RunPom.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "matplotlib.use(\"nbagg\")\n",
    "import math\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import re, os, glob, pickle, shutil,sys\n",
    "from random import randint\n",
    "import time\n",
    "from shutil import *\n",
    "\n",
    "os.environ[\"THEANO_FLAGS\"] = \"mode=FAST_RUN,device=cpu,floatX=float32\"\n",
    "import theano\n",
    "import theano.tensor as T\n",
    "from theano import *\n",
    "theano.__version__\n",
    "from theano.sandbox.cuda import dnn\n",
    "\n",
    "import pandas as pd\n",
    "from theano import tensor as T\n",
    "from theano.sandbox.rng_mrg import MRG_RandomStreams as RandomStreams\n",
    "\n",
    "\n",
    "from theano.compile.nanguardmode import NanGuardMode\n",
    "\n",
    "#from pom_funcs import *\n",
    "from pom_room import POM_room\n",
    "from pom_evaluator import POM_evaluator\n",
    "import POMLayers1\n",
    "from EM_funcs import *\n",
    "import ZtoY\n",
    "config.allow_gc =False\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Run POM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "room = POM_room()\n",
    "POMLayers1.room = room #TODO : modify POMLayers1 so that we don't need room, just config\n",
    "\n",
    "a,p,alpha_black = 1.5,200,0.5\n",
    "\n",
    "POMLauncher = POMLayers1.pomLayer()\n",
    "POMLauncher.set_POM_params(a = a, alpha_black = alpha_black, prior_factor = p)\n",
    "\n",
    "\n",
    "Q_out,Z_out,Shift = POMLauncher.run_POM(1,n_iter_pom = 300,step_0 = 0.002,use_unaries = True,T_0 = 10.0)\n",
    "#room.save_dat(Q_out,fid,folder_out,verbose = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9940b04f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Go4O/oTykQ9FI9UuE+SpvabVWG3HcgLJ4lcqN6Jlmuz9dSmb57c6onn2pWZnS\n4iR0X9UoCVTP1MaLEI3KcmS2oxEZnzpSPyPSqIW9mTBH5zLkZ7gpShBxDxq13IBGPz2Qhb43uuei\nsgkaVSNX3a6fkj+bUhPx09/uyD1qH5S4O8j4VWqmsLRYUXiXdknNjEjjOAX58eWrcFhNGpAyfWhk\n3S7Euy0dhNoa3RZ1f3oJ1S4H+CIyAPRFjtzjkN/pXSgsbzusDHSt81dKj8X/CZpl3IuS19xd6UZl\ncTZKnBOwCPW1cUhPb1SOmhakI9FD36uK12hAFvYtY7Z1BL6OBF7AJ8i3MJulaOoe3baQMIy0G3Kf\nyWYoijrpgYwSG5bQdiM9niUMuIhjL+SLenJk3X4oWKMP6iePVK11Itr/hqAopkn+9QM97XAUjWUk\noyam9sOQAImW6x5Dy9RlDcii/wAy2lSCDsS7n/RCxqCpZLqtzPSXKLshQTzL/34kcuG6M7JPd3Q/\nHtIHH5F1juXE/7A++7HWi07DAKTn/hJyjVqC+gPIyj+TMEftOn9bufUT8xFEZW2EIqx2RELzC+jF\nDtLNnkDQ/4orfme0pCYE6e7IHzMqSC/y189HOsat0cO/EVnDH6Qy7lGriE/OsDlymh6ChPzGxEdF\nbQtMRAmoQdbMl1GsfdSy+RKh0/7tSFB/QFiudwlwNZpyWRmHtsOWyID4DTJnG71Rn56GRq1FV+Xs\nRWmFHlHM/6Oor93nt+UTYHHfd3HeYlbvBsdt/j6PmBAtm5oQpEHShKASJ0gIrfK3zQImZ+3fgMI3\nm6vUpnVout4DCdT7yRxhgqZNN6BEIwHvoZFsriJjHdFLYAIKtzsBCdEeyN1rF3I4eFsfrzui2Z+y\nZxt7Iut9SWqrZjScLLXQo8/7hOn9zgPWbPBL4DqmjvFDPJdisZ5lUhOCNGBHQgfgI8jUL2XzC/Ry\nvrxKbZmFUuFNRflCd0I6r4Bm4hOPDEYhgMORm1Mufodi9n+HjA8BFk/fdngU5aSNS04+lTKyfN1O\nmKMvIbcBj1+uOlOXTZR+fwRYByyTmhKkQVYlkLW8L2EykGy6o1RkXckUcMm4DL59G4zSiHQhyhDe\nGLOn5xr57yZ3ctp1G9Mja/jpkXuqtg4ZsDoDcwd6jL1bM7UJOfY36pcg+9MoNKXeJGtbLne/nASJ\ndCtAD6BLswTpRh9bpFJSakaQjkRJHwKG+X8PI5wmf4KmQz9Eo8QBSNANyjrXzZSZ0/PWd+Dv73z2\n1SMz803f04QdAAARCElEQVQGDZ3hqiZmPLie49/InN7H8RJKy9YBWU9vRwaG/8zU334o/+WPKS1D\nldF6dEGZk4I678Py7At6Qd6E1Dm549trg76ExqmrsOJ3pVIzgnQgCj3LJppBvIO/XxeUlSnqC9cZ\nZdHphurmlCVIn6NgZdOhaIRxY2cUL/cEjPhbZmanOHZFOt8bkQ60CfmeriVUHxyDIppMkNYe/VD/\nGk/xQnFL4t3q0uZ0wqxkAT0I+/BkTJCWSs0I0rnoATaisLrOMftsgJyMp6LyHE9Ftm2IDDfdkLU/\nmDYtoXBm+lII3JiiPO9ffwCZKdQCZqCR7UA0yn0H6VA/j/SpoIiRu8lTk8ncn1KlP/Ex9/WGQyGv\n2YLUSEbNCNJp6C0YpPyKE6QB96HRXeAF8imylgec4i8foQS6lRSkL9Ky6Nft/nIo8YL0JcJ0YyNQ\nsotNUcTWH/z1Cyk8qjXaBv2RUfLNVr5uZ2Q0jfttNaMZ3hfQ7Oi/SOX0Xsy+RktqQpB28ZddkWfH\ncjSS7ErmQw+Kx/0ism01mo0f42+LxixPQaPU1mINandAd789x6Bk1U1oChXcX0n+oub+VDOsQDOn\nfC/7fATBGOMr05yiGYBc7Hqge1iFfncg16gRqAxzUHrkZuDcVm5jvVITIaJnoLfzH5Fv5m7ojf1Q\n1n4r0MMejHwxQf555yGd6EH+tmA5o9oNz+KJrOtPi2x7EumA16GQ0MFY1vt65SjKq7gQkEbxO5BK\naRs0yvwOoXEpyn6E/ffi1mta3ZP6iPRC9FADt6e1SFe4lpZ6nG5I+ES3rQb+jaI13oFWTJO8GjgK\nrmv8zK1gDZluJKcQWniXoA68J9KLlhW9NCA7F7+RBsuQh8ky4NQyjm8ijy68imyG1GL9UeRg3CTH\n3EjLI3VBOpjM6pid0BQ/jlzbPqGl3rLqrPHgB9OlY8iiI3Ih+VxkXeD+9HzS61ranprgbeKT19Qq\nOxKGXYPi+1/1l3FYerykpC5IK0F/5Jt5La2YuXs9LSvj+XRA/q+B68szyOhlGGkwArk8RcsoP0mY\nZGdWiyOMUkldkE5DLhkDkf5mat69xX4oiUhAZ2qpXINk7EOEI9K/UP3ck0Z1WUKY7yHw833dX9cb\nZXqK8jq5fTHzpd+rBrsTGmODmP+FrdyGtk7qsucGf9kfWTO/U8QxT5MpSOcCJ1a8ZeWzjvLKUxhp\n8hF0ez5nZqW5tCxiN8VftgFu6trEmoY1Gdtqze90EbkL8RnJSF2QglwwgqCiXlnbgvDiIMxuOaHr\nRrnuJ4bRgtWPQ7/HS8qs1AX1y7cI0yg2rdXoNVeJkjRYhdq0Ev2+lmNJnipNTQjSMwjLcGRzpb98\nHrmcDEcj15tRAmXDqAiPIMtnCZyC+uXVqIAhwDHL5YtZS4L098haPwjVqh+ORthG5UhdkF5IpvtT\nlIuQDmoMsoL3QfrU5VjyY6PCrKbkFEj3oZyy3Qj776eln6bqBLO6T1H4telHK0/qgvRxYE6ObdNQ\nTs9OwBWor5ubhlErLPD/9iYM701mAb8dDv6X3FCqQDNZOXl2faE4665RkNQF6dP+ko+52FTEqF2W\nUKEotUeeh4WJPY0/4xhyJyeZBLz1FgWznRnFkbogNQzD52HCKnll0gM42P98NplpKKM8h4xkRmWo\na0E6H+sMhhGlP5n1zYzWoS4F6YYorv164LKU22IYtUIDYW6HXHjIWLumwH5GaRTM/uScu805t9g5\nNz2yrrdzbqpzbpZz7jHnXM/ItonOuTnOuRnOuTHVaPS9yBB1dTVObhh1ypcp7AbrAaMps4KEkRvP\n8/IuqGLsTsD0yLorgLP9z+cAl/uft0fJ4DuhqM83AZfjvF65yw7gfS7HtpvAOyjBuW2xpR6Xo8Cb\nAZ6XZ3kXvBHgda6B9tbTUkhGep5XeETqed5TZOYrBuU/uMP/fAfwNf/zocA9nuet9TxvLvJsiqta\nnIjXUQbvOB4AZlb6goZR4/RH9cTyEbg/mQ925SlXR7qJ53mLATzPW+ScCyrNboaSHQXM99e1GuYW\nZxhGa1MpY5NXofMYhlEC+6IKpzvn2WcmyodrEU3Vo1xButg519fzvMXOuX7AB/76+cDmkf0G+OsM\nw6gCE1FayThmIgv9PSipuFE9iq3Z5MgsCDwFOM7/PJ6wvNIU4CjnXKNzbhBKA1G5UA3DMFrwKTJi\nZC9no/SUN6bXtPZDEVb7ySiseBUqO3Q8Ci9+AoUWTwV6RfafiKz1M4Axec6bujXOFlvqfZkK3gTw\n+sQsD4L3X/AuqYF21vNSjNXe+UKt1XHOpXNhw2hDDEWjz8Ux2x5DmdOuBn7Umo1qY3ie5wrt0y4F\n6SHIyfXatBpgGHnYBVXF/RlKH3kz8iEcjSrmFhuI8mXkFjXTP84oj2IEaV2GiCbhUFQIrD/ST6xB\nAjWN8riGEccA4ATUN8ejrPbboyoouyId22+LOM+T1Wqg0YJ2J0j7oaJ0GwLbok7Z7v4JRk0zD2XZ\n/5n/fbz/dwYKGxyURqOMvLSrqf1QFBF1IvK7O6K1G2AYRbI9iuADTc37AHcBE1JrUfulmKl9se5P\nbYJfIneQZuCTlNtiGMXyfeAP1FYdKCOTdjWrPRpN5R3t7MaNuud85Itj1CbtSp4sT7sBhlEEewPX\nZK2zGVRt064EqWHUA71RVdKgoN7refY1aoN2pSM1jFL5EnB4CtdtRL7ODxPvbG/UFjYiNQyfPsgY\nCSoTPhg4DWXh+QR4tBXb0ggMQeVDjNrHBKlh+AwiLBx3InAYYUXOS2ldQfoxcB2wohWvaZSPCVLD\n8FlHWAriF0BX//NqWs9Q2dlfegOPoDDP2cDaVrq+UR6mIzUMn1fRdD5Y/uSv/zNhLZ1qcyLwdf/6\nO6Fconu00rWN8rERqWH4rENT6oDzgGUo1n1ZK7VhAzQi/RjpSXtietJ6oF2FiBpGqQxDgvSpVrre\ndsAmwD/QdPFQVATNLPfpYWn0DMMwEmKx9oZhGK2ACVLDMIyEmCA1DMNIiAlSwzCMhJggNQzDSIgJ\nUsMwjISYIDUMw0iICVLDMIyEmCA1DMNIiAlSwzCMhJggNQzDSIgJUsMwjISYIDUMw0iICVLDMIyE\nmCA1DMNIiAlSwzCMhFipEcNIiQ5AD//zSlRaxAOaUmuRUS4mSA0jJbYF/uV/HgscjqqVXphWg4yy\nMUFqGCnREdjI/3yz//nO9JpjJMB0pIaREvOA41HF0O2Bvuk2x0iACVLDSImlwN3Ap2k3xEiMTe0N\nIyV6It3oBpF12wFHA8uAv1TwWpsC+8Ssnw0sAHYBHqng9dobVo7ZMFJiGPBqzPolwGNIoFaCvv65\nfh2z7V7gGeD7yPhlP8qWWDlmw6hRGoBuSGiuz9o2DTi5gtc6inghCnAkcLX/2YRo+ZggNYwUGAP8\nCo1KF2Vt24/KTuuN6mOCtI3xQ+DHaTfCKEgjsBPwv4QuUNFtvVq9RUYSzNjUxvgXUFChY8QyCLjY\n/3wxMKeK13oROCnP9mVVvHaUx4C7gBWtdL22ignSNsa/025AHbMK+XaeDtxAdQXp+8CkKp6/GP4P\nuNb/ayTDBKlh+CxAI9FewBeR7vKdVFtUWZaT6eJ0BzA1pba0NUyQGkaEJuBU4GlgE+AWYH6qLaoc\ni4Bj0m5EG8WMTYYRwwrgDGA8clXaMN3mJGIVcrNqLb1re8Qc8g0jhh5outYE7I/0pqNTbVH5dAG6\nIn/VpSm3pR4pxiHfpvaGEcNy/+9xwE+ob6t2s78Y1cNGpIaRh2HAjihDUz1at8cDa0nfQ6CeqUiI\nqHPuNufcYufc9Mi6C5xz85xzL/nLAZFtE51zc5xzM5xzY8pvvmGkz2tICNWjED0GGAh8lHI72gPF\nGJt+h9RE2fzK87yd/eVRAOfcdsARKInNgcANzjnzDzeMFNgcxe0/mnZD2gEFBanneU8ho182cQJy\nLHCP53lrPc+bi3yahydqoWEYZXE58HjajWgnJHF/Os0594pz7lbnXE9/3WYoaCNgvr/OMNo1PTHL\nblumXEF6A7CV53k7IT/fX1auSYbRttgAeAoYkXZDjKpRliD1PO9DLzT330I4fZ+PVDMBA2g7gSEZ\nNAIPoqS4X0u5LUbt0xsbkbZlihWkjohO1DnXL7Lt68i4CTAFOMo51+icGwQMBp6vRENrjbUoVvk6\nwps3jDhWI4f+GWk3xKgaBf1InXOTgVEobeJi4AJgX5ROcT0wFzjZ87zF/v4Tge8Aa4AfeJ4XmxfB\n/EgNw6gHivEjNYd8wzCMPFjNJsMwjFbABKlhGEZCTJAahmEkxASpYRhGQkyQGoZhJMQEqWEYRkJM\nkBqGYSTEBKlhGEZCTJAahmEkxASpYRhGQkyQGoZhJMQEqWEYRkJMkBqGYSTEBKlhGEZCTJAahmEk\nxASpYRhGQkyQGoZhJMQEqWEYRkJMkBqGYSTEBKlhGEZCTJAahmEkxASpYRhGQkyQGoZhJMQEqWEY\nRkJMkBqGYSTEBKlhGEZCTJAahmEkxASpYRhGQkyQGoZhJMQEqWEYRkJMkBqGYSTEBKlhGEZCTJAa\nhmEkxASpYRhGQjql3QDDMIxaYSSwJTAXeKaE42xEahiG4XMaMBk4tcTjTJAahmEkxASpYRhGQkyQ\nGoZhJMR5npfOhZ1L58KGYRg52BMYCLwDTPPXeZ7nCh1ngtQwDCMPxQhSm9obhmEkxASpYRhGQkyQ\nGoZhJMQEqWEYRkJSMzYZhmG0FWxEahiGkRATpIZhGAlJRZA65w5wzs10zs12zp2TRhuqhXNurnPu\nP865l51zz/vrejvnpjrnZjnnHnPO9Uy7neXgnLvNObfYOTc9si7nvTnnJjrn5jjnZjjnxqTT6tLJ\ncZ8XOOfmOede8pcDItvq9T4HOOeedM697px71Tl3hr++TT3TmPs83V9fuWfqeV6rLkh4v4myVTUA\nrwBDW7sdVby/t4HeWeuuAM72P58DXJ52O8u8t72AnYDphe4N2B54GaVqHOg/c5