1toydru9urqalauqqhwOh3K9mGsB8NtMfJPWb+FAJAVxClsPBfHppdJB0ZsyFajAscD3T+ZGcBcCaKDYGlJ2PjU11ePxsHJJSUlqaqpyPWEOfNeJdkcIAjtq5dyzsrLy8/O7dOkCAPn5+bm5ucr1EWJBmdvVg7UwWgfRkEHV5qKurD0IrREqA2/rG8E9mJS67OBd+EVWYNvk5OSUl5e7XC5WdrvdbJtA9RGC8DwA3Vj7NHxNkk6UNQahNUJl4G19Yypk2MFdM2gqpN4Q7ppGuyMEQdzAfypkdAN3hNBFnJaNCuWotE4HGgMIlYF7WsZYn2Cg3hrLghfRiq1R/MOjA40EhMrA2/rGyL1Ro0a33Lquro5j28EQTK8IbbDQu6oJwjjofYV08deJQqCnizi1GwJ9xHQ60EhAqAzqzZbRflTOEYTnAahgLXtu6erPTD890RKE1giVQb20DEH4oZ8BO0EQoeKfc6+rq1PIfuh2dK+r0aVmqGEd3ckwt4QONBIQKoN6aRlDg/A8ANWs9fxh6rlv6oHQGqEyqJeWEUbluh2eE2og5F4oCUMQZkKtVSE1RpxMwEPk1sLyjeJ1HPUMHWgkIFQG3tZ6T8sEOc9d/1FJDcK2Fg/SjRLWGUbpJ18QWiNUBmwPMQU5z50IHuGmDeVhCMLEUFrGwERobaABuwAdaCQgVAbe1jeC+89+9jNWSE5OXrRo0aVLl+okcGyYL4YLUlxAaI1QGVBaI1QG3tY3gvvu3bvXrFnTrVu348ePT5gwoUuXLkuWLLly5QrHxojowl7SiPPPhiCwcSO4WyyW4cOHl5SUrF279uc//zkL8V27dl28eLH+QzxdxClvJoR1o0d2OtBIQKgM6qVlhL0/8sgjHo/ngw8+uOeee44fPz5x4kT2Vjw9Y/SYFR7K1kJMB2Om12Uxh0WoILRGqAzqpWXEWCyWYcOGFRUVjRs3DgBOnDjBsUlCA8QxHeffCUEgRz64+3y+jz76qGfPnitWrACApKQkbXt1g0YiFDZDexHHxAV9oQZMOvZBe6Cj3QWtQagMaqdlfD7fhg0bXC7Xo48+WlpampSU9Morrxw+fJhjkyER5FwdUwayYBCWDYCbJ7Cb9QMxq5cyCK0RKoN6DzGxsP7CCy/s3bsXAJKTk5999lm3222z2Ti2R/DC771I5h6wEwQRKjeCe48ePfbv3w/GDOsmHqtKES/1JbbG8AmgOtACCK0RKgNv6xtpGRbZAYDNkLHb7Y0k8GqVO3jOA/GMRmyRHdBo+oHQGqEy0JuYcILz/hJBEGFjkneomvsiLpCdua1lQagMKK0RKoN6aRlDY+LzQGHMbmLrQCBUBpTWCJUBW1pGz4l+DaBVeQmCCA+9B/cg13M300Vc8K+oNpN1kCBUBpTWCJWB0jKymOY8EM9ev6WUaayDB6EyoLRGqAzY0jJ4EGdgcJ7ZBEFwRK2Re6AJ8j6fb8aMGS1atGjZsmVeXh6vKGb0mYLhrcdrdOswQKgMKK0RKoOBXpAtO7dy+fLlW7duLS4uBoARI0akpKS43e7I28I51EVojVAZUFojVAZtlvxVj1WrVhUUFLRr165du3YFBQUrV67UuAM6QbygI857RwRBqIqKwT0xMTE+Pv6ee+75xz/+UV9fzyrLysoyMzNZOSMjo6ysjEtbxrqIE5IwEb4dyVjWXDdnPCYAAA+QSURBVECoDCitESqD2kv+8qKuru7UqVNnz55dsWLFunXrnn32WVbv9Xrj4+NZ2el01tTUSH9XuqaN7Mo2skvdSn+ktwLrrXjxr7B3GOGvG7GAUFmMTvpDyioV+MYxddMyNpstIyPjnXfeWbVqFaux2+3V1dWsXFVV5XA4pL9VFwC/zYQBr4EKIJkPQwUqUIEKahS0yLnHxMQIqwenpqZ6PB5WLikpSU1N5dKE9Atfbwhjdr775Lg3Q4BQGVBaI1QG3tZqBffHH3/8wIEDV69ePXTo0Pjx43/3u9+x+qysrNmzZ1dUVFRUVMyePXvMmDFcmuMbNDliuY7P5+PeSd1aqwdCZUBpjVAZeFurNRXyt7/9bVZW1pEjR5KSkkaOHDlz5kxWn52dffToUZfLxcpPPvmkSh3QA0KaONodIQgCHRYDrfTbqFEj1ttJz+QCwGtLlws/4p7xiBBtwrrerDUAoTKgtEaoDPysGxoagNaWUQPNBuy6stYGhMqA0hqhMvC2Nklw1w+UiiEIQg/ofeGwINdz18NFnPZhXQ/WGoNQGVBaI1QG3tZ6D+5Brucexey2MHtJ+3MR4dmPUBlQWiNUBqPMlsEAZWAIgtAtJsm5a//Igx4iO8IHPRAqA0prhMpglIeYNEbVIBvoE4/6mD3qHdAehMqA0hqhMtBsmajgu3m9Kpx3ewiCMBAmCe7qXcSJ47h6CwmEB8JLV4TKgNIaoTLwtjbJDVXu0Vb2U9ZJTBfQW380AKEyoLRGqAzYZssEOc+dL7JZF5xnG0EQBkXvwT3Iee4ck+AGyqcbqKu8QKgMKK0RKgNva5Pk3DlGdi770QaEZz9CZUBpjVAZaLaM2uA8qwiCMBkmCe6Rj7iNOMHRWNcZXECoDCitESoDzZaRJZKgrIdnTcPDiH2OEITKgNIaoTJgmy2jNoYbrRMEQQQD0rSM+NWmKnVJAxBeuiJUBpTWCJUBW1omyHnuwcfoKK7Qyx0TKIQKQmVAaY1QGbClZYKc585QHokbN7dOEAQRKljSMqaM7AgvXREqA0prhMqALS0TJMpR2+i59UCYUkoZhMqA0hqhMtBDTMHDbplGuxcEQRBRwCTBXRzHhZkwwn/NOgpA+NWFUBlQWiNUBkrLyMJepiH8G+3uaAQeUwGEyoDSGqEyUFpGGZznBEEQhB96H7kHOc8d7UUcti8zhMqA0hqhMvC21ntwD3KeO8LzAFBaI1QGlNYIlYHSMgRBEMQtMUlwR5uWiXYXtAahMqC0RqgMvK21Du4+n2/GjBktWrRo2bJlXl4er8sQuohDAkJlQGmNUBmMvrbM8uXLt27dWlxcDAAjRoxISUlxu90a94EgCML0aD1yX7VqVUFBQbt27dq1a1dQULBy5Uouu6WLOCQgVAaU1giVwehpmbKysszMTFbOyMgoKyvjslu6iEMCQmVAaY1QGYw+W8br9cbHx7Oy0+msqamRbtMoAH6biRcYoAIVqEAFKogLWufc7XZ7dXV1QkICAFRVVTkcDuk24rntCgjfcsKqA+IaDAWL6JEHJAWEymJ00h9SVqnAK441NDSA9iP31NRUj8fDyiUlJampqVx2Kz0nMIDQGqEyoLRGqAy8rbUeuWdlZc2ePbtr164AMHv27NzcXI07QBAEgQGtg3t2dvbRo0ddLhcrP/nkk1x2a6GVKHCAUBlQWiNUBt7WliAT3Lpi0jO5ixa/Ee1eEARB6BdDBveYGJOsmkAQBKESel8VUhZ2L5ggCIIIBA2BCYIgTIghR+5SgnynB0EQhJ7hmCc3SXCHED+URo0ahfohhvoram9PXdJJEwgVqEvqNRHS/pWhtAxBEIQJoeBOEARhQii4EwRBmBBDznOXEkY6zAQgtEaoDCitESoDb2sauRMEQZgQCu4EQRAmhII7QRCECTFJzp0gCIIQQyN3giAIE0LBnSAIwoRQcCcIgjAhFNwJgiBMiLGDu8/nmzFjRosWLVq2bJmXl2e493I1uhmhPhivQNuEWq8NUscIu2oIfVlrEx/0Tz/99Ne//rXD4WjTpk1OTk5lZWXk3dO5soJ11A+0sYP78uXLt27dWlxcXFRUtGXLlrfeeivaPQqZOhFCZTBegbYJtV4b/AQj76oh9GWtwbwH/eWXX548efKpU6c8Ho/VanW73ZF3T+fKCtYQ9QNdZ2R69er18ccfs/LHH3/cp0+f6PYnVAJ9/sF4Bdom1Hot8fONpKsG0pf+kctuZjLr8+fPN23aNPLuGUi57mbrqB9oYwf322+//dSpU6x88uRJp9MZ3f6ECgAkJCTExcWlpaUtXLjw8uXLrD4Yr0DbhFqvJX6neyRdNZC+NLhjOOjr16/v379/5N0zkHLdzdZRP9DGfojJZrN5vV6Wz6qrq3M4HJcvX452p0LmypUr+/fvnzx5cmZm5vz58yE4r0DbhFqvJX7rIkXSVQPpy64GZe6DXlpa+thjj/3rX//q1KlThN0zirLUmhHFA23snLvdbq+urmblqqoqh8MR3f6Eh81my8jIeOedd1atWsVqgvEKtE2o9VEkkq4aXd/EB3379u2PPvroe++9J8Q4DAdaas2I4oE2dnBPTU31eDysXFJSkpqaGt3+REJMTIzNZmPlYLwCbRNqfRSJpKsm0AczHvS1a9c+8cQT69atc7lcYXdbjP6VIYC1mOgc6DBzS/rgtddeS09P/+6777777rv09PSlS5dGu0ehMXLkyNLS0kuXLu3bt+9Xv/rVM888w+oVvIRDFmibUOu1xO98C6OrRtT3szbxQX/ppZfatGmzf/9+v3pzH+hA1lE/0MYO7levXp0yZYrT6XQ6ndOmTbt69Wq0exQa77//frdu3Ww2W4cOHWbMmFFTU8PqA3lt375duD8eaJtQ67XBb2ASXlcNpy9rbeKDLh2BXrhwIYzuGUhZwTrqB9rYN1SxMWjQoLy8vAEDBkS7I9EBpz5Ca4TKoII1BXeCIAgTYuwbqgRBEIQsFNwJgiBMCAV3giAIE0LBnYgUtuhd+/bta2trpfVqt6ve/kPlyy+/7Nat22233abQMb+VAm02W3Jy8qhRo7799tvgG9KbOKFPKLgTfDh+/Pi8efOi3YtoMnHixEOHDtXX1wf/Kw0NDWfOnFm/fv0vfvGLXbt2qdQx+jLACQV3ghvz58//4Ycfot2LqHH48GEAOHbsWKDpzwLCFOkff/xxy5YtGRkZV65cmTVrVpAN3XL/BAEU3AlejB49ura2dubMmYE2kB0/iitZee3atb169bLb7S1atBg