IHaskell/notebooks/Diagrams.ipynb

{
 "metadata": {
  "language": "haskell",
  "name": "",
  "signature": "sha256:d3903a8bf1d0cc71c024d88777d7a39da001586a55681e8e24409f5c12e0b13f"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      ":ext NoMonomorphismRestriction\n",
      "import Diagrams.Prelude\n",
      "import Data.Colour.SRGB\n",
      "import Data.List.Split (chunksOf)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "-- Generate a board of size `size`\n",
      "board :: Int -> ((Int, Int) -> Diagram b R2) -> Diagram b R2\n",
      "board size sq = vcat rows\n",
      "  where rows = map hcat $ chunksOf size diagrams\n",
      "        diagrams = map (sq . tuple) indices\n",
      "        indices = sequence [[0..size-1], [0..size-1]]\n",
      "        tuple [a, b] = (a, b)\n",
      "\n",
      "-- Change visibility\n",
      "visible 0 diagram = diagram # opacity 0\n",
      "visible _ diagram = diagram\n",
      "\n",
      "-- Board square\n",
      "tile board (row, col) = visible value diagram\n",
      "  where diagram = roundedRect size size 0.05 # fc color\n",
      "                                             # pad padding\n",
      "        padding = 1.15\n",
      "        size = 1 / padding\n",
      "        color = if value == 0\n",
      "                then white\n",
      "                else sRGB c c (c/3)\n",
      "        c = (20.0 - value) / 20.0\n",
      "        value = fromIntegral $ board !! row !! col        \n",
      "       \n",
      "-- Labels\n",
      "labels board (row, col) = visible value $ number `atop` sq\n",
      "  where number = text (show $ 2 ^ value) # fontSize 0.5\n",
      "        value = board !! row !! col\n",
      "        sq = square 1 # opacity 0\n",
      "        \n",
      "values = [[1, 2, 0], [0, 5, 6], [7, 0, 9]]\n",
      "\n",
      "diagram $ board 3 (labels values) \n",
      "   `atop` board 3 (const $ square 1)\n",
      "   `atop` board 3 (tile values)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<img src=\"data:image/svg+xml;base64,<?xml version="1.0" encoding="UTF-8"?>
<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="300pt" height="300pt" viewBox="0 0 300 300" version="1.1">
<defs>
<g>
<symbol overflow="visible" id="glyph0-0">
<path style="stroke:none;" d=""/>
</symbol>
<symbol overflow="visible" id="glyph0-1">