f2PSS4zwuAM2P2\n3a6O77MfsJP/uTswCxja1p5pnvus2DNNY0Q6HJjjed67nuetAe4BxqbQjmrhaDnSHwvc4X++A/ha\nq7aoQnie9xSwJGt1rns7FLjH87y1nufNBeagZ1/z5LhP0LPNZiz1e5+LPM97xf+8EpgBDKCNPdMc\n97mZv7kizzQNQboZ8H7k+zzCm2oLeMDjzrkXnHMn+uv6ep63GPRQgU1Sa13l2STHvWU/5/nU/3M+\nzTn3inPu1sh0t03cp3NuIBqFP0vu/lr39xq5z+f8VRV5pmZsqjx7ep63M3AQ8H3n3JeQcI3Sln3O\n2uq93QBs5XneTsAi4Jcpt6diOOe6A38EfuCP2Npkf425z4o90zQE6Xxgi8j3Af66NoHneQv9vx8C\nD6IpwWLnXF8A51w/4IP0Wlhxct3bfGDzyH51/Zw9z/vQ8xVowC2EU726vk/nXCckXO7yPO8hf3Wb\ne6Zx91nJZ5qGIH0BGOyc29I51wgcBUxJoR0VxznX1X/r4ZzrBowBXkX3d5y/23jgodgT1AeOTL1S\nrnubAhzlnGt0zg0CBgPPt1YjK0DGffoCJeDrwGv+53q/z9uBNzzP+01kXVt8pi3us6LPNCUr2gHI\ncjYHODdtq14F72sQ8kJ4GQnQc/31fYAn/HueCvRKu61l3t9kYAGwCngPOB7onevegInI4jkDGJN2\n+xPe553AdP/5Poj0iPV+n3sC6yJ99iX/t5mzv9bjvea5z4o9UwsRNQzDSIgZmwzDMBJigtQwDCMh\nJkgNwzASYoLUMAwjISZIDcMwEmKC1DAMIyEmSA3DMBJigtQwDCMh/w/9Vv+rh3thtAAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f98fb18f990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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w74L7PrjPlFy/Gbil4NYKfp8AzrVz+UoD29qIy1hwt4FrSkBb7BL/ZX9wF1W5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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f994a1d7150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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L+woK2xuUbnPyeASN8p4psm1zNJSfhx7KbyM/Y9r6E1mlaQzpEygM43rgo2gC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\nNyOaPE1jSFcjp+rtKAPDMFq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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9949a89950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Cx1Gc33wy+QlYr65qUryIMw7vR90BGhoqoovoiSieMgIZupXE99ZM9EYNO86t8BSG3VBo\nwbucbm3/Bqn2uAWUh5HvvS1AibCByIFZ27qHk4CPI9xHWtTjZJzdHukAnM+0kc9xNZQfG+P8RtuE\n7Dcf5zf2LnFmIeshr3mEtexJdlSmU9FUf22U/Lwlo/NmhfYoD/AO6oyQBBVhSLuiOOaLaNBk6SZ/\nhwx1mKKSF18Dt6Lgcy/k6W6PU/u9BLEB7AECysR2RlSVOlQj3c/a1gWFFY5EXuqoCPdzP/lxsCyw\nB+LEdkdyfXPCd68hJTZAU/kOMY9rgTPu2mV9Uz5o7rre9ohidVTKc66Noh8/IcW0Eeh5eSblebNE\nT/Sc74ruby/03MXlfFeEIQWH43kLot1kwYkDGYrH8Z+mdEJyeK0966ciD/MRct/Kv8RpTFaPWlHY\nXulcxG+zs9vfkUvhaokeiIcJFwGx8QHxMv2FcDgazDuhl8A1iHqzJrewKIxG6LXuXQp2512NDoj5\nUKiwpNKwDbntToLQHmXmL0VOhxutUOFDOzTjvBk5GK9md5upsQ4SJWqKHLkx6OX3y5jnqZgY6RbI\n8OyB6CBecdtioDl6IwV9CavQ2/MwFEOaQr6BfxUF1UfgtNFdhZPVB2VPP8Jf3SYMvZA3+9+Yx/nh\nCESDuh0nRFFDIdThPzqMvCaK7gaLabApmt24WRuvotnQSsTn3SXlNbJEeyQ23hiN8a8C9tsZeajF\n7ncWFz/h5Exm4zgvUShjblSMIbWxCDW/KxY2RoP0e+Q1Hh+y7wpEet4Meaju/uwGMv4vA3fjT1jv\njTziF0jWF34fFF8NM6TNrPsYS7AS/eaokd6MBPdQgz/+gKqSbCxEL+W03/EBqLrIjaeRg/EtKhCo\nJENqYyzBFL/NEYNgV0RNnICew7Eot1FOTCS/ceZTCc5TMYZ0GaWZZl6CpvKXEG2KHYSmaGq8PqrZ\nfwQZXvc5b0U/SjG1E7ui6UhvNChakJ9QexJNvbLKwq6JqMMJPxWbAbG8SRMWtXJUXq+y/h2Hxpg7\nrp2MQjcfFtavPrgx6eOwdgLVnkm6w1qPoRfNHBQq+wV6Nrah4dChKsaQDkeiIqXAKWjgpLneMjRd\naYRqdCehGEvaAH1aXEy+R98eBdSbEF4vX0Mw+uHQ8/YP2zEDvLLnnhz14AN565ciQ9rDtS6+Ua8H\ntoPBk1d/oF1RiXUajERx+B2RMfXqAZyCng+7h9cuNBwjChVkSEvlkUJu07woOA3/clN7KtMYeIlc\npfdi4mycpJet7mMn1DbCUdGaZu03jPjx2RqASy6E/VQvNAnHgI7r24erLoY7XW+sevzHyCRgt6Xw\n+GBYN6JgwfKmTWk3b20e/r2z7joUr98Zf/X/R1AypyAa1cPjjVYTnA9DjkBcVoEXf0Azo73xz2/Y\nVEAbcSr9qgFlN6T/RG+qyWW49oZoyjuE8B92fMg2kMDFSvID7deiBJUbjVDJ5r2o02cSjEYxTzdu\nQIkpUNz2I/SQvAuchVOqGpQMqMEH3TeGGdvCkyp1PMNafeUlsOt/Ye6birOfiV5iQ8intS3eEN67\nGFa49Bb3R97bVNRV1I0RiP3RYglsb8k//QXRhvZFXOXtfW61HcqyT0elvYEwyAmmj0WzwU3DjomA\nI3AaJNr4GdH9GqHxaKMvqvIbQvGr+0qFshvSt62lFLgPxUf7W393QAP6EtK9IYPKRbsEnNdLjYqL\nD8gvn10LPei9kNFcgjwUk+w7La5R+BwYpu/Xlmq84xTY4R3oPkzJpcEoBngJPvzgLVC8xYV+1rlm\n4sStH0DORHtEy3M7r68gIzUIp+TYiz7W8iURDCmiJU20/uwSsnshzEUzsTPJZbRsjKQsb0HeuhtL\n0DNQ7kSTH+w263FVv8puSEuJ+xCPsr9rXR2SvJuDDGKQ5Nu2KKbzic+2AThxq3k4GfpjULLJzQet\nB/4R8X4nEF6J1QUF7IejATsQGdIO6AGNep0akiFt9rwTjgDPm8iQroUM0ts4tJyZeUemgGW9jnKd\n98igfSNgLgoNtEGhpI9QInYTFIK6DbFPPrW290AzwZtSXLOY6EIyA18xhnRtNLCKLQL8LTKYk1AG\ncSwyeCDB6CBDeiIytn6GdA9U5bQhmoLZhvRL8qfgcTCScB3JLRHn9nlyf/xRKKbmRk/k7fyIvIEa\nKhN2iSbk03KyxjGFd4kMO7lklz7vgQzqABQ/tTul7o48+Ne8J6gQ3JbwuIoxpL9CSZ2DUdKpWG7/\nVTh0EpASfCG0Rp5hc1St4aVN3Yy+yCuRh9sefQZ3S4gm+LctXobiRC2In2xbgTxg73fVzLqHetc5\n/4YG8e0EK6xXIgwUqnDXEi0n25YWSbEEef51ZFMi2BL9lmnCPgURUJS1Co2VtujzZIF10UthBzS7\nAo33hiigUzElos8hQ/QBjup3pWAYeouehAyRF1eiGnvQ1GUcEoFwY3fkBXuXi9BLZFSC+3oTiUt4\ncZR17tfI/YGvAYYmuE45sTbyctzfmZewXi7cgX7vgzI631UUiG8WEZPRrGVyhuecjuK27mqmR1FX\niYaGivFIlyNPby3iVDKXBhcgT2EB+f2iQJ6m7W02Rg+/24D9DpXR+TX3a4W81S1QXOww5DG+TWFB\n3hX4J7OaoxDEqTiBfjujXKgIYRtUYHAY5c+o2s3nNiB3oHq1EcqFJYjSkwWV5zY0Plah3+8Cz/bz\nyKiBYMBUz1Z/8joAaWBTwtwdL2weaUNDxRhSUHzyFJL3TSkWxiMKynIc+lAT5BmtTXB44HxUXjqZ\nYI7plyjzexIa4/NR8uj7BPd5I+ITglTt3fHcCfm7+6ItSsYV+2V2GMrqTiA31OLGDPyTEt8U66Z8\ncBDSjl3LZ9uB6B5Ho3DKrTjT8uEoHv9rgj+fG89ceCHj+vYB4PuuGyjj5JL/eoNofb8KhocMYF1x\nURsh3ifoJXsbGoNDUPVRGnwB/BH/tkE1+lOR8TPpKyyKBXeHTLv53bHkl9b9iB6oeWjavScKtAc1\nCQNNqbpb/z/H2ted9LKpTbcQLnv3Rsi2qPgWCa54KStZ4xcoWzyaYEMzi/DvrRTYjOCs9mYokdIX\nvVgPQbJxW6LCiOmInxnFkL681560XvgrtvpInNOOy+FUaxA8iMacPUZmoZr1M/APg9mslIdQ6XA9\nrqSlAaxQdto9dptY5zdJr1S1NZrSPxSwfQny4i9CPPKkjRUrCRVlSKsF6yLOoA2bBdAVeahxKpx6\no1LVc3E4n3NRkYKBBmUrRGtqmvbGI8A2pDVEQz8c3VlQocUxOOXHhVozrUK/+Uyg+3D49d3w3UHw\n+WZw+VDt8xZitByEOuSOQ0I5ZxNesdYcjZ9xeAzpEYqju2dSa5Nd/Lw9uY3x9kNG+2M0A1uMnKa/\nInpgzZDWAEi49zlEV3ErAn2Jpsre6iY3+qNa5/eQ53Aqehi7ouzp8UhG7dDM77qGYsGm2EUpu1yB\nPMtpKITUAdWrg8bDWDRdvxcZqK0KnG8Jam0Oiqm2w6EUupXCQDS4mdY+vckOr5KrOXoD8tqHoGdi\nA+Tlf0yRGQolRM2QZgS7f7ybfH9mwL5uPIqjY+rGuYha8xxKVtmUqmJPuUGxs7bW9Vrg9J0Cec1x\nug00VCxCRsBbV94GxRpvQx7k2db6ueRrXK5CoRq//M8qFCY6gNzY6HKUQ+iAP+VmKirMAHl7u7u2\nbQi8azi9mW5Enu0g0ofU7Gq6sPYmLVDY4ANylf/bW8dWcxKqYuhPDQGvonrorHA/KgTohsr5StVf\naT3kxfREMSw39ehNovW9aui4AE1NvXgY57uyexMtQRV1Yzz7TkBxVj8N00koZOBthf0qekGPx7+L\nRHfX9Xfy2e7F0WTT1XQkuUbbDxfghL3WQwkp+15PzOAeyonK9kgvvRT23afcd5GHb4DtWQ4M5tYz\nflzthm6HeKZpK1L+iN7WMxDlagXyTOL2pU+KRihmZmtwumlbrZHQ9BEEV4GtCViEXjLPo/j1HYhr\nfCUK19yPDOVv0YvnAWufUTjhn1XkKiK5EbRtOySJ6EelA/1mQduAPPe3OY6gTRq0J3fm4gc3TdAe\nY80Qu+XpDO6hnKhsQ9qjO0zfvmjfclT1Jy+WAGOaLIUbmzLfGoUvIA9hb8++x6IpyyNEx5eev5eS\n782UCn9HD4gtIdcMPcylaAVT6ZhuLcvQd3QcDg9zayTcAaL43Ie4wYUSK7b6UxDWwp+KFYaBKPO/\nCCWZfkT0J/vFfAP+1W57WeujFECcR7LOuBcgL97reVcbymtIL700fPsWWyiI1D18t6RYjrxLP65b\nQTRuDI3/yANHz+fznTXVupP8njSzgBW8AxNellR4FeE0ND0dR/HFjCsNxxGv+aBNf7KxmfXvp2h8\n/SfieWz1J5B3eQaKk38b4168sJWhvgJOsQjCr7u2v4a/Id0UTdejGNIoCmOjkAe/MfpcdSjxVCkF\nFmlQXkP6y6H+arg22qI5QJSUYhMUNR9thL72vU3LvkXTZoD3tjX5ehmFOSsAdY2h8TlM3QDmWbwk\nu53C76xdXsMSoNj0r/B95RrSXZCXYnvCi1ECrAPOIJ+I2Ad7lPzuyoMTKfyC7Yu+o++RsPYgwj31\nPcgtwWyHwgHD0SxnADIwLVHM8SCkwPcZyQzpa4j9kdPdM6aIRRec8QwK6yQJMb2J1MheQLHfzug7\nc4+xakZ5DeklhM9jHkAu49AI52qD3MGhwP+CdzuZ4IZ3J94Ni3+CVhdG6HbYDJgIf74aHntd+3dH\n8U27Md6fUDb0x3MQx6lCMQiH4wfSY7SVgXqgh+lzJBi9phjSceh72CBknwFIkOMe5Ll3QC/qoJjj\nIaiTgo0N0RA/BBmaE5FO6DMoTHS/td+mKFa+YczPcC0qfDid5InKLXHk/Mail2kSQ/pXHFW0Lyi+\nslWpUdkx0jLgaNTT+kjiq9S8g+JKS5AHdyuyt/+ksvlyYWpQlyEOa3OkzGWjLZoEhNFdqhknWf/2\nD9nnfhR3fA/NRgYgo+rXE70d6lSwErEw5qCpbVs03f1VyHXiSrvZpcYr0RhciUt0OkHtr60MdQiV\n1065UlCjP/lgIBrccbEH+W2XLwcuTH1H5cNp5LahtjGC/MTamoxWKJk0wGdbC1SdZFcS3YU8/WLF\nnetRbPMtNEHral0v6e81BYUHSqlxUG2oGVIf2HqezYBnCfdK3BhDvkJPa9LXLmeJ3yDP2V7CpnzD\n0Gf386bbI43Td1DmtT9KiqypHFMDZdODKEAdcKZ/S5GyVVIR4SiYg2YLrdBDvlqlyhUjPQf9foXU\n6rugOG7XhPfyO6Sp0JCxRkztm6Mqjnb4Nw7zwwaIsrIH8ii87R5WINoUKOa6APEGD0OUKi/6o4Hr\nxUvEF+Y4CnkXn6LPFQefIXGTE9D9+4mgrG2ddz9E5/FW5NjohWhdr6Mp6lbEfzP3RtPPITj9i6oF\ng4hWvebF/iicsgVijgyhcIPFrHEuGrdRmt7ZylBhgjlhGFt4l5LhCsQaeBI5SVmh4g3pLsA6pKOS\nNkbxnc4xjumAk63cy2f7UmQwH0AP01aoX81U37NtS1fO91URClM42hYlsLwc1G2QEXsp7wg3vkV5\n0VxMRGWBM5E6j1/J6Uo0jbN7Pu2FqEDPI4N5JvpOH0cP2BiS59LWRb+NV38zDFug7+DehNfMCnPR\nS2Q8UoEKwkrkvdstXvrhfF/1aGyn6cs0Av0eAz3rj0DjK4eDbMVIdyd659CFKOFUivLkYmM/9GQk\nfSkEoeIN6Tqk63IIGshPo6RJkHeVFPejpMFS5JFOsP5+FlFbZLy3w0/h8X1y29S6sTXKtq6DP5l/\nDIU82VfxM6QgIxmk8NQJR83ffS/TUNLsMPRAvYD4he5upi1QJY9dM/0pyn53xFHyf5F8xaS4aEtw\nBrsbyqQvR9PR5QmvsReFEyujreUXhBvSFciQFgs/khtSMJBW6vHoBWhzPNsA+5vx4v/TUcimEjt+\nJsFL6PO/m/F5UxlSwzAmI8+/Hlhhmua2hmF0QIzJjRBtbrBpmgV1LoKa32VR1LQUGaXNyd6QQr5n\nVG+t255wL/g+/DUbe6GyucPIT14VG/1w6C6fobhYB0Qo/w1O/fj5iBLlxlroM32G6DuPoBdNf1Ss\nAGJDHEeQ05RuAAAgAElEQVQ6GtVb1uKHTREFbR6iayU1pENx7jkMHXDI93GxGBm6tMyH4zx/N8J5\nUW6BvouP0FgchiNaEgVj8Q9JVSsuLrxLIqRNNtUDu5mm2d80zW2tdRcAr5im2RtxgiMlrQeih669\na2mK4pvtQxa/hnItXdvqXPsWQ2GmNfk6oY3RlL+n63p2ozq/+/QutyMjuhT/bgGLKW7zN1uV6EQc\nSu7B1n3VW9u8ZPWVaKprIinAt9DL6z1yDdJD5BrRoHYpSfES8v/3Jn4zwSTYheRJo8nIc1xOCaeG\nMelPTcimFr+hI+3vZ5BvjA/CCQHdj3IbkUJgW5I7nToVTdXCGoI9jUj2blyH4pvPoDifXQ73exQz\nypIM/CDy1h5wrVuBvoBGOMmgV1F/73dc+w3F/y3Txvr3fvw5nnGEo5NgOorP/od8/csfrG3emN4Y\npDb0Hpo6Ra3F/wAlXyqtvUxUvIgG/OuFdvRBL5zxnlUDvayxMxq729JwpvfFQFpDagIvG4axCrjT\nNM1/AZ1M05wJYJrmDMMwIs+mm5CrXNMMPZBhajYH4whG2GhtHdMGeaTNUbzyHRTDi4JJKLP9BOHh\ngLbW+d1ojKa4nVGG8CHkJd3q2a81weVxN1r7+xUFFNMb/QA91DNR3O9mchNJfg3NQB7pV8Bu5L5Z\nB6FmekFYSfaB/1JiOdE96tvITRDajRKhsHJSZohpDZsSTaB6TUdaQ7qjaZo/GIbRERhlGMYE8n+q\nRC+yoYjgvEmB/dZBsU8bl6C3KMh4XYUGw3HIS/0cBXALGdTF1vVPQVPwEwivPrGxPhJ4HoHDvxyP\nDJNb/OF8FB97BcUQ/+Q5z67IECehOKXBfBwVn7HIyD2CpRmAvpegmN4K8it+f8Kf2jMYTWurCUsQ\nVemrQjt60BT9hoeQm1ycipgffrqmQfhwK7jp7ML7uWGX/s4AjjIMflz3r1x/3gIeCmpG5cFC4jzE\nD8OrL6l51RqEVIbUNM0frH9nGYbxDNaszzCMTqZpzjQMozNKKvpj2tDV/53JbsifEV4iulBDF2SY\nbkGxVlssaiMcwrndquN41F0zimfqVu3ZlcKGtLd13knIk/XGRN1Z9qPRNHgY8mi8hnQA8v7CKU7F\nx2OosiVEviAUX+OvWzoDGezvfLZVKgwUavLOQAqhDiXqOnnWz0UvKTtUYysjheH7rjByoMFpt0e7\n9gvoIbe5zaZh0GTFQbz+A/C1Htgwxd9JxORb7v0xLKgZ0sgwDKMl0Mg0zYWGYbRC8f3LEVviWBSq\nPIaw32H9oasVELyDbG+ic+vWQx0Jo/AKtyO/86cXUzaAFzzy4u+Rm9ha0QQWt4RX94BJVmq+tbVP\nXky3fyNYv3GOjM7riNMJ+goe9h5DErL+KvjQjO8yhcCvDUocbEJuk7UXkQHx9vWpdMxGv8f6OPHf\nviiu3y3hOduhpOIoNNYXoRh+oUq4jrOcxnhezMOZPYDCWX3RgwlQb5gMOwLmPAiM1G9zueccb+AI\nk6yF440+j2Lm67n2XYToVas91jaskWK1aTzSTsB/DMMwrfMMM01zlGEYHwCPG4ZxPHI4Bic5+RUk\nkw4bh4L4HQO2h/H9bLw/AC78l5HD73mFXHU90zBZ2BqeOgTa7uXUWD+JyOJjcVFvOjeGNo3Fy7Fw\nLfKW7eOCeJ3u2u2xFGAd9FoMl63K1JDGQRNEtxmHE9boR87H5gOyzdKXCpPJT1IehMI4STAbGb27\nUR38NMRusNWfkuIH8u+zb8C+G5JfIjwWxbTtGcj2SNl/C0QtG4IjOwl6RkeQUNO3ASGxITVN81t8\nWOamac7G4V+XHCcjA/Z7z/p2xON61U2CNttpsLdCb+2jXduXNoOeE+H202B3T8p2OTKm41EyBVtG\nz5OaPY/82vwgmIhOFdreI4nSSoZYB00/DsXhRw5HXqidVIurqFWpaEk6x+tt9DItllfeFsWzV3o3\nGAZg0hoZTC/jxVZ4sj/buygsMRE9QyVLilUZGqRoyfnoLW8vvyB+7+zeiFhuk5jjuNVNkACun5xa\nQ8YM5Ln8ldxyxQE4Tc76lOG+ioFryY9rx8He5E7Bs0QjROAOa353D9JsCMLF5GtGjCRawnVNRMWX\niMbFnehhdqOO+BSOOhQLeh4Z4zgJBsO63h3orR+1zUQhPIm4tVmXt2UFE01ZTyG3hfDnKFj+BPpe\nGwLSqno1s5ZiCbV0IMB7NBXNbEu4R30XDnd/Go5TcCPRupOuaWhwhrQfuQpPkxEF6kbyK5AKYSVK\nPp5KsuqOPuQn0ZLCQJ51+4zOV0x85vl7AZrCHocYANWIbsi4DCF5xdTVKJFzSIH9ssQx4CuWcz3y\nXE0UFz0KFX/YCd7vkN6At/ijm+fvjqhwxE42DaP8TJNyoGIM6WdIQPgIRGNagn7gQjxSPzyDkxj6\nAVF4rkpwnlWocuo3hE9Jn98fPtzaf9sHoNf5RuTNlV4gfsghVEijZxNoVGdZ216EF5TNA+6A202R\nPYuMpVRsy6pIWIYSK2mSKi9T+hbWA1C8fjWsGGkXFPMcg14QU8nXfeiNvxF2ozVOcusR8il/awoq\nypBei7iTVyLbk/TN/wxOvxsofnOt4YPgzV0M+vv0o+0JrOpo8nFr8pr4zURqUXGwKGxjqyYqw+oN\nMqQXhez7HQy6Cx5fVRJDWs34DnlaN6BKrSDBlEpBaDm9NbU/ClGf5iBj68eQ+QrR9KLGRaeh0M6a\niIoxpKC39Wkoxnkjmn7Ehd20zEZL9EZOkm20p9NtCu0I7D8CbgxofvTXc+DjXcnjpRxH9Ky9jX0J\n6QH+PCIl3hzhRBux5vVYToiv0Mt5J0RXSloX34d8dbNi4ztrCeqEsI+1TEGVM58i73tDVBF1EQ79\nqZDeyRDEP/U6B5uhTqvVSHuLiooypKBY5MuE19eHwUvn6EUyQQlQgsmPUWSrI9Wj+N8yohnbRujz\nzadhiOR6YZBf7LCc4moDZIq6OmijX3IBsLxpM5Y2h23aK2NtY2VjWNQK5kQIWM+3gutz28M1i2Fh\ns5Ysbd5+9bFLAZN5mT6J7nLOG9BvsJqnbE3tF+Ikupag8fsS0qKdjMR0GiEGzHEoRJWgbx6gl88V\niAbXUFFxhrQa8BXyTuYibuky1I+8ELojIeBtqd6kSxg6oQowdzb7IXIJ+RWNzTaDV18BRHdb1qo1\njerhPo/g5/y28PlmcJm3JMgHq+pgSQvY6S1oVA+LWl2NYV7qqnNfyly21Rv2wQw/SwEcj2hqJrkK\nZKNQQsn+DQ9BBjWpEQV5vFXzMk2ImiGNgYeQItMSnFhQnDhuHfK0GyR5F6lC2Q/eX1BBQpQoQ8Wg\ncWNotjYcBvPnAJfCsTPhDx6F5z/cCYOGGxwQoQBiYk+Tk+6GB46Gy2bBxxe15sh5rTndEjFd1mwp\nhz3RiFlFZLo/hosyZ5pMQy9/ecO5cc22iF3wP1S+GocrOwT/bg5rQgKq4gzpIsRD/EvC4y9BFJNi\ndC3sj6hV/yi0YxFxLgoLjCrjPQTBrf40G3nddgvfdsgDaoZYGe+V/O4iYhUqy5qlZf1psP2Y3F3a\nLIDuX+ev90OLJfJEt/oIrpsOV/8I6/3sHLu0GTRNKuMfABMV09kVzlui7PsMcvVtH8AfBwBfoCl+\nHOxvHWfTn9ZGv/lFOLX7UdAB5UiGEtQDrfJQcYZ0OSKex3kTTkee4mKUOSxWGWI/VKvfDnFMb0WJ\nhy8iHv8TYiSkCbrvjjyJRlQXX28VMqpNqV4R57SYTvSxOasjXO7TjvbLTeGndfy3gcaYSa5S0DyU\nyP0ZFCPtYMIR8MF2+cffggzgPPSyixC9yMG87VnNPWyFSrWvI54hbYn0ff5OzZCmxij0RozCI/0B\nx4MtdmfJPmhwLUVv9GOJxo9cHzEArohxrQnos+3mWb8fTsO9N2Kcr5hYl9wWIhuQq026kOQCH6VE\nE+SRNSdZBdkrSAqvu8+2KUSf5i5vajChd/76aevDsmb4brNhi4y9jrzQOWgsLQAwTH3IrkCdkrFu\nCvRP1mI/d3Hoef/dFaavDz0+FaVqHeLFVruj/MFa5FbAbYlmMhU7i6GCDell1r+7F9jvZ6J7hOXE\nVujNHKe++mP0MO/ms20gmuK/kfbGMkIfcpvmLSGEplXBaIqYH2sR3xsDlcHuj78hvYTo+qvrT4OH\nfXriPHsgXPgX/2027Gqlb5Ah3Qd5d18BzxtIgeQ6YKTG0RXIyG+ODN8EZPA7EUyb8sOg52RI90Qd\nZ+Nid1Qc4MVOaBZYM6QR0BS59CZK4LQmXzKu3rNtOeL3nVi628wMrdFbNgyHW0sQ7MZkpWjyFoam\n5NK/TkWDPm13zHJgEeLq2ugf4ZiVOFP2W3E4y8spz29Tj2ZK3i6vwGr6E6jWviWiNp2LyngNxEB5\nxfr3Fr9zFMAy9H20JBnVrx4ZcruKLGlzwVKiYhLIg1D54weowvEJ8onPC1A1xkfoh+9BFVFrPLiP\n9E34dkEDvtz4Lbnlhc+Tq/7U0DEOR2nMHc54CY3rUiOK+hOoYvkSNI7+hab5PZByWRo8jGr8p6OZ\nSmhZsw9mIO84btVfOVExhvQNNCU6GRnRX5LvsbVCpXp9UFbyEMITF7uTWypaCagDnkLTn7gtK7xo\nigbcOygmWUo8hNMUbyS5XES7lfaagu4oZDOC3B73O5LMo0sLW33sdjQ2cpwN06Hr32ktH6KeZD8j\ntkXamcR+iEIV1CixEJIeV05UjCH9GQkofEJwWWZjVO7ZBr05CxmPtcmX1Csn1kOGfW+yU3FqjihZ\naY1yXDyCQ236kfzSx/8jV0m92nAp0eXiWqHfYHtyVcLKNf7qkaOx0rqnbj77nIt0IO5CUo+f+uyT\nFJ3IXnd2V8K70SZFTxQ6aIlixduH7x6IijGkoMz2eURXHt+FwpJkdka/Eig37dB0vtgiKqXACIKp\nKXegjHE111YPpDBjZDRKSN1ZYD8b96ME4tvWcUkSMlFgotyBO9n3FVY7cEN59N2Rp7oxyUuos8Jg\nYIeQ7XsAZyNZv6yxDio8aIJi490SnqdiDOlGqGztAnJLDD9HMRc/zuSuON1B/TAFxSKvQYY0Kxmz\nuYjytBgF6OPGgBoqFqPv5RMU32roSkCz0eeMmom36U/2cZOLcE/z0GzB6zhMRNq6h5vm6hf5fuQm\n1rz4Cj177mVayP5etELJ0kJavoejxNZa+Lde6Yg6VRQDP6FQ2wpkY5J2ta2YrP2O+HMs30UP5loo\nrjgWueNRRELGWIs9cK5AAgx+1JQ4+Bm93d3cyCjZ3YaOOej7fRdNaS+g9GpHpcI3m5j0G+DEH4Oo\nORN7Qn0j+Lg/DFwfPugIm/4s9hFkr5D/A/4tRNqjkNIw9PxEwSjyK+iGo5ljFKyD5AN+a50nbIay\nE3KariJfcuBRZJTDWqMkxUTEMgEl3pKiYgwp5NJIQPSRE1FC5Z+ImvJb6/9bo7igTb1xH9cSJ9mx\nilw1HPe5lxL+tjRxmt+5KS1roZ7T2xCvYqMhYyXOgzIfGdVitdEoBRbg6gLrQZsFcOsZWgphVZ0I\n9IMegtamHjg/3dpiY0drqXfRn0AJ3dZED30tRL+tDVvRLIx4/xhi4DwXss8tqCx0t4j3UWmoKEP6\nKXpr2liIvJpByBttgzzM3yIK1BAUVH+G3Kqa63CqO8YCB/pc60XgJsIJ7UuBnZHhthMPL+N0E63m\nGGDWGIO+oyUoyVRHdSv+DEZ8yCE+2x49XFJ6UfD5ZrDbi8BOMOwHGbPmFfSGORp5q2F8ZTdOJlfb\ndyPkjVeUISkDKurzr8Q/rmY3CgN5gzehpNRia/22iE95GHpb3oToOXsgwYTXrOPuwOl3vxNOVtPG\nNyhO68YcclvaLvfc4y2ka6n7KOIe/jXFOSoBbo+0Iaj9hBHp20Vg2d+PXsCL7S9lDrSdnVxnNwre\nIoKco5k7PxuOU0UYBV6tgCS9zIqN+63ltRJes2KSTf8j+g+6GYq/2JiFaBy2B7QnokZNRNPyzVDW\nrzGqCQcN6O4o/noEGoB9XeecilSohpJL5dgGxXDuRca5r+ucSbAlhWlCM1B8yG5M9gBS8zkSibuY\nSMB3yxT3UUO22BqNqaieXlq8iGJ8cWlMW5CuaGAWToO9pBGLv5NbOt0BPV82vfG3iO54dcTzPUbp\nE8AVY0hbo6qlcxH96XgUGw3Dm4hGci3wOE5J6Q6Ii2pjJcrM/eha9wWirdQhCtWR6Mey0RQF5Q8j\ntxPoQpT5/4ZcTzUp+lC4J04TZPTt6cM6OLzbDa11BxE9CVAMbITzsqpBL+8jKV03l/FE1F0wcqOZ\nm6LpehRhcj8sQtn8YcTL6LvxJrp/G7ZSmB2j7o+oT+tFPN8LlF44vSIM6WbI+7scEaGPRLHRMA9r\nBzTtvhdNNw5F0/w9ETfOjcaoE6g9rf8CebB3+Jx3HOIHdrLu4XU0UOw33EIUE7qK7OuoTRSQd/P/\npiNvfSjOtHBda+mBiO8GmqKVM/HVEvEuK2JAZYgvSN/srg74NelmLpnBzE+99gTOIp0KflaYiWZc\nl+PMwEAc7KTVex2BgynuS74iHIjtkUINyDP1U4Dx4lTEARuN4qAbIsMyFAX0v8HpuNkClcvZeJ9g\nFabh1r+bI4/zX8iTvcg6/wCk+v4jSmRlCRPxXtcFuljrvkX8P/f067/oDf5L17o/oVBGuTAeOLOM\n1y8WnkGzk6hVTn5oiuhy5ZwxVAuCxtEbJGupvg6arV2F8ijF0iquCEP6LxTfHJbg2DfQF/+sZ/1x\n+buuxrEodjrY+nsuMrZetamg5nd276WofLxCWI6y3W2R0azHoZj0JV9j9VScpJi9X0NsplcJaI7G\nSrWhLfkP9ypgrmFQ70sI9KcJlgN2E8UF6PtvTjyaVhvEuFmB8g93k+vdFgMVYUjT4ADSiTkvRt6G\nQYGe8UXE6yik8Q5OF0c3upNL+L6SfK+9RsUqDk5Ds5xqgq3+5M0xfIvyEJU+Vjqj8T4QsXMG4xjX\nKK2wn0XtgLzOVTFR1SGt4xBnNK0AyBxEafJ6pKXCCpzBbd+Le/kMxYTt2vZFPvs8Qu5UvyFgc5Q4\nKKdH2IJoVXRJMAmVOc/K8JwboVr+fuQrcNUDs02zZLOXH5CT8i1wPWo7YqMTClH56Rn8jHIak1Gm\n/knklXpbfQfBrT42AoUO96O4vOaq8kgXoaz+H5F2YteA/e7EaX63EdFpE25MRdPnGxHNqZj4BaIv\nBWEpKrs8Az3UHwScoz1K1DUiuLFZNeBQ9J1/jhgN9yCZvm/LcC/Poge6G8lidGFYGyVZ/0R+FdU0\n5CjcQC7Vzw//xgmL2WpgXnxCOL2wE05p5o3oJRamKfsKuRKV1yFOtJsCtRwxS5YgqUX3tgUo2fuz\na92vyOdxg1N+vSnKTwyxzn0m+m2G+xxjYxaiU51lHWdL89ljLEo+JgqqyiNthAZ0Icm4ddF0uDvB\nmb6+iPYRhLnIyyv0FnsA6TmmwWKi0TWeQw9MmODtNmg6mlY0upz4BY4aUHPEIyz2yywIn6Pv/IUi\nnLsDqsBr6bNtHmKLRPGi3kOVfmFoifUsGP65+bY43OQhwOmuv/dDydt9EAPha/K96AMJT6a9QS7F\naTF6vtzFGz1QongW+s3t6/eztndCVEW7n9Murm1u3EmuxkNHZDjtiqxDkFOS5QyuYjzSyeitFfYW\nbIFiJoVwsLWEoR9K2qR9I00leSXP+yjT/jF6WDuQXO7PTX+y42BJkneVgo0pjmxaEmyIwyqpVvRC\nXtltPvQnL470/L0CvbyXA99b/2+HU4YN0SuceqDvM6jqaDKq8juF3FLUOPDKGs4CnsbhfXdBHv87\nCc/vh4oxpBNQRUK1taj4M9G6iPrhdRT/mYviSd4BHAd+NeHViO6IeL2rtaxANLNyJQJBRuj3BffK\nFi1Qw8SonQY6IQPVLWD7XCSLNwB/2t5Sa/0W5M/4OuG8lM+1/p2J4vmbRrw/G5shrndY+eYKFL7a\nGsdb/xGFAdxx0klEa7D4FZql2bjVWrJERRjS5ii4nFW8IirqUFxxHqWnfiwATrKWkeS+3dNgsbU0\nxknCJWlAVi5cjaZ1IA/iWxQ7Kxb/LwpeQeIehabPWWApmpVsWGcy3PoB3WpLC1tDfSODOa4M6zI0\nXbVjuO79bYxCL/0xjQy2aZQ/2qeimcz7qBCmkDc4HJWlPo7Gl9cjXYEzU5uP077kBfz7jNmN+EBG\ncxdU7roJGsvPIY71PWhcLye3vU0ctEKx0npywyoLSN7epCIM6VnAxWW4bh/0Y21L8XlmXhyHo0ye\nZbfNq5D3cSVONdb2VKf49IdIeLgSuhuUCv9CxR+Le0APnx9tRRNY3DJ32yJED3o05LwrrP16AXND\naC57IeNYKKxyJKIlfY+eH2/11/9QNddKFBaxY72HW+t/49n/fJR0e9+z/nQcz/Q9FLJ7zzpn0jbs\nNwFfoum9u0PpHiRvuVJ2QzoUNd4qFsUkDI1R5jQo47YMBdH/haZZWWAlGoAHIi/46YzOa+NkFF9q\nilNS+gQKrr+d8bWKjZX4e1cNFdcij2gBwBRY8HsZNbc6/Ju7wD9PhUesKcxZOMbHT53vT9Y530Ox\nx/pGJoMfD76HuUR7sdtE+abIW3QzaJ5GySU/NbCXyDeWIC74i+SXXS9AWf+WaDx8jYxwGgbH9dY5\n9yBXjetB9H29nOCcZTekPQimMZUbJkoEnY8jXLIN6VtAf4wG1x5oSpNlUmg0Cq5vju4bHGpUpeNK\nNL18AnFjNwvfvcHBbRzWXwLXj5Fn6ObRzuwELZbA9mP0dyFu5ZtoCtsJzUzqDWiWIWG6OfrN3PiR\nXIGga3Ey+q+hKboXUwhmrjyGEytegb8hjgPbmX+L3LzEFSSXOSy7IS03miBx6FsJ7tfijuksIr0h\nBQ2oFmSjIOXGh9ayN44hBcVgf0K8vkrFfihZcjeKpWU1C6hGLCe6wth+6AX/FfnT+/eRoVudLPMo\n5JcCg3AkKhfhb0iDMBhp/v7P+rs14o/eS/pw3Dc4nXBBL6zPE56rqnikxUBTlPE+gfS9nOJiBEo0\nlQJHEN6psVLwFop9fUK60t9qxyzkoUeh1u2PXpRBPM7tcfGKQ+hPSdSfFiI+aNzGeFGxPrkc4jYo\nn9LJf/dUuIvkhnSN90htXII80iy6jAZhCTIQ5SpFrQbcQmlrpAtiPWCAkiVBDe7CMDErZZsQTEZV\nQv9IcOwMZKzdHtVXaDYQpXPnLCQ67pftboo/naoQmljHtUA5FLdwkE2NqrQ2NmU1pG2IzpOrFNi0\njmaFdvTBZHKrKVpY51mBo/6Ulqpkn7N1oR0rEPMJbjhXFixCrt7Biqsl5Th3mANGzNl0I1SgEWXK\nGFZenAfP1P5ZFLq6xrX2EmT8TolzXh90RlPyuMT6jiiB1QIn8dXUWn5C/OKoaIoSVXYjS7cyVJYo\nqyF9CvHFqgmj0FTKjwsXF5ej2uKROOpPA0jeWxs07fkDyatCyolfoxdKxeA8Vvfo7Ue6HkAdYtIP\neiKWRbGThEejd4U73ng30VSWioUZOMpVNvVtMOpWEfe+DkGznB8RTesZlA/5T/rbzEFZDek5SCCh\nmqqZViBi9q7kZiYLYTS5/Xv+jojnayNPtI5wKlZUtKK4DdaKiX8gCkqaZoKZYhGrS6rs36dUKNr1\nPDHSFtbiNqRtrXXlwtqIuXECTqPJkSQriHgFOT72rO//iFYNFRdlNaSHIoJwtWEJ4fGylSiBdSLK\nmj6MOHVuHcg+ODEoW/3JAP5GLgH9U/SySYPzyK5yqpgoR9OycmIq+m3ScmWPQYbiYc/685BnF6WM\n063+FLWJ4mfIYY8ainqYwgnEPsjBupdcZahZJJMbtHtSzUPPpDuZtBPS/70iwXm9KKsh3Zf8/koN\nAQaS72uBo8zTi1yP1K3D2BWHS/trz7nWIteQ/h4ZmziJj+dQRvWbQjuWGS+W+wYCUEgpLCnmEl6N\nFBU/4U+T2gPR4HIQQH+y1Z/i4AeiJwYfRVVEhcZtJ1S1dCb+BQZRcSgKEXRHn2smKil1n3MBmgFe\nav19N8m91bIa0pFI8q5bOW8iJrqijGKYrFod6qj5Gk4fpd4oJlqP6pTjiBW3xunZdC56W8fNIHu9\nlRqiw27OWEmwx9EMcr2stjidS32z7hHUn7LGCOQMpJWbjIPDrH9tb7+5tW4Jij1PQbO9lug5HU58\ndoEbZTWklyLPrFs5byImtkGDIkrzu2vIjffZ9KdT0dtxMP58uAkoydAJVa7sjaqfxiJP1w+bU/oW\ntFnBpruMp/JoLeuR26a7UrAKxfu8ickulOalOZNwXVw3ziVXizQMC9AzktbcT0IqU9tYf7dDgieg\nmaH7WVmC6GNpCP5lJeRXI/0JnOZ3cdvrTkFVKEvQS8SvsR5ItOI56/87InYDKMNvq+M3Q8bWXp62\n9gVNX+a4lkpXfloLCbj0LveN+OA4knVYKCbs5oje37UJEdpxeISd7bESVwHtSVTnH4ag+wxCU2Sc\nB5Gea/1nVNF1pete5qIQSCsc79MOiTxJunxNQUNqGMY9hmHMNAxjrGtdB8MwRhmGMcEwjJGGYbRz\nbbvQMIyJhmGMNwwjL0TjxlNIvGNNQXf0prSXIBX7+xDJ2YtXcOhiR3nO5Y41P4S8KHspZpFBDaXH\nJJSU8VYS7U78SrkH0Bgphoj2dHSfUROIh6OxWwz8hJK6nyPGjK1P+jHOc/JZivNH8UjvI5+hdAHw\nimmavVGI4UIAwzD6ohlrH5RLut0wAnoboOzcG/HvueKxAiWN3OIKo1GWcH9rmURwTKatzzYDEbRt\nD364dZ4/II+uzrXvUnIb41WyR7oliqH5tduowR+ryP9dD0cGoiDv1BMjtcdKMVS26q1zR9H4PAMZ\nuqQao4Vguu6lDdLLuAR5pLOJfp9BKBgjNU3zLcMwvKG5g3AKDO5H9vAC5GA+aprmSmCyYRgTEQ/W\nVwuffQkAACAASURBVCujWulPhWCrRrklwTZGg8VGUC+pKDgKfalQHvnBLNEGeep/IL8NdaXgXRSG\nybr5XVy8gLQ0/dCF+Gr1oPj7g2Q7jvZAscnrYhyzIZpyR42lJsUl1rID2WprJE02rWua5kwA0zRn\nGIZhhwvXJ7cVyjRCemJFoT/9d1e4/NICOwHLmknw9t7jTV7Zs/D+fvi4P8p2bAysazq8CBe+RNn3\nlY1hftRGNdZp5yGh2rQYgIz1RMpbgZIVliIOaSUKOI9GcbuvKb8hHY9aGKeCh/60KckMcBjmEZ1G\ndAqlnZW+iAz2mRmfN6usfaIk28iBDzMpJCU6uRu8tTP8d7coZ2sCDOLeE9KQGKDvF5oqv9UM3+zH\nQvRgrQJWjoBXZzrTdDtbupL87PMElMVfCwXT09bCz0Hq5H7oBexGwwyblBpvWv/2D90rPqYSvzPp\npsDOOK3GQW1YOhNDcrAA/Wk4UqRfr8BpelrXft1n21z0+aLgdOtcvXCaN2aJb5BQ8xauddPJJftn\ngaSGdKZhGJ1M05xpGEZnnGrJaeTOWrsSoq516Ywjad9K8bE2W0HbrfP3GRCRMLmqrg1jt5hIz4nN\naZ3CtTnmfug8A966DN9sUHcUX1mGDNU1rm2FHozZqC/3rsgIdiC5HNhAgktr90ZvtjcSnruUWIDC\nIJUcxy0GJuFNrHwJ3VpputGzA0ta9OS9AbnHdAQO7Amjm5vaD7XesIWVozwq9Y00ewvCOahUt5Ah\ntbPIfoZ0T1Tj7rct6JpQnJ5tb6IZ5FOudWei7+3+DK8T1ZAa5MoVPgcci8Igx+AUODwHDDMM4yY0\npe9B2O/7LwkIZNGDfX4b9bG5+yTY8X+F9w/DU96GMi78l3xF8KjohhP3OBNRoU5IeK6Ggk/R97Cm\n4VdoBrPaU1pwugjGpwJNDuK7Fv9hoE8KfkUTVDJnbbuIZN5QkwD5o3bkC96swmlwV5d3RD6WEd6s\nsDFynuwcwkKUoE3KIfZTeKpDIaM01VFxUPA3MAzjYTRTXNswjCnAZah7wBOGYRyPOMGDAUzTHGcY\nxuPAOPTdnGaaZSilqALcR3VyaGsoEo7E6SC3H/T8M7y9Y/5uL+4LR13Caj3Gf6OHMy7aBFi6l8mv\nupuCkpvvEK044WHEywzCDkiRyU6YnoaYG0m5o4eimd5M65zPohfU1QQn57JGlKx9UEtv35SOaZp/\nAf4S5eL3UF3KT2mwE7m9tGPkqRos9gcOQE7YmoY38BDa5+NIHS2AulWw9mzvUZYBXOXs25ZsVaI6\n+KyrRzHFqPSgZYQbxSae6yzA+ehJ0Ax9B7aWbXvr77ORh1cKZktZS0Q3A9ZBVTkzcEiyybAEOJ0r\nLm1OxyQyMS5M2XAAbHCWI4dTCNsBK8xgSfE+0GFadFWdLLA56ho5hFJ36ImOjkjnc03EJkiRy0sC\n3w8lXkbFPN+LqIx4PdQl0w8/IEWoG4kXm18XPQpd0Jjqh4RFwtAP8SFt3IS/DN4FJG+B7MYEFOZY\nhjR5vS8Ev2n+TuQ/4rchultclNWQ/guFezqQ/mFvunwlQ258ikVx1EACsLzpEuh9VvSSoD7oFwza\n/2uiFyZnhPVQEHsBmkZlnaXMAp8QrxFaQ8KGyBu/yLO+Lyr1DTOk6+A4HbaK2HhkSHsTbEiboGRp\nXNHvNjh5jM7I0IwheLhvjXIAB6CxV89qWdc8jIh5L0H4Eae1eaGk71PocdySfMWrEVShIb0bZbCz\nSDY1Xwbnxeq5EIynfgNPbIoaxkRBZ2Sxou5fIqyFAtqPULmG9JNy30SFYTzBU+jxKAvtZua1RBV0\nYaLHX7q290K95XejcGbeD0cg1kpYf6j2yFg/gDLm7s/TA5WyZo2OqJrweRRzHEewiM+T1rIzuQmu\nNGHGWvO7ALRA3sFYsu/vUkMNQRhhLX19tr2AhL+bo3JQkId5P/JGg/Cxtf9SFErYAtWcJDGkX1FY\nJelVgrsc7I4ERbJWKtsUuB0ly36PvhP3NRqjz/0ljvEcTS4n998kdzhqhtTCAhwlmIVooD2H6HrF\nIAqnwWIUSWhMcCDdppPUklrp0NxaSvU9NiP/obTHpt3PaiMccZLWFOZDHoximpNQOP8+nJ5IcXEO\nudPxRuQ3bbQb1Xnp3C0QLSmMGpUEy1GBit2B4miffTqgPk0HEhyTPTbFPazxfe1tHIGjAnMGiqFs\njpJglYYr0X2eGLLPaPT2X9OI7lnjNGSAninR9U4E/ulZdzT6vW0qzCScsfp2hHP+29rXLtTYA6di\nKy26Ii/P3fHB9gi9uAAlofwMXRo8iT7fjgTHYt3qT8VAzZBamIejArMQf4WdtJiMfuzpSJT3qdC9\ng7EIGcnLQ/ZZAXxhXS9NV9I1HS0QlaYY3Ty7IxpUR8/1vLMMmxllT0ntsTmbaGEnW+FpLqqquRsl\nhKLie0Rb3Z58wz0TeXnucuUX0PTdi3tQgupgFM/MKmS2jMIKVqa1PY3CUxhqhtTCn4nXLzsuPkKZ\nzHeQl/MEyRW5j0I0lkJiE8tQdrVU1R0NCZciasyhGZxrGfrtvcpGLdFUO6gwYwV64X7hWb+edW8P\nIgphVHS2jhlIvBdDO1QT/x25DRxBn+099FK39Qh+RF6qG3+07nU4SkJ9TPa0vHboJRHURcILm/50\nG+llHGuG1MLeFLelxDSUUTRR5UWalrADWF1qXUORMBBRY36R8jwzUCjmfuK/OO0mit6HvJ11b0ci\nse8PiAabxhSXoL4CeZJhHuSBBMu8nYrueQBiGxSr3fYq4FuiV0htgpynyaSfedaSTS5shwZlFgTh\ncqMLuS2Y/0vlJc0qEU0Q/3GdjM43k+BWJXPRS3WJa52b/tQYJXeW4Hil36N4n9387nqC436v4XSn\nBSV5HkGfrw2OAd6GcMxBzL6kHuTGSCaxN8lFeqJgIbkiQlEwFbVCB708v0TJs9bk6oEWQs2QunAS\nmmZdRfX3V9+C3CZoB1AzpFHQAjVCi9uPKwmmkp8p9qM/ueONz6LSx3eRpxc2s7mWXL3aOYj/uTMy\npPcjrzfMkM4lvWNxnvVvKbuIRsFPiG9q43eIRrYTMv41Q5oCx6C3URaxsUJYbC2laLPRGlFr0jYV\nqyEe6lA8cl7E/f3oT158h3QK5gdsN61tti6uPSXvikpJca2zlZr8pvtLUejgMJ9tDQEvkFsFdaz1\n79YEZ/+DUDOkZcRQ9MYvhfL6XYhLd0cJrlWDg01RUce2hXa0cCIKMV0bsk8PFKrZFn8B5XrE6vgM\nJYLsKfm3OHmAx61/H0Bj8DGf8zwI/CnifTck/INocoFu1JJNZcQi4r/5ksKvoV4Nxce3SOQ4asWM\nH/3Ji6loyh6UvGqEdCz6o1YeJ1vr7WZ0sxFX+gnUrSGIRreUwuT5Lkj9LyxT/jAKJ1Qa9kXTd/ey\nF4pJx9WGL6tHOpTVsoprLF5CU6418c2/JmAdHLm8Pp5tXYF70W8/BzgexekKlU8uIVgt/QecVt5T\nEfHeLyM9CMXRe5OuZ9N8VJppIEqTHx5GL5RKwwRypS1BJbBJUFZDGqX5XUPHl6glQ82QVgaWIZm5\nM0nX6dVGB/IVhmwsRz2F7Cz9dqj3Upo69Pnk1t37JaPORInVnimuY2MRuUlNPzyfwXWKgW+sJQvU\npvZrELZCHs+vyn0jFYxliA5zDzIQxaTC/Yji4/NRTNPNY54HPEq2oZ82qHzzz6QzoltRmDKVBfYl\nl75VyagaQ7oQTWfs5aciX68Fyt7F1W6sZByFjMOF5b6RKsDliLz+RImudzG58nLTEIMkS/nDzshb\nTcvlPIp0Ah9RcS3VU3hSFYZ0OSp13M61xG1lGxc9kPBHKfiEK4hOjwmH6VpqqHTY1CjDZ1sjFBbw\ne0AbWce1p3BsroVr33aJ79RBK0TRKiYMdL91iLbXntJQBNOgKgzpcJT5bKh4Hae9bTosw+EC1Crs\nKx29UFWSX4eanqiaqYvPth6oYGQSEqUJw1DXvnHbl/jhLorvjXZG1K3eqA5+EsHVYZWCquCRLiMr\nj60ysYJ8MYhkqHmi1YTGSFnKz5upI7ipnXubHXo6HIWibkXT98Gooui3IedJgisovvfVCN2zW2+3\ndZGvmRZlNaSbFN6lKHgOCRWcVWC/horNkNL6EGp6pWE4mfQVblNQvPUG1PrFjanI2IXJvxXCBSiW\n2gfFPnuhdse3IcJ+Z0Sxe8hz3HmI/hQXExCrodRT2d1QkqxSPdOyGtI0whDPIHpKkgx0B9bsiW8X\npAl5brlvpMLxS9KrP81BQiFX+GybizLzabCH5287y/1r17p2SPvUjRYprlmOmnlbyHwxaqi3Mnz3\nkqPipvbLEO9sV8IN7X+Q2nZcQ/oumi5EqbSoQwPyCURVqaGGJFiFxuthFFf9KAg7WEtc9EKe4BvW\n3/sj0n2xxW+WoJLVpug5tfm83dAs6g4qz5BWXLJpEZpSPUdhitN04qs03YV/XbEfmqKYk7cipYYa\n4mA5/sLOlY6BwPmuv/+KI95cTMwGjkP0s/dLcL0sUFGGdCWa7pjACagXyxxkXOvQFMVNFbkXxXqC\nVHD80Mo6R9xa2hpqSIN2aPq3CI1pe1wH0Z8qEfMoT0fdxZROkyIpKsqQfooqJuwM9rkoNnIOakT3\nEfkB+xHkxoMK4S8oA7imJppqKD1aIGGP7VDCxG5cdw7B9KdKxEBE1Ss1bsC/B1QloWJipCNxxBts\nuL3GiYjK4aVBLfdZF4bWyAOI0xL2dlQN9FyMY+JiCkpuPEFwy4Ys8BQamMsoXiOwGhz0QDHGXoiq\ntBBNXUFjMIj+FIbJ3WD7OKrDKeB+tgpS9Hqfi1Jr2eEC9J3tl+lZs0dZDemRSOV7RzTQDiO/0ZeN\nRQT3ppmMRBhuRFOoO1FV0nYoNuXFIPKJzFchZezdfPbvS/ErnJaiRFgxhZcfAm6meuJO5cSlaDyk\nRSscLdKrcRI3SbHVR3DXyYX3ywKjkCbpuujZOo8C7cnPmQAvzFD/54ww0fr3DfSMHp/dqTNFWQ3p\nMCRMsCNSgdoHVWLExWz0g3dAOovvWOe2g/xe+HVeXB+3DuR4flz3Ci6/1CG4fwTIl/WS3g3YeiAs\n66+nLyVuRp8jCSb2rGfvkPKVD6kZ0agYSD5lKC1eRk3k0mCD7+HIYYX3ywJz0HPVGiV+rqKAIf0t\nGmRBGn8p8DX6/mqGNALWRqWgw5ERjANbtecg1H/b1kacjdolDCKcO3ec6/8bTB3P7q8NZUJvZ11o\n+KBde1jZTzVtKWAiWa+kVRzbfAC9J6S7