1alRFRcWHH37Yq1cvh8PRsWPHvLy8q1evivfA1uGLj493Op1Dhw5lEVbg9OnTf/rTnzp27BgXF5eYmDhq1KhDhw5JW1+1alWvXr2cTqfCCPf7778fN25c27Zt4+Li2rRpM27cuGPHjol3xQJu27Ztgx8mO53OAQMG/POf/wSA4uLi4Nvy+9A2b948dOjQVq1aORyObt26LVq0qKGhQdhAvKXw3wsXLkyePDk1NdXhcDRt2jQ1NXXChAniPhBGh+a5E5HC4sWxY8fS0tK8Xm9hYWHv3r2FeuEEa9SokcVi8QvN4m1kY2Lz5s2FV9sw5syZwwa5gbb/5ptv2rZtCwAnT57s06fPiRMnxBvY7fbCwsJu3boJe5g4ceKrr74qbCD7F3Hs2LE+ffqcPXtWXNmyZcuvv/6ateXXmUB/Vn6fCaOioqJTp05xcXFs7acg21L40ABgwYIFEyZMkN2A/eKQIUO2bNki/UUKCKaBRu4EH1q3bs2G7ZMnTw70brOYmFufbz169CgpKamurl64cCEAVFZWCjUsp7969Wrx9pmZmcXFxRcvXvR4PJmZmZWVlQUFBexHzz333IkTJ6ZMmfLdd9/V1taePn361Vdf9Xq9eXl54j18+OGH69evP3PmjEK6o6Cg4OzZs35tnT17VmhL+MWQcibV1dXbtm0bOXIkAAhrTt2yLSnJyckffPDBjz/+eOLEiaeffhoA3njjDdmOCf8tLCwEgC+++OLy5cvV1dUlJSXz5s1LT08PsueE/qGROxEpwkDy6tWr3bt3/89//rNixYonnnhCOnKPjY31W7paOgjdtWtXRkYGAHi93mbNmgHA119/zQLflStXHA6H1Wpl03LY9h6Pp3v37mxvpaWlLpcrMTHx+++/B4A2bdqcOnVK2mGHw3H+/HlhD59//nn//v2VHe+6667Tp08rtAUBRuWyn5WUxo0bb9mypU+fPsG0Jf3QNm3aNHDgQLZxVVVVixYtGjdufOnSJYWOZWRk7N27126333333a1bt+7Zs+eIESPatWun/DkQBoKCOxEp4tixadOmoUOHJiYmlpWVsdAsDu4xMTFXrlwRfvHy5cts4WlxnLp06VLjxo3Fe5bWiLe/ePFikyZN2E9ra2vj4+OtVutPP/0EAE2aNLl27Zpsn8V78Hq9wnKsgWC7UmgLwgruMTExCQkJffv2nT59ujBqvmVb0g+hpqbmtttuYxs3NDQwHfEnL+3Y7t27x48fv2/fPqHGarW++eabv//975U/CsIoUFqG4MkDDzzw4IMPnjp16sUXX/T7UaNGjRoaGrxer1Dz1VdfSfcgxHGFGjFHjhzxK7do0YL9t2XLlgBQVlamvJLfLSM7ACQkJMi2xepDRejGlStXTpw4sWbNGnE+JIy2hMgOweW+AKBHjx67d+8+duzYF198sXr16qeeeuratWtz5swJQ4fQJxTcCc7Mnz/fZrO9/PLLfvUdOnQAgIKCgnPnzlVXV3/yySfZ2dmRN5ebm1taWvrTTz99++23f/zjHwFg0KBB7EdDhgwBgDFjxhQXF1++fNnr9ZaWlr7yyiv33ntvqK2wfebm5n777beybXGEe1vs8mj37t3ieyH9+vVbvnx5TU2Ny+UaNmwY+6xks1iEQaG0DBEp0qv+WbNmCSN3of7ll1+eNm2a7B7EGQbxfpRrZPPXzZo1KyoqYrnjM2fO9O3bt6KiIvgWA1FRUdG7d+9z586JKxMSEnbu3CnkqYNPyyhvc8u2pB+C3w79Knv37i28pgcUP70HH3xww4YNCn0jDASN3An+zJgxIykpya9ywoQJ8+bN69q1a5MmTZKTk3/zm9989NFHkbf1/vvv9+nTp3nz5nFxcYMHD96+fbsQbVu1avXNN99MnTq1S5cuNpvNZrN17tw5Ozt7x44dobbSrl27nTt3ZmVl3XnnnVar9c4773z88cfFkZ0j3Nv629/+lpKSYrFYxJU7duwYN25chw4d2CoInTt3njx5svCeT8IE0MidIAjChNDInSAIwoRQcCcIgjAhFNwJgiBMyP8DqAwbLl5/8h4AAAAASUVORK5CYII=",
      "text/plain": [
       "Plot{Plots.QwtPackage() n=1}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot((1:numbatch)*batchsize, ms, xlab=\"Number of Points\", ylab=\"Millis per update\", leg=false)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: add to a plot different ways"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "plt = plot(rand(10,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# append 3 points to the second series\n",