<path style="stroke:none;" d="M 6.175781 -8.910156 C 6.46875 -6.402344 7.632812 -4.671875 9.667969 -3.710938 C 10.710938 -3.222656 11.914062 -2.976562 13.28125 -2.976562 C 15.886719 -2.976562 17.8125 -3.808594 19.066406 -5.46875 C 20.320312 -7.128906 20.945312 -8.96875 20.945312 -10.984375 C 20.945312 -13.425781 20.203125 -15.316406 18.714844 -16.648438 C 17.222656 -17.984375 15.4375 -18.652344 13.355469 -18.652344 C 11.839844 -18.652344 10.542969 -18.359375 9.460938 -17.773438 C 8.378906 -17.1875 7.453125 -16.375 6.6875 -15.332031 L 2.878906 -15.550781 L 5.542969 -34.375 L 23.707031 -34.375 L 23.707031 -30.125 L 8.835938 -30.125 L 7.347656 -20.410156 C 8.160156 -21.027344 8.933594 -21.492188 9.667969 -21.800781 C 10.96875 -22.339844 12.476562 -22.605469 14.183594 -22.605469 C 17.390625 -22.605469 20.109375 -21.574219 22.339844 -19.507812 C 24.570312 -17.441406 25.683594 -14.820312 25.683594 -11.644531 C 25.683594 -8.339844 24.664062 -5.429688 22.621094 -2.90625 C 20.578125 -0.382812 17.316406 0.878906 12.839844 0.878906 C 9.992188 0.878906 7.476562 0.078125 5.285156 -1.527344 C 3.097656 -3.128906 1.871094 -5.589844 1.609375 -8.910156 Z "/>
</symbol>
<symbol overflow="visible" id="glyph0-2">
<path style="stroke:none;" d="M 4.785156 -24.753906 L 4.785156 -28.125 C 7.957031 -28.433594 10.171875 -28.949219 11.425781 -29.675781 C 12.679688 -30.398438 13.613281 -32.113281 14.234375 -34.8125 L 17.699219 -34.8125 L 17.699219 0 L 13.011719 0 L 13.011719 -24.753906 Z "/>
</symbol>
<symbol overflow="visible" id="glyph0-3">
<path style="stroke:none;" d="M 3.429688 -7.859375 C 4.511719 -10.089844 6.625 -12.117188 9.765625 -13.941406 L 14.453125 -16.648438 C 16.550781 -17.871094 18.027344 -18.914062 18.871094 -19.773438 C 20.207031 -21.125 20.875 -22.671875 20.875 -24.414062 C 20.875 -26.449219 20.261719 -28.0625 19.042969 -29.261719 C 17.820312 -30.457031 16.195312 -31.054688 14.160156 -31.054688 C 11.148438 -31.054688 9.066406 -29.914062 7.910156 -27.636719 C 7.292969 -26.414062 6.949219 -24.722656 6.882812 -22.558594 L 2.417969 -22.558594 C 2.464844 -25.601562 3.027344 -28.085938 4.101562 -30.003906 C 6.003906 -33.390625 9.367188 -35.082031 14.183594 -35.082031 C 18.1875 -35.082031 21.113281 -34 22.960938 -31.835938 C 24.808594 -29.671875 25.730469 -27.261719 25.730469 -24.609375 C 25.730469 -21.808594 24.746094 -19.417969 22.777344 -17.429688 C 21.636719 -16.273438 19.597656 -14.875 16.648438 -13.230469 L 13.304688 -11.375 C 11.710938 -10.496094 10.457031 -9.660156 9.546875 -8.863281 C 7.917969 -7.445312 6.894531 -5.875 6.46875 -4.148438 L 25.5625 -4.148438 L 25.5625 0 L 1.5625 0 C 1.726562 -3.011719 2.347656 -5.632812 3.429688 -7.859375 Z "/>
</symbol>
<symbol overflow="visible" id="glyph0-4">