hxqyx0o0pm0KXR801rOpZqss9EeJ4aidTRsKympI+5Jb\nvtYD0ZN64sSRkuAUpJrzKTAL+CciLkclIW/7Pjx8RO66a6zzfO93wB0o4JWS4W4Af6d4FV8bIiXz\n74p0/hr8sRzNlGz+5SA0+7q7bHcUHe2Qf/A+0YpYjkTPWTEM6QLkIFViNV5ZDand0TBLLEDeaXPE\nA10XeJp85ZvlaGC0jXjei5CneBHFpWLYFJNiyPedjZR7Ti/CuWuIhx1RbXwpsBR5xUlmOlujKf02\nhCs5tCW3rXQx8DHqhluJKCv9yZ7GZ4nfIsN5Knrr90BlfrM8+70IHBjz3CehDH6xYCJNytFFvEYN\nlYFRqFKoFPg3GrtJMBrN5grJ4YwkV091TUNZPdL5ZJ+lno9Ecuchzuls5H16B8Jy4seoojQmS4u5\nFJf0/BvknfxfEa9RQ2EkGX9JcRD+bJQoKKRM1gVR9rakYYmgx0VFEfJBdJE7ULawkNZiEL7Bv02t\nG9uiUtQTSKe+UwxcjzKUxcDnwLNFOncN+ZhC/hh7HoW1vkdJzmKPvy5oej8ko/MdgRSnQKGi7YDL\n0NR7GJmyn6oGZc/aP42oR7tZfzdDfFKQKratbjMdtZiNitHoDXky/s25NkIE+HOBK0lOOSoGXkPq\nTHsV4dxtgfWKcN4a/DGHfIWnca7/p1V/ioqWKNmYBbZBz9ZolFy6GrgPaWNMy+ga1YaKMKSb4z/1\n+I21gHhkc1FMNUo4YDQqvbuQ4C6H7a3zv4TiVeVQ5gnCB4iSl2VC4kMk8lItDcXKgSYooZFG4jEq\n2iG+atZ5Aj/0spYs8BGiOLVCykyvE5+u2NBQdkO6CdFKIrsjkZJDgf8RTXRkNuqn3R9NaVuRG+Ps\nhuhWhyJPeC8KVzB1QIT+z3PWToHOH2Taqet+NB07J7tTchMuD6jLTGqK+vlogUJLWVSyzcY7TnKx\nAfqde4TsU4l40PX/S1HZ8dvEEw9qaCi7Ib0CxVyioA3KDg5EJWOF3oKvIhL0CBQiuBXpnLqbd7Ww\nth+A+GlHFTjnbqiaeHP3ysV/g8F/yzwN+xgapHFoKzYFxc2ZnU8A925B0IYa0mIp0mY4LmB7E6JT\n78qBxdYShGboM/yAQmRtrb/LoQ5VCSi7IU2Cx1Hs8/EI+45DSatRKFM9C3/DPYwU3REvQWS7ImA3\n4sXRLkJiJNe51m1PiG5rQ26GVUbcgYZFEPYmv/1HJeEqlBALwhGovNvOZ4xE5d0ji3tbFYuqNKTt\niG70VqGAf3vUp6hjyDmjYhPkEQ/GKvuzG3cWAU2I17zsQjRhXxsF/gcTUI1VQ1GxhPDwU1M0Jiux\n5c05aNYV5pGOQCE2G6ewZlfMVaUhBf1wi9HUNyr6obK8toi4nxQtEeWjqfX3cYiM/CEq8SwnRuN4\nBQuRgEstElpa3E34bGl/KpfHOwSFlELFSYCZ1mLj06LdUTKcgahnxZS+dKNqDekvUQw0iiFdjtok\n2MpQExGB9rCwgyLiKOA0RAlpQ7aGdFvg9zGP+QCFKWooH94FPgnZ3g/F6kuBF9BY3yfi/huiJnMg\nEaeXinFTJcBMnLYopTCmVWtI42A50lM8EHmSHyGPIY0hbYSU+U9BD0ZWGISTXNoH8fSiYDjKHdXE\nn0qLKUhDd1/P+r6o2mcuKke2sS3pO5O68Rrh3uO/rXuJakjPQmGr6Ujnt1rxBHq+S9V9YI0wpDbG\nI95oM9IbnKaoLWyWSKP+9CccEdxKQVc0wCaX+T6KiTFIGcxrSA9EbW0+JdeQngT8LsPr/wXJRIah\nb4TzLAXGol7315N7z9WKJ0p4rao2pM0RNzRqnucP6ANXqjhstTRBi4rjEbG9ofXHWoDTDngRTkLT\nhq0sNodcbmVrUjBDXFjlOm9WbYmnIa/1fXSf7VHhS7EVnRoKqtqQno5+8BJ1XqghJm6k4b0cAA5H\ncVCQ0VxCLql+EfrcD5DbF2sYoj2lxSSUI4B4vcfC0A3NaNqjUuwVKGl2YUbnb+ioakPakvhqTFcj\nb+G0CPsuRfShocBWMa+TBEmy61PRPRYSaSkHwugzlYkvWdRqB/Z9EZqEMMvHkW/A/ITIvdSmC1AY\nwA3TqGdWR6/I45t8u/EOgQ3ulgRcLwiP4Rj+OJhZeJdc9J5QnjajFYCqNqTPALfFPOYbpCm6ksJT\nThMlpuxp1PPIG/hjzGtGhYk4fK2Ruk4h0ZJPUYlekoekBh98u4imx47hBKJXHb2HssIXI+pQWH3D\nwajNiB/6jHf+v/WHc7jr5DGB55mG4pmFcB6eCrwYeBDFf2Pjw4QXrHaYphm6APegl9NY17rLEM/7\nI2vZx7XtQjRLGA/sHXJeEzAfAtNMuFxhnSPJcmiE8y8Gc30wjwXzQzBHg/lIwL5vg3l4ivvxLvuB\nOdRabva53hgwj8jwerUFswuY14C5IOA39ls+B/OfYC4F8wYwN/Q5b2MwzwbzmxjnDVu+iPh5Rqa4\nxlkV8HtUylLIRpqmGckjvQ8lqB/wrP+baZp/c68wDKMPmmn2QUnbVwzD6GlalrOSMAVlJu1s6yso\nTmTHuuYg3c4liELyS8JVxueQrYTYC9YCUqXyVjeNpMYXzRrrET8m2A+H/jYEhTPuRzMfG40QE6Nl\n2hsMQW80Tj7BkXxISv15A82KtmbNdTDjoqAhNU3zLcMwNvLZ5JdHOAh41DTNlcBkwzAmIupcollC\nMfEeqi75//buP/aquo7j+PNtpqCoUIq2LyYIJTnaWG1lAS23xpy6CJvFKn9kbv0QsuVCWVssMzGa\ntWpRjdCMJFZUSpnTzK1GlmBAkPz6FiDwVX7MGAsKEvz0x/uc3fO933vur3PuPffe7+ux3XE593vP\n9/PhXN73cz6f9+fzuQBP+ViFB9U4kO5l8IITu6JjF6ec7xq8u6AV24QcoP6FXSRfAwwdTKrmenxS\nRDKQxtuCT6F1SzVeDVyJr6+btmxkvRbjCwPNx9cL2JHxfMNBlj7SuWZ2A/65uSOEcARfES/ZRT5A\nfavkNewY2VMz+vEZJuvwfDyic76GoUuCLcKnXN5L89slS2dLpjGdg6f/LMEHlx6o8xyfYPB/gNh5\n5DcgcRo+ug7+mTyJl/UEja0ZEQ8GnsXglKozo8eH8L7i8hxZGarZa7sEuDuEEMzsHnwG5q013pOr\nL5DPlgb/AaZTal7fjk8tq7Sc3lJ8pkp5H4f0hs2UWp6P47foD+JBpt4WaaU1OUcCa/Db7zxMorSa\n1weBP+CB/iCNrb50N/65X4RPmngn3im4FAXPRjUVSEMIyXyNpZQW+R5g8N3vOGp0Hf4Cbxm+l8Y2\n6DpKfsnCyWTqH+BJ/pVGX4/jI/cfRf2TvegUpbSiW/Aulfgz1ki6USVjyG9zuNMp9ZnH5zyO9/N/\nEk93qkec7wq+LO3L0fMRDF7PVmqrN5AaiT5RM7sohBBP8b2O0kLgq4GHzeyb+C39JLw7MtVB/Nt1\nLI0F0mZWf6rHizVeP4wvIVZpDryWq+sdz+d4rriP9Kukpz/V47d4/2cfg9ebjU2gsb70GzOUpVvM\nwOPKV1r8e2oGUjNbEZXl9Wa2B099utLMpuJfZLvxL0JCCFvM7Gd4t9IrwGdqjdiPxbcRqdYJvxnP\nlbwBTx+Yg7cWsrYSmnUEtUilfqeAX+H9l/NofnLHaLw/9EFKGQDJQa0+fI5/veKdcfoprRsxl+7b\n+qSaifhsslYH0pr5Ua16EOVo1ZNHugbCFyEchnA+hIUQpndAfpkeejT6WEq2HNJ1eI5xpXNf28T5\ntkGYnzjHjrLXH++Af7Msj/dA+A6E2Xg+bzPnyCuPtOUG8D6eiSmvT8OXJHsW/0b+cpvKJZK3XVRP\no6vmJfwW8EZKOcZZvIBv/riMUus0j0VVOkUf/m+9Eu8CfIr81iYoV3ggPYbfVuzFb5dfxUc+R+Hp\nHPEGd+uB9xVRQJEc3Ys3Bir1cdayAk/6r+RMGk/LWwJ8D08BrLRs3nHq2623U92MT0r4CZ5t00qF\nB9I78D6k2dHfj+AZ/D/FvynjLRtODX2riERuAe5r8D1fwvtd/5jy+nL8/2e3+gaec3sCeBet/VI4\nrYXnrkucxvQEnsx8Dh5EL4te+1f00GaXMpzsxHd/vQKfMFLLCBrf3vn7eLpfmuO07la4Hf6L3/Ge\nxLNtQgt/V+Et0tjL+Nz2E4ljz6T8rEivegyfkjmT0rzqBfgt6ta0N+G35n0MbUH+CP9PXp6utxhP\n4r8Mn9xSbjm9NfHkXHx93JH4inF5r5jWMYEUPJgqrUiGs9EMXWzk93W8bxu+2Eh5IL2AyredT+N5\np/PwHXCTVuDB5rk6fm+3GIHvHHwuPqkm70Ba+K29yHCzhfTFbabR/J5OA3iQSLqG9OmeV0ePpF/j\nrdWOW2Wow3VUi1RkOPgNPrVzRpWfGUkpJSm2n+o7IWzAR/WvraMM8bJ7sXjzu9tq/I5udRJfEvBs\nWjORx4paKtTMivnFIh1gNvDLBt9zP+npT7E34a3Jc/FVzJLiFZ4qvdYPvLnB8gwXIYSaW4/p1l6k\nh/wTb21WalXuwoPlnraWaHhQIBXpIa8Ch/AW7xX4guWxPrwP9A0FlKvXqY9UpADP4WlNi1Je34ev\nTv914Pwmzr8x+nMx3v/5MXx2z3fxNKBvM3gDvW7OF+0EapFKVxqH9xd269zwvQwdYU86gqchZd3S\neh2lNKZ/R+c8iqc/PZx4rM74e4Y7tUilK43Al3srHzTpVWvxUflmbMcD6Ev47J7V0XPJj0btpWtM\nxKf91Vp8u1tMwdfarWQnvsrTKjxB/1NUn84praNRe2mZc8hv64x6LQA+0ubfWZRL8X2emt1SWdpL\ngVSa8hg+H7ydPocPloh0Gt3aS1Peio8sH671g5Iqnr30c3zLnXL/w7dE3o/ngB5sX9EkoZ5bewVS\nkQKdBswC7gEuTxzfB8zHV0TLOnIv2SiQinSJm/DVmAAm4wNRU4orjiTUE0iV/iTSAR5KPH87fksv\n3UMtUhGRKpT+JCLSBgqkIiIZKZCKiGSkQCoikpECqYhIRgqkIiIZKZCKiGSkQCoikpECqYhIRgqk\nIiIZKZCKiGSkQCoikpFWfxIRibwbuATYDfy5gfepRSoiEpmL77j66Qbfp0AqIpKRAqmISEYKpCIi\nGWmFfBEpzCJgFfDXKj/zYWAUsKwN5ZkGjMd3bX0mOqY9m0Sko+0FjlV5/Xp8AGgkcJLBe1u1wp+i\nR6MUSEWkMEtqvN4H7ImeX9zismShW3sRkSq0+Z2ISBsokIqIZFTYrb2ISK9Qi1REJCMFUhGRjAoJ\npGZ2lZltM7MdZnZnEWVoFTPbbWZ/M7MNZrY2OjbGzJ40s+1m9oSZnVd0OZthZsvM7ICZbUocS62b\nmS0ws34z22pmM4spdeNS6rnQzPaZ2frocVXitW6t5zgze9rMnjezzWb22eh4T13TCvWcFx3P75qG\nENr6wIP3P/DVql4LbAQmt7scLazfTmBM2bGvAfOj53cC9xVdzibrNh2YCmyqVTfgcmADnqs8Prrm\nVnQdMtRzIfD5Cj/7li6u50XA1Oj5KGA7MLnXrmmVeuZ2TYtokb4D6A8hvBBCeAVYCcwqoBytYgxt\n6c+iNCnjIeADbS1RTkIIa4DDZYfT6vZ+YGUI4WQIYTfQj1/7jpdST/BrW24W3VvP/SGEjdHz2nV2\nQQAAAeZJREFUo8BWYBw9dk1T6tkXvZzLNS0ikPbhM8Ni+yhVqhcE4Hdmts7Mbo2OXRhCOAB+UYGx\nhZUuf2NT6lZ+nQfo/us818w2mtkPE7e7PVFPMxuPt8L/Qvrntevrmqjns9GhXK6pBpvyNy2E8Dbg\nauA2M5uBB9ekXs4569W6LQEuDSFMBfYD9xdcntyY2Sh87ZDboxZbT35eK9Qzt2taRCAdAN6Y+Pu4\n6FhPCCG8FP15CHgEvyU4YGYXApjZRcDB4kqYu7S6DTB4enRXX+cQwqEQdaABSynd6nV1Pc3sdDy4\nLA8hPBod7rlrWqmeeV7TIgLpOmCSmV1iZmcAc4DVBZQjd2Z2VvSth5mdDcwENuP1uzn6sZuARyue\noDsYg/uV0uq2GphjZmeY2QRgErC2XYXMwaB6RgEldh3w9+h5t9fzAWBLCOFbiWO9eE2H1DPXa1rQ\nKNpV+MhZP3BX0aN6OdZrAp6FsAEPoHdFx18HPBXV+UlgdNFlbbJ+K4AXgRP4ojwfB8ak1Q1YgI94\nbgVmFl3+jPX8MbApur6P4P2I3V7PacCpxGd2ffR/M/Xz2o11rVLP3K6ppoiKiGSkwSYRkYwUSEVE\nMlIgFRHJSIFURCQjBVIRkYwUSEVEMlIgFRHJSIFURCSj/wM/nDDdz8uKEwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9938159f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "room.plot_output(Q_out,0,1,0,thresh = 0.95,iteration=-1)\n",
    "room.plot_output(Q_out,0,1,1,thresh = 0.95,iteration=-1)\n",
    "room.plot_output(Q_out,0,1,2,thresh = 0.95,iteration=-1)\n",
    "room.plot_output(Q_out,0,1,3,thresh = 0.95,iteration=-1)\n",
    "room.plot_output(Q_out,0,1,8,thresh = 0.95,iteration=-1)\n",
    "#room.plot_output(Q_out,0,1,1,thresh = 0.95,iteration=-10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# test = np.load('./Potentials/Parts/EM5/c0/900.npy')\n",
    "# plt.imshow(test[:,:,0])\n",
    "# plt.show()\n",
    "\n",
    "test1 = np.load('./Potentials/Parts/Run_transfer/c0/1.npy')\n",
    "plt.imshow(test1[:,:,2])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "##### Run POM bulk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./Potentials/Parts/Run/\n"
     ]
    }
   ],
   "source": [
    "print room.parts_root_folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import Config\n",
    "room = POM_room()\n",
    "POMLayers1.room = room \n",
    "room.img_index_list = range(2000,4000,5)\n",
    "#TODO : modify POMLayers1 so that we don't need room, just config\n",
    "\n",
    "a,p,alpha_black = 2.5,230,1.5\n",
    "\n",
    "POMLauncher = POMLayers1.pomLayer()\n",
    "POMLauncher.set_POM_params(a = a, alpha_black = alpha_black, prior_factor = p)\n",
    "\n",
    "#optimised values\n",
    "# POMLauncher.alphas.set_value(np.asarray([1.80283296,  1.80929637 , 1.88381839 , 1.6279335 ,  2.09338522 , 1.96566319,\n",
    "#   1.78461742 , 2.05577421 , 0.        ]).astype(np.float32))\n",
    "#Create folder\n",
    "folder_out = './results/res_nounaries_a%f_p%f_ablack%f/'%(a,p,alpha_black)\n",
    "if not os.path.exists(folder_out):\n",
    "    os.makedirs(folder_out)\n",
    "\n",
    "def runsave(fid,n_iter_pom = 300,step_0 = 0.002):\n",
    "    last = len(room.img_index_list)\n",
    "    if fid < last:\n",
    "        Q_out,Z_out,Shift = POMLauncher.run_POM(fid,n_iter_pom = 300,step_0 = 0.002,use_unaries = False)\n",
    "        room.save_dat(Q_out,fid,folder_out,verbose = True)\n",
    "        #room.plot_output(Q_out,fid,1,8,thresh = 0.95,iteration=-1)\n",
    "\n",
    "\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
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      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003915.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003840.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003935.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003950.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003850.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003845.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003825.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003835.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003925.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003855.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003995.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003805.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003860.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003885.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003930.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003920.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003875.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003830.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003865.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003940.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003810.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003895.dat\n",
      "Saved file : ./results/res_nounaries_a2.500000_p230.000000_ablack1.500000/00003820.dat\n"
     ]
    }
   ],
   "source": [
    "from joblib import Parallel, delayed\n",
    "import multiprocessing\n",
    "\n",
    "n_threads =40\n",
    "\n",
    "for block in range(0,len(room.img_index_list)/n_threads+1):\n",
    "    fids = range(n_threads*block,n_threads*(block+1))\n",
    "    Parallel(n_jobs=n_threads)(delayed(runsave)(fid) for fid in fids)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Run Baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-3-71259ee01c35>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmultiprocessing\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mroom\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mPOM_room\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[0mPOMLayers1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mroom\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mroom\u001b[0m \u001b[1;31m#TODO : modify POMLayers1 so that we don't need room, just config\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mp\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0malpha_black\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1.8\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m270\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/cvlabdata1/home/baque/python/deep_learning/POMv2/pom_room.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, parts_root_folder, with_templates)\u001b[0m\n\u001b[0;32m     34\u001b[0m             \u001b[1;31m# Config about POM images\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     35\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mH\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mW\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_HW_from_img\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 36\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextract_templates\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     37\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     38\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/cvlabdata1/home/baque/python/deep_learning/POMv2/pom_room.pyc\u001b[0m in \u001b[0;36mextract_templates\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    125\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mx1\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mx0\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0mH\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m150.0\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0my1\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0my0\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0mW\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m150.0\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m#Arbitrary criterium tu prevent too small BBs\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    126\u001b[0m                     \u001b[1;31m#if (x1 - x0) > 3 and (y1 - y0) > 3:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m                         \u001b[0mtemplates_array\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mn_parts\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mcam\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mpart\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mx1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    128\u001b[0m                     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    129\u001b[0m                         \u001b[0mrand_H\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mrand_W\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mH\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mW\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/baque/.local/lib/python2.7/site-packages/numpy/core/numeric.pyc\u001b[0m in \u001b[0;36masarray\u001b[1;34m(a, dtype, order)\u001b[0m\n\u001b[0;32m    529\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    530\u001b[0m     \"\"\"\n\u001b[1;32m--> 531\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    532\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    533\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "from joblib import Parallel, delayed\n",
    "import multiprocessing\n",
    "\n",
    "room = POM_room()\n",
    "POMLayers1.room = room #TODO : modify POMLayers1 so that we don't need room, just config\n",
    "a,p,alpha_black = 1.8,270,0.0\n",
    "\n",
    "POMLauncher = POMLayers1.pomLayer()\n",
    "POMLauncher.set_POM_params(a = a, alpha_black = alpha_black, prior_factor = p)\n",
    "\n",
    "\n",
    "\n",
    "thresh = 0.05\n",
    "radius = 4\n",
    "\n",
    "#print 'Setting a = %f, p = %f'%(a,p)\n",
    "\n",
    "folder_out = './results/res_NMS_t%f_rad%f/'%(thresh,radius)\n",
    "if not os.path.exists(folder_out):\n",
    "    os.makedirs(folder_out)\n",
    "   \n",
    "\n",
    "def runsave(fid):\n",
    "    Q_out = POMLauncher.run_NMS(fid,room,rad = radius,thresh_p  = thresh)\n",
    "    room.save_dat(Q_out,fid,folder_out)\n",
    "    \n",
    "\n",
    "n_threads =40\n",
    "\n",
    "for block in range(0,len(room.img_index_list)/n_threads+1):\n",
    "    fids = range(n_threads*block,n_threads*(block+1))\n",
    "    Parallel(n_jobs=n_threads)(delayed(runsave)(fid) for fid in fids)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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r64Evpb9O3gDBkAD4O+3zQnAx6B6sOYL9Y/eA5wGbNdKAOygC/u+JALg/+Tvq/f5Md7X9oPr+36AXXiDm3E/r+NqVuYFfsIBA7P3tws0fbOKuG1EXIX/PJO6+p7WZEl1s+/b2bmr63Vl5QrEd27cx7TbewTX47GqVxexLnPZdkICx16/CMtx38VduZWnWYM5o/56Hmt4BsBSA+CZ9SHgOAx8HfA/gbuAc6A6e/ewYa2zL3ANVFd0PDGipVq+DcxYrdjPP1+F53kL32UXZvEPnGUAHGWy4otoO37LRjxUXRk8gzf285QW+d7+ho/yad7DEtbu6vg34QHeyrc5j1O6ul5XVq7AGjzFwVzBZRxefe/OYpeunH4T31Nv49vMYToXcdyEBH4V11c30L6XlyXfvwGwxAAYf6YvBu6F6n4s/wC8GqrHRXwaqt8Obx/WWfF09llQHdebV2IA/N2Yl/E2vsWlvLlr51CtzRPEbRPuYavkB7k/yuOqvp35FavyfLWnydv99Me8DL2LuG3Pv/MmnmGNrr4xA2BXOYta2TosZhqPLfc7MM6/ju/db/PWrpx6MxQAH2RjfsAbW75vYbuTMo1HmcRzfX7XCwNgiQFwZC/HJYELgSOBN7kHsN2PeufLb8tvqzvif5l3dr6SPqr8Q65iAx6pDkksYyUu44g+enclv5VlbMucCuBOXt6VX6RDmrGnZjduYW9udA9gyS3W4di3Z3Z1/t/XeMeLa4jDv1twX3X/0pV4genMZS7Tu7oHMDZ2F1v17Ls3npCyFku4ib07lFl+WfzB9SRrs5g4AJd5GQANgFT3hIgA+OZ6j+DHR5wD+F7g1BWfA7gPsErdidNhgp5bkfkojayNE5ufY9Lv3Qtx5DJx3tyu3MYPObSbm25sXfG0l925ubqlQwQNA2BjU/F7G45fosdyUXVfyE/y1109BLwhD3EYl1f3+LyUt/THgIG4BVKcjxo3Je72OY/jPci4DUs8Rel5Vh2oC6ziCMiezKxuWD88AMZewTfyg2qvX5yvtz/XcBHHduUPlzh/Lta9MQ8RewHjiM4D1Snv3X9NZhGr8WxLj8drZ+txk/972ZI7mE7saVzKKixkaouriD8E59bLLgVuiP+O07sWtbiCgVqsxAB4FHAl8ChUz5CJQ8BxCdEr6tvCzK6vAv5IHfouAz7Z6lXAA9UdicHEPdfiithb2K0Lf6kl3kgDpXFV8FQe94q+BuxH3+Syao/K67mSb3B0z85hjXNlN2Z+h7ek6C7W+/gYa/I0n+a06mT5ifzamAd5F59nIevyT5w+kYfye+99rCeBxN7lv+aTfIXjq+AbRxW68Yo/DuK2MxvyCPezGRfw37qx2pesI87V24Y7+CGH8Bjr92Qbr+Gn1d7Au9mq+n3TehCMt+MewO50VE+mtmcr/S7wmvpcvwXA1fV9Ae+ot7grcF59H8DYM/hZ4MPLeTdFXATSyUysy0IO4sfV4dBfsEeXdtl38k6sKV0g9gD+L/4PH+N/8Cyr94xjKgv4S77AJ4lrzJp9DVIAjKMJx3AJa/A0X+O4tu6x1+wsrHjrQ/f/e4xpL3kUXJz7F08IeSdfrlbyEf4utSd3LZ5kEs9XV8/GK55lfhwX9TQARsCNU3xiL/R17McS1qrOd4zbZXU7EO7FjdWTWH5enc7f6ssAWGIAbLU7WlnOADiKUhzCOJQZ7MosnqzOBFmrCoE/Zb9WTCf0MnFLkDj09iRxS0lf/SAwXgEwDnnFCfv98ESHQQqAsWc1Dt8fy79U3yef4Kx+aKv0e4hD23H+6I78+iUBMALbX/DFKjA9wgZ8npM7PgQc30lxasqaPMVVvP73AuB8NuJi/rSn96x9BbdUt7SZyZ7VHN7H5nyBE9N++RUYAA2AuS4yANZ+cT5LXPUVr/irL05cjlf85XcjcY5kGa94GkBE3uU9N7QMhf8aZezJiOekDn8u9vgaLKueznAcX+NzvKtrV7C3M4YpPF4dnop7r73w4rnC7ayh/WUHKQDG1fXv4KtVHz3IJpzPSe2D9GFF7CGL22vFHQP+jT9+yTtcnac5kQv4Z05hCgurHopXu30UT6eK+v/gwBe3EYeB/4h/q/79KOv39JYw8cz0uAhrNjsYAPusDw2AuQkxANZ+x/FVpvO7o+j/xlu4mVfmZK0eCIE4Sft4vtLYuVuTeJZTOZd/4r935SrKTiblLD7OWjzFZzi164e+lvd+BiEAxp6/uIggHrO4OfdXe1cH7RzAV/JLvsXbxjwv9e/4SHUIN/aAXsCJPd1j10mPt1ITd31wD2ArUuO3jAEwZ20AHBEAn2US3+NIbquuqfFVukA8eeBPuZjP8lfFUjQRAN/Dp6oLkf4fJ7GA9arzribSc7xjz3HsNYqn68RFBCfw5epQ6CD10Y7cXu0BjDsGfINjVvj5GAqA53D6hL2ozgDYf1+BBsDcnBgARwTAb/I2ZhHX0fhSQIEQaCIAxnaHQmB8yZ/PiX1xdXKrHREXKbydr7MKL1QHPh9iIz7Hu1stH7jlIgDGIeBP8V6eYPKEHN9QAIwrjy/kzzs+p3F5g49zfcOo9dMsPAfQAJj7KBkADYC5DrJ64AWaCoDx9J7T+AzTWDDhAmC897gH3gl8pbpfXVwEQZdugzIRGy4C4D9yOk+x5oR1GAqAEejnV3P6rq5ORdx6bDKL23gMpwHQAJhrQQNg7Rfn68RfX3FTzol0qCk3/VYrMLZAcwEQTuPTVQB8nlWq+8nln5869nizS8RFA3G+3z28rLpCNe5/t5RVs6vtm/q4KCPOafx+9fCp1l7xdJC4EfZEDsGxhy5u1RJjj5tRdzsAxmkD8XIPYGs9FUsZAFu3Gm3JrgbA+OKLB39/m7fl3lUD1UdzSXWZ/xy2a2DrblKB/hVoMgDGlaRxb8K46e+FvLPvn7sdN1GP8+JW4znuZGu+wgn9O7EdvrP4Yzlu/xL3+YsrgONpIGOdA9jhpvqyLIJg3DGil/fkbG3g7gE0ALbWKctbqqsBMP7KW5Xnx7wiLPeWe1Md95qKE80H6S/13ki51n4ReAdf4QoO7tmjsIbGGbdIir3jcTPjuB3Hv/BnPMim48YQ95SL26jEIwrjSSh3s/W4bbvdDcV34Cu4lTfzvYENgGES44w/9uN+qfPY7CX3AWzXzeU7ETAAGgA76Zv/qulqAMy9FasVUKBVgQh/L+MevswJ4/Z82Xg6TtwkfDGTx/0PpRM5n82Zx2LWqQ4lXs5h/JbtW+Ua1+Xi1j0RjmIv2SDuARzCjHGuzZPVfEzUCzvGtTG6vjEDoAEw11QGwJyf1Qo0IhC3p4nzkeJxhdewP/ezxbi9j7fxzeqZwfGKIHYn2/R82/GYuqP4VzbjgWpb/X61flwwsB/XDXQA7Pmku4ExBAyABsDch8QAmPOzWoFGBeI5s7FHbjzPR/pLLmAL7q/GfQlH82t2GheDuCn3H/OdatsLmMoPeCO/YYdx2Xa7GzEAtivW/8tvyT3VI+naufilt6MyABoAcx1mAMz5Wa1AowKH83024qHqPVzJ68fl/LgIgLewW/VYs/iFGBcC3MH0cXEYemLPVfxh9cjCu9h63AJoOwNcg6fYnt+wFzfxGNP4Ln/UTrnL9qHA8FAfe+Bfz5V8iz9p8J0aAA2AufYzAOb8rFagUYFNmceRfI9NeZD5bMQMDu35IdnNuL8KNfHM7D34RbUnbryenLMJD7AmT1U3Vj6YK7ifzfv2Wd0RAjflgerisvE8RN9oQw7wxuNCwbgIKi6A2pgHq1MSzuW0BkdsADQA5trPAJjzs1qBxgU25z7exL9X58fFTYfjyuC5bNvz9xVBMC4CiD2Bi4mvkvF9xS/hp1mDhUwd3w27teIFVuOZKtw3e0W6AdAAmPsoGgBzflYr0BcCf8ZFbMec6r18jyOYyV598b58Ewoo0CsBA6ABMNdbYwbAeDxNnGczj81zW7JaAQV6JjAUAG9gb37Ga3iM9Xu2LVesgAL9IGAANADm+nDMABgPNX85d3I7O3keS87aagV6JhCf0zgpPcJf3LR5EetyFy/v2fZcsQIKNC1gADQA5npwzAAYq4+rnxawHo+yQW5rViugQM8Ehj6n8UD5p1iT+WzSs225YgUUaFrAAGgAzPVgSwEwtwmrFVBAAQUUUKC7AgZAA2CuowyAOT+rFVBAAQUUaEDAAGgAzLWdATDnZ7UCCiiggAIrFNiNm1mXRcxiFxYwrUtaBkADYK6VDIA5P6sVUEABBQoSWIfF7Mpt1T0of8keLY38L/gCW3IfM9mDa3ltl67SNwAaAFtqv+UuZADM+VmtgAIKKFCQwFQWsB/X8SRr8xP+sKWR78t1rMeCatmZ7Fk9TST/MgAaAHNdZADM+VmtgAIKKKDAqAI7cjt3sxVPsVYPhAyABsBcWxkAc35WK6CAAgooMKrAG/ghP+dVPXpcoQHQAJj74BkAc35WK6CAAgoo0ICAAdAAmGs7A+AYftN49MVzNxYyhUfYMCdutQIKKNAjgTVZwjQe86lNPfLtr9UaAA2AuY40AI7htwcz2Y1bqkv457Atl/Mm1uYJ1mIJD7NRTt9qBRRQoIsCm/AAe/CL6nvK16ALGAANgLkeNwC26PcKbmEdnuCn7Meu3MrO/IpvcEyL1S6mgAK9FFiXhdXqFzGll5tx3UmBCKgPsyFLWTW5JsvBAGgAzH0ODIBt+sUhlgh/6/MoP+TQNqtdXAEFeiGwDz+vVnsDr+rF6l1nlwSO46tcypsN6l3xNAAaAHONZABs0y8OCe/Ir/k+R7CY4POlgAIKKKDASwXinoGLmdyjPZ4GQANg7lNnAGzTbxdu42CuqM4HvIwj2qx2cQUUUKBcgcksqm6g/AKrFIFwCucyg0O5k5f3IAQaAA2AuY+RATDnZ7UCCiigQIsCJ/M5LuEYHme9Fism9mIRADfgUf6FtzOX6R0H35VZyuo8M+KG0gZAA2Du82EAzPlZrYACCiigwKgCQwEwfvh1/rQ6ctTJ3s/NuY9D+CEX8hfDtmMANADmPngGwJyf1QoooIACCowZAGOB2BP4W7bvkpYB0ACYayUDYM7PagUUUEABBQyADfSAATCHbgDM+VmtgAIKKKDAcgPgd3kL89m4+vlb+Ta/5JXMZscuiLkH0ACYayMDYM6va9Vv4jLuYwtuYfeurdMVKaBAfwqsxAucwTl8htN4ltX78036rtICq/M0z7Iay1i5WtdqPMNSVuFQZrALs/gxBzGTvTrcjgHQANhh69RlBsCcX9eq1+Cp6ovhOVbr2jpdkQIK9I9A3ALlWC7ic7wbWMZkFlf3iAN/jfXPLI3PO4nv+0k8x9OskfjONwD6ycn1qwEw52e1Agoo0JJA3Mojnik+2i1QTuBL1RMyFjCtpXW5kAI+Cs4/nbKfAgNgVtB6BRRQICmwPo/wOFN7cLPg5BuzvI8F3APoHsBcexoAc35WK6CAAgoo0ICAAXDQAuAxwClQXQmwDjAJeGFYZ+0GfAaqs0YfB84HPjii8+LfJ0L1oNqb6vXNWk53GgAb+Ni6SQUU6K7AntzEbtzCbezKE6zD+jzKtexfbSRuovsKbuVG9ua1XMt3+aPubty1KdCIgAFw0ALgG6A6CWQt4IIRATAC4W+ALwIfgupukpcDnwA+VfffWcCpwGHAXOBs4Ph62SWj9KgBsJEPrhtVQIFuCqzHY7yOq9mau3ieVbmXLbmUt1SbWJMlTOVxVmIZb+bS+iKMbm7ddSnQhIABcNAC4FAXHQBcOSIAngB8DNhs2F7B9wCnAdvVhXcA5wDn1v+OJ27PA84ALjIANvEhdZsKKDAeAtN4lA14pNrUQqYwn01+b7Nx5eXGzOduth6Pt+M2FOixgAGwpAAYwW6neu/eUGPtC1wDTIHqRkNxWDj+v+uHdd4M4FbgTANgjz+Prl4BBRRQQIFxETAAlhQA45Dw2sDbh/VW3E48zu/bsg6A99QhcfawZS4GFgEnGQDH5VPpRhRQQAEFFOixgAGwpADYw1ZMEVwAAB1RSURBVD2A+wBxtDhe04Fte9y4rl4BBRRQoFSBA/iP6pFoC5laKkGH455Tn94f5UuBG+I/4ghg7OQp7lVSAIyLOT4+4hzA99YXfazoHMAHgNM9B7C4z4YDVkABBfpS4N2cx0NsxJW83ptfdzxD7gEctAAY5/HFrV/iIpC4wjeeExQx/9n68G8c2o2rgD9SX/hxGfDJYVcBx3l+cRXw4UBcEPJ+4DhgB8CrgDv+oFmogAIKKNAtgQiAG/EwF/JO7mGrbq22sPUYAActAMaVvhdWD4r83SvGF/99IHA1sCtwXn0fwIXAZ4EPj+j6DwAn1+HxRu8DWNh3gsNVQAEF+lxgb25gbZ588TDwrtzKfDbmYTbq83feT2/PADhoAXC8u8v7AI63uNtTQIHGBNbiSfZkZrX955jE9bymsffihn8nsAu3sSEPczs7veTWPRqtSMAAaADMfUIMgDk/qxVQYAIITGYRL+Me7mar6mkgQwHwSg6aAO9+cN/izsziQK7iCg5mNnFTC1+tCxgADYCtd8toSxoAc35WK6DACgQ25KEqeC1gPe6o7jDQzCtuEr0Tt7/4eLhm3oVbHSmwL9cxjceqx/SNvHG3WmMJGAANgGP1yIp/bgDM+VmtgAIrENiaO9mdm7mfzbmRuN2ULwUU6I6AAdAAmOskA2DOz2oFFFBAAQUaEDAAGgBzbTfQAXBVnqseDj/nxUcl57CsVkABBRRQoD8EDIAGwFwnDnQAXJMlHMH3+VeOzilZrYACCiigQF8JGAANgLmGHOgAmKOxWgEFFFBAgX4VMAAaAHO9aQDM+VmtgAIKKKBAAwIGQANgru0MgDk/qxVQQAEFFOiqwBo8xeo8w0KmrmC9BkADYK7tDIA5P6sVUEABBRToqsBu3MwOzB7j/HUDoAEw13YGwJyf1QoooIACCnRVYEduZzpzuYwj3AO4AgEDYK7tDIA5P6sVUEABBRTomkDcvmxlXuBZVh9jne4BNADm2s4AmPOzWgEFFFBAga4JvJJfsCX38j3ebAAcQ8AAmGs7A2DOz2oFFFBAAQUaEHAPoAEw13YGwJyf1QoooIACCjQgYAA0AObazgCY87NaAQUUUECBBgQMgAbAXNsZAHN+ViuggAIKKJAWeBXXsw5PcCUHtbguA6ABsMVWWc5iBsCcn9UKKKCAAgqkBVbjGfZkJmvzJD/m4BbWZwA0ALbQJitYxACY87NaAQUUUECBrgjEE0B24xbWZRFX8IYx1mkANADm2s4AmPOzWgEFFFBAga4JrMkSJvEci5hiABxDwACYazsDYM7PagUUUEABBRoQcA+gATDXdgbAnJ/VCiiggAIKNCBgADQA5trOAJjzs1oBBRRQQIEGBAyABsBc2xkAc35WK6CAAgoo0ICAAdAAmGs7A2DOz2oFFFBAAQUaEDAAGgBzbWcAzPlZrYACCiigQAMCBkADYK7tDIA5P6sVUEABBRRoQMAAaADMtZ0BMOdntQIKKKCAAg0IGAANgLm2MwDm/KxWQAEFFFCgAQEDoAEw13YGwJyf1QoooIACCjQgYAA0AObazgCY87NaAQUUUECBBgQMgAbAXNsZAHN+ViuggAIKKNCAgAHQAJhrOwNgzs9qBRRQQAEFGhAwABoAc21nAMz5Wa2AAgoooEADAgZAA2Cu7QyAOT+rFVBAAQUUaEDAAGgAzLWdATDnZ7UCCiiggAINCBgADYC5tjMA5vysVkABBRRQoAEBA6ABMNd2BsCcn9UKKKCAAgo0IGAANADm2s4AmPOzWgEFFFBAgQYEDIAGwFzbGQBzflYroIACCijQgIAB0ACYazsDYM7PagUUUEABBRoQMAAaAHNtZwDM+VmtgAIKKKBAAwIGwEELgMcApwC7A+sAk4AXhnVW/PfTwPNAjH0ZsC8wa9gyHwROBCLc3VSvb/jPhzeqAbCBj62bVEABBRRQICdgABy0APgGYBqwFnDBcgLgQcBVy2mcs4BTgcOAucDZwPHA9sCSUWoMgLlPoNUKKKCAAgo0IGAAHLQAONREBwBXLicAHlz/bLSGuwM4Bzi3/uEqwDzgDOAiA2ADn1E3qYACCihQsEAcqItXt+OKAbDbov3SpCsKgA/WwfBu4HP1nsJ437E37/H6kPD1wwYyA7gVONMA2C/T6/tQQAEFFChB4ETO5we8kfvYssvDNQCWFgAPBK4DlgJxuDj26v0t8HlgC+AeYCdg9rBOuxhYBJxkAOzy58/VKaCAAgoosAKBSTzL86zKMlbuspMBsLQAOLKB3g8cAuyf2wO4DxBHi+M1Hdi2y43q6hRQQAEFFFAgJzCnPr0/1hL7gW6I/5hS7+TJrXoCVhsA4VDgtfXcjXYO4APA6Z4DOAG727esgAIKKKDAqALuARy0ABj7iOPWL3EO4OXA5DrmPwu8sj6LNM7ni9vBxNXAXwdiL+A/1/0R5/nFVcCHAxEG42fHATt4FbDfIQoooIACCgyKgAFw0ALgCcCF9f39okuH7vUX5/7FRR4fr8/1i/sAxkUg5wHnj2jnDwAn1+HxRu8DOCgfdsehgAIKKKDAkIABcNAC4Hj3tvcBHG9xt6eAAgoooEBawABoAMw1kQEw52e1AgoooIACDQgYAA2AubYzAOb8rFZAAQUUUKABAQOgATDXdgbAnJ/VCiiggAIKNCBgADQA5trOAJjzs1oBBRRQQIEGBAyABsBc2xkAc35WK6CAAgoo0ICAAdAAmGs7A2DOz2oFFFBAAQUaEDAAGgBzbWcAzPlZrYACCiigQAMCBkADYK7tDIA5P6sVUEABBRRoQMAAaADMtZ0BMOdntQIKKKCAAg0IGAANgLm2MwDm/KxWQAEFFFCgAQEDoAEw13YGwJyf1QoooIACCjQgYAA0AObazgCY87NaAQUUUECBBgQMgAbAXNsZAHN+ViuggAIKKNCAgAHQAJhrOwNgzs9qBRRQQAEFGhAwABoAc21nAMz5Wa2AAgoooEADAgZAA2Cu7QyAOT+rFVBAAQUUaEDAAGgAzLWdATDnZ7UCCiiggAINCBgADYC5tjMA5vysVkABBRRQoAEBA6ABMNd2BsCcn9UKKKCAAgo0IGAANADm2s4AmPOzWgEFFFBAgQYEDIAGwFzbGQBzflYroIACCijQgIAB0ACYazsDYM7PagUUUEABBRoQMAAaAHNtZwDM+VmtgAIKKKBAAwIGQANgru0MgDk/qxVQQAEFFGhAwABoAMy1nQEw52e1AgoooIACDQgYAA2AubYzAOb8rFZAAQUUUKABAQOgATDXdgbAnJ/VCiiggAIKNCBgADQA5trOAJjzs1oBBRRQQIEGBAyABsBc2xkAc35WK6CAAgoo0ICAAdAAmGs7A2DOz2oFFFBAAQUaEDAAGgBzbWcAzPlZrYACCiigQAMCBkADYK7tDIA5P6sVUEABBRRoQMAAaADMtZ0BMOdntQIKKKCAAg0IGAANgLm2MwDm/KxWQAEFFFCgAQEDoAEw13YGwJyf1QoooIACCjQgYAA0AObazgCY87NaAQUUUECBBgQMgAbAXNsZAHN+ViuggAIKKNCAgAHQAJhrOwNgzs9qBRRQQAEFGhAwABoAc21nAMz5Wa2AAgoooEADAgZAA2Cu7QyAOT+rFVBAAQUUaEDAAGgAzLWdATDnZ7UCCiiggAINCBgABy0AfhQ4HNgKeAL4CfA+4L5h3bUb8BlgL+Bx4HzggyO6L/59IhAB7ybgFGDWKB1qAGzgY+smFVBAAQUUyAkYAActAH4E+CZwK7AW8FlgZ2CPulHWAX4DfBH4ELA9cDnwCeBT9TJnAacChwFzgbOB4+tll4xoOANg7hNotQIKKKCAAg0IGAAHLQCObKLdgZnANGAhcALwMWAz4IV64fcApwHb1f++AzgHOLf+9yrAPOAM4CIDYAOfUzepgAIKKKBAVwUMgIMeAOPw77uAbeq+iWC3U713b6iV9gWuAaYAK9eHheP/u35Yr82o9yqeaQDs6ifQlSmggAIKKNCAgAFwkAPgwcB3gLcCP6q76wJgbeDtw7ptx/r8vi3rAHhPHRJnD1vmYmARcJIBsIHPqZtUQAEFFFCgqwIGwEENgEcAX60P+V46rGfcA9jVD5ArU0ABBRRQYCIKGAAHMQAeW5+/dxRwxYi2jIs5Pj7iHMD31hd9rOgcwAeA05d/DuA+QJwqGK/pwLYT8dPge1ZAAQUUUGCABebU13bGEJcCN8R/xOlfcYSvuNegBcC4ejeu7j0SuHaU2YyrgOPQblwFHFcMR+i7DPjksKuA4zy/WE/cTiYuCHk/cBywA+BVwMV9RBywAgoooMDgCbgHcNACYFzZ+xwQMxuvGN+y+qKPoUC4K3BefR/AuDI4bhXz4RHN/QHgZGAycKP3ARy8j74jUkABBRQoWcAAOGgBcLy72fsAjre421NAAQUUUCAtYAA0AOaayACY87NaAQUUUECBBgQMgAbAXNsZAHN+ViuggAIKKNCAgAHQAJhrOwNgzs9qBRRQQAEFGhAwABoAc21nAMz5Wa2AAgoooEADAgZAA2Cu7QyAOT+rFVBAAQUUaEDAAGgAzLWdATDnZ7UCCiiggAINCBgADYC5tjMA5vysVkABBRRQoAEBA6ABMNd2BsCcn9UKKKCAAgo0IGAANADm2s4AmPOzWgEFFFBAgQYEDIAGwFzbGQBzflYroIACCijQgIAB0ACYazsDYM7PagUUUEABBRoQMAAaAHNtZwDM+VmtgAIKKKBAAwIGQANgru0MgDk/qxVQQAEFFGhAwABoAMy1nQEw52e1AgoooIACDQgYAA2AubYzAOb8rFZAAQUUUKABAQOgATDXdgbAnJ/VCiiggAIKNCBgADQA5trOAJjzs1oBBRRQQIEGBAyABsBc2xkAc35WK6CAAgoo0ICAAdAAmGs7A2DOz2oFFFBAAQUaEDAAGgBzbWcAzPlZrYACCiigQAMCBkADYK7tDIA5P6sVUEABBRRoQMAAaADMtZ0BMOdntQIKKKCAAg0IGAANgLm2MwDm/KxWQAEFFFCgAQEDoAEw13YGwJyf1QoooIACCjQgYAA0AObazgCY87NaAQUUUECBBgQMgAbAXNsZAHN+ViuggAIKKNCAgAHQAJhrOwNgzs9qBRRQQAEFGhAwABoAc21nAMz5Wa2AAgoooEADAgZAA2Cu7QyAOT+rFVBAAQUUaEDAAGgAzLWdATDnZ7UCCiiggAINCBgADYC5tjMA5vysVkABBRRQoAEBA6ABMNd2BsCcn9UKKKCAAgo0IGAANADm2s4AmPOzWgEFFFBAgQYEDIAGwFzbGQBzflYroIACCijQgIAB0ACYazsDYM7PagUUUEABBRoQMAAaAHNtZwDM+VmtgAIKKKBAAwIGQANgru0MgDk/qxVQQAEFFGhAwABoAMy1nQEw52e1AgoooIACDQgYAA2AubYzAOb8rFZAAQUUUKABAQOgATDXdgbAnJ/VCiiggAIKNCBgADQA5trOAJjzs1oBBRRQQIEGBAyABsBc2xkAc35WK6CAAgoo0ICAAXDQAuBHgcOBrYAngJ8A7wPuG9ZdLwBPA88DMf5lwL7ArGHLfBA4EYiAdxNwyoifDy1qAGzgY+smFVBAAQUUyAkYAActAH4E+CZwK7AW8FlgZ2CPEQHwIOCq5TTPWcCpwGHAXOBs4Hhge2DJiBoDYO4TaLUCCiiggAINCBgABy0Ajmyi3YGZwDRgYf3D2AN4MHDlcjruDuAc4Nz656sA84AzgIsMgA18Tt2kAgoooIACXRUwAA56AIzDv+8CthmxB/BBYBJwN/A54IL657FH7/H6kPD1w2pm1HsVzzQAdvUT6MoUUEABBRRoQMAAOMgBMPbyfQd4K/CjYd11IHAdsBR4Q71X72+BzwNbAPcAOwGzh9VcDCwCTjIANvA5dZMKKKCAAgp0VcAAOKgB8Ajgq8AJwKVj9Mz7gUOA/euLPjrYA7gPEEeK4zUd2LarberKFFBAAQUUUCArMKc+tT/WE/uAboj/mFLv4MmufMLVD2IAPLY+f+8o4IoWZiQC4KHAa+tlRzsH8AHgdM8BbEHTRRRQQAEFFOh7AfcADloAjKt3PwQcCVw7Sv/F1cAx5rhKOC4GiauBvw5ECPznevk4zy/WE7eTiTAYPzsO2MGrgPv+E+0bVEABBRRQoAUBA+CgBcAIdc8BMbPxGrrPX9zSJQJhHBr+eH2uX9wHMC4COQ84f0S3fAA4GZgM3Oh9AFv4LLmIAgoooIACE0bAADhoAXC8W8/7AI63uNtTQAEFFFAgLWAANADmmsgAmPOzWgEFFFBAgQYEDIAGwFzbGQBzflYroIACCijQgIAB0ACYazsDYM7PagUUUEABBRoQMAAaAHNtZwDM+VmtgAIKKKBAAwIGQANgru0MgDk/qxVQQAEFFGhAwABoAMy1nQEw52e1AgoooIACDQgYAA2AubYzAOb8rFZAAQUUUKABAQOgATDXdgbAnJ/VCiiggAIKNCBgADQA5trOAJjzs1oBBRRQQIEGBAyABsBc29UB8Ghgp9yarO6RwBxg2x6t29XmBJybnF+vq52fXgt3vn7npnO7oUoDoAEw10V1ANwHeFNuTVb3SGAGcGiP1u1qcwLOTc6v19XOT6+FO1+/c9O5nQFwSMAAmOsiA2DObxyq/aIcB+QON+HcdAg3TmXOzzhBd7AZ56YDtBEl7gE0AOa6qA6AewKH5NZkdY8Efgwc1KN1u9qcgHOT8+t1tfPTa+HO1+/cdG43fA/gP8Y/pgCL8uubeGswAObmbHPgvtwqrFZAAQUUUECBhgS2AO5vaNuNbtYAmOMPv82AxbnVWK2AAgoooIAC4ywwGZgHLBvn7fbF5gyAfTENvgkFFFBAAQUUUGD8BAyA42ftlhRQQAEFFFBAgb4QMAD2xTT4JhRQQAEFFFBAgfETMACOn7VbUkABBRRQQAEF+kLAAJibhg8CJwJxO5ibgFOAWblVWt2CwDG19e7AOsAk4IVhdbsBnwH2Ah4Hzgdiroa/nLsWoNtc5KPA4cBWwBPAT4D3jbhS3rlpE7WLi78fOB7YAHi2/s76G+BmPztdVO7Oqr4DvAU4GLiyXqWfne7YupZawADYeSucBZwKHAbMBc6uv1y3B5Z0vlorWxB4AzANWAu4YEQAjED4G+CLwIeAmI/LgU8An6rX7dy1gNzBIh8BvgncWs/NZ4GdgT3qdTk3HaB2sWQ74CFgIbAq8J46oG9aXwXp/HQRO7GqCOl/BsT3XPwvAqBzkwC1dHQBA2DnnXEHcA5wbr2KVerLyc8ALup8tVa2IXBA/eU4fA/gCcDH6tvzDO0VjF90pwHxCzBezl0byIlFYw/tzDqsR+hwbhKYXS5dHXg38ElgI+BR56fLwp2tLu5Jdw2wP3DPsD2AfnY687RqBQIGwM7aIw75xqHFfYHrh60ins8Tez/O7Gy1VrUpMFoAjFC+U71ndmh1MU/xpRp3fF/ZuWtTufPF4/Dvu4Bt6lU4N51bdqsyHloef6DGZyH+QIpHIcQe8Xg5P91S7nw98TvkG8AX6vkZOgTs3HRuauVyBAyAnbVG/JUWf51F0Jg9bBUX14+UOamz1VrVpsBoATAOCa8NvH3Yunasz83csg6Azl2b0B0sHr+44jymtwI/quudmw4ge1Qytd7jF08y+pbz0yPl9lb7V/V5f4fWZRHQhwKgn532LF26BQEDYAtIoyziHsDO3Lpd5R7Abot2Z31HAF+tA8alw1bpXozu+HZrLfH9vwD4g/rIhfPTLdn21xN7yeMoxauBe0cJgM5N+6ZWjCFgAOy8RUY7j+wB4HTPAewctc3K0QJgnED98RHnAL63vmBnRecAOndt4i9n8WPr82KPAq4YsYxz0x3jbq0lLgSJczPfAXy7vojNz063dNtbT5zj9/n6CNLQ7+X16/m5BLgO+AcgLtgZOrfZ77X2jF16hIABsPOWiPP84irguO1FhMG4xcJxwA5eBdw5aouVcR5fXPgRATCu8I3nOS6tb20Rh3/jsHxcBRxXpUbou6w+2X3oKmDnrkXoNheLz0NceX0kcO0otXElo3PTJmoXF4+LoeI0lbgSeMP68/En9aks8+srTZ2fLoK3sao16oulhpfE4fm45VWcQvG8n502NF20JQEDYEtMy13oA8DJdQC50fsA5jDbqI6/li8c9gDv6ON4mPeBwNXArsB59X0AYw9H3I7kwyPW79y1Ad7iorFn4jngmXr5oXmJWyUNBULnpkXMHiz2PWDvOugtAm6oA3tcqT30cn56AN/hKuOP2qHbwMQqnJsOIS0bXcAAaGcooIACCiiggAKFCRgAC5twh6uAAgoooIACChgA7QEFFFBAAQUUUKAwAQNgYRPucBVQQAEFFFBAAQOgPaCAAgoooIACChQmYAAsbMIdrgIKKKCAAgooYAC0BxRQQAEFFFBAgcIEDICFTbjDVUABBRRQQAEFDID2gAIKKKCAAgooUJiAAbCwCXe4CiiggAIKKKCAAdAeUEABBRRQQAEFChMwABY24Q5XAQUUUEABBRQwANoDCiiggAIKKKBAYQIGwMIm3OEqoIACCiiggAIGQHtAAQUUUEABBRQoTMAAWNiEO1wFFFBAAQUUUMAAaA8ooIACCiiggAKFCRgAC5twh6uAAgoooIACChgA7QEFFFBAAQUUUKAwAQNgYRPucBVQQAEFFFBAAQOgPaCAAgoooIACChQmYAAsbMIdrgIKKKCAAgooYAC0BxRQQAEFFFBAgcIEDICFTbjDVUABBRRQQAEFDID2gAIKKKCAAgooUJiAAbCwCXe4CiiggAIKKKCAAdAeUEABBRRQQAEFChMwABY24Q5XAQUUUEABBRQwANoDCiiggAIKKKBAYQIGwMIm3OEqoIACCiiggAIGQHtAAQUUUEABBRQoTMAAWNiEO1wFFFBAAQUUUMAAaA8ooIACCiiggAKFCRgAC5twh6uAAgoooIACChgA7QEFFFBAAQUUUKAwAQNgYRPucBVQQAEFFFBAAQOgPaCAAgoooIACChQmYAAsbMIdrgIKKKCAAgooYAC0BxRQQAEFFFBAgcIEDICFTbjDVUABBRRQQAEFDID2gAIKKKCAAgooUJiAAbCwCXe4CiiggAIKKKCAAdAeUEABBRRQQAEFChMwABY24Q5XAQUUUEABBRQwANoDCiiggAIKKKBAYQIGwMIm3OEqoIACCiiggAIGQHtAAQUUUEABBRQoTMAAWNiEO1wFFFBAAQUUUMAAaA8ooIACCiiggAKFCRgAC5twh6uAAgoooIACChgA7QEFFFBAAQUUUKAwAQNgYRPucBVQQAEFFFBAAQOgPaCAAgoooIACChQmYAAsbMIdrgIKKKCAAgooYAC0BxRQQAEFFFBAgcIEDICFTbjDVUABBRRQQAEFDID2gAIKKKCAAgooUJiAAbCwCXe4CiiggAIKKKCAAdAeUEABBRRQQAEFChMwABY24Q5XAQUUUEABBRQwANoDCiiggAIKKKBAYQIGwMIm3OEqoIACCiiggAIGQHtAAQUUUEABBRQoTMAAWNiEO1wFFFBAAQUUUMAAaA8ooIACCiiggAKFCRgAC5twh6uAAgoooIACChgA7QEFFFBAAQUUUKAwAQNgYRPucBVQQAEFFFBAAQOgPaCAAgoooIACChQmYAAsbMIdrgIKKKCAAgooYAC0BxRQQAEFFFBAgcIEDICFTbjDVUABBRRQQAEFDID2gAIKKKCAAgooUJiAAbCwCXe4CiiggAIKKKCAAdAeUEABBRRQQAEFChMwABY24Q5XAQUUUEABBRQwANoDCiiggAIKKKBAYQIGwMIm3OEqoIACCiiggAIGQHtAAQUUUEABBRQoTMAAWNiEO1wFFFBAAQUUUMAAaA8ooIACCiiggAKFCRgAC5twh6uAAgoooIACChgA7QEFFFBAAQUUUKAwAQNgYRPucBVQQAEFFFBAAQOgPaCAAgoooIACChQmYAAsbMIdrgIKKKCAAgooYAC0BxRQQAEFFFBAgcIE/j8ZMYaVdKuEpAAAAABJRU5ErkJggg==\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parts = np.load('./Potentials/Parts/Run/c0/850.npy')\n",
    "plt.imshow(parts[:,:,0])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(parts[:,:,1])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(parts[:,:,2])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(parts[:,:,3])\n",
    "\n",
    "plt.imshow(parts[:,:,4])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(parts[:,:,5])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(parts[:,:,6])\n",
    "plt.show()\n",
    "plt.imshow(parts[:,:,7])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(parts[:,:,8])\n",
    "plt.show()\n",
    "\n",
    "from PIL import Image\n",
    "im = Image.fromarray(np.uint8((parts[:,:,0]>0.2)*250.))\n",
    "im.save('./test.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1]\n",
      "[0 1 2 3]\n"
     ]
    }
   ],
   "source": [
    "test = np.asarray([[0,1],[2,3]])\n",
    "print test[0]\n",
    "test_re = test.reshape((4))\n",
    "print test_re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}