    "append!(plt, 2,rand(3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# pushing a vector will add one to each series\n",
    "for i in 1:100\n",
    "    push!(plt, rand(2))\n",
    "end\n",
    "plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: line styles "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Plots.jl] Switched to backend: pyplot"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot{Plots.PyPlotPackage() n=15}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[Plots.jl] Initializing backend: pyplot\n"
     ]
    }
   ],
   "source": [
    "using Plots; pyplot()\n",
    "plot(cumsum(randn(100,5),1), w=8, style=:auto)\n",
    "plot!(rand(1,10)*10, style=:auto, t=[:hline,:vline])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "using Plots\n",
    "plot(rand(10))\n",
    "png(\"tmp\")  # saves as \"tmp.png\"\n",
    "png(\"tmp.png\") # saves as \"tmp.png\"\n",
    "savefig(\"tmp\") # error... can't extract extension\n",
    "savefig(\"tmp.png\")  # saves as \"tmp.png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Plots.jl] Switched to backend: gadfly"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot{Plots.GadflyPackage() n=1}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# create a \"support graph\" for which args are supported by each backend\n",
    "using Plots; gadfly()\n",
    "\n",
    "function supportGraph(allvals, func)\n",
    "    vals = reverse(allvals)\n",
    "    x = ASCIIString[]\n",
    "    y = ASCIIString[]\n",
    "    for b in backends()\n",
    "        supported = func(Plots.backendInstance(b))\n",
    "        for val in vals\n",
    "            if val in supported\n",
    "                push!(x, string(b))\n",
    "                push!(y, string(val))\n",
    "            end\n",
    "        end \n",
    "    end\n",
    "    scatter(x,y, m=:rect, ms=10, size=(300,100+18*length(vals)), leg=false)\n",
    "end\n",
    "\n",
    "supportGraph(Plots._allArgs, supportedArgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "2\n",
      "FIZZ\n",
      "4\n",
      "BUZZ\n",
      "FIZZ\n",
      "7\n",
      "8\n",
      "FIZZ\n",
      "BUZZ\n",
      "11\n",
      "FIZZ\n",
      "13\n",
      "14\n",
      "FIZZBUZZ\n",
      "16\n",
      "17\n",
      "FIZZ\n",
      "19\n",
      "BUZZ\n",
      "FIZZ\n",
      "22\n",
      "23\n",
      "FIZZ\n",
      "BUZZ\n",
      "26\n",
      "FIZZ\n",