<path style="stroke:none;" d="M 18.140625 -21.9375 C 19.230469 -23.019531 19.773438 -24.308594 19.773438 -25.804688 C 19.773438 -27.105469 19.253906 -28.304688 18.210938 -29.394531 C 17.171875 -30.484375 15.585938 -31.03125 13.453125 -31.03125 C 11.335938 -31.03125 9.804688 -30.484375 8.863281 -29.394531 C 7.917969 -28.304688 7.445312 -27.027344 7.445312 -25.5625 C 7.445312 -23.917969 8.054688 -22.632812 9.277344 -21.703125 C 10.496094 -20.777344 11.9375 -20.3125 13.597656 -20.3125 C 15.535156 -20.3125 17.050781 -20.855469 18.140625 -21.9375 Z M 18.933594 -4.652344 C 20.277344 -5.75 20.945312 -7.390625 20.945312 -9.570312 C 20.945312 -11.832031 20.253906 -13.550781 18.871094 -14.722656 C 17.488281 -15.894531 15.714844 -16.480469 13.550781 -16.480469 C 11.449219 -16.480469 9.738281 -15.882812 8.410156 -14.683594 C 7.082031 -13.488281 6.421875 -11.832031 6.421875 -9.714844 C 6.421875 -7.894531 7.027344 -6.320312 8.238281 -4.992188 C 9.453125 -3.664062 11.328125 -3.003906 13.867188 -3.003906 C 15.902344 -3.003906 17.589844 -3.550781 18.933594 -4.652344 Z M 4.761719 -20.457031 C 3.476562 -21.761719 2.832031 -23.453125 2.832031 -25.535156 C 2.832031 -28.140625 3.777344 -30.378906 5.664062 -32.25 C 7.550781 -34.121094 10.230469 -35.058594 13.695312 -35.058594 C 17.046875 -35.058594 19.675781 -34.175781 21.582031 -32.410156 C 23.484375 -30.644531 24.4375 -28.582031 24.4375 -26.21875 C 24.4375 -24.039062 23.886719 -22.273438 22.777344 -20.921875 C 22.160156 -20.15625 21.199219 -19.410156 19.898438 -18.675781 C 21.347656 -18.007812 22.484375 -17.246094 23.316406 -16.382812 C 24.863281 -14.753906 25.632812 -12.636719 25.632812 -10.035156 C 25.632812 -6.957031 24.601562 -4.351562 22.535156 -2.210938 C 20.46875 -0.0703125 17.546875 1 13.769531 1 C 10.367188 1 7.492188 0.078125 5.140625 -1.769531 C 2.789062 -3.617188 1.609375 -6.296875 1.609375 -9.8125 C 1.609375 -11.878906 2.117188 -13.667969 3.125 -15.171875 C 4.132812 -16.679688 5.632812 -17.832031 7.617188 -18.628906 C 6.394531 -19.148438 5.445312 -19.757812 4.761719 -20.457031 Z "/>
</symbol>
<symbol overflow="visible" id="glyph0-5">
<path style="stroke:none;" d="M 22.789062 -32.066406 C 24.328125 -30.039062 25.097656 -27.953125 25.097656 -25.804688 L 20.75 -25.804688 C 20.492188 -27.1875 20.078125 -28.269531 19.507812 -29.050781 C 18.449219 -30.515625 16.84375 -31.25 14.695312 -31.25 C 12.238281 -31.25 10.285156 -30.113281 8.835938 -27.84375 C 7.386719 -25.574219 6.582031 -22.324219 6.421875 -18.089844 C 7.429688 -19.570312 8.699219 -20.679688 10.230469 -21.410156 C 11.628906 -22.0625 13.191406 -22.386719 14.917969 -22.386719 C 17.847656 -22.386719 20.402344 -21.453125 22.582031 -19.578125 C 24.761719 -17.707031 25.855469 -14.917969 25.855469 -11.207031 C 25.855469 -8.03125 24.820312 -5.21875 