gadfly_basics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Plotting with Gadfly.jl\n",
    "\n",
    "* [GitHub Repository](https://github.com/GiovineItalia/Gadfly.jl)\n",
    "* [Documentation](http://gadflyjl.org/stable/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mRecompiling stale cache file /Users/mrestrep/.julia/lib/v0.6/CodecZlib.ji for module CodecZlib.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mRecompiling stale cache file /Users/mrestrep/.julia/lib/v0.6/Gadfly.ji for module Gadfly.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mRecompiling stale cache file /Users/mrestrep/.julia/lib/v0.6/RDatasets.ji for module RDatasets.\n",
      "\u001b[39m"
     ]
    }
   ],
   "source": [
    "using Gadfly\n",
    "using DataFrames, RDatasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Basics\n",
    "\n",
    "## Simple line scatter\n",
    "\n",
    "* Pass data keyword arguments inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
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pYLJn840gnvY/d6xXTzK0X2mEA1p6tnw4ceLEHrkst7a2YUSHBhW2kN7cSXpzJ+mtgzETmvAAgCQ2YWJnrcbO3lw7udAU3QVoIze/bfK5k3/OoN1nPjxr3J0PzbpWI77S1+jbPZflEvGtHZtU2EF6cyfpzZ2ktw62CFeDUA6F8RhLzZ21Gjt7c+3kYubDs8ax4ss2v03TuJTBSydXTn5oyrlTHofCdzMfnRnLZbmaxvM7Nqmwg/TmTtKbO0lvHWghHwXG76HwCxxBn3XmquzsLa9+ispKG0TEY0nTzlRK+QC65zdnTTz8b4/N/nzzx5lmLAAA4XAwvmTJEl863Wtvj0dtGjo0+EVhYdO9dXWJQQC+KS31f1Nb+0k/r9fXe8MG7fPDDhvYGI1+ujdR2jdsWEkcAOrrGwLMnpZQaO9P33prZXGvXmrPVKplfVnZvmvq6hK7ANjF52tcM2TIkPVLlsT2SKe1Hh7Phk+HDh3asnmOmpqaAp+v38CWFm4cMSLw+dKlS3u3tBT3a8tRU7NqN58vuVNLS8EXI0YM2JSVg+vrG4JEyeSwYYNXZucwzdjOHo+266ZNLV8dcsi+32XnqK1d4fd4NC0UCsSycyxZsrpXOt3Y3+PRvh06dODX2Tksa+VemqYKly4tSYwfD7V5jlgsVrR+vTaAObkhFBq8OjtHff2K3Zk9PYuLWz7bd999mzfPYRjs7du3oSSVoqayspJV2TnefffTvsXF6T7MhV+GQntsZPY8UVeXGLR0aUliwgRK19UlBrW0pFIjRuzTkJ2jpmZ5H5/P27elJbV2xIh91mXnqKlZXuLzeb2lpf4V2Tmi0S96EjXv3tjoWTdy5N5r23J4PMWrhw7tv6G2tmGA18tFa9eWNFRUUKquLjEolUqny8oGJT755JPCxkbfXkTpjcOGDfqyLUc6rb4Oh4PfRqPL+hMV9OrdW60KBoNNbTmGDSuJzZ0LbciQBr9SWrOuD/ysLUdLS8F3I0YM+GrJkpW7ptNq5+wcLS1rVo4YMSIZjcaD6bRSm+do2+bfeeeTnXr08O2WnaNtm6+vXzaQuaBg8xxt23xNzaoePl9yj+wcbdt8TU18T5+PijfPoRTz/489mrdkSWyPzXNsa+xtlmOLsdeWY1tjry3H1sZe2z5gW2OvLcc2xh7q6xsC2xp7bTm2NfZMMxbQNKKtjb22HNsae205tjb22nJsa+y15dja2GvLsa2xV1Ozajei5Lxo9IueodAeG7e2D9jW2GvLsa2xV1u7wu/1ejxbG3ttObLHXts+oC3H5mMvO0f22GvLsa2xV1rqX/HUU+zZ2thry7GtsdeWY2tjry1H6cKNZR94MHcXVlevPcLzXnaOrY29thzbGnvb2QfMBYDsv3ttY69t/9kRf49d+8nF1pDG6xl49s4H71wwa86slwh4LuX1/nKLxxFdpmnapQDQ3Nx7N6VUVTKpjQeAxsaiPyqlqpTC4QDg8fiOVUpVFRWpIAAolbxQKVUVj8d98Xjcl3ls8kIAKCpSQaVUlcfjOzbzWByulKpqaioOAUAqpU1QSlU1N/feDQA0TbuUiC4DgOLivn0zz+VTW3MMU0pVMdPPMjlajlZKVRUUpAYBAHP6fKVUVV3dl8UffvhhgVKqKp32XgQAvXql/EqpKiLvca2v+DClVJXP5w0DQEsLnZzJXbh7a45LmHE5ABQU7LyLUqrK68XpmcwbD8y8P+lRmfubj1RKVWla076tOSqVUlWlpf/tEYnAo5SqSqW8vwKAdetUiVKqCvCOy7zvGJl5LwuGZ94fOkkpVbV+vWePzP3aFGa6CgB69PisT+Y1qDMzmZsOyCw7XQEAhYXJMZllN+2feY2pmUqpqn33jfdmZsq8Bu+vAWDDBs9emddbcGLmvfQenHkN3oMAIJ32nKiUqtq0qWAAAHi92qTMsoG+fRt6Zx7LZ2cyNg/JvJfp0ZnO0xWZTpuGZO7ns5RSVf37f7pT6zZwlabRJADYtKlgQKYn+kXmvfQMz7xGPjjzGrwnKKWqvv7au3drzl+15qCSkmU9M49NnZNZbuO+me2heQwAJJPp8kxPG36Sea46I/PcAX1aN/srNE2bmulF210pVdXSQidl3ktvWeY14pBMp57jlFJVPXq0DMy8P96JSqmqxYsXe4cOXVOc2S5TlZnnNg3ObLctR2V6Sv0s814WHZh5L3G6UqqqsHDXXTPLxmVEdEkm8079mNWcZJJOyXTu0TPvDx+WeS+9YzPPTQdae7pQKVW1bNmygsWLPy/KvL70BZn3MjUo8xp8x7Su56dKqarGxuLSzP00IfPvnn1bt8VpRJiWGWs9+2beS5qQ+XdxaeY14qeZ8eE7JrM9JYOZtzJ9Qeb9+Lxo2bJlrWPPc2Hm/UgHWsfe2ExmPizzXnr0zGvWxmd62qlfJgddwozLMs/dddfMevi0zPZSdGCmp1TbPuCozPvRNDjzGlOVSqmqoUPXFC9evNjbug+YCAA9eyZLMq/Bc1zmNeCQzHO9ZZmeMmNv3TqtbR8wFUDr5bgH9Mm8l+r0TOYNP2ndB5Rn3svmMcxqjlKN+2ZeQ/pcpVRVScmyngAosz1k9gFff+3du3UfcELr+Dg48157hmfeH/qFUqpqwwbvnpkcNEkpXAUA/ft/ulPr+DgLAJqbm4Zk9h+ZfYDPlx6dub95SCZ36mylVFXfvg29M2NEVXm92iQAWL9eax17nhMz6/Ee1Jrz4MxjC07M5PDsldluvb/OvH9M++4b7515DamzM+tp2j/zXibHAEAqldkHtLQ0HZB5jerMTOef9cn0RFcRaVMAYMMG756ZfRGdhDe59zJP0bzRvk3xhbs0fJJZtnecUqrq22/VwMyyM/uASASe0tL/9shkSldmXkNT2z7gyExP6VGZfeTGAzP3q9Mz9++8S+uYuNzj0e7PvN7Ctn3AyZn30htu239CAJPPmXzolPMmv9X276nn/vq4KZVT3p4+fboGgKZUTl44qXKSnssyTTOxqMODik4nvbmT9OZO0tsOms4aDJ4Pg1+DwbYdQbCzt7z65OLOh+9+EUDkq/ia9ydXTn6TgPfvmnOXlcsyNA23dFI80YmkN3eS3txJettBP8efABwI4HRUUMqu1UpvO2jSpEm9cv0JqhBCCNHpqvkkGPwdFvEwp6MIG1lW/DanM4jcSW/uJL25k/TWTtUcgsHrEeHxTqzezt7y6rBIR2Cm4U5nELmT3txJenMn6a0dFnBfaJgH4BaU09ztPr4T2NmbTC6yMNPpTmcQuZPe3El6cyfpLUc1XAAP5oJRj0W4wakY0psQQgiRLyI8CwZ/iJd4J6ejCIdYVlwuJexC0ps7SW/uJL3lwOBzEeG1MHiw01Hs7C2vztAphBBCdBkRPhSMuwGcjApa5nQcIYQQQrjZ67wnIvwZIllX7hbdUzS6Yn+nM4jcSW/uJL25k/S2HQYXIcLvopofcTrK5uzsTX4tkkUpz2ynM4jcSW/uJL25k/S2HYy7AHhRhIudjrI5O3uT71xkIeLFTmcQuZPe3El6cyfp7QcYfAWAY8E4CIdRo9NxNie9CSGEEG4T4SNh8CZE+GdORxFdTDSaGOd0BpE76c2dpDd3kt62YhEHYfAaRPgip6Nsi529yXcusiiFK5zOIHInvbmT9OZO0lsWg3tB4XkQHkc53ed0nG2xszeZXGyB73U6gWgP6c2dpDd3kt6+x0wAHgLwLVbjSqfj/DDpTQghhOj6qvl6GBzH69zP6SiiC4tG4/JxnwtJb+4kvbmT9NbK4F/A4A2oZldcJdbO3uSwSBalSL6o5ELSmztJb+4kvQFYxAcAmAPgAowmV/zE087eZHKRhZkudzqDyJ305k7Smzt1+97+zbtCYT6AO1FBTzod58eyszeya0VCCCGE6z3FHvRD5uqia3A8JlDa4URdknxykcU04132Z0Ri26Q3d5Le3Klb99YftwEIIoXT3DaxsLM3Of33Fmg/pxOI9pDe3El6c6du2luEzwZQCQ2H4Eha53Sc3NnXm0wushQXNx7vdAaRO+nNnaQ3d+qWvVXzcDDuBuNUjKaPnI7THnb2JpMLIYQQ4ocYvAeA50C4DhX0otNx3EC+c5GlsbH4BacziNxJb+4kvblTt+rtJS4E8CwIi1BONzsdZ0fY2ZtMLrIQ8SqnM4jcSW/uJL25U7fqrRgzARRhPbrsBcl+rG7VmxBCCNElGfwbGPwFFvFAp6MIl6utbRjhdAaRO+nNnaQ3d+oWvVXzETB4E6p5lNNROoqdvclhkSxEfKvTGUTupDd3kt7cKe97MzgAwhMApmE0LXI6TkexszeZXGTRNJ7vdAaRO+nNnaQ3d8rr3gzuBeB5MJ5GBeXVJcrzujchhPiewVPwBu/idAwhAADMBIOfhsGvo4YLnI4j8ohpxs9wOoPInfTmQtV8BkU4DYO/gMFngVmudeQSeTveInwNIpzAK9zf6Sidwc7e5LDIFuhipxOI9pDeXMXg3aDh9quLvv4YhIsA3IhFiGAB/8TpaOLHyMPxVs0nArgawCk4mlY7Hadz2NebTC6yaBpucTqDyJ305jp3Aqg5rXjDVSin+UjhQAAWPFiMCN+BV7in0wHFtuXdeDN4CAgPA7gQ5fS+03E6S971JoQQ36vm4xDhdVs9d8BCLkOE30WElyPCxzqQTnQ3b/AuMPgTGHyj01FEHrOs+G1OZxC5k95c4iXeCQavhMEXA9vobTprqOaJiPA6GDxfTmDU9eTNeJvOGiL8IiL8Cp5ij9NxOpudvclhkSzMNNzpDCJ30ptL9MDNAJajHLOBbfQ2nRRG02xoGALGN1D4CAZXdYedv1vkzXgbhb8CGAzGqZhAaafjdDY7e5PJRRZNS090OoPInfTmAtU8CowzoeEiEDGwnd5+Tp9jNJ0DwjgA56EfamDwIXbFFduWF+PN4LMATITCSaigb52OY4e86E0IIb73Fhe3Hte+YgeeP731dMyPYAH37eCEojtZxGEYvB4GH+90FNFNWFa8+1xKOI9Ib12cwbfA4FoY7N385px7M3gwDH4VBn+Oaj5Hzo3hDFePtwW8OwxuQIR/63QUu9nZmxwWEUJ0rggfBGAKNFyACkrt0LIqaBkq6CgQLoGGmxGBgUV8QMcEFXmvhgvgxVMgvI9RuMnpOEIIIdrDYC8MrkWEr+uEZe+MCN8Bgxth8E0wuKjD1yHyS4TvhcGWnEdF2K62tmGA0xlE7qS3Lsrga2HwR9v6w98hvS3kMhj8HgxeBoOP2eHlie1y5XgzeDIM/goLeJDTUZxiZ29yWCQLET/hdAaRO+mtC8qc9fAqMC5EBTVt7SEd0tsRVAvgMAB3gvCknBuj87luvBn8UxD+CsJ4jKEVTsdxip29yeQiCxEvdjqDyJ301sVMZw3A/VC4F6PpP9t6WIf1VkEpVNAdaMEBrefGqIfBl8q5MTqHq8bbQvaD8AwYV6GcDKfjOMlVvQkhxBYiPA0Gx2BwL0fWX83HweAVMLgW1TzSkQzCeZmfMNfA4DlOR+lu5JOLLNFoYpzTGUTupLcuxOAAGNdD4WJU0IYfemin9TaaXkQhhgJ4HoQIInwvXuM+nbKubsgV442Z0IwHAbSgEfl3Fdd2sLM3mVxkUQrtO8mPcJT01kVkzjsxG8CTOIJe3d7DO7W3w6gRFTQdGkrBGAQvlqKaz+m09XUjrhhvBn4LYBQUxmMsNTsdpyuwszeZXGQhUo87nUHkTnrrIiK4AMAweHHlj3m4Lb2Nok9QjqPAqIKGm2FwNQwe0unrzWNdfrxV89Eg/A4Kv8AR9JnTcbqKLt+bEEJs4XXeEwZ/jWo+yeko2/QG7yLnxshz1bw/DP4G1Xy+01GE+F40Gu/6H/eJLUhvXYDB8xDhJ3N5imO9GTwCBr8Pgz9BNR/tSAYX67Lj7U3ujQgvgcG3OB2lK7KzNzkskkUp6vpfVBJbkN4cVs0TQBiFFC7J5WmO9VZBNQAOBTAThLkweD4M3tuRLC7UJcfbdNaQxGpda0gAACAASURBVONgrAJwtdNxuiI7e5PJRRZmutzpDCJ30puDFnBfEP4OhWkYQ1/m8lRHe2s7N0YSQ8D4BpBzY/xYXXK8jcJfAAwFcPoOX8MmT3XJ3oQQYquq+REYvMD1Vyg1+HgYHEOEF2MhH+x0HJGDaj4ZBn8Hgw90OooQW2Wa8fucziByJ705JMLHwuAN7b1eQ5frbT73gMHTYXAjInwvXuKdnI7UFXWp3gzWYfAGRHi801G6Ojt7k8MiW6D9nE4g2kN6s90r3BOMWQCq2n+9hi7W2zjahAqajjRCYOyDYjk3xtZ1kd4WcF8A88D4K8pprtNxur4u0lt3tHTp0t5OZxC5k94cEOFZMPit1uuItEuX7o2ZUM3nwODViPBCVPP+TkfqKrpEbzVcAIMNGPys6w/J2cTO3uSTCyFE7iJ8KBjnIY0LMZ2U03E6BRFjND0CL/YH8AEIi2HwdLzEhU5HEwC+wx0AdkcjzgUROx1H/C+ZXGRpbCx+wekMInfSm41e4kIwHgDhBoyhD3dkUa7o7Wf0DcrpUgDHADgZxahHhI90OpaTHO/N4EpoOBXACRhL3zmaxUXs7E0mF1mIeJXTGUTupDcbFWM6gBb0wg6fqMhVvVXQmwDCAGaBMQ8GP4VXuL/TsZzgaG8L+TAAd4FxJipomWM5XMhV481J08ZPK55SOWWr3xCecu6Uw6ecO+VwuzMJkdeqOQSDN6GahzsdxVELeS8YPBcGfyPnxrDRqzwAEf4MBl/qdBTxw2z55GLCsROumTD2lD9sfttpx59SPmHsKU+OHz++uD3LnHTepIHJns03gnha9n2/OWvingT+F4DyXJdbW9swoj15hLOkNxsY7AXhATD+htG0uCMW6drejqDPUEHjQTgHwDT0w7uI8EFOx7KLI70ZXIQC/AsKC1FBd9i+/jxgZ2+2TC5IU98C9Ntx48b1aLtNKUwEaLe5c+c2tmeZmqK7AG3k1laX8vruY+KFRJzzl3yI+Nb25BHOkt5swLgKhN4gXN9Ri3R9b+U0HxvwEwAvAIggwnfgTXb+lxSdzJHeGHeB4EERLrZ93XnCzt5smVy0JNNPAvAVp4uPBYDK8soiEI0j8GPtXebMh2eNY8WXZd8+tXLyFcTKYKJoe5araTy/vZmEc6S3TlbN+0PD7wFciApq6qjF5kVvbefGSOFQACOQyv9zY9jeW4SvBOFYME7EYdSu/5AKe3vz2rGSZ199dvWE48a/CoVTADyzqXjTMWB4vVz4TEeuZ8r5U0Ywq4qZc+46bvJ5k7d54RrLip3HDA6Hg3OWLFm5azKpTtE0XllaGniZiF+wrMRETcPi0lL/4tra2ChN0/Yn8rwUCu39qWkmxhNhl4KCDXMAIJnsVcmMb8Jh/9xo9NO9mdNjlVL/LSsLLqqrSwxXCsM1Tb1eWhpcWlcXP1YpGlhQoD09dOjAr00zVkkE0vXgQ6YZ25lIm8DMn4XDgRej0RX7M3tGKUW1ZWUlNdFow8+Y+QCPJ/nysGGDV0ajiVOYsWvPni0Pf/rp4PQuuzScD6h1uh580rJW7gWo45jVx+FwMGJZ8TBABymFN8vK/B9aVuxoQPM3N3ueGTly77XRaOIcgAtCocAD77zzyU5FRb7TAKzSdf8Lprl8XyJvBZC2dH3Qe6aZOJwIQ5VKv1JWNihhWfGTANpt0ybt0UMP3bs5Gm24kEh9FwoF/1lTE9/T66VxRLwsFApU19auCGmaZySA/+i6f4llrTgK8ASUanm2rGzfNZaVOIuIi0KhwP1Lly7t3dRUfDoRfREKlTxfX9+wTzrNRxCpaCgUfNc044cR0YFE/FooFIgpxcssKzExlSp4bPjwPRuj0YaLmHlDOBx4fMmS2B7JpHYCEZaHQv6F9fUrStNpzyGapr1dWjqwvrY2MUbTMIgo+a9QaPBq04yfSUQ9dd0/Oxr9oidz85nM6stwOPhcXV1ikFIYoxTXl5UF3o5GY4cwa6UeDy0cNqxkuWnGTiTSdi8oKH586ND+G0wzcRERGnXd/1g0uqw/c8EvmBELh/2vRaMNBzLzYUql3y0rGxSNRhNHMGOfggL1/NChwS+i0djpzFrvUKjk/sWLPy/yepNnAbxG1wPPmmYsQKQdxYwl4bD/P9FobCSzFkqnterhwwcui0YT45ixZ1NTyz8POWTf76LR+IXM1Kzr/kdralbt5vUmTwJUQteDr1hWYiiAw5nVe+Fw0LKseAVA+ypFL5SVlax6vzZ2+vHr09evUZ6Hlgfi76+zEhOJeG0oFHimtnaFX9M8RwP4UNf9b5pmw0FEHAZSEV3f52PLShwPYEAqlXpyxIh91llW/HxmTofDwYdbx9530WjsmFAo+O/Fi+MHeDz0MyKuCYUCtW1jD9Be1PWBn1lWYgKAnVOpNQ8VFxdTMtmrkghfh0L+p+vrlw1MpwuO1bT00tLSQa+3jT2i9KJQaNB/TTM+loj21jTMLS31f2OasUoACIeDc+rqErsohfHM/Gk4HHipbey17QPq6lb8XCnPkOyxV1CwYU5jYyN7vf3OA/CtrtNT70Q/PfWWDTtf/6+WHn9PGTyhqudX957u27RnOs1vDB8e+Ggr+4Bzicij64EHa2qW9/F6vae27QMsa/l+gLecmcxwuOR9y0r8FMBP2sZeNBo/mZn69umjHnn//UByv/0aLmgbe7W1DQM0jY8H+BNdDximGdOJtIP/f+xl9gGpVMG8ESMGfGVZibOJuDAUCtzftg8gwuehkH/+4sUrB3s8avT/j73E4cz4zjRjgXA4GLes+C8B6tc69ppa9wHrQ6HgE9ljr20fQERvhUIlH5hm4kgiBNvGnmUlzmJGcTjsv2/JktW9ksnGM25v2nmPhxtxdbmv8fy/9VwzlqKxulAo+E5tbfxQTaNhmoYFpaX+FaYZ+wWR1p+o8B+h0B4bLSsxkZk3hsOBf9TXr9g9nfacqBRWlJX5F9TVrRymlDrU40m/M2zYoLq2sefxpJ8bNmzQl6YZP4OIeoVCJfctXvx5sdebPItZrQ6Hg/+KRuNBZjqSmT8IhwNvtY29tn1ANNpwAjPvUVTU+MSQIUPWt469Jl33P1Zb+0k/TfP9EkjHdX3Qq21j7//3AfHRzDQ4leL5I0YEPo9GY6cxazuFQiX3v/32p4U9eqizAf5K1wPz2sZe2z7AslYcDHh05pQRDu/zyVb2ARcAtBoA3n33076FhemT2/YBtbWJn2gafppKFTw2YsSATR3x99i+X4swPQaNj68srywi4vEEPPePl//RsT8hUphOTL7JlZMfJcYEBiZMPm/yubksIp2m4zs0k7DLz50OkK+qGvsftQHariXAH7b/6Fzl1zU8ipj5Dz3XvnNP0edng/DZzZt2e2rS+n7jEimvz+lsHcue3t5KFu72eFPvKwBccudOX71vxzrzGTMOtWtdtp3VbNy4cT2KVdGXBL6ImWYz4fS5L859cUeWOfmcyYeSB7fOfGjWYQDwm8pfBVLw9gYAAlcyUACNbpr54Mwf/fMb00wsCof9o3Ykl7Cf9NZJXuMSePEBCGeinDr8I9W87y3CPwPjbgA+AJNQQQucjtQRbOntTe6NJN4GsAAV9JtOXVc3Yed4s+2Ti/nz528C0zxmuhlA45qNa17p6HX8bc498ZlzZtbPnDOzHsAXBHyRy8QCADRtx3+7L+wnvXUSL+4F4dnOmFgA3aC3cnoDvVvPjQHMQzU/kg/nxuj03pgJSTwI4Gv0xpWduq5uJG/H2/ix44+cMHY8Tzj2lJudziKE2A6Dz4XBa/A693M6Sl5YxEFE+EUY/DUMvnRHrsmS9wy+AQbHZdtzL1s3bqWpOABOe3i2nevNhWXFrnM6g8id9NbBMjv1W0CYhJ/Tms5aTbfqbRTFUE7HgXAuCJdhFN5168nIOrW3CP8SwKVI44TO3Pa6IzvHmy2Ti/Lycu/48eOLvWntChBefuaFZz6xY73twayVO51B5E5662Bp3AXgnc6+jHW37K2c5mM9DgCwEIQ33XhujE7rbQGXgvEIGBdiDNV1yjq6MTvHmy2Ti35F/fahjdjEBJ2gVdmxzvbStPREpzOI3ElvHSjC4wAcCYVfdfaqum1vmXNjXA3GIWAc5LZzY3RKb//mXeHBPDBux2h6qsOXL/JvvE2fPl077YTTBjidQwixHa9xHxj8Kar5fKejdBvMhGo+BwZ/BYPnw+CA05FsZ7AXEV6ICD8n30URecmy4l3/EtBiC9JbB4nwAzC4Gsy2/ExdetvMv3lXRPheRHgjDJ6Op7jLnhujw3ur5r/D4I/wGvfp0OWK/2HneJMZYhZmctWxT5EhvXWAhTwajFOhcBGIcr4uT3tIb5s5hr5GOV2MNI4FYTz6ox7VfITTsbamQ3ur5nNAOAsaTsCRtK7Dliu2IONNCGGv+dwDBi+DwXKyoq6ghgtg8KUweD2q+ZG8/UmmwYcgwhtRzWOdjiI6lnxykaW2tkG+G+JC0tsO6oW/APgKa3CnnauV3rZhBCVRQXcgjRAIuyGN/3alc2N0SG+v854AngbjWoyml3Y8ldgeO8dbl9hQuxIifsLpDCJ30tsOqOaRACaCcQEmUNrOVUtv2zGGVqCCxoJwLoDLMQqLYPCBTsfa4d4MLkIazwKIoILy86yRXZCd400mF1mIeLHTGUTupLd2eop9IDwAwo0YTUvsXr309iOV03y04AAA/wHwPiJ8Bwzu5VScDuhtJgAfNiC/fhrZxcl4E0LYo5qvh8F1XfmXCSKLwToMfhsGfwqDT3E6Ts4iPA0Gf4FFPNDpKELYxjRj5U5nELmT3tphAZfC4E2I8EFORZDe2mk6a/9zboyF7Ldz9e3urZqPgMGbUM35eyXcLszO8SaHRbagdZ9rHeQV6S0nT7EHHjwAxkyU0/vOBZHe2mU6KYymRwAcCMY30LDE3nNjtKM3gwMg/BOM32A0LeqEUGK77BtvMrnIQqQedzqDyJ30lqPdcDmAvkjC0T/u0tsOqqAvMJrOAXA8gAnoj/exkA/r7NXm3Fvm+yHPg/AURlOXvXBlvpPxJoToPIs4CIPXw+AxTkcRHShzboyq1sMOj8Dg3ZyOBCBzevMIPwmD35Tv9ohuKxqNX+F0BpE76e1HYiYYvAAG3+N0FEB66xQLeR8Y/G9EeC2qeWJnnMo9p94MvhYRTuAV7t/ROURu7Bxvclgki1I0zukMInfS248UwcUgHADgaqejANJbpziClqOCjgFQCcI1iGARqnloR67iR/dWzSeCcBUYJ+NoWt2RGUTu7BxvMrnYgrrW6QSiPaS37XqVBwC4EQqTUEHfOh0nQ3rrNOU0HykcCIIJQk3HnhvjR/Rm8BAQHgZwISqopmPWK3aMjDchREcz+F+I8D+cjiEcsIjDiPC7MHiFLdfxeIN3gcGfoJr/0unrEl2SfHKRxTTj9zmdQeROetsOg88E8FM0Y5rTUTYnvdlkFJmI4FAwboKGJ2DwfLzGJe1d3A/29hR7kMI/ACzHV7imvesQHc/O8SaTiy3Qfk4nEO0hvW2TwbuBcBsYl3S9497Sm20y58aYDQ1DwPgGXnzY+usSb+4L+4He+uOvIOwD4DS7r1UjtkfGm2OWLl0q17t3IentB1Tz44jwi07H2BrpzUERroDBH8FgCxE+NJenbrM3g89ChNd19BdIRceQ8SaE6BjVfBwivE6u4yC2yuAiGDz9+3NjLOC+7V7WQi5rPX/K8R2YUIj8YJoJOS2tC0lvW/ES7wSDV8Lgi52Osi3SWxdh8GBE+JUfe26MLXpbwLu3bmtd4ifOYuvsHG/ynYssRLzK6Qwid9LbVvTAzQCWoxxd9nTL0lsXUUHLUE5HA/gVCNdjESJYwD/Z1sP/p7caLoAXT4HwHsoxw464on1kvAkhdkw1j4LBG7CI93U6inAZg3duPSdGIyJ8B17hnj/4+GqeDYOt7T5OiO6strZhhNMZRO6kt828xcUw+BMY3OVPrS29dWGZ71C8hwgvR4SP3fyu73szeAoM/goLeJAjGUVO7BxvclgkCxHf6nQGkTvpbTPNuB7AegB/czrK9khvXdgRVItFOAQKMwD8EwbPb/tiMBHfCoN/CsIMAKdgDK1wNqz4MewcbzK5yEKkIk5nELmT3lpF+CAAU6DhAlRQyuk42yO9dXHZ58ZQ+AgGV1kpXxTAPChciQqKOB1T/Dgy3oQQuavhAkQ4CoNvcDqKyFPVPBYGr4DBTTBYzq4qtkk+uchimvEznM4gcie9AdiAqwF40Yg/OR3lx5LeXGY0vYQNOPCIgk1PYg0mOx1H5MbO8SaTiy1Qlz0ngPgh3bw3g4cAuBoKEzGWmp2O8+N1897caBxtuqXnVwFMoBano4hc2TfeZHKRRdNwi9MZRO66dW/TWQNwPxizMZr+43ScXHTr3lxMenMn6U0I8eNFeBoMjsHgXk5HEUIIsRWWFbvO6Qwid922N4MDMHg9FvJRTkdpj27bm8tJb+5kZ29yWCQLs1budAaRu27ZW+b6D7MBPIkj6FWn47RHt+wtD0hv7mRnb167VuQWmpae6HQGkbtu2VsEFwAYBi9OdTpKe3XL3vKA9OZO0psQ4oe9znvC4K9RzSc5HUUIIcR2WFb8BacziNx1u94MngeDn3I6xo7qdr3lCenNnezsTQ6LZGGm3k5nELnrVr1V8wQQRiGFbV4S2y26VW95RHpzJ+lNCLF1C7gvDP4C1XyO01GEEEL8SLW1DQOcziBy1216q+ZHYPCC1l+KuF636S3PSG/uZGdv8lPULET8hNMZRO66RW8RPhaEk5DGRBCx03E6QrfoLQ9Jb+5kZ28yuchCxIudziByl/e9vcI9wZgF4GqMoRVOx+koed9bnpLe3El6E0L8L4NnwuC3Wq8jIoQQwk1MM1budAaRu7zuLcKHwuBNWMCu/3VItrzuLY9Jb+5kZ2/yv6AtaHLOfFfK095e4kIA94NwA8bQh07H6Xh52lvek97cyb7eZHKRhUg97nQGkbu87a0Y08FIold+Xio5b3vLc9KbO0lvQgigmkMweBOqebjTUYQQQuwAy4pd7HQGkbu8681gLwyuQTX/xekonSnveusmpDd3srM3OSyShVk7w+kMInd51xvjKhB6g3C901E6U9711k1Ib+5kZ29ybZEtqGudTiDaI496q+b9oeH3AI5BBTU5Hadz5VFv3Yr05k7SmxDd03TWYPAbMPhOp6MIIUR7yWGRLKYZv8/pDCJ3edNbOSaDUIIC/M7pKHbIm966GenNnezsTQ6LbIH2czqBaI886O01LgHjzyCciZ/Seqfj2CMPeuuWpDd3sq83+eQiCzOd7nQGkbu86M2Le0F4FuU03+kodsmL3roh6c2dpDchuhuDz4XBa/A693M6ihBCiA5mmolFTmcQuXN1b69zPxi8GhEe73QUu7m6t25MenMnO3tz9Xcupo2fVpzsmTx+5pyZc9tuu/TCS3dXqeSxiuibZEHypdmzZydzWSYRr+r4pKKzubq3NO4C8C7Kae52H5tnXN1bNya9uZOdvZFdK+pok86bNFBjXA6ig2c+NOswAJh8zuS+pGExwO8w0afEGN9Dazzwrw8+2E2+HCdcJ8LjwHgUCkNxBH3mdBwhhOgIrv1Cp6boLkAb+T+3ebiCgYUz59x12qyHZl0B4P3GdNEvc1luNLpi/w4NKmzhyt5e4z5g3A3g8u46sXBlb0J6cyk7e3Pt5GLmw7PGseLLNr8tmVKve73e3wHA1KlTCxk4MMVs5bJcpTyzOzKnsIcreyvAbQA+RjkedDqKU1zZm5DeXMrO3lz9nYts9zx6z2oAmFr560N4Q/ougvbU3Y/cXZfLMohUpFPCiU7lut4iXAHGqVAIgYidjuMU1/UmAEhvbmVnb3k1uQCAKZWTJjHoHBBNnPnQzJqtPcay4n8nonQo5J9WW9swQNPS1wLaB7ruvxPQXrOs2L2ANl/X/S9Eo4lzmNXhSml3lJX5PzTN2HQi7NmnDy4FgHXrcAczPg+Hg9NraxM/0TR1KZH2n1DI/4hlJY4H1DhAe1TX/W9Go4lLmNVQpTzXlZWVrIpGE7czs0fXA5csWRLbI5nEdcz4KBwO/s0044cR8blEnhdDoZLnTTN+JhH/nMhzZyhU8oFlJf4IqL2Iii/zetcmk8kedwL0pa4H/lhXFxuiFKYx4+1wODjHNONjifhEpfB4WVlwkWnGJxNxqceT/tOwYYNXWlb8VgCFuh6YEo0u68/suQGg/+p64LZoNHYIM84D6N+6Hng2Go2dzoxypfiusrJBUdOM/56IS4qKmq/4/PP9G3fZJT6Lmb4KhwO/t6zl+wHa5UT0XigUeMCyYkcDOAmgf+p6wIhGY79mhq4U/6WsbFDCNOM3E1EvXff/+t13P+1bWJj8CzMtC4cDN5tmw0FE6QuJ6NVQKPCMZcVOBTCaiO4NhQK1RGiyrNi9zKjS9cC6aDR+D6B9rev+39bXN+yTTqevYtZqwmH/faaZOJJInaKUNreszL/AshITATWciG4KhQIxy4rdBGAXXQ9eXFeX2EUpdROgrdB1/4y6usRwpdREZm1BOOyfG40mTmFWRyrlua+srKTGNBNXEal9Cgq8vx06dODXlpW4B1DrdD1YFY3Gg8x89VqlfXDEOlw63Nv88AO9P78K1opndH3Qq9Fo/EJmPiid9t48fPjAZaaZ+AuR6hsKBX797rvLehUVeW8mQjwUCt5omjGdCL8mghEKBf9pWfGTAD4a4Ad0fdB70Wj8CmbeN5Uq/P2IEQO+ikbjs5jRqOuBK2pqlpd4vdrvmSkaDgfuMs1YORFOJ8KzoVDw35YVOw/AIYC6Vdf3+diy4jcA3D+VWjuluLikMJnceCtAK3U98Kf6+hWl6TRNZqZF4XDgcdOMnUiEsUrRnLKywNuWFb8M4P09Hv7jsGGDvrSs+J0AkroeuMyyVu4FpPawrPgUXQ/MrKtb8XOl6Exmej4cDrxomrFziXBYOk1/Gz488JFlxa4DsEfPnqlL1q3r6fF6m28n0laFQv7rotGGA5nTUwHtTV33PxqNJsYxq+OZtUfCYf9/otHEpczqJ6kUTR8xIvC5ZcXuAABdD15aUxPf0+vl6UTah6GQ/w7TTBxOpM4h0l4IhfzzLStxNqB+Cmh/13X/kmg0cS2zGpBKFU7r02djeuNG798BfKHrwWsXL44f4PHwb5jxVjgcfNg048cR8Qmaxv8oLR30umUlpgLqQMB7va4P/Myy4rcBKND1wNT6+hW7p9N0PYCluh68vbY2fqimcSUzXgqHg8+ZZvwMIh7l8fCsYcMG1VlW/A8ADywo6Hl5Y2NDs9fbdyZAq3U9cE00umJ/ZroMwDu6HnwoGo0dw4xfMuOJcDgYMc34JCIOpVLqzyNG7NNgWfFbiFAcCgUm19Ss2s3rbf4zQB/reuBWy1pxMEAXAPSKrgfmRaOx05ixh2nG9HA4aEWj8d8xs7+pKXXlyJGDN0Sj8buZtbXhsP93ixevHOzxpK4kovdDocD9lrXiKIBOJqInQ6FAdetVOsuYcWM4HIxbVmwGoPXRdf+vlixZuWsymbqRWVseDvv/WlvbMELT0hcRaa+FQv6nTTMxnkiN0TRtdmmpf7Flxa4GENQ07erSUv83mf04vtH14NV1dYlBSqkqQFus6/7ZtbWJMZqmxjNrT4fD/tdMM3ERkRrh8Xj+OmxYyXLLStwIqF1DocCvLCvehwgzAMR0PXhTNBovY+aLAVTrevDJaDR+MjMfxey5Pxwued8041cS8eDm5oLfjRy591rLStzNzBvC4cCVphkLEOG3RLBCoeDdlhWvAPg0APN0PfhKNBq/gJkPZla3hMP7fGKa8T8T8W7ffBOYvOee/y1uaiq8hZkawuHAn2trV4Q0jSYRIRIKBZ+wrPgvAT6GCA+FQsF3LCt+OcD7EaWvCYUGr7as+EwAzQBQX79sYDrt+QMz1YXDgVm1tbFRmoYzmFEVDge/7Yi/xXk1uZhcOflIBs5cvXH14XPnzk1v63HMfBtz5j+LhYXrv0qne83weNSm1nv30zRtBoBvACCdbnnZ6/W9uWmT9jkAaFrB/URpXyBQ0gIA9fUNM5g9LQDQ1KTFevXCjFSqZX3msfgPoH3o8zWuAQCvVz2VTms9CgrWfwUASqk72jI1Nq5d6/P1m9HSwo0AUFzcVN/SUjwD4NYcvld8vuTbLS3eLwCAyPMgEXzDhu3eCOzO9fUNM4iSSQDYsMGb6NVLfZ8D4Lc0TVva1NTyFQD4fPxMOq29rGmbvmzN8XePR9MAIJn89pvNc3i9PT9IpxtneDzat5n7C1/z+ZLvplIFbTnmaJoqrKvbf9P48VD19dr3Ofr00RrWr9dmMCc3ZN53vOvxaJ9s2pTJoWk8j9nzSs+eLV9k7lczNS2TY9OmvdYVFzfMSKUyF+7y+Yo+2jxHc3PBguLi9PvMha2vwfOdx8Mzli4tWR8OE9fVJWa0tKRSANCrV/qzzXOk06n3fD7v8lQqtRYAPJ70c8yeBcXFLasAIJVSd/l8Xi8ArF1bsr5v3//PwVy4VNOaZzQ2etZlOvcYxcWoLSgoWp25nx7zeLSi1av3/q51G/hrKsVpAOjRI7mqsdE34xff7n01gK+qPGuu0TRt53RafZ3pKfW8phVU9+mTWtWa857WHNzQMHjjkCENM5TSmjPLLf6EqHlGS0vBdwBQUOCJpNPK8niKV2eeqz3u9XIRsGpd6yZ2i1JKZXpRXzY2er/f5pubU7U9evga2nIQpV8kKli0YYP388z7k5rNXFAwfPjw1Ny5UEOGNH6/zTc3Fy3z+ZLf5/D5vG+k06q+qCizzadSeMLn04qbm9e0Lhu3KZUZfAUF361paenxkc/HT2c6T1s9evg+bRt7zKmXPB7fG21jz+NJ389cUDB48OAkgOTmYy+Z9K7w+fj7bZ4IbxJpS9rGXjLJT/l83cAU1AAAFtFJREFUWnFx8Ya1rdvi7W1jr7h449p0utdmY6+xLjP2MjmUavm31+v7T0tLZpsHPA9oGnzDh+/ZBGT2AW3bfHOzJ7752PN46C2APmrb5gsK1Nx0WnvR4/luTSYH/13TiDLP/frrzcdejx5NH7S0FH+/zafTvld9vuQ7zc1tY887hyjtW7KkX+P48f3U5jk2bixo6NVLfb/NK4V3PB7t47YcPh/PS6e1f/fpk2rbB9zZtg8AVq3TtH7fb/MFBb0+zNoHLPB4mvfQtOJPMq/B87CmqcKGhsEbR44Ea5r2/djbddfUp/+7D6D3PB5tWUtL29jjfzF7Xisubvk8k4Pv8nrhAYDVq/f+bvOxV1hYtDSdbvx+7LW0eKqL/6+9e4+Oqj7XOP68eybhfqzKkUqVTLBqLcLsQSxVj4rWu2KPVgS1QkAaJZOIVIqtHjVqxWpVpEwQERWwVgVbrfcLZoIerVWbvXco3mVm0KMFL60LASGZ/Z4/ALVBTQaSvecXns9armVYOvvR7/oNm0yS6YG/bXkOAKJ3Wpbf7aOPBmx+/v1iR58+/ntr1ljXiuTXbrpOy0vRaHTFlh2W1fxnkZKne/fOb34OaLm5tDQaFRFdtEjXfPnsAd1f//JzQDQaSefzvhOJbHkOsO6KRLT7unXf+WRTJ71uy9nr3bvl/fXrSz/f8dlnzX/r2bM096XngIcsqyTdpw/e2/TYLXNUS0pGjEB+8eJ91315h+93fzMabf7yc8DSfN73tjwH+L51dzSq3Tdu/Oifm8/EDfm8jtz037thleoXv+9t3Nji9OxZ+s5rrw3gNz8AQHJs8qDq8cnnP/94fPL66orkx9UVyZVb/qoZX1XQ+9fz+7fNZEy3eh2OtK5DvQ4Ke0oxMKYb/Rt2MxO7hchxsoG93z11HCO6LdJSpPXvqNfLwp5SLIzoRlthNzOxG1FXVK9XIq1NWKSlYU8hIqIAbf6iMTJM0XdbqoOR1nVo0APDnlJMir4bfSV2M1OQ3Yz9ORedRdUaEfYGKlxRd1ukEfi4DYoURshLYc8pJkXdjb4Wu5kpyG68uWjFsvKVYW+gwhV1t764EEBfNIN/2mulqLvR12I3M7EbUVexVMuR1jVI61FhTyEiopC4bvbusDdQ4Yqym6ogrUuQ1jlhTylWRdmN2sRuZgqyW5f6IVodQVX6h72BCleU3RpwLgT7QXFa2FOKVVF2ozaxm5nYjch0T2p/pPWfqNcfhz2FiIhC1ti4knd2Biq6bml9AA16V9gzil3RdaN2YTczBdmN3y3SiojytUQDFVW3tJ4F4L+wAVPCnlLsiqobtRu7mSnIbry52Iq+EfYC2hZF0i2tfSG4EYrzcaysDntO8SuSblQgdjMTuxGZqV7/gAZ9JOwZRERURBwnMyLsDVS4ouhWryegQT/BUt0z7CmmKIpuVDB2M1OQ3fiyyFYs/hRFI4Xc7VH9DwjmQDENh8s7oW4xCs+bmdjNTMF1481FKyL+H8LeQIULvVtP/BbACozA3FB3GCb0brRN2M1M7EZkkno9HGn9FEt177CnEBFREXLdzLlhb6DChdbtee2BtL6JBv1FKNc3HM+bmdjNTEF248sirahaZ4a9gQoXWrcNuBLAGvTGTaFc33A8b2ZiNzMF2Y3vLbIV//KwF9C2CKHbUk3ARxIWDsEwaQ78+l0Cz5uZ2M1M7EZU3NIaRVob0aD8qnkiolb4skgrjpO9NewNVLgQul0CoAcU1wR83S6F581M7GamILvxZZGtyD5hL6BtEWC3tH4PgmnwcQyOlM8Cu26XxPNmJnYzU3Dd+JmLVlTljLA3UOEC61arFoB5UMzFkfJcINfswnjezMRuZmI3omLVoFOQ1gzS2jvsKUREZAjHyS0NewMVLpBuaY0hrWvwtB7T6dfaQfC8mYndzBRkN74s0oqIvhf2Bipcp3dTFQhuAXAvfiRPduq1diA8b2ZiNzOxG1GxSetEpPV9PKs7hz2FiIgM43kr9g17AxWuU7s9o7sjrR+jXk/ttGvsoHjezMRuZgqyG18WacX3I3xXSwN1arc86gAswZHyp067xg6K581M7GamILvx51y0IuI3hL2BCtdp3er1dAgORwu+3ymPv4PjeTMTu5mJ3YiKweO6C9L6D9Tr2LCnEBGRwRwny3f7M1CndKvXhUjrEqhKhz82AeB5MxW7mSnIbvyai61IYO93Tx2pg7s16PEQnIo8KiGiHfrY9CU8b2ZiNzMF1403F1vRW8JeQNuiA7s9ob2gqAPwSxwlKzrscekr8LyZid3MxG5E4UlrCml9fvP7iBAREW0f181cEfYGKlyHdWvQg5DWdVii/O6QAPC8mYndzBRkN/7JrBVVa0TYG6hwHdLtUe0GYB4EV+EoeWW7H4/axPNmJnYzU5DdeHPRiqpcGPYGKlyHdOuBWiia0RvXd8AkageeNzOxm5nYjSho9RpHWtehXg8IewoREXUxrpu9O+wNVLjt6pbWKNL6Mup1egdOonbgeTMTu5kpyG58WaQVVekf9gYq3HZ1U0yDoA+646oOnETtwPNmJnYzE7sRBWWJ7oMGXYsGPTTsKURE1EW99tprfcLeQIXbpm61aiGtzyCtszphErUDz5uZ2M1MQXbjyyKtrF/f4+GwN1Dhtqnb4aiCoAwluLgTJlE78LyZid3MFGQ3vuX6VvSNsBfQtiiw21M6AMB0AGfhv2RNp0yiduB5MxO7mYndiDpXWh9Dgy4IewYRUVfEl0VacZzMiLA3UOEK6pbWcQCGwcLUThtE7cLzZiZ2M1OQ3XhzsRWLPzPfSO3slta+AH4LQRUOkw86dxO1jefNTOxmpuC68eaiFcvSh8LeQIUroNvNAP6KEbK4M/dQ+/C8mYndzMRuRJ2hQUcirf/C0/qdsKcQEdEOxHUz54a9gQrXZrendCek9V2k9ZyAJlE78LyZid3MFGQ3vizSiqp1ZtgbqHBtdivBjQDewAjcHswiag+eNzOxm5mC7Mafc7EV//KwF9C2+IZuDXoEFKPhIw4RDXAUtYnnzUzsZiZ2I+oYD2lPpPU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       "var z={mousedown:\"touchstart\",mousemove:\"touchmove\",mouseup:\"touchend\"},d=function(a,b){var d=\"y\"==a?\"scrollTop\":\"scrollLeft\",e=b&&b.node?b.node.ownerDocument:C.doc;return e[d in e.documentElement?\"documentElement\":\"body\"][d]},f=function(){this.returnValue=!1},n=function(){return this.originalEvent.preventDefault()},u=function(){this.cancelBubble=!0},p=function(){return this.originalEvent.stopPropagation()},b=function(){if(C.doc.addEventListener)return function(a,b,e,f){var k=w&&z[b]?z[b]:b,l=function(k){var l=\n",
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       "f:e,unbind:b(this.node||document,d,e,f||this)}));return this};a[\"un\"+d]=A[\"un\"+d]=function(a){for(var b=this.events||[],e=b.length;e--;)if(b[e].name==d&&(b[e].f==a||!a)){b[e].unbind();b.splice(e,1);!b.length&&delete this.events;break}return this}})(v[y]);A.hover=function(a,b,d,e){return this.mouseover(a,d).mouseout(b,e||d)};A.unhover=function(a,b){return this.unmouseover(a).unmouseout(b)};var r=[];A.drag=function(b,d,f,h,n,p){function u(r,v,w){(r.originalEvent||r).preventDefault();this._drag.x=v;\n",
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       "A.undrag=function(){for(var b=r.length;b--;)r[b].el==this&&(this.unmousedown(r[b].start),r.splice(b,1),k.unbind(\"snap.drag.*.\"+this.id));!r.length&&a.unmousemove(e).unmouseup(l);return this}});C.plugin(function(a,v,y,C){y=y.prototype;var A=/^\\s*url\\((.+)\\)/,w=String,z=a._.$;a.filter={};y.filter=function(d){var f=this;\"svg\"!=f.type&&(f=f.paper);d=a.parse(w(d));var k=a._.id(),u=z(\"filter\");z(u,{id:k,filterUnits:\"userSpaceOnUse\"});u.appendChild(d.node);f.defs.appendChild(u);return new v(u)};k.on(\"snap.util.getattr.filter\",\n",
       "function(){k.stop();var d=z(this.node,\"filter\");if(d)return(d=w(d).match(A))&&a.select(d[1])});k.on(\"snap.util.attr.filter\",function(d){if(d instanceof v&&\"filter\"==d.type){k.stop();var f=d.node.id;f||(z(d.node,{id:d.id}),f=d.id);z(this.node,{filter:a.url(f)})}d&&\"none\"!=d||(k.stop(),this.node.removeAttribute(\"filter\"))});a.filter.blur=function(d,f){null==d&&(d=2);return a.format('<feGaussianBlur stdDeviation=\"{def}\"/>',{def:null==f?d:[d,f]})};a.filter.blur.toString=function(){return this()};a.filter.shadow=\n",
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       "d})};a.filter.saturate.toString=function(){return this()};a.filter.hueRotate=function(d){return a.format('<feColorMatrix type=\"hueRotate\" values=\"{angle}\"/>',{angle:d||0})};a.filter.hueRotate.toString=function(){return this()};a.filter.invert=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncG type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncB type=\"table\" tableValues=\"{amount} {amount2}\"/></feComponentTransfer>',{amount:d,\n",
       "amount2:1-d})};a.filter.invert.toString=function(){return this()};a.filter.brightness=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\"/><feFuncG type=\"linear\" slope=\"{amount}\"/><feFuncB type=\"linear\" slope=\"{amount}\"/></feComponentTransfer>',{amount:d})};a.filter.brightness.toString=function(){return this()};a.filter.contrast=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncG type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncB type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/></feComponentTransfer>',\n",
       "{amount:d,amount2:0.5-d/2})};a.filter.contrast.toString=function(){return this()}});return C});\n",
       "\n",
       "]]> </script>\n",
       "<script> <![CDATA[\n",
       "\n",
       "(function (glob, factory) {\n",
       "    // AMD support\n",
       "    if (typeof define === \"function\" && define.amd) {\n",
       "        // Define as an anonymous module\n",
       "        define(\"Gadfly\", [\"Snap.svg\"], function (Snap) {\n",
       "            return factory(Snap);\n",
       "        });\n",
       "    } else {\n",
       "        // Browser globals (glob is window)\n",
       "        // Snap adds itself to window\n",
       "        glob.Gadfly = factory(glob.Snap);\n",
       "    }\n",
       "}(this, function (Snap) {\n",
       "\n",
       "var Gadfly = {};\n",
       "\n",
       "// Get an x/y coordinate value in pixels\n",
       "var xPX = function(fig, x) {\n",
       "    var client_box = fig.node.getBoundingClientRect();\n",
       "    return x * fig.node.viewBox.baseVal.width / client_box.width;\n",
       "};\n",
       "\n",
       "var yPX = function(fig, y) {\n",
       "    var client_box = fig.node.getBoundingClientRect();\n",
       "    return y * fig.node.viewBox.baseVal.height / client_box.height;\n",
       "};\n",
       "\n",
       "\n",
       "Snap.plugin(function (Snap, Element, Paper, global) {\n",
       "    // Traverse upwards from a snap element to find and return the first\n",
       "    // note with the \"plotroot\" class.\n",
       "    Element.prototype.plotroot = function () {\n",
       "        var element = this;\n",
       "        while (!element.hasClass(\"plotroot\") && element.parent() != null) {\n",
       "            element = element.parent();\n",
       "        }\n",
       "        return element;\n",
       "    };\n",
       "\n",
       "    Element.prototype.svgroot = function () {\n",
       "        var element = this;\n",
       "        while (element.node.nodeName != \"svg\" && element.parent() != null) {\n",
       "            element = element.parent();\n",
       "        }\n",
       "        return element;\n",
       "    };\n",
       "\n",
       "    Element.prototype.plotbounds = function () {\n",
       "        var root = this.plotroot()\n",
       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
       "        return {\n",
       "            x0: bbox.x,\n",
       "            x1: bbox.x + bbox.width,\n",
       "            y0: bbox.y,\n",
       "            y1: bbox.y + bbox.height\n",
       "        };\n",
       "    };\n",
       "\n",
       "    Element.prototype.plotcenter = function () {\n",
       "        var root = this.plotroot()\n",
       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
       "        return {\n",
       "            x: bbox.x + bbox.width / 2,\n",
       "            y: bbox.y + bbox.height / 2\n",
       "        };\n",
       "    };\n",
       "\n",
       "    // Emulate IE style mouseenter/mouseleave events, since Microsoft always\n",
       "    // does everything right.\n",
       "    // See: http://www.dynamic-tools.net/toolbox/isMouseLeaveOrEnter/\n",
       "    var events = [\"mouseenter\", \"mouseleave\"];\n",
       "\n",
       "    for (i in events) {\n",
       "        (function (event_name) {\n",
       "            var event_name = events[i];\n",
       "            Element.prototype[event_name] = function (fn, scope) {\n",
       "                if (Snap.is(fn, \"function\")) {\n",
       "                    var fn2 = function (event) {\n",
       "                        if (event.type != \"mouseover\" && event.type != \"mouseout\") {\n",
       "                            return;\n",
       "                        }\n",
       "\n",
       "                        var reltg = event.relatedTarget ? event.relatedTarget :\n",
       "                            event.type == \"mouseout\" ? event.toElement : event.fromElement;\n",
       "                        while (reltg && reltg != this.node) reltg = reltg.parentNode;\n",
       "\n",
       "                        if (reltg != this.node) {\n",
       "                            return fn.apply(this, event);\n",
       "                        }\n",
       "                    };\n",
       "\n",
       "                    if (event_name == \"mouseenter\") {\n",
       "                        this.mouseover(fn2, scope);\n",
       "                    } else {\n",
       "                        this.mouseout(fn2, scope);\n",
       "                    }\n",
       "                }\n",
       "                return this;\n",
       "            };\n",
       "        })(events[i]);\n",
       "    }\n",
       "\n",
       "\n",
       "    Element.prototype.mousewheel = function (fn, scope) {\n",
       "        if (Snap.is(fn, \"function\")) {\n",
       "            var el = this;\n",
       "            var fn2 = function (event) {\n",
       "                fn.apply(el, [event]);\n",
       "            };\n",
       "        }\n",
       "\n",
       "        this.node.addEventListener(\n",
       "            /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
       "            fn2);\n",
       "\n",
       "        return this;\n",
       "    };\n",
       "\n",
       "\n",
       "    // Snap's attr function can be too slow for things like panning/zooming.\n",
       "    // This is a function to directly update element attributes without going\n",
       "    // through eve.\n",
       "    Element.prototype.attribute = function(key, val) {\n",
       "        if (val === undefined) {\n",
       "            return this.node.getAttribute(key);\n",
       "        } else {\n",
       "            this.node.setAttribute(key, val);\n",
       "            return this;\n",
       "        }\n",
       "    };\n",
       "\n",
       "    Element.prototype.init_gadfly = function() {\n",
       "        this.mouseenter(Gadfly.plot_mouseover)\n",
       "            .mousemove(Gadfly.plot_mousemove)\n",
       "            .mouseleave(Gadfly.plot_mouseout)\n",
       "            .dblclick(Gadfly.plot_dblclick)\n",
       "            .mousewheel(Gadfly.guide_background_scroll)\n",
       "            .drag(Gadfly.guide_background_drag_onmove,\n",
       "                  Gadfly.guide_background_drag_onstart,\n",
       "                  Gadfly.guide_background_drag_onend);\n",
       "        this.mouseenter(function (event) {\n",
       "            init_pan_zoom(this.plotroot());\n",
       "        });\n",
       "        return this;\n",
       "    };\n",
       "});\n",
       "\n",
       "\n",
       "Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
       "    var root = this.plotroot();\n",
       "    if (root.data(\"crosshair\")) {\n",
       "        px_per_mm = root.data(\"px_per_mm\");\n",
       "        bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
       "        uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
       "        xscale = root.data(\"xscale\");\n",
       "        yscale = root.data(\"yscale\");\n",
       "        xtranslate = root.data(\"tx\");\n",
       "        ytranslate = root.data(\"ty\");\n",
       "\n",
       "        xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
       "        yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
       "        xoff_unit = uB[0]/1;\n",
       "        yoff_unit = uB[1]/1;\n",
       "        mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
       "        mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
       "         \n",
       "        x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
       "        y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
       "\n",
       "        root.select('.crosshair').select('.primitive').select('text')\n",
       "                .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
       "    };\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_visible = function(event) {\n",
       "    helpscreen_visible(this.plotroot());\n",
       "};\n",
       "var helpscreen_visible = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_hidden = function(event) {\n",
       "    helpscreen_hidden(this.plotroot());\n",
       "};\n",
       "var helpscreen_hidden = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 0.0}, 250);\n",
       "};\n",
       "\n",
       "// When the plot is moused over, emphasize the grid lines.\n",
       "Gadfly.plot_mouseover = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    var keyboard_help = function(event) {\n",
       "        if (event.which == 191) { // ?\n",
       "            helpscreen_visible(root);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_help\", keyboard_help);\n",
       "    window.addEventListener(\"keydown\", keyboard_help);\n",
       "\n",
       "    var keyboard_pan_zoom = function(event) {\n",
       "        var bounds = root.plotbounds(),\n",
       "            width = bounds.x1 - bounds.x0;\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        if (event.which == 187 || event.which == 73) { // plus or i\n",
       "            increase_zoom_by_position(root, 0.1, true);\n",
       "        } else if (event.which == 189 || event.which == 79) { // minus or o\n",
       "            increase_zoom_by_position(root, -0.1, true);\n",
       "        } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 82) { // r\n",
       "            set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
       "        } else if (event.which == 191) { // ?\n",
       "            helpscreen_hidden(root);\n",
       "        } else if (event.which == 67) { // c\n",
       "            root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
       "            root.select(\".crosshair\")\n",
       "                .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
       "    window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines.data(\"unfocused_strokedash\",\n",
       "                        xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines.data(\"unfocused_strokedash\",\n",
       "                        ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\")\n",
       "        .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "// Reset pan and zoom on double click\n",
       "Gadfly.plot_dblclick = function(event) {\n",
       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
       "};\n",
       "\n",
       "// Unemphasize grid lines on mouse out.\n",
       "Gadfly.plot_mouseout = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
       "    root.data(\"keyboard_pan_zoom\", undefined);\n",
       "    window.removeEventListener(\"keydown\", root.data(\"keyboard_help\"));\n",
       "    root.data(\"keyboard_help\", undefined);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        var destcolor = root.data(\"unfocused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        var destcolor = root.data(\"unfocused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\").animate({opacity: 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 0.0}, 250);\n",
       "    helpscreen_hidden(root);\n",
       "};\n",
       "\n",
       "\n",
       "var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
       "    var xscalable = root.hasClass(\"xscalable\"),\n",
       "        yscalable = root.hasClass(\"yscalable\");\n",
       "\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "\n",
       "    var xscale = xscalable ? xscale : 1.0,\n",
       "        yscale = yscalable ? yscale : 1.0;\n",
       "\n",
       "    tx = xscalable ? tx : 0.0;\n",
       "    ty = yscalable ? ty : 0.0;\n",
       "\n",
       "    var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
       "    root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        });\n",
       "\n",
       "    var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
       "    root.selectAll('.marker').forEach(function (element, i) {\n",
       "        element.selectAll('.primitive').forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        }) });\n",
       "\n",
       "    bounds = root.plotbounds();\n",
       "    px_per_mm = root.data(\"px_per_mm\");\n",
       "\n",
       "    if (yscalable) {\n",
       "        var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
       "        root.selectAll(\".xfixed\")\n",
       "            .forEach(function (element, i) {\n",
       "                element.transform(xfixed_t);\n",
       "            });\n",
       "\n",
       "        ylabels = root.select(\".ylabels\");\n",
       "        if (ylabels) {\n",
       "            ylabels.transform(xfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1, 1/yscale);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       " \n",
       "                           var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
       "                       }\n",
       "                   });\n",
       "        }\n",
       "    }\n",
       "\n",
       "    if (xscalable) {\n",
       "        var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
       "        var xtrans = new Snap.Matrix().translate(tx, 0);\n",
       "        root.selectAll(\".yfixed\")\n",
       "            .forEach(function (element, i) {\n",
       "                element.transform(yfixed_t);\n",
       "            });\n",
       "\n",
       "        xlabels = root.select(\".xlabels\");\n",
       "        if (xlabels) {\n",
       "            xlabels.transform(yfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1/xscale, 1);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       "\n",
       "                           var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
       "                           }\n",
       "                   });\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "// Find the most appropriate tick scale and update label visibility.\n",
       "var update_tickscale = function(root, scale, axis) {\n",
       "    if (!root.hasClass(axis + \"scalable\")) return;\n",
       "\n",
       "    var tickscales = root.data(axis + \"tickscales\");\n",
       "    var best_tickscale = 1.0;\n",
       "    var best_tickscale_dist = Infinity;\n",
       "    for (tickscale in tickscales) {\n",
       "        var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
       "        if (dist < best_tickscale_dist) {\n",
       "            best_tickscale_dist = dist;\n",
       "            best_tickscale = tickscale;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
       "        root.data(axis + \"tickscale\", best_tickscale);\n",
       "        var mark_inscale_gridlines = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
       "            element.attribute(\"gadfly:inscale\", inscale);\n",
       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
       "        };\n",
       "\n",
       "        var mark_inscale_labels = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
       "            element.attribute(\"gadfly:inscale\", inscale);\n",
       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
       "        };\n",
       "\n",
       "        root.select(\".\" + axis + \"gridlines\").selectAll(\"g\").forEach(mark_inscale_gridlines);\n",
       "        root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "    var bounds = root.plotbounds();\n",
       "\n",
       "    var width = bounds.x1 - bounds.x0,\n",
       "        height = bounds.y1 - bounds.y0;\n",
       "\n",
       "    // compute the viewport derived from tx, ty, xscale, and yscale\n",
       "    var x_min = -width * xscale - (xscale * width - width),\n",
       "        x_max = width * xscale,\n",
       "        y_min = -height * yscale - (yscale * height - height),\n",
       "        y_max = height * yscale;\n",
       "\n",
       "    var x0 = bounds.x0 - xscale * bounds.x0,\n",
       "        y0 = bounds.y0 - yscale * bounds.y0;\n",
       "\n",
       "    var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
       "        ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
       "\n",
       "    tx += x0;\n",
       "    ty += y0;\n",
       "\n",
       "    // when the scale changes, we may need to alter which set of\n",
       "    // ticks are being displayed\n",
       "    if (xscale != old_xscale) {\n",
       "        update_tickscale(root, xscale, \"x\");\n",
       "    }\n",
       "    if (yscale != old_yscale) {\n",
       "        update_tickscale(root, yscale, \"y\");\n",
       "    }\n",
       "\n",
       "    set_geometry_transform(root, tx, ty, xscale, yscale);\n",
       "\n",
       "    root.data(\"xscale\", xscale);\n",
       "    root.data(\"yscale\", yscale);\n",
       "    root.data(\"tx\", tx);\n",
       "    root.data(\"ty\", ty);\n",
       "};\n",
       "\n",
       "\n",
       "var scale_centered_translation = function(root, xscale, yscale) {\n",
       "    var bounds = root.plotbounds();\n",
       "\n",
       "    var width = bounds.x1 - bounds.x0,\n",
       "        height = bounds.y1 - bounds.y0;\n",
       "\n",
       "    var tx0 = root.data(\"tx\"),\n",
       "        ty0 = root.data(\"ty\");\n",
       "\n",
       "    var xscale0 = root.data(\"xscale\"),\n",
       "        yscale0 = root.data(\"yscale\");\n",
       "\n",
       "    // how off from center the current view is\n",
       "    var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
       "        yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
       "\n",
       "    // rescale offsets\n",
       "    xoff = xoff * xscale / xscale0;\n",
       "    yoff = yoff * yscale / yscale0;\n",
       "\n",
       "    // adjust for the panel position being scaled\n",
       "    var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
       "        y_edge_adjust = bounds.y0 * (1 - yscale);\n",
       "\n",
       "    return {\n",
       "        x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
       "        y: yoff + y_edge_adjust + (height - height * yscale) / 2\n",
       "    };\n",
       "};\n",
       "\n",
       "\n",
       "// Initialize data for panning zooming if it isn't already.\n",
       "var init_pan_zoom = function(root) {\n",
       "    if (root.data(\"zoompan-ready\")) {\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    root.data(\"crosshair\",false);\n",
       "\n",
       "    // The non-scaling-stroke trick. Rather than try to correct for the\n",
       "    // stroke-width when zooming, we force it to a fixed value.\n",
       "    var px_per_mm = root.node.getCTM().a;\n",
       "\n",
       "    // Drag events report deltas in pixels, which we'd like to convert to\n",
       "    // millimeters.\n",
       "    root.data(\"px_per_mm\", px_per_mm);\n",
       "\n",
       "    root.selectAll(\"path\")\n",
       "        .forEach(function (element, i) {\n",
       "        sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
       "        if (sw > 0) {\n",
       "            element.attribute(\"stroke-width\", sw);\n",
       "            element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
       "        }\n",
       "    });\n",
       "\n",
       "    // Store ticks labels original tranformation\n",
       "    root.selectAll(\".xlabels > g, .ylabels > g\")\n",
       "        .forEach(function (element, i) {\n",
       "            var lm = element.transform().localMatrix;\n",
       "            element.data(\"static_transform\",\n",
       "                new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
       "        });\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\");\n",
       "    var ygridlines = root.select(\".ygridlines\");\n",
       "    var xlabels = root.select(\".xlabels\");\n",
       "    var ylabels = root.select(\".ylabels\");\n",
       "\n",
       "    if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
       "    if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
       "    if (root.data(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
       "    if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 1.0);\n",
       "    if (root.data(\"xtickscales\") === undefined) {\n",
       "\n",
       "        // index all the tick scales that are listed\n",
       "        var xtickscales = {};\n",
       "        var ytickscales = {};\n",
       "        var add_x_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "        var add_y_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "\n",
       "        if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "        if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "\n",
       "        root.data(\"xtickscales\", xtickscales);\n",
       "        root.data(\"ytickscales\", ytickscales);\n",
       "        root.data(\"xtickscale\", 1.0);\n",
       "        root.data(\"ytickscale\", 1.0);  // ???\n",
       "    }\n",
       "\n",
       "    var min_scale = 1.0, max_scale = 1.0;\n",
       "    for (scale in xtickscales) {\n",
       "        min_scale = Math.min(min_scale, scale);\n",
       "        max_scale = Math.max(max_scale, scale);\n",
       "    }\n",
       "    for (scale in ytickscales) {\n",
       "        min_scale = Math.min(min_scale, scale);\n",
       "        max_scale = Math.max(max_scale, scale);\n",
       "    }\n",
       "    root.data(\"min_scale\", min_scale);\n",
       "    root.data(\"max_scale\", max_scale);\n",
       "\n",
       "    // store the original positions of labels\n",
       "    if (xlabels) {\n",
       "        xlabels.selectAll(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"x\", element.asPX(\"x\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    if (ylabels) {\n",
       "        ylabels.selectAll(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"y\", element.asPX(\"y\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    // mark grid lines and ticks as in or out of scale.\n",
       "    var mark_inscale = function (element, i) {\n",
       "        if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
       "    };\n",
       "\n",
       "    if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ylabels) ylabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "\n",
       "    // figure out the upper ond lower bounds on panning using the maximum\n",
       "    // and minum grid lines\n",
       "    var bounds = root.plotbounds();\n",
       "    var pan_bounds = {\n",
       "        x0: 0.0,\n",
       "        y0: 0.0,\n",
       "        x1: 0.0,\n",
       "        y1: 0.0\n",
       "    };\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines\n",
       "            .selectAll(\"g\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var bbox = element.node.getBBox();\n",
       "                    if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
       "                        pan_bounds.x0 = bounds.x1 - bbox.x;\n",
       "                    }\n",
       "                    if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
       "                        pan_bounds.x1 = bounds.x0 - bbox.x;\n",
       "                    }\n",
       "                    element.attr(\"visibility\", \"visible\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines\n",
       "            .selectAll(\"g\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var bbox = element.node.getBBox();\n",
       "                    if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
       "                        pan_bounds.y0 = bounds.y1 - bbox.y;\n",
       "                    }\n",
       "                    if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
       "                        pan_bounds.y1 = bounds.y0 - bbox.y;\n",
       "                    }\n",
       "                    element.attr(\"visibility\", \"visible\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    // nudge these values a little\n",
       "    pan_bounds.x0 -= 5;\n",
       "    pan_bounds.x1 += 5;\n",
       "    pan_bounds.y0 -= 5;\n",
       "    pan_bounds.y1 += 5;\n",
       "    root.data(\"pan_bounds\", pan_bounds);\n",
       "\n",
       "    root.data(\"zoompan-ready\", true)\n",
       "};\n",
       "\n",
       "\n",
       "// drag actions, i.e. zooming and panning\n",
       "var pan_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        root.data(\"dx\", 0);\n",
       "        root.data(\"dy\", 0);\n",
       "        root.data(\"tx0\", root.data(\"tx\"));\n",
       "        root.data(\"ty0\", root.data(\"ty\"));\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        dx /= px_per_mm;\n",
       "        dy /= px_per_mm;\n",
       "\n",
       "        var tx0 = root.data(\"tx\"),\n",
       "            ty0 = root.data(\"ty\");\n",
       "\n",
       "        var dx0 = root.data(\"dx\"),\n",
       "            dy0 = root.data(\"dy\");\n",
       "\n",
       "        root.data(\"dx\", dx);\n",
       "        root.data(\"dy\", dy);\n",
       "\n",
       "        dx = dx - dx0;\n",
       "        dy = dy - dy0;\n",
       "\n",
       "        var tx = tx0 + dx,\n",
       "            ty = ty0 + dy;\n",
       "\n",
       "        set_plot_pan_zoom(root, tx, ty, root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
       "                root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    }\n",
       "};\n",
       "\n",
       "var zoom_box;\n",
       "var zoom_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        var bounds = root.plotbounds();\n",
       "        var width = bounds.x1 - bounds.x0,\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
       "        var w = xscalable ? 0 : width;\n",
       "        var h = yscalable ? 0 : height;\n",
       "        zoom_box = root.rect(x, y, w, h).attr({\n",
       "            \"fill\": \"#000\",\n",
       "            \"opacity\": 0.25\n",
       "        });\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        var bounds = root.plotbounds();\n",
       "        if (yscalable) {\n",
       "            y /= px_per_mm;\n",
       "            y = Math.max(bounds.y0, y);\n",
       "            y = Math.min(bounds.y1, y);\n",
       "        } else {\n",
       "            y = bounds.y1;\n",
       "        }\n",
       "        if (xscalable) {\n",
       "            x /= px_per_mm;\n",
       "            x = Math.max(bounds.x0, x);\n",
       "            x = Math.min(bounds.x1, x);\n",
       "        } else {\n",
       "            x = bounds.x1;\n",
       "        }\n",
       "\n",
       "        dx = x - zoom_box.attr(\"x\");\n",
       "        dy = y - zoom_box.attr(\"y\");\n",
       "        var xoffset = 0,\n",
       "            yoffset = 0;\n",
       "        if (dx < 0) {\n",
       "            xoffset = dx;\n",
       "            dx = -1 * dx;\n",
       "        }\n",
       "        if (dy < 0) {\n",
       "            yoffset = dy;\n",
       "            dy = -1 * dy;\n",
       "        }\n",
       "        if (isNaN(dy)) {\n",
       "            dy = 0.0;\n",
       "        }\n",
       "        if (isNaN(dx)) {\n",
       "            dx = 0.0;\n",
       "        }\n",
       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
       "        zoom_box.attr(\"width\", dx);\n",
       "        zoom_box.attr(\"height\", dy);\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var zoom_bounds = zoom_box.getBBox();\n",
       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
       "            return;\n",
       "        }\n",
       "        var plot_bounds = root.plotbounds();\n",
       "        var xzoom_factor = 1.0,\n",
       "            yzoom_factor = 1.0;\n",
       "        if (xscalable) {\n",
       "            xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
       "        }\n",
       "        if (yscalable) {\n",
       "            yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
       "        }\n",
       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
       "            ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
       "        set_plot_pan_zoom(root, tx, ty,\n",
       "                root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
       "        zoom_box.remove();\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        zoom_box.remove();\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
       "    var drag_action = zoomable ? zoom_action :\n",
       "                      panable  ? pan_action :\n",
       "                                 undefined;\n",
       "    root.data(\"drag_action\", drag_action);\n",
       "    if (drag_action) {\n",
       "        var cancel_drag_action = function(event) {\n",
       "            if (event.which == 27) { // esc key\n",
       "                drag_action.cancel(root);\n",
       "                root.data(\"drag_action\", undefined);\n",
       "            }\n",
       "        };\n",
       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
       "        drag_action.start(root, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.update(root, dx, dy, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onend = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
       "    root.data(\"cancel_drag_action\", undefined);\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.end(root, event);\n",
       "    }\n",
       "    root.data(\"drag_action\", undefined);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_scroll = function(event) {\n",
       "    if (event.shiftKey) {\n",
       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
       "        event.preventDefault();\n",
       "    }\n",
       "};\n",
       "\n",
       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
       "// The constants a, b, and c are solved using the constraint that the function\n",
       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return 1; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return a * Math.exp(b * position) + c;\n",
       "}\n",
       "\n",
       "// inverse of scale_from_slider_position\n",
       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return min_scale; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return 1 / b * Math.log((scale - c) / a);\n",
       "}\n",
       "\n",
       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\"),\n",
       "        min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\");\n",
       "    var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
       "        yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
       "    xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
       "    yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
       "    old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
       "    old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
       "    var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
       "        new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
       "    if (animate) {\n",
       "        Snap.animate(\n",
       "            [old_xscale, old_yscale],\n",
       "            [new_xscale, new_yscale],\n",
       "            function (new_scale) {\n",
       "                update_plot_scale(root, new_scale[0], new_scale[1]);\n",
       "            },\n",
       "            200);\n",
       "    } else {\n",
       "        update_plot_scale(root, new_xscale, new_yscale);\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
       "    var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
       "    set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
       "};\n",
       "\n",
       "\n",
       "var toggle_color_class = function(root, color_class, ison) {\n",
       "    var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
       "    var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
       "    var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_color_class);\n",
       "    if (ison) {\n",
       "        guides.animate({opacity: 0.5}, 250);\n",
       "        geoms.animate({opacity: 0.0}, 250);\n",
       "    } else {\n",
       "        guides.animate({opacity: 1.0}, 250);\n",
       "        geoms.animate({opacity: 1.0}, 250);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.colorkey_swatch_click = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    var color_class = this.data(\"color_class\");\n",
       "\n",
       "    if (event.shiftKey) {\n",
       "        root.selectAll(\".colorkey g\")\n",
       "            .forEach(function (element) {\n",
       "                var other_color_class = element.data(\"color_class\");\n",
       "                if (typeof other_color_class !== 'undefined' && other_color_class != color_class) {\n",
       "                    toggle_color_class(root, other_color_class,\n",
       "                                       element.attr(\"opacity\") == 1.0);\n",
       "                }\n",
       "            });\n",
       "    } else {\n",
       "        toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "return Gadfly;\n",
       "\n",
       "}));\n",
       "\n",
       "\n",
       "//@ sourceURL=gadfly.js\n",
       "\n",
       "(function (glob, factory) {\n",
       "    // AMD support\n",
       "      if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
       "        require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
       "            factory(Snap, Gadfly);\n",
       "        });\n",
       "      } else {\n",
       "          factory(glob.Snap, glob.Gadfly);\n",
       "      }\n",
       "})(window, function (Snap, Gadfly) {\n",
       "    var fig = Snap(\"#img-686fb2b5\");\n",
       "fig.select(\"#img-686fb2b5-5\")\n",
       "   .init_gadfly();\n",
       "fig.select(\"#img-686fb2b5-7\")\n",
       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-686fb2b5-7\")\n",
       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-686fb2b5-8\")\n",
       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-686fb2b5-8\")\n",
       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-686fb2b5-19\")\n",
       "   .mouseenter(Gadfly.helpscreen_visible)\n",
       ".mouseleave(Gadfly.helpscreen_hidden)\n",
       ";\n",
       "    });\n",
       "]]> </script>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot(...)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function linescatter()\n",
    "    x = [1, 2, 3, 4]\n",
    "    y = [10, 15, 13, 17]\n",
    "    plot(x=x,y=y, Geom.line)\n",
    "end\n",
    "linescatter()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Customize and add multiple traces to one plot\n",
    "\n",
    "* Each trace is a layer with its own aesthetics\n",
    "\n",
    "**Challenge:** How to plot dashes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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       "            return factory(Snap);\n",
       "        });\n",
       "    } else {\n",
       "        // Browser globals (glob is window)\n",
       "        // Snap adds itself to window\n",
       "        glob.Gadfly = factory(glob.Snap);\n",
       "    }\n",
       "}(this, function (Snap) {\n",
       "\n",
       "var Gadfly = {};\n",
       "\n",
       "// Get an x/y coordinate value in pixels\n",
       "var xPX = function(fig, x) {\n",
       "    var client_box = fig.node.getBoundingClientRect();\n",
       "    return x * fig.node.viewBox.baseVal.width / client_box.width;\n",
       "};\n",
       "\n",
       "var yPX = function(fig, y) {\n",
       "    var client_box = fig.node.getBoundingClientRect();\n",
       "    return y * fig.node.viewBox.baseVal.height / client_box.height;\n",
       "};\n",
       "\n",
       "\n",
       "Snap.plugin(function (Snap, Element, Paper, global) {\n",
       "    // Traverse upwards from a snap element to find and return the first\n",
       "    // note with the \"plotroot\" class.\n",
       "    Element.prototype.plotroot = function () {\n",
       "        var element = this;\n",
       "        while (!element.hasClass(\"plotroot\") && element.parent() != null) {\n",
       "            element = element.parent();\n",
       "        }\n",
       "        return element;\n",
       "    };\n",
       "\n",
       "    Element.prototype.svgroot = function () {\n",
       "        var element = this;\n",
       "        while (element.node.nodeName != \"svg\" && element.parent() != null) {\n",
       "            element = element.parent();\n",
       "        }\n",
       "        return element;\n",
       "    };\n",
       "\n",
       "    Element.prototype.plotbounds = function () {\n",
       "        var root = this.plotroot()\n",
       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
       "        return {\n",
       "            x0: bbox.x,\n",
       "            x1: bbox.x + bbox.width,\n",
       "            y0: bbox.y,\n",
       "            y1: bbox.y + bbox.height\n",
       "        };\n",
       "    };\n",
       "\n",
       "    Element.prototype.plotcenter = function () {\n",
       "        var root = this.plotroot()\n",
       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
       "        return {\n",
       "            x: bbox.x + bbox.width / 2,\n",
       "            y: bbox.y + bbox.height / 2\n",
       "        };\n",
       "    };\n",
       "\n",
       "    // Emulate IE style mouseenter/mouseleave events, since Microsoft always\n",
       "    // does everything right.\n",
       "    // See: http://www.dynamic-tools.net/toolbox/isMouseLeaveOrEnter/\n",
       "    var events = [\"mouseenter\", \"mouseleave\"];\n",
       "\n",
       "    for (i in events) {\n",
       "        (function (event_name) {\n",
       "            var event_name = events[i];\n",
       "            Element.prototype[event_name] = function (fn, scope) {\n",
       "                if (Snap.is(fn, \"function\")) {\n",
       "                    var fn2 = function (event) {\n",
       "                        if (event.type != \"mouseover\" && event.type != \"mouseout\") {\n",
       "                            return;\n",
       "                        }\n",
       "\n",
       "                        var reltg = event.relatedTarget ? event.relatedTarget :\n",
       "                            event.type == \"mouseout\" ? event.toElement : event.fromElement;\n",
       "                        while (reltg && reltg != this.node) reltg = reltg.parentNode;\n",
       "\n",
       "                        if (reltg != this.node) {\n",
       "                            return fn.apply(this, event);\n",
       "                        }\n",
       "                    };\n",
       "\n",
       "                    if (event_name == \"mouseenter\") {\n",
       "                        this.mouseover(fn2, scope);\n",
       "                    } else {\n",
       "                        this.mouseout(fn2, scope);\n",
       "                    }\n",
       "                }\n",
       "                return this;\n",
       "            };\n",
       "        })(events[i]);\n",
       "    }\n",
       "\n",
       "\n",
       "    Element.prototype.mousewheel = function (fn, scope) {\n",
       "        if (Snap.is(fn, \"function\")) {\n",
       "            var el = this;\n",
       "            var fn2 = function (event) {\n",
       "                fn.apply(el, [event]);\n",
       "            };\n",
       "        }\n",
       "\n",
       "        this.node.addEventListener(\n",
       "            /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
       "            fn2);\n",
       "\n",
       "        return this;\n",
       "    };\n",
       "\n",
       "\n",
       "    // Snap's attr function can be too slow for things like panning/zooming.\n",
       "    // This is a function to directly update element attributes without going\n",
       "    // through eve.\n",
       "    Element.prototype.attribute = function(key, val) {\n",
       "        if (val === undefined) {\n",
       "            return this.node.getAttribute(key);\n",
       "        } else {\n",
       "            this.node.setAttribute(key, val);\n",
       "            return this;\n",
       "        }\n",
       "    };\n",
       "\n",
       "    Element.prototype.init_gadfly = function() {\n",
       "        this.mouseenter(Gadfly.plot_mouseover)\n",
       "            .mousemove(Gadfly.plot_mousemove)\n",
       "            .mouseleave(Gadfly.plot_mouseout)\n",
       "            .dblclick(Gadfly.plot_dblclick)\n",
       "            .mousewheel(Gadfly.guide_background_scroll)\n",
       "            .drag(Gadfly.guide_background_drag_onmove,\n",
       "                  Gadfly.guide_background_drag_onstart,\n",
       "                  Gadfly.guide_background_drag_onend);\n",
       "        this.mouseenter(function (event) {\n",
       "            init_pan_zoom(this.plotroot());\n",
       "        });\n",
       "        return this;\n",
       "    };\n",
       "});\n",
       "\n",
       "\n",
       "Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
       "    var root = this.plotroot();\n",
       "    if (root.data(\"crosshair\")) {\n",
       "        px_per_mm = root.data(\"px_per_mm\");\n",
       "        bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
       "        uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
       "        xscale = root.data(\"xscale\");\n",
       "        yscale = root.data(\"yscale\");\n",
       "        xtranslate = root.data(\"tx\");\n",
       "        ytranslate = root.data(\"ty\");\n",
       "\n",
       "        xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
       "        yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
       "        xoff_unit = uB[0]/1;\n",
       "        yoff_unit = uB[1]/1;\n",
       "        mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
       "        mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
       "         \n",
       "        x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
       "        y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
       "\n",
       "        root.select('.crosshair').select('.primitive').select('text')\n",
       "                .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
       "    };\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_visible = function(event) {\n",
       "    helpscreen_visible(this.plotroot());\n",
       "};\n",
       "var helpscreen_visible = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_hidden = function(event) {\n",
       "    helpscreen_hidden(this.plotroot());\n",
       "};\n",
       "var helpscreen_hidden = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 0.0}, 250);\n",
       "};\n",
       "\n",
       "// When the plot is moused over, emphasize the grid lines.\n",
       "Gadfly.plot_mouseover = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    var keyboard_help = function(event) {\n",
       "        if (event.which == 191) { // ?\n",
       "            helpscreen_visible(root);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_help\", keyboard_help);\n",
       "    window.addEventListener(\"keydown\", keyboard_help);\n",
       "\n",
       "    var keyboard_pan_zoom = function(event) {\n",
       "        var bounds = root.plotbounds(),\n",
       "            width = bounds.x1 - bounds.x0;\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        if (event.which == 187 || event.which == 73) { // plus or i\n",
       "            increase_zoom_by_position(root, 0.1, true);\n",
       "        } else if (event.which == 189 || event.which == 79) { // minus or o\n",
       "            increase_zoom_by_position(root, -0.1, true);\n",
       "        } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 82) { // r\n",
       "            set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
       "        } else if (event.which == 191) { // ?\n",
       "            helpscreen_hidden(root);\n",
       "        } else if (event.which == 67) { // c\n",
       "            root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
       "            root.select(\".crosshair\")\n",
       "                .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
       "    window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines.data(\"unfocused_strokedash\",\n",
       "                        xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines.data(\"unfocused_strokedash\",\n",
       "                        ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\")\n",
       "        .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "// Reset pan and zoom on double click\n",
       "Gadfly.plot_dblclick = function(event) {\n",
       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
       "};\n",
       "\n",
       "// Unemphasize grid lines on mouse out.\n",
       "Gadfly.plot_mouseout = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
       "    root.data(\"keyboard_pan_zoom\", undefined);\n",
       "    window.removeEventListener(\"keydown\", root.data(\"keyboard_help\"));\n",
       "    root.data(\"keyboard_help\", undefined);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        var destcolor = root.data(\"unfocused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        var destcolor = root.data(\"unfocused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\").animate({opacity: 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 0.0}, 250);\n",
       "    helpscreen_hidden(root);\n",
       "};\n",
       "\n",
       "\n",
       "var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
       "    var xscalable = root.hasClass(\"xscalable\"),\n",
       "        yscalable = root.hasClass(\"yscalable\");\n",
       "\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "\n",
       "    var xscale = xscalable ? xscale : 1.0,\n",
       "        yscale = yscalable ? yscale : 1.0;\n",
       "\n",
       "    tx = xscalable ? tx : 0.0;\n",
       "    ty = yscalable ? ty : 0.0;\n",
       "\n",
       "    var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
       "    root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        });\n",
       "\n",
       "    var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
       "    root.selectAll('.marker').forEach(function (element, i) {\n",
       "        element.selectAll('.primitive').forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        }) });\n",
       "\n",
       "    bounds = root.plotbounds();\n",
       "    px_per_mm = root.data(\"px_per_mm\");\n",
       "\n",
       "    if (yscalable) {\n",
       "        var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
       "        root.selectAll(\".xfixed\")\n",
       "            .forEach(function (element, i) {\n",
       "                element.transform(xfixed_t);\n",
       "            });\n",
       "\n",
       "        ylabels = root.select(\".ylabels\");\n",
       "        if (ylabels) {\n",
       "            ylabels.transform(xfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1, 1/yscale);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       " \n",
       "                           var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
       "                       }\n",
       "                   });\n",
       "        }\n",
       "    }\n",
       "\n",
       "    if (xscalable) {\n",
       "        var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
       "        var xtrans = new Snap.Matrix().translate(tx, 0);\n",
       "        root.selectAll(\".yfixed\")\n",
       "            .forEach(function (element, i) {\n",
       "                element.transform(yfixed_t);\n",
       "            });\n",
       "\n",
       "        xlabels = root.select(\".xlabels\");\n",
       "        if (xlabels) {\n",
       "            xlabels.transform(yfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1/xscale, 1);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       "\n",
       "                           var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
       "                           }\n",
       "                   });\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "// Find the most appropriate tick scale and update label visibility.\n",
       "var update_tickscale = function(root, scale, axis) {\n",
       "    if (!root.hasClass(axis + \"scalable\")) return;\n",
       "\n",
       "    var tickscales = root.data(axis + \"tickscales\");\n",
       "    var best_tickscale = 1.0;\n",
       "    var best_tickscale_dist = Infinity;\n",
       "    for (tickscale in tickscales) {\n",
       "        var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
       "        if (dist < best_tickscale_dist) {\n",
       "            best_tickscale_dist = dist;\n",
       "            best_tickscale = tickscale;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
       "        root.data(axis + \"tickscale\", best_tickscale);\n",
       "        var mark_inscale_gridlines = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
       "            element.attribute(\"gadfly:inscale\", inscale);\n",
       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
       "        };\n",
       "\n",
       "        var mark_inscale_labels = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
       "            element.attribute(\"gadfly:inscale\", inscale);\n",
       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
       "        };\n",
       "\n",
       "        root.select(\".\" + axis + \"gridlines\").selectAll(\"g\").forEach(mark_inscale_gridlines);\n",
       "        root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "    var bounds = root.plotbounds();\n",
       "\n",
       "    var width = bounds.x1 - bounds.x0,\n",
       "        height = bounds.y1 - bounds.y0;\n",
       "\n",
       "    // compute the viewport derived from tx, ty, xscale, and yscale\n",
       "    var x_min = -width * xscale - (xscale * width - width),\n",
       "        x_max = width * xscale,\n",
       "        y_min = -height * yscale - (yscale * height - height),\n",
       "        y_max = height * yscale;\n",
       "\n",
       "    var x0 = bounds.x0 - xscale * bounds.x0,\n",
       "        y0 = bounds.y0 - yscale * bounds.y0;\n",
       "\n",
       "    var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
       "        ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
       "\n",
       "    tx += x0;\n",
       "    ty += y0;\n",
       "\n",
       "    // when the scale changes, we may need to alter which set of\n",
       "    // ticks are being displayed\n",
       "    if (xscale != old_xscale) {\n",
       "        update_tickscale(root, xscale, \"x\");\n",
       "    }\n",
       "    if (yscale != old_yscale) {\n",
       "        update_tickscale(root, yscale, \"y\");\n",
       "    }\n",
       "\n",
       "    set_geometry_transform(root, tx, ty, xscale, yscale);\n",
       "\n",
       "    root.data(\"xscale\", xscale);\n",
       "    root.data(\"yscale\", yscale);\n",
       "    root.data(\"tx\", tx);\n",
       "    root.data(\"ty\", ty);\n",
       "};\n",
       "\n",
       "\n",
       "var scale_centered_translation = function(root, xscale, yscale) {\n",
       "    var bounds = root.plotbounds();\n",
       "\n",
       "    var width = bounds.x1 - bounds.x0,\n",
       "        height = bounds.y1 - bounds.y0;\n",
       "\n",
       "    var tx0 = root.data(\"tx\"),\n",
       "        ty0 = root.data(\"ty\");\n",
       "\n",
       "    var xscale0 = root.data(\"xscale\"),\n",
       "        yscale0 = root.data(\"yscale\");\n",
       "\n",
       "    // how off from center the current view is\n",
       "    var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
       "        yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
       "\n",
       "    // rescale offsets\n",
       "    xoff = xoff * xscale / xscale0;\n",
       "    yoff = yoff * yscale / yscale0;\n",
       "\n",
       "    // adjust for the panel position being scaled\n",
       "    var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
       "        y_edge_adjust = bounds.y0 * (1 - yscale);\n",
       "\n",
       "    return {\n",
       "        x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
       "        y: yoff + y_edge_adjust + (height - height * yscale) / 2\n",
       "    };\n",
       "};\n",
       "\n",
       "\n",
       "// Initialize data for panning zooming if it isn't already.\n",
       "var init_pan_zoom = function(root) {\n",
       "    if (root.data(\"zoompan-ready\")) {\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    root.data(\"crosshair\",false);\n",
       "\n",
       "    // The non-scaling-stroke trick. Rather than try to correct for the\n",
       "    // stroke-width when zooming, we force it to a fixed value.\n",
       "    var px_per_mm = root.node.getCTM().a;\n",
       "\n",
       "    // Drag events report deltas in pixels, which we'd like to convert to\n",
       "    // millimeters.\n",
       "    root.data(\"px_per_mm\", px_per_mm);\n",
       "\n",
       "    root.selectAll(\"path\")\n",
       "        .forEach(function (element, i) {\n",
       "        sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
       "        if (sw > 0) {\n",
       "            element.attribute(\"stroke-width\", sw);\n",
       "            element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
       "        }\n",
       "    });\n",
       "\n",
       "    // Store ticks labels original tranformation\n",
       "    root.selectAll(\".xlabels > g, .ylabels > g\")\n",
       "        .forEach(function (element, i) {\n",
       "            var lm = element.transform().localMatrix;\n",
       "            element.data(\"static_transform\",\n",
       "                new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
       "        });\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\");\n",
       "    var ygridlines = root.select(\".ygridlines\");\n",
       "    var xlabels = root.select(\".xlabels\");\n",
       "    var ylabels = root.select(\".ylabels\");\n",
       "\n",
       "    if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
       "    if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
       "    if (root.data(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
       "    if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 1.0);\n",
       "    if (root.data(\"xtickscales\") === undefined) {\n",
       "\n",
       "        // index all the tick scales that are listed\n",
       "        var xtickscales = {};\n",
       "        var ytickscales = {};\n",
       "        var add_x_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "        var add_y_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "\n",
       "        if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "        if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "\n",
       "        root.data(\"xtickscales\", xtickscales);\n",
       "        root.data(\"ytickscales\", ytickscales);\n",
       "        root.data(\"xtickscale\", 1.0);\n",
       "        root.data(\"ytickscale\", 1.0);  // ???\n",
       "    }\n",
       "\n",
       "    var min_scale = 1.0, max_scale = 1.0;\n",
       "    for (scale in xtickscales) {\n",
       "        min_scale = Math.min(min_scale, scale);\n",
       "        max_scale = Math.max(max_scale, scale);\n",
       "    }\n",
       "    for (scale in ytickscales) {\n",
       "        min_scale = Math.min(min_scale, scale);\n",
       "        max_scale = Math.max(max_scale, scale);\n",
       "    }\n",
       "    root.data(\"min_scale\", min_scale);\n",
       "    root.data(\"max_scale\", max_scale);\n",
       "\n",
       "    // store the original positions of labels\n",
       "    if (xlabels) {\n",
       "        xlabels.selectAll(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"x\", element.asPX(\"x\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    if (ylabels) {\n",
       "        ylabels.selectAll(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"y\", element.asPX(\"y\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    // mark grid lines and ticks as in or out of scale.\n",
       "    var mark_inscale = function (element, i) {\n",
       "        if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
       "    };\n",
       "\n",
       "    if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ylabels) ylabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "\n",
       "    // figure out the upper ond lower bounds on panning using the maximum\n",
       "    // and minum grid lines\n",
       "    var bounds = root.plotbounds();\n",
       "    var pan_bounds = {\n",
       "        x0: 0.0,\n",
       "        y0: 0.0,\n",
       "        x1: 0.0,\n",
       "        y1: 0.0\n",
       "    };\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines\n",
       "            .selectAll(\"g\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var bbox = element.node.getBBox();\n",
       "                    if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
       "                        pan_bounds.x0 = bounds.x1 - bbox.x;\n",
       "                    }\n",
       "                    if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
       "                        pan_bounds.x1 = bounds.x0 - bbox.x;\n",
       "                    }\n",
       "                    element.attr(\"visibility\", \"visible\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines\n",
       "            .selectAll(\"g\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var bbox = element.node.getBBox();\n",
       "                    if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
       "                        pan_bounds.y0 = bounds.y1 - bbox.y;\n",
       "                    }\n",
       "                    if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
       "                        pan_bounds.y1 = bounds.y0 - bbox.y;\n",
       "                    }\n",
       "                    element.attr(\"visibility\", \"visible\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    // nudge these values a little\n",
       "    pan_bounds.x0 -= 5;\n",
       "    pan_bounds.x1 += 5;\n",
       "    pan_bounds.y0 -= 5;\n",
       "    pan_bounds.y1 += 5;\n",
       "    root.data(\"pan_bounds\", pan_bounds);\n",
       "\n",
       "    root.data(\"zoompan-ready\", true)\n",
       "};\n",
       "\n",
       "\n",
       "// drag actions, i.e. zooming and panning\n",
       "var pan_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        root.data(\"dx\", 0);\n",
       "        root.data(\"dy\", 0);\n",
       "        root.data(\"tx0\", root.data(\"tx\"));\n",
       "        root.data(\"ty0\", root.data(\"ty\"));\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        dx /= px_per_mm;\n",
       "        dy /= px_per_mm;\n",
       "\n",
       "        var tx0 = root.data(\"tx\"),\n",
       "            ty0 = root.data(\"ty\");\n",
       "\n",
       "        var dx0 = root.data(\"dx\"),\n",
       "            dy0 = root.data(\"dy\");\n",
       "\n",
       "        root.data(\"dx\", dx);\n",
       "        root.data(\"dy\", dy);\n",
       "\n",
       "        dx = dx - dx0;\n",
       "        dy = dy - dy0;\n",
       "\n",
       "        var tx = tx0 + dx,\n",
       "            ty = ty0 + dy;\n",
       "\n",
       "        set_plot_pan_zoom(root, tx, ty, root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
       "                root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    }\n",
       "};\n",
       "\n",
       "var zoom_box;\n",
       "var zoom_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        var bounds = root.plotbounds();\n",
       "        var width = bounds.x1 - bounds.x0,\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
       "        var w = xscalable ? 0 : width;\n",
       "        var h = yscalable ? 0 : height;\n",
       "        zoom_box = root.rect(x, y, w, h).attr({\n",
       "            \"fill\": \"#000\",\n",
       "            \"opacity\": 0.25\n",
       "        });\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        var bounds = root.plotbounds();\n",
       "        if (yscalable) {\n",
       "            y /= px_per_mm;\n",
       "            y = Math.max(bounds.y0, y);\n",
       "            y = Math.min(bounds.y1, y);\n",
       "        } else {\n",
       "            y = bounds.y1;\n",
       "        }\n",
       "        if (xscalable) {\n",
       "            x /= px_per_mm;\n",
       "            x = Math.max(bounds.x0, x);\n",
       "            x = Math.min(bounds.x1, x);\n",
       "        } else {\n",
       "            x = bounds.x1;\n",
       "        }\n",
       "\n",
       "        dx = x - zoom_box.attr(\"x\");\n",
       "        dy = y - zoom_box.attr(\"y\");\n",
       "        var xoffset = 0,\n",
       "            yoffset = 0;\n",
       "        if (dx < 0) {\n",
       "            xoffset = dx;\n",
       "            dx = -1 * dx;\n",
       "        }\n",
       "        if (dy < 0) {\n",
       "            yoffset = dy;\n",
       "            dy = -1 * dy;\n",
       "        }\n",
       "        if (isNaN(dy)) {\n",
       "            dy = 0.0;\n",
       "        }\n",
       "        if (isNaN(dx)) {\n",
       "            dx = 0.0;\n",
       "        }\n",
       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
       "        zoom_box.attr(\"width\", dx);\n",
       "        zoom_box.attr(\"height\", dy);\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var zoom_bounds = zoom_box.getBBox();\n",
       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
       "            return;\n",
       "        }\n",
       "        var plot_bounds = root.plotbounds();\n",
       "        var xzoom_factor = 1.0,\n",
       "            yzoom_factor = 1.0;\n",
       "        if (xscalable) {\n",
       "            xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
       "        }\n",
       "        if (yscalable) {\n",
       "            yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
       "        }\n",
       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
       "            ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
       "        set_plot_pan_zoom(root, tx, ty,\n",
       "                root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
       "        zoom_box.remove();\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        zoom_box.remove();\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
       "    var drag_action = zoomable ? zoom_action :\n",
       "                      panable  ? pan_action :\n",
       "                                 undefined;\n",
       "    root.data(\"drag_action\", drag_action);\n",
       "    if (drag_action) {\n",
       "        var cancel_drag_action = function(event) {\n",
       "            if (event.which == 27) { // esc key\n",
       "                drag_action.cancel(root);\n",
       "                root.data(\"drag_action\", undefined);\n",
       "            }\n",
       "        };\n",
       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
       "        drag_action.start(root, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.update(root, dx, dy, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onend = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
       "    root.data(\"cancel_drag_action\", undefined);\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.end(root, event);\n",
       "    }\n",
       "    root.data(\"drag_action\", undefined);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_scroll = function(event) {\n",
       "    if (event.shiftKey) {\n",
       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
       "        event.preventDefault();\n",
       "    }\n",
       "};\n",
       "\n",
       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
       "// The constants a, b, and c are solved using the constraint that the function\n",
       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return 1; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return a * Math.exp(b * position) + c;\n",
       "}\n",
       "\n",
       "// inverse of scale_from_slider_position\n",
       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return min_scale; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return 1 / b * Math.log((scale - c) / a);\n",
       "}\n",
       "\n",
       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\"),\n",
       "        min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\");\n",
       "    var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
       "        yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
       "    xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
       "    yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
       "    old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
       "    old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
       "    var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
       "        new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
       "    if (animate) {\n",
       "        Snap.animate(\n",
       "            [old_xscale, old_yscale],\n",
       "            [new_xscale, new_yscale],\n",
       "            function (new_scale) {\n",
       "                update_plot_scale(root, new_scale[0], new_scale[1]);\n",
       "            },\n",
       "            200);\n",
       "    } else {\n",
       "        update_plot_scale(root, new_xscale, new_yscale);\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
       "    var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
       "    set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
       "};\n",
       "\n",
       "\n",
       "var toggle_color_class = function(root, color_class, ison) {\n",
       "    var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
       "    var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
       "    var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_color_class);\n",
       "    if (ison) {\n",
       "        guides.animate({opacity: 0.5}, 250);\n",
       "        geoms.animate({opacity: 0.0}, 250);\n",
       "    } else {\n",
       "        guides.animate({opacity: 1.0}, 250);\n",
       "        geoms.animate({opacity: 1.0}, 250);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.colorkey_swatch_click = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    var color_class = this.data(\"color_class\");\n",
       "\n",
       "    if (event.shiftKey) {\n",
       "        root.selectAll(\".colorkey g\")\n",
       "            .forEach(function (element) {\n",
       "                var other_color_class = element.data(\"color_class\");\n",
       "                if (typeof other_color_class !== 'undefined' && other_color_class != color_class) {\n",
       "                    toggle_color_class(root, other_color_class,\n",
       "                                       element.attr(\"opacity\") == 1.0);\n",
       "                }\n",
       "            });\n",
       "    } else {\n",
       "        toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "return Gadfly;\n",
       "\n",
       "}));\n",
       "\n",
       "\n",
       "//@ sourceURL=gadfly.js\n",
       "\n",
       "(function (glob, factory) {\n",
       "    // AMD support\n",
       "      if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
       "        require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
       "            factory(Snap, Gadfly);\n",
       "        });\n",
       "      } else {\n",
       "          factory(glob.Snap, glob.Gadfly);\n",
       "      }\n",
       "})(window, function (Snap, Gadfly) {\n",
       "    var fig = Snap(\"#img-d42114a0\");\n",
       "fig.select(\"#img-d42114a0-5\")\n",
       "   .init_gadfly();\n",
       "fig.select(\"#img-d42114a0-7\")\n",
       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-d42114a0-7\")\n",
       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-d42114a0-8\")\n",
       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-d42114a0-8\")\n",
       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-d42114a0-43\")\n",
       "   .mouseenter(Gadfly.helpscreen_visible)\n",
       ".mouseleave(Gadfly.helpscreen_hidden)\n",
       ";\n",
       "    });\n",
       "]]> </script>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot(...)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function multiple_scatter_traces()\n",
    "    x=1:4\n",
    "    l1 = layer(x = x, y = [10, 15, 13, 17],  Geom.point)\n",
    "    l2 = layer(x = x, y = [16, 5, 11, 9], Geom.line)\n",
    "    l3 = layer(x = x, y = [12, 9, 15, 12], Geom.point, Geom.line)\n",
    "    l4 = layer(x = x, y = [5, 10, 8, 12], Geom.line)\n",
    "    plot(l1, l2, l3, l4)\n",
    "end\n",
    "multiple_scatter_traces()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Data labels and Figure Layout\n",
    "\n",
    "* Add the array of labels as an attribute to each trace\n",
    "* Layout modifies the \"Figure Pane Attributes\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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       "            return factory(Snap);\n",
       "        });\n",
       "    } else {\n",
       "        // Browser globals (glob is window)\n",
       "        // Snap adds itself to window\n",
       "        glob.Gadfly = factory(glob.Snap);\n",
       "    }\n",
       "}(this, function (Snap) {\n",
       "\n",
       "var Gadfly = {};\n",
       "\n",
       "// Get an x/y coordinate value in pixels\n",
       "var xPX = function(fig, x) {\n",
       "    var client_box = fig.node.getBoundingClientRect();\n",
       "    return x * fig.node.viewBox.baseVal.width / client_box.width;\n",
       "};\n",
       "\n",
       "var yPX = function(fig, y) {\n",
       "    var client_box = fig.node.getBoundingClientRect();\n",
       "    return y * fig.node.viewBox.baseVal.height / client_box.height;\n",
       "};\n",
       "\n",
       "\n",
       "Snap.plugin(function (Snap, Element, Paper, global) {\n",
       "    // Traverse upwards from a snap element to find and return the first\n",
       "    // note with the \"plotroot\" class.\n",
       "    Element.prototype.plotroot = function () {\n",
       "        var element = this;\n",
       "        while (!element.hasClass(\"plotroot\") && element.parent() != null) {\n",
       "            element = element.parent();\n",
       "        }\n",
       "        return element;\n",
       "    };\n",
       "\n",
       "    Element.prototype.svgroot = function () {\n",
       "        var element = this;\n",
       "        while (element.node.nodeName != \"svg\" && element.parent() != null) {\n",
       "            element = element.parent();\n",
       "        }\n",
       "        return element;\n",
       "    };\n",
       "\n",
       "    Element.prototype.plotbounds = function () {\n",
       "        var root = this.plotroot()\n",
       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
       "        return {\n",
       "            x0: bbox.x,\n",
       "            x1: bbox.x + bbox.width,\n",
       "            y0: bbox.y,\n",
       "            y1: bbox.y + bbox.height\n",
       "        };\n",
       "    };\n",
       "\n",
       "    Element.prototype.plotcenter = function () {\n",
       "        var root = this.plotroot()\n",
       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
       "        return {\n",
       "            x: bbox.x + bbox.width / 2,\n",
       "            y: bbox.y + bbox.height / 2\n",
       "        };\n",
       "    };\n",
       "\n",
       "    // Emulate IE style mouseenter/mouseleave events, since Microsoft always\n",
       "    // does everything right.\n",
       "    // See: http://www.dynamic-tools.net/toolbox/isMouseLeaveOrEnter/\n",
       "    var events = [\"mouseenter\", \"mouseleave\"];\n",
       "\n",
       "    for (i in events) {\n",
       "        (function (event_name) {\n",
       "            var event_name = events[i];\n",
       "            Element.prototype[event_name] = function (fn, scope) {\n",
       "                if (Snap.is(fn, \"function\")) {\n",
       "                    var fn2 = function (event) {\n",
       "                        if (event.type != \"mouseover\" && event.type != \"mouseout\") {\n",
       "                            return;\n",
       "                        }\n",
       "\n",
       "                        var reltg = event.relatedTarget ? event.relatedTarget :\n",
       "                            event.type == \"mouseout\" ? event.toElement : event.fromElement;\n",
       "                        while (reltg && reltg != this.node) reltg = reltg.parentNode;\n",
       "\n",
       "                        if (reltg != this.node) {\n",
       "                            return fn.apply(this, event);\n",
       "                        }\n",
       "                    };\n",
       "\n",
       "                    if (event_name == \"mouseenter\") {\n",
       "                        this.mouseover(fn2, scope);\n",
       "                    } else {\n",
       "                        this.mouseout(fn2, scope);\n",
       "                    }\n",
       "                }\n",
       "                return this;\n",
       "            };\n",
       "        })(events[i]);\n",
       "    }\n",
       "\n",
       "\n",
       "    Element.prototype.mousewheel = function (fn, scope) {\n",
       "        if (Snap.is(fn, \"function\")) {\n",
       "            var el = this;\n",
       "            var fn2 = function (event) {\n",
       "                fn.apply(el, [event]);\n",
       "            };\n",
       "        }\n",
       "\n",
       "        this.node.addEventListener(\n",
       "            /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
       "            fn2);\n",
       "\n",
       "        return this;\n",
       "    };\n",
       "\n",
       "\n",
       "    // Snap's attr function can be too slow for things like panning/zooming.\n",
       "    // This is a function to directly update element attributes without going\n",
       "    // through eve.\n",
       "    Element.prototype.attribute = function(key, val) {\n",
       "        if (val === undefined) {\n",
       "            return this.node.getAttribute(key);\n",
       "        } else {\n",
       "            this.node.setAttribute(key, val);\n",
       "            return this;\n",
       "        }\n",
       "    };\n",
       "\n",
       "    Element.prototype.init_gadfly = function() {\n",
       "        this.mouseenter(Gadfly.plot_mouseover)\n",
       "            .mousemove(Gadfly.plot_mousemove)\n",
       "            .mouseleave(Gadfly.plot_mouseout)\n",
       "            .dblclick(Gadfly.plot_dblclick)\n",
       "            .mousewheel(Gadfly.guide_background_scroll)\n",
       "            .drag(Gadfly.guide_background_drag_onmove,\n",
       "                  Gadfly.guide_background_drag_onstart,\n",
       "                  Gadfly.guide_background_drag_onend);\n",
       "        this.mouseenter(function (event) {\n",
       "            init_pan_zoom(this.plotroot());\n",
       "        });\n",
       "        return this;\n",
       "    };\n",
       "});\n",
       "\n",
       "\n",
       "Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
       "    var root = this.plotroot();\n",
       "    if (root.data(\"crosshair\")) {\n",
       "        px_per_mm = root.data(\"px_per_mm\");\n",
       "        bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
       "        uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
       "        xscale = root.data(\"xscale\");\n",
       "        yscale = root.data(\"yscale\");\n",
       "        xtranslate = root.data(\"tx\");\n",
       "        ytranslate = root.data(\"ty\");\n",
       "\n",
       "        xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
       "        yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
       "        xoff_unit = uB[0]/1;\n",
       "        yoff_unit = uB[1]/1;\n",
       "        mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
       "        mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
       "         \n",
       "        x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
       "        y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
       "\n",
       "        root.select('.crosshair').select('.primitive').select('text')\n",
       "                .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
       "    };\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_visible = function(event) {\n",
       "    helpscreen_visible(this.plotroot());\n",
       "};\n",
       "var helpscreen_visible = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_hidden = function(event) {\n",
       "    helpscreen_hidden(this.plotroot());\n",
       "};\n",
       "var helpscreen_hidden = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 0.0}, 250);\n",
       "};\n",
       "\n",
       "// When the plot is moused over, emphasize the grid lines.\n",
       "Gadfly.plot_mouseover = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    var keyboard_help = function(event) {\n",
       "        if (event.which == 191) { // ?\n",
       "            helpscreen_visible(root);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_help\", keyboard_help);\n",
       "    window.addEventListener(\"keydown\", keyboard_help);\n",
       "\n",
       "    var keyboard_pan_zoom = function(event) {\n",
       "        var bounds = root.plotbounds(),\n",
       "            width = bounds.x1 - bounds.x0;\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        if (event.which == 187 || event.which == 73) { // plus or i\n",
       "            increase_zoom_by_position(root, 0.1, true);\n",
       "        } else if (event.which == 189 || event.which == 79) { // minus or o\n",
       "            increase_zoom_by_position(root, -0.1, true);\n",
       "        } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 82) { // r\n",
       "            set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
       "        } else if (event.which == 191) { // ?\n",
       "            helpscreen_hidden(root);\n",
       "        } else if (event.which == 67) { // c\n",
       "            root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
       "            root.select(\".crosshair\")\n",
       "                .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
       "    window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines.data(\"unfocused_strokedash\",\n",
       "                        xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines.data(\"unfocused_strokedash\",\n",
       "                        ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\")\n",
       "        .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "// Reset pan and zoom on double click\n",
       "Gadfly.plot_dblclick = function(event) {\n",
       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
       "};\n",
       "\n",
       "// Unemphasize grid lines on mouse out.\n",
       "Gadfly.plot_mouseout = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
       "    root.data(\"keyboard_pan_zoom\", undefined);\n",
       "    window.removeEventListener(\"keydown\", root.data(\"keyboard_help\"));\n",
       "    root.data(\"keyboard_help\", undefined);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        var destcolor = root.data(\"unfocused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        var destcolor = root.data(\"unfocused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\").animate({opacity: 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 0.0}, 250);\n",
       "    helpscreen_hidden(root);\n",
       "};\n",
       "\n",
       "\n",
       "var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
       "    var xscalable = root.hasClass(\"xscalable\"),\n",
       "        yscalable = root.hasClass(\"yscalable\");\n",
       "\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "\n",
       "    var xscale = xscalable ? xscale : 1.0,\n",
       "        yscale = yscalable ? yscale : 1.0;\n",
       "\n",
       "    tx = xscalable ? tx : 0.0;\n",
       "    ty = yscalable ? ty : 0.0;\n",
       "\n",
       "    var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
       "    root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        });\n",
       "\n",
       "    var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
       "    root.selectAll('.marker').forEach(function (element, i) {\n",
       "        element.selectAll('.primitive').forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        }) });\n",
       "\n",
       "    bounds = root.plotbounds();\n",
       "    px_per_mm = root.data(\"px_per_mm\");\n",
       "\n",
       "    if (yscalable) {\n",
       "        var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
       "        root.selectAll(\".xfixed\")\n",
       "            .forEach(function (element, i) {\n",
       "                element.transform(xfixed_t);\n",
       "            });\n",
       "\n",
       "        ylabels = root.select(\".ylabels\");\n",
       "        if (ylabels) {\n",
       "            ylabels.transform(xfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1, 1/yscale);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       " \n",
       "                           var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
       "                       }\n",
       "                   });\n",
       "        }\n",
       "    }\n",
       "\n",
       "    if (xscalable) {\n",
       "        var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
       "        var xtrans = new Snap.Matrix().translate(tx, 0);\n",
       "        root.selectAll(\".yfixed\")\n",
       "            .forEach(function (element, i) {\n",
       "                element.transform(yfixed_t);\n",
       "            });\n",
       "\n",
       "        xlabels = root.select(\".xlabels\");\n",
       "        if (xlabels) {\n",
       "            xlabels.transform(yfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1/xscale, 1);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       "\n",
       "                           var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
       "                           }\n",
       "                   });\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "// Find the most appropriate tick scale and update label visibility.\n",
       "var update_tickscale = function(root, scale, axis) {\n",
       "    if (!root.hasClass(axis + \"scalable\")) return;\n",
       "\n",
       "    var tickscales = root.data(axis + \"tickscales\");\n",
       "    var best_tickscale = 1.0;\n",
       "    var best_tickscale_dist = Infinity;\n",
       "    for (tickscale in tickscales) {\n",
       "        var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
       "        if (dist < best_tickscale_dist) {\n",
       "            best_tickscale_dist = dist;\n",
       "            best_tickscale = tickscale;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
       "        root.data(axis + \"tickscale\", best_tickscale);\n",
       "        var mark_inscale_gridlines = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
       "            element.attribute(\"gadfly:inscale\", inscale);\n",
       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
       "        };\n",
       "\n",
       "        var mark_inscale_labels = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
       "            element.attribute(\"gadfly:inscale\", inscale);\n",
       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
       "        };\n",
       "\n",
       "        root.select(\".\" + axis + \"gridlines\").selectAll(\"g\").forEach(mark_inscale_gridlines);\n",
       "        root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "    var bounds = root.plotbounds();\n",
       "\n",
       "    var width = bounds.x1 - bounds.x0,\n",
       "        height = bounds.y1 - bounds.y0;\n",
       "\n",
       "    // compute the viewport derived from tx, ty, xscale, and yscale\n",
       "    var x_min = -width * xscale - (xscale * width - width),\n",
       "        x_max = width * xscale,\n",
       "        y_min = -height * yscale - (yscale * height - height),\n",
       "        y_max = height * yscale;\n",
       "\n",
       "    var x0 = bounds.x0 - xscale * bounds.x0,\n",
       "        y0 = bounds.y0 - yscale * bounds.y0;\n",
       "\n",
       "    var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
       "        ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
       "\n",
       "    tx += x0;\n",
       "    ty += y0;\n",
       "\n",
       "    // when the scale changes, we may need to alter which set of\n",
       "    // ticks are being displayed\n",
       "    if (xscale != old_xscale) {\n",
       "        update_tickscale(root, xscale, \"x\");\n",
       "    }\n",
       "    if (yscale != old_yscale) {\n",
       "        update_tickscale(root, yscale, \"y\");\n",
       "    }\n",
       "\n",
       "    set_geometry_transform(root, tx, ty, xscale, yscale);\n",
       "\n",
       "    root.data(\"xscale\", xscale);\n",
       "    root.data(\"yscale\", yscale);\n",
       "    root.data(\"tx\", tx);\n",
       "    root.data(\"ty\", ty);\n",
       "};\n",
       "\n",
       "\n",
       "var scale_centered_translation = function(root, xscale, yscale) {\n",
       "    var bounds = root.plotbounds();\n",
       "\n",
       "    var width = bounds.x1 - bounds.x0,\n",
       "        height = bounds.y1 - bounds.y0;\n",
       "\n",
       "    var tx0 = root.data(\"tx\"),\n",
       "        ty0 = root.data(\"ty\");\n",
       "\n",
       "    var xscale0 = root.data(\"xscale\"),\n",
       "        yscale0 = root.data(\"yscale\");\n",
       "\n",
       "    // how off from center the current view is\n",
       "    var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
       "        yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
       "\n",
       "    // rescale offsets\n",
       "    xoff = xoff * xscale / xscale0;\n",
       "    yoff = yoff * yscale / yscale0;\n",
       "\n",
       "    // adjust for the panel position being scaled\n",
       "    var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
       "        y_edge_adjust = bounds.y0 * (1 - yscale);\n",
       "\n",
       "    return {\n",
       "        x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
       "        y: yoff + y_edge_adjust + (height - height * yscale) / 2\n",
       "    };\n",
       "};\n",
       "\n",
       "\n",
       "// Initialize data for panning zooming if it isn't already.\n",
       "var init_pan_zoom = function(root) {\n",
       "    if (root.data(\"zoompan-ready\")) {\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    root.data(\"crosshair\",false);\n",
       "\n",
       "    // The non-scaling-stroke trick. Rather than try to correct for the\n",
       "    // stroke-width when zooming, we force it to a fixed value.\n",
       "    var px_per_mm = root.node.getCTM().a;\n",
       "\n",
       "    // Drag events report deltas in pixels, which we'd like to convert to\n",
       "    // millimeters.\n",
       "    root.data(\"px_per_mm\", px_per_mm);\n",
       "\n",
       "    root.selectAll(\"path\")\n",
       "        .forEach(function (element, i) {\n",
       "        sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
       "        if (sw > 0) {\n",
       "            element.attribute(\"stroke-width\", sw);\n",
       "            element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
       "        }\n",
       "    });\n",
       "\n",
       "    // Store ticks labels original tranformation\n",
       "    root.selectAll(\".xlabels > g, .ylabels > g\")\n",
       "        .forEach(function (element, i) {\n",
       "            var lm = element.transform().localMatrix;\n",
       "            element.data(\"static_transform\",\n",
       "                new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
       "        });\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\");\n",
       "    var ygridlines = root.select(\".ygridlines\");\n",
       "    var xlabels = root.select(\".xlabels\");\n",
       "    var ylabels = root.select(\".ylabels\");\n",
       "\n",
       "    if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
       "    if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
       "    if (root.data(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
       "    if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 1.0);\n",
       "    if (root.data(\"xtickscales\") === undefined) {\n",
       "\n",
       "        // index all the tick scales that are listed\n",
       "        var xtickscales = {};\n",
       "        var ytickscales = {};\n",
       "        var add_x_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "        var add_y_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "\n",
       "        if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "        if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "\n",
       "        root.data(\"xtickscales\", xtickscales);\n",
       "        root.data(\"ytickscales\", ytickscales);\n",
       "        root.data(\"xtickscale\", 1.0);\n",
       "        root.data(\"ytickscale\", 1.0);  // ???\n",
       "    }\n",
       "\n",
       "    var min_scale = 1.0, max_scale = 1.0;\n",
       "    for (scale in xtickscales) {\n",
       "        min_scale = Math.min(min_scale, scale);\n",
       "        max_scale = Math.max(max_scale, scale);\n",
       "    }\n",
       "    for (scale in ytickscales) {\n",
       "        min_scale = Math.min(min_scale, scale);\n",
       "        max_scale = Math.max(max_scale, scale);\n",
       "    }\n",
       "    root.data(\"min_scale\", min_scale);\n",
       "    root.data(\"max_scale\", max_scale);\n",
       "\n",
       "    // store the original positions of labels\n",
       "    if (xlabels) {\n",
       "        xlabels.selectAll(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"x\", element.asPX(\"x\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    if (ylabels) {\n",
       "        ylabels.selectAll(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"y\", element.asPX(\"y\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    // mark grid lines and ticks as in or out of scale.\n",
       "    var mark_inscale = function (element, i) {\n",
       "        if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
       "    };\n",
       "\n",
       "    if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ylabels) ylabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "\n",
       "    // figure out the upper ond lower bounds on panning using the maximum\n",
       "    // and minum grid lines\n",
       "    var bounds = root.plotbounds();\n",
       "    var pan_bounds = {\n",
       "        x0: 0.0,\n",
       "        y0: 0.0,\n",
       "        x1: 0.0,\n",
       "        y1: 0.0\n",
       "    };\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines\n",
       "            .selectAll(\"g\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var bbox = element.node.getBBox();\n",
       "                    if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
       "                        pan_bounds.x0 = bounds.x1 - bbox.x;\n",
       "                    }\n",
       "                    if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
       "                        pan_bounds.x1 = bounds.x0 - bbox.x;\n",
       "                    }\n",
       "                    element.attr(\"visibility\", \"visible\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines\n",
       "            .selectAll(\"g\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var bbox = element.node.getBBox();\n",
       "                    if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
       "                        pan_bounds.y0 = bounds.y1 - bbox.y;\n",
       "                    }\n",
       "                    if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
       "                        pan_bounds.y1 = bounds.y0 - bbox.y;\n",
       "                    }\n",
       "                    element.attr(\"visibility\", \"visible\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    // nudge these values a little\n",
       "    pan_bounds.x0 -= 5;\n",
       "    pan_bounds.x1 += 5;\n",
       "    pan_bounds.y0 -= 5;\n",
       "    pan_bounds.y1 += 5;\n",
       "    root.data(\"pan_bounds\", pan_bounds);\n",
       "\n",
       "    root.data(\"zoompan-ready\", true)\n",
       "};\n",
       "\n",
       "\n",
       "// drag actions, i.e. zooming and panning\n",
       "var pan_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        root.data(\"dx\", 0);\n",
       "        root.data(\"dy\", 0);\n",
       "        root.data(\"tx0\", root.data(\"tx\"));\n",
       "        root.data(\"ty0\", root.data(\"ty\"));\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        dx /= px_per_mm;\n",
       "        dy /= px_per_mm;\n",
       "\n",
       "        var tx0 = root.data(\"tx\"),\n",
       "            ty0 = root.data(\"ty\");\n",
       "\n",
       "        var dx0 = root.data(\"dx\"),\n",
       "            dy0 = root.data(\"dy\");\n",
       "\n",
       "        root.data(\"dx\", dx);\n",
       "        root.data(\"dy\", dy);\n",
       "\n",
       "        dx = dx - dx0;\n",
       "        dy = dy - dy0;\n",
       "\n",
       "        var tx = tx0 + dx,\n",
       "            ty = ty0 + dy;\n",
       "\n",
       "        set_plot_pan_zoom(root, tx, ty, root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
       "                root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    }\n",
       "};\n",
       "\n",
       "var zoom_box;\n",
       "var zoom_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        var bounds = root.plotbounds();\n",
       "        var width = bounds.x1 - bounds.x0,\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
       "        var w = xscalable ? 0 : width;\n",
       "        var h = yscalable ? 0 : height;\n",
       "        zoom_box = root.rect(x, y, w, h).attr({\n",
       "            \"fill\": \"#000\",\n",
       "            \"opacity\": 0.25\n",
       "        });\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        var bounds = root.plotbounds();\n",
       "        if (yscalable) {\n",
       "            y /= px_per_mm;\n",
       "            y = Math.max(bounds.y0, y);\n",
       "            y = Math.min(bounds.y1, y);\n",
       "        } else {\n",
       "            y = bounds.y1;\n",
       "        }\n",
       "        if (xscalable) {\n",
       "            x /= px_per_mm;\n",
       "            x = Math.max(bounds.x0, x);\n",
       "            x = Math.min(bounds.x1, x);\n",
       "        } else {\n",
       "            x = bounds.x1;\n",
       "        }\n",
       "\n",
       "        dx = x - zoom_box.attr(\"x\");\n",
       "        dy = y - zoom_box.attr(\"y\");\n",
       "        var xoffset = 0,\n",
       "            yoffset = 0;\n",
       "        if (dx < 0) {\n",
       "            xoffset = dx;\n",
       "            dx = -1 * dx;\n",
       "        }\n",
       "        if (dy < 0) {\n",
       "            yoffset = dy;\n",
       "            dy = -1 * dy;\n",
       "        }\n",
       "        if (isNaN(dy)) {\n",
       "            dy = 0.0;\n",
       "        }\n",
       "        if (isNaN(dx)) {\n",
       "            dx = 0.0;\n",
       "        }\n",
       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
       "        zoom_box.attr(\"width\", dx);\n",
       "        zoom_box.attr(\"height\", dy);\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var zoom_bounds = zoom_box.getBBox();\n",
       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
       "            return;\n",
       "        }\n",
       "        var plot_bounds = root.plotbounds();\n",
       "        var xzoom_factor = 1.0,\n",
       "            yzoom_factor = 1.0;\n",
       "        if (xscalable) {\n",
       "            xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
       "        }\n",
       "        if (yscalable) {\n",
       "            yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
       "        }\n",
       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
       "            ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
       "        set_plot_pan_zoom(root, tx, ty,\n",
       "                root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
       "        zoom_box.remove();\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        zoom_box.remove();\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
       "    var drag_action = zoomable ? zoom_action :\n",
       "                      panable  ? pan_action :\n",
       "                                 undefined;\n",
       "    root.data(\"drag_action\", drag_action);\n",
       "    if (drag_action) {\n",
       "        var cancel_drag_action = function(event) {\n",
       "            if (event.which == 27) { // esc key\n",
       "                drag_action.cancel(root);\n",
       "                root.data(\"drag_action\", undefined);\n",
       "            }\n",
       "        };\n",
       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
       "        drag_action.start(root, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.update(root, dx, dy, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onend = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
       "    root.data(\"cancel_drag_action\", undefined);\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.end(root, event);\n",
       "    }\n",
       "    root.data(\"drag_action\", undefined);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_scroll = function(event) {\n",
       "    if (event.shiftKey) {\n",
       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
       "        event.preventDefault();\n",
       "    }\n",
       "};\n",
       "\n",
       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
       "// The constants a, b, and c are solved using the constraint that the function\n",
       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return 1; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return a * Math.exp(b * position) + c;\n",
       "}\n",
       "\n",
       "// inverse of scale_from_slider_position\n",
       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return min_scale; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return 1 / b * Math.log((scale - c) / a);\n",
       "}\n",
       "\n",
       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\"),\n",
       "        min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\");\n",
       "    var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
       "        yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
       "    xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
       "    yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
       "    old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
       "    old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
       "    var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
       "        new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
       "    if (animate) {\n",
       "        Snap.animate(\n",
       "            [old_xscale, old_yscale],\n",
       "            [new_xscale, new_yscale],\n",
       "            function (new_scale) {\n",
       "                update_plot_scale(root, new_scale[0], new_scale[1]);\n",
       "            },\n",
       "            200);\n",
       "    } else {\n",
       "        update_plot_scale(root, new_xscale, new_yscale);\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
       "    var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
       "    set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
       "};\n",
       "\n",
       "\n",
       "var toggle_color_class = function(root, color_class, ison) {\n",
       "    var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
       "    var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
       "    var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_color_class);\n",
       "    if (ison) {\n",
       "        guides.animate({opacity: 0.5}, 250);\n",
       "        geoms.animate({opacity: 0.0}, 250);\n",
       "    } else {\n",
       "        guides.animate({opacity: 1.0}, 250);\n",
       "        geoms.animate({opacity: 1.0}, 250);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.colorkey_swatch_click = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    var color_class = this.data(\"color_class\");\n",
       "\n",
       "    if (event.shiftKey) {\n",
       "        root.selectAll(\".colorkey g\")\n",
       "            .forEach(function (element) {\n",
       "                var other_color_class = element.data(\"color_class\");\n",
       "                if (typeof other_color_class !== 'undefined' && other_color_class != color_class) {\n",
       "                    toggle_color_class(root, other_color_class,\n",
       "                                       element.attr(\"opacity\") == 1.0);\n",
       "                }\n",
       "            });\n",
       "    } else {\n",
       "        toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "return Gadfly;\n",
       "\n",
       "}));\n",
       "\n",
       "\n",
       "//@ sourceURL=gadfly.js\n",
       "\n",
       "(function (glob, factory) {\n",
       "    // AMD support\n",
       "      if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
       "        require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
       "            factory(Snap, Gadfly);\n",
       "        });\n",
       "      } else {\n",
       "          factory(glob.Snap, glob.Gadfly);\n",
       "      }\n",
       "})(window, function (Snap, Gadfly) {\n",
       "    var fig = Snap(\"#img-0f727b84\");\n",
       "fig.select(\"#img-0f727b84-5\")\n",
       "   .init_gadfly();\n",
       "fig.select(\"#img-0f727b84-7\")\n",
       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-0f727b84-7\")\n",
       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-0f727b84-8\")\n",
       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-0f727b84-8\")\n",
       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-0f727b84-45\")\n",
       "   .mouseenter(Gadfly.helpscreen_visible)\n",
       ".mouseleave(Gadfly.helpscreen_hidden)\n",
       ";\n",
       "    });\n",
       "]]> </script>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot(...)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function data_labels()\n",
    "    x = 1:5\n",
    "    y1 = [1, 6, 3, 6, 1]\n",
    "    y2 = [4, 1, 7, 1, 4]\n",
    "    y1_labels = [\"A-1\", \"A-2\", \"A-3\", \"A-4\", \"A-5\"]\n",
    "    y2_labels = [\"B-a\", \"B-b\", \"B-c\", \"B-d\", \"B-e\"]\n",
    "\n",
    "    l1 = layer(x = x, y = y1, label=y1_labels, Geom.label, Geom.point)\n",
    "    l2 = layer(x = x, y = y2, label=y2_labels, Geom.label, Geom.point) \n",
    "    plot(l1,l2)\n",
    "end\n",
    "data_labels()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "function area1()\n",
    "end\n",
    "area1()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Other visual interpretations of Matrix Data and Subplots\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "function matrix_subplots()\n",
    "\n",
    "end\n",
    "\n",
    "matrix_subplots()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Advanced Layouts\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "function advanced_layouts()\n",
    "\n",
    "end\n",
    "advanced_layouts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Stats Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "function grouped_bar_example()\n",
    "\n",
    "end\n",
    "\n",
    "grouped_bar_example()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "function stacked_bar_example()\n",
    "    \n",
    "end\n",
    "stacked_bar_example()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "function two_hists()\n",
    "\n",
    "end\n",
    "\n",
    "two_hists()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Box (Whisker) Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "function box_plot()\n",
    "   \n",
    "end\n",
    "box_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Using DataFrames\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module RData.\n",
      "\u001b[39mWARNING: Method definition unix2zdt(Real) in module TimeZones at /Users/mrestrep/.julia/plotting_tutorial/v0.6/TimeZones/src/conversions.jl:122 overwritten in module RData at /Users/mrestrep/.julia/plotting_tutorial/v0.6/RData/src/convert.jl:201.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>SepalLength</th><th>SepalWidth</th><th>PetalLength</th><th>PetalWidth</th><th>Species</th></tr></thead><tbody><tr><th>1</th><td>5.1</td><td>3.5</td><td>1.4</td><td>0.2</td><td>setosa</td></tr><tr><th>2</th><td>4.9</td><td>3.0</td><td>1.4</td><td>0.2</td><td>setosa</td></tr><tr><th>3</th><td>4.7</td><td>3.2</td><td>1.3</td><td>0.2</td><td>setosa</td></tr><tr><th>4</th><td>4.6</td><td>3.1</td><td>1.5</td><td>0.2</td><td>setosa</td></tr><tr><th>5</th><td>5.0</td><td>3.6</td><td>1.4</td><td>0.2</td><td>setosa</td></tr><tr><th>6</th><td>5.4</td><td>3.9</td><td>1.7</td><td>0.4</td><td>setosa</td></tr></tbody></table>"
      ],
      "text/plain": [
       "6×5 DataFrames.DataFrame\n",
       "│ Row │ SepalLength │ SepalWidth │ PetalLength │ PetalWidth │ Species │\n",
       "├─────┼─────────────┼────────────┼─────────────┼────────────┼─────────┤\n",
       "│ 1   │ 5.1         │ 3.5        │ 1.4         │ 0.2        │ setosa  │\n",
       "│ 2   │ 4.9         │ 3.0        │ 1.4         │ 0.2        │ setosa  │\n",
       "│ 3   │ 4.7         │ 3.2        │ 1.3         │ 0.2        │ setosa  │\n",
       "│ 4   │ 4.6         │ 3.1        │ 1.5         │ 0.2        │ setosa  │\n",
       "│ 5   │ 5.0         │ 3.6        │ 1.4         │ 0.2        │ setosa  │\n",
       "│ 6   │ 5.4         │ 3.9        │ 1.7         │ 0.4        │ setosa  │"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Method definition unix2zdt(Real) in module TimeZones at /Users/mrestrep/.julia/plotting_tutorial/v0.6/TimeZones/src/conversions.jl:122 overwritten in module RData at /Users/mrestrep/.julia/plotting_tutorial/v0.6/RData/src/convert.jl:201.\n"
     ]
    }
   ],
   "source": [
    "function data_frame_scatter()\n",
    "    iris = dataset(\"datasets\", \"iris\");\n",
    "    display(head(iris))\n",
    "end\n",
    "\n",
    "data_frame_scatter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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