      "28\n",
      "29\n",
      "FIZZBUZZ\n",
      "31\n",
      "32\n",
      "FIZZ\n",
      "34\n",
      "BUZZ\n",
      "FIZZ\n",
      "37\n",
      "38\n",
      "FIZZ\n",
      "BUZZ\n",
      "41\n",
      "FIZZ\n",
      "43\n",
      "44\n",
      "FIZZBUZZ\n",
      "46\n",
      "47\n",
      "FIZZ\n",
      "49\n",
      "BUZZ\n",
      "FIZZ\n",
      "52\n",
      "53\n",
      "FIZZ\n",
      "BUZZ\n",
      "56\n",
      "FIZZ\n",
      "58\n",
      "59\n",
      "FIZZBUZZ\n",
      "61\n",
      "62\n",
      "FIZZ\n",
      "64\n",
      "BUZZ\n",
      "FIZZ\n",
      "67\n",
      "68\n",
      "FIZZ\n",
      "BUZZ\n",
      "71\n",
      "FIZZ\n",
      "73\n",
      "74\n",
      "FIZZBUZZ\n",
      "76\n",
      "77\n",
      "FIZZ\n",
      "79\n",
      "BUZZ\n",
      "FIZZ\n",
      "82\n",
      "83\n",
      "FIZZ\n",
      "BUZZ\n",
      "86\n",
      "FIZZ\n",
      "88\n",
      "89\n",
      "FIZZBUZZ\n",
      "91\n",
      "92\n",
      "FIZZ\n",
      "94\n",
      "BUZZ\n",
      "FIZZ\n",
      "97\n",
      "98\n",
      "FIZZ\n",
      "BUZZ\n"
     ]
    }
   ],
   "source": [
    "map(i->println(join([\"FIZZ\",\"BUZZ\",i][i%[3,5,1].==0][1:max(1,end-1)])),1:100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Plots.jl] Initializing backend: pyplot"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot{Plots.PyPlotPackage() n=1}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "using Plots; pyplot(); default(size=(500,300))\n",
    "p = heatmap(randn(10000),randn(10000), nbins=20, c=:heat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot{Plots.PyPlotPackage() n=2}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots; pyplot(); default(size=(500,300))\n",
    "x, y = randn(100), randn(100)\n",
    "plot([x x], [y y], l=([:hexbin :scatter], [:heat RGBA(0,0,1,0.3)]), nbins=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Subplot{Plots.PyPlotPackage() p=2 n=2}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subplot([x x], [y y], l=([:hexbin :scatter], [:heat :black]), nbins=10, n=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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",
      "image/svg+xml": [],
      "text/plain": [
       "Plot{Plots.ImmersePackage() n=1}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatter(rand(100), z=1:100, c=:heat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.4.0",
   "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
}