22.753906 -2.769531 C 20.6875 -0.320312 17.742188 0.902344 13.914062 0.902344 C 10.644531 0.902344 7.820312 -0.335938 5.445312 -2.820312 C 3.070312 -5.300781 1.878906 -9.480469 1.878906 -15.355469 C 1.878906 -19.703125 2.410156 -23.386719 3.464844 -26.414062 C 5.5 -32.210938 9.21875 -35.105469 14.625 -35.105469 C 18.53125 -35.105469 21.253906 -34.09375 22.789062 -32.066406 Z M 19.496094 -5.335938 C 20.640625 -6.890625 21.214844 -8.722656 21.214844 -10.839844 C 21.214844 -12.628906 20.703125 -14.335938 19.675781 -15.953125 C 18.652344 -17.574219 16.789062 -18.382812 14.085938 -18.382812 C 12.199219 -18.382812 10.542969 -17.757812 9.117188 -16.503906 C 7.695312 -15.25 6.980469 -13.363281 6.980469 -10.839844 C 6.980469 -8.625 7.628906 -6.765625 8.921875 -5.261719 C 10.214844 -3.753906 12.011719 -3.003906 14.304688 -3.003906 C 16.617188 -3.003906 18.347656 -3.78125 19.496094 -5.335938 Z "/>
</symbol>
<symbol overflow="visible" id="glyph0-6">
<path style="stroke:none;" d="M 16.527344 -12.378906 L 16.527344 -28.222656 L 5.320312 -12.378906 Z M 16.601562 0 L 16.601562 -8.542969 L 1.269531 -8.542969 L 1.269531 -12.839844 L 17.285156 -35.058594 L 20.996094 -35.058594 L 20.996094 -12.378906 L 26.148438 -12.378906 L 26.148438 -8.542969 L 20.996094 -8.542969 L 20.996094 0 Z "/>
</symbol>
<symbol overflow="visible" id="glyph0-7">
<path style="stroke:none;" d="M 3.992188 -2.453125 C 2.128906 -4.722656 1.195312 -7.488281 1.195312 -10.742188 L 5.785156 -10.742188 C 5.980469 -8.480469 6.40625 -6.835938 7.054688 -5.808594 C 8.195312 -3.96875 10.253906 -3.050781 13.230469 -3.050781 C 15.542969 -3.050781 17.398438 -3.671875 18.796875 -4.90625 C 20.199219 -6.144531 20.898438 -7.738281 20.898438 -9.691406 C 20.898438 -12.101562 20.160156 -13.785156 18.6875 -14.746094 C 17.214844 -15.707031 15.167969 -16.1875 12.546875 -16.1875 C 12.253906 -16.1875 11.957031 -16.183594 11.65625 -16.175781 C 11.355469 -16.167969 11.050781 -16.152344 10.742188 -16.136719 L 10.742188 -20.019531 C 11.199219 -19.96875 11.582031 -19.9375 11.890625 -19.921875 C 12.199219 -19.90625 12.53125 -19.898438 12.890625 -19.898438 C 14.535156 -19.898438 15.886719 -20.15625 16.941406 -20.679688 C 18.796875 -21.589844 19.726562 -23.21875 19.726562 -25.5625 C 19.726562 -27.304688 19.109375 -28.644531 17.871094 -29.589844 C 16.632812 -30.535156 15.195312 -31.003906 13.550781 -31.003906 C 10.621094 -31.003906 8.59375 -30.027344 7.46875 -28.074219 C 6.851562 -27 6.503906 -25.472656 6.421875 -23.484375 L 2.074219 -23.484375 C 2.074219 -26.089844 2.597656 -28.304688 3.636719 -30.125 C 5.425781 -33.382812 8.578125 -35.007812 13.085938 -35.007812 C 16.648438 -35.007812 19.410156 -34.214844 21.363281 -32.628906 C 23.316406 -31.042969 24.292969 -28.742188 24.292969 -25.730469 C 24.292969 -23.582031 23.714844 -21.84375 22.558594 -20.507812 C 21.84375 -19.675781 20.914062 -19.027344 19.773438 -18.554688 C 21.613281 -18.050781 23.050781 -17.078125 24.085938 -15.636719 C 25.117188 -14.195312 25.632812 -12.433594 25.632812 -10.351562 C 25.632812 -7.015625 24.535156 -4.296875 22.339844 -2.195312 C 20.140625 -0.0976562 17.023438 0.953125 12.988281 0.953125 C 8.855469 0.953125 5.855469 -0.183594 3.992188 -2.453125 Z "/>
</symbol>
</g>
</defs>
<g id="surface26">
<path style="fill-rule:nonzero;fill:rgb(55%,55%,18.333333%);fill-opacity:1;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 2.434766 2.384766 L 2.434766 1.615195 C 2.434766 1.587578 2.412383 1.565195 2.384766 1.565195 L 1.615195 1.565195 C 1.587578 1.565195 1.565195 1.587578 1.565195 1.615195 L 1.565195 2.384766 C 1.565195 2.412383 1.587578 2.434766 1.615195 2.434766 L 2.384766 2.434766 C 2.412383 2.434766 2.434766 2.412383 2.434766 2.384766 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill-rule:nonzero;fill:rgb(65%,65%,21.666667%);fill-opacity:1;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 0.434766 2.384766 L 0.434766 1.615195 C 0.434766 1.587578 0.412383 1.565195 0.384766 1.565195 L -0.384805 1.565195 C -0.412422 1.565195 -0.434805 1.587578 -0.434805 1.615195 L -0.434805 2.384766 C -0.434805 2.412383 -0.412422 2.434766 -0.384805 2.434766 L 0.384766 2.434766 C 0.412383 2.434766 0.434766 2.412383 0.434766 2.384766 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill-rule:nonzero;fill:rgb(70%,70%,23.333333%);fill-opacity:1;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 2.434766 1.384766 L 2.434766 0.615195 C 2.434766 0.587578 2.412383 0.565195 2.384766 0.565195 L 1.615195 0.565195 C 1.587578 0.565195 1.565195 0.587578 1.565195 0.615195 L 1.565195 1.384766 C 1.565195 1.412383 1.587578 1.434766 1.615195 1.434766 L 2.384766 1.434766 C 2.412383 1.434766 2.434766 1.412383 2.434766 1.384766 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill-rule:nonzero;fill:rgb(75%,75%,25%);fill-opacity:1;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 1.434766 1.384766 L 1.434766 0.615195 C 1.434766 0.587578 1.412383 0.565195 1.384766 0.565195 L 0.615195 0.565195 C 0.587578 0.565195 0.565195 0.587578 0.565195 0.615195 L 0.565195 1.384766 C 0.565195 1.412383 0.587578 1.434766 0.615195 1.434766 L 1.384766 1.434766 C 1.412383 1.434766 1.434766 1.412383 1.434766 1.384766 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill-rule:nonzero;fill:rgb(90%,90%,30%);fill-opacity:1;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 1.434766 0.384766 L 1.434766 -0.384805 C 1.434766 -0.412422 1.412383 -0.434805 1.384766 -0.434805 L 0.615195 -0.434805 C 0.587578 -0.434805 0.565195 -0.412422 0.565195 -0.384805 L 0.565195 0.384766 C 0.565195 0.412383 0.587578 0.434766 0.615195 0.434766 L 1.384766 0.434766 C 1.412383 0.434766 1.434766 0.412383 1.434766 0.384766 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill-rule:nonzero;fill:rgb(95%,95%,31.666667%);fill-opacity:1;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 0.434766 0.384766 L 0.434766 -0.384805 C 0.434766 -0.412422 0.412383 -0.434805 0.384766 -0.434805 L -0.384805 -0.434805 C -0.412422 -0.434805 -0.434805 -0.412422 -0.434805 -0.384805 L -0.434805 0.384766 C -0.434805 0.412383 -0.412422 0.434766 -0.384805 0.434766 L 0.384766 0.434766 C 0.412383 0.434766 0.434766 0.412383 0.434766 0.384766 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 2.5 2.5 L 2.5 1.5 L 1.5 1.5 L 1.5 2.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 1.5 2.5 L 1.5 1.5 L 0.5 1.5 L 0.5 2.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 0.5 2.5 L 0.5 1.5 L -0.5 1.5 L -0.5 2.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 2.5 1.5 L 2.5 0.5 L 1.5 0.5 L 1.5 1.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 1.5 1.5 L 1.5 0.5 L 0.5 0.5 L 0.5 1.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 0.5 1.5 L 0.5 0.5 L -0.5 0.5 L -0.5 1.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 2.5 0.5 L 2.5 -0.5 L 1.5 -0.5 L 1.5 0.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 1.5 0.5 L 1.5 -0.5 L 0.5 -0.5 L 0.5 0.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<path style="fill:none;stroke-width:0.01;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 0.5 0.5 L 0.5 -0.5 L -0.5 -0.5 L -0.5 0.5 Z " transform="matrix(100,0,0,100,50,50)"/>
<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
  <use xlink:href="#glyph0-1" x="207.48291" y="263.500977"/>
  <use xlink:href="#glyph0-2" x="235.290527" y="263.500977"/>
  <use xlink:href="#glyph0-3" x="263.098145" y="263.500977"/>
</g>
<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
  <use xlink:href="#glyph0-2" x="5.895996" y="263.500977"/>
  <use xlink:href="#glyph0-3" x="33.703613" y="263.500977"/>
  <use xlink:href="#glyph0-4" x="61.51123" y="263.500977"/>
</g>
<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
  <use xlink:href="#glyph0-5" x="221.252441" y="163.500977"/>
  <use xlink:href="#glyph0-6" x="249.060059" y="163.500977"/>
</g>
<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
  <use xlink:href="#glyph0-7" x="121.594238" y="163.500977"/>
  <use xlink:href="#glyph0-3" x="149.401855" y="163.500977"/>
</g>
<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
  <use xlink:href="#glyph0-6" x="135.461426" y="63.500977"/>
</g>
<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
  <use xlink:href="#glyph0-3" x="35.314941" y="63.500977"/>
</g>
</g>
</svg>
\"/>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAASwAAAEsCAYAAAB5fY51AAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3dd3gU1d4H8O9s300P6Y0QQiD0IiBKiXJRutgLKOALoqjXrvjqVdTL1cd2VVCviq+oqFwFlS4gEIqCSDeEEhJSSM+mbrZmd94/AgmTmd1sS3Yn+X2eZ5+wszO7h5zMd2fOnHOGAZB56UF8b96ln6t8WAbSat6ln6t8WAbSKgMAlvq2DOQKmaAvD3+SCaoPf7JU4usSEEKIsyiwCCGiQYFFCBENCixCiGg4E1iJQUHylRqNVCuTMWYALD2cf8jlElNgoKw8KEj+KYA4J37f7aH68LA+AgKk5YGBXqsP0olk7byeERgoW79oUYr63nt7ymNjVVCrpZ1SsK5Cr7cqior0UWvWFM37+OPzdzY2WqcD2Ofm22UEBEjXz5+frL7rrgR5TIwKKhXVhyv0equiuNgQtW5d8bzPP8/ztD5IJ2PQ3K1hqcBriWq19PSPP14TMHZsRKcWqqvas6cSt99+QGcwWNMBXBRYJfPSzwyB1xLVaunp1atHBYwZ06Ojitit7N9fhblz/3S3Pkjns9+tIShI/tJDD6UqKKy8Z8KESDzwQIoiMFD+gqvbBgXJX1qwoJeCwsp7xo6NwNy5yYrAQKnL9UF8w0EbFjtjzpwkeecVpXu4554khUTCznR9S3bGHXckUH142R13JCgYhnGjPogv2A0sg8Eanpio7syydAu9egVAr7dGurqdwWANT0jQdESRurXkZA0MBtfrg/iG3cCy2SCRSpnOLEu3IJUyYFnXu5PYbJBIJFQf3uZufRDfoIoihIgGBRYhRDQosAghokGBRQgRDQosQohoUGARQkSDAosQIhoUWIQQ0aDAIoSIBgUWIUQ0KLAIIaJBgUUIEQ0KLEKIaFBgEUJEgwKLECIa7d2Ewu9ZLDYYjTYEBsrA0HRRfkevt6KpiQUAMAwQFCT6PzniQ6L66zGZbNi5sxzr1hUjK6sOZWVG1NSYwbKATMYgNFSB9PQgjB8fiSlTYjBkSKivi9yt5eToMHnyPhgM1pZlJSXTfVgiInaiCaxPPsnDq69mo77eIvh6UxOLqioT9u0zYd++KixbdhqTJ8fg1VcHID09uJNLS8xmGxYvPsoJK0I85fdtWNXVZtxyy+94+ukTdsPKnl9+KcP11+/Brl0VHVQ6Ys+yZadx6lS9r4tBuhi/DiyrlcV99x3Cjh3ldtdhmObTQXt0uibcdtsBZGXVdUQRiYBduyqwcuUFXxeDdEF+fUq4bNlp7NlTyVt+zTU9cN99yZgwIRLR0UoAQF5eI06frsdHH+XiwAEtZ32LxYYnnjiB7dvHU8N8B6usNOHxx0+AZX1dEtIV+e0RVlmZEe++e46zTCpl8K9/DcK2beMxe3YSEhLUkMslkMsl6Ns3CLNmxWPbtvFYvnwY7xbuBw9q8e23hZ35X+h2WBZ4/PHjqKoy+boopIvy28D673+LYLVyv6affrovHn001eF2DAPMm5eMF15I57324otZMBqpEbijfPZZHnbvbj0idnSqTog7/DawvvmGezTUs6cGS5b0c3r7Rx9NxdCh3G4NVVUmZGdTQ3BHyMqqw7JlZ1qeh4crMHduMmcdOh0nnvLLwMrPb26PutLNN8e79I0tlTKYNSuetzwriwLL2wwGKxYvPgaLxday7J13Bre0LxLiLX4ZWAUFet6y6dPjXH6f9PQg3jK6Wuh9//jHKZw/r2t5Pnt2Em68McaHJSJdlV8GVnGxgbcsJSXA5fdJTuZvc/Ei/72J+zZtKuVczEhJCcArrwzwYYlIV+aXgVVSwg0VuVyCiAjXTy8uXGjkLevbl3/URdxTUmLAM8+cbHkulzNYsWIYNBqpg60IcZ9f9sO6+uoeeP31QS3PAwLcG9h89GgNb9ngwSGeFI1cYrWyeOSRY6irax198OSTabwLHYR4k18G1tixERg7NsKj92hoaMJ33xXxltOAaO/44IPzOHiwuuX56NHh7XY5IcRTfnlK6A3PPHMCRUXcxvsBA4LRq5frbWGE68iRGvz7362deoODZVi+fBgkEuq3QDpWlwysd945x+vHJZdL8MknI6gvkIfq65uwePGxljmuAGDZskFISFD7sFSku/DLU0J3NTQ04bHHjuGHHy7yXnvmmb50OugFS5b8xTlynTUrHrfeyu/vRkhH6DKBtWlTKZ566gTvCiPQ3Cb29NNpPihV1/L99xfx88/FLc/j49V4442BPiwR6W5EH1gFBXosWXISmzaVCr5+//298PbbgyGXd8mz306Tn9+IF17IankukTD44IOhCA6W+7BUpLsRbWDp9Va89dZZLF+eA5PJxns9JESO118fhHvv7emD0nUtFguLxYuPobGxqWXZQw+lYMyYHj4sFemORBdYLAusWVOIl18+hdJSo+A6d92ViGXLBiEqisayecObb57B8eO1Lc8HDw7Bs886PxCdEG8RVWCVlRmxcOFhZGbyJ/UDgH79gvDuu0MxbpxnfbhIq/37q/DRR7ktz9VqKVasGAa5nC63ks4nmsDavr0cixYdEZwcLipKiRdeSMfcucmQSmlH8qaPPsrlzB569dXhOHKkBkeO8EcRtHXyJHegOcs2z3PW1tSpsXT7L+IUv/8rsVhsWLo0G8uX5/Cm3VUqJfj73/vgySfTEBjo9/8VUbK1aR7cvbuSM0mfq5544gRv2ahR4RRYxCl+/1fy7LMnBW9ocMMN0Xj77SHUc52QbsSvA2vduou8sFIqJXj99UFYuDDFR6UihPiK3wZWXl4jHnnkGGeZQiHBjz9eg/HjI31Uqu5n9uwkTJjg3kWMo0drsXkzt3/cP/7Bn2s/PFzh1vuT7sdvA+v55/+CTtfa74dhgE8/HUFh1clmzIh1e9tvvinkBBbDAA891NsbxSLdlF92/66pMfNunvr442m49dYEH5WIEOIP/DKwfv65hHNDA6VSgkceobmWCOnu/PKUcO1a7mwLGRlRqK+3oL7eYmcL54WGyt2abpkQ4nt+GVhtpzbetq0M27aVeeW9H344FW+8Maj9FQkhfsfvTgkrK02cxnZCCLnM7wIrL49/pxtCCAH8MLByc3Xtr0QI6Zb8rg3rnnuScM89Sb4uBvGC2bOTMHs21SXxHr87wiKEEHsosAghokGBRQgRDQosQohoUGARQkSDAosQIhoUWIQQ0aDAIoSIBgUWIUQ0KLAIIaJBgUUIEQ0KLEKIaFBgEUJEgwKLECIaFFiEENGgwCKEiAYFFiFENCiwCCGiQYFFCBENCixCiGhQYBFCRIMCixAiGhRYhBDRsBtYEglYq5XtzLJ0C01NLBgGNle3YxiwNhvVh7e5Wx/EN+wGllot1RYU6DuzLN1CQUEjNBpppavbaTRSbWEh1Ye3FRbqoVa7Xh/ENxycEjIb16wpNHdeUbqHr78uNNtszAbXt2Q2rl17kerDy777rsjMsqwb9UF8wW5gNTRYlq5YkWveubOiM8vTpe3cWYGVK/NMOp3lNVe3bWiwLP3sswvmPXvoYMBb9uypxFdfFZh0OqvL9UF8Q+bgtWKj0Trj7rsPbnz00T7Ku+5KlEdGKjutYF1JVZUJq1blW1auzDMYDNbpAErceJtio9E64/77D29ctChFeeut8fKICKoPd2i1ZnzzTaHlq6/yDUaj2/VBfIABsPTSw574oCD5KwzDTjGb2bBOKVUXo1JJtTYbu6m+3rIMwEUHq2Ze+pnhYJ34oCD5KwA7xWy2UX24QaWSaK1WZpNO55X6IJ1nqaMjrMuKGxosCzq8KF2Y0Wj15ttRfXjIZKKLgmJF/bAIIaJBgUUIEQ0KLEKIaFBgEUJEgwGQf+lBfG8EmuvksK8LQgBQffibZDrC8i+MrwtAOKg+/NBSXxeAtMhEa98f4nuZoPrwJ0vpCIsQIhoUWIQQ0aDAIoSIBgUWIUQ0KLDEJ1Gjka5UqSRaqZQxA2Dp4fxDJmNMGo20XKORfgogzq0a4KL68LA+1Grn68OZwc/Ef2RoNNL1t9ySoJ4yJUYeEaGEUknfOa4wGq2K8nJT1I4d5fPWrr1456XpZfa5+XYZKpV0/fTpceq//S1K3qOHAgoF1YcrjEarorLSHJWZWTFvw4bSduvDmellSOfJvPQzQ+C1RKVScvrNNwcHDBkS2nkl6sKOHq3B88//pTOZbOkQnmYm89LPDIHXEpVKyemlS/sHDBwY0lFF7FZOnqzDq69mO6oP6tYgFhqN9KXbbktQUFh5z/DhYZg1K16h0UhfcHVbjUb60syZcQoKK+8ZPDgE06bFOqwPCiyRYBjMmDw5Ru7rcnQ1kyfHKBgGM93YdMbEiVFUH152/fVRDuuDAkskjEZbeHS0ytfF6HLi4tQwGm2Rrm5nMtnCacpw74uNVTmsDwoskWBZSCQSGtrmbRJJ8+/W1e2oPjqGRMI4rA8KLEKIaFBgEUJEgwKLECIaFFiEENGgwCKEiAYFFiFENCiwCCGiQYFFCBENCixCiGhQYBFCRIMCixAiGhRYhBDRoMAihIgGBRYhRDQosAghokE3oSB+oamJhclkhUYjA0PTTAlqaGiCXM5ApZJ2+mcbjVZYrc3/ZhhAo+n8MgAUWOSSnBwdfv21HGfONECrNUGrNYNlgZgYFWJiVIiNbf45cWIUIiI8m2nTYrHh0KFq7N5didxcHbRaMxoaLGBZQCplEBQkQ3JyAIYNC8U110SgT59AL/0vxYNlgT17KvHnn9UoKTGipMQAvb45MWQyBhERSgwYEIzhw0Nx7bURkEo7LuWLigx44onjMJlsLcs2bry2wz7PEQqsbu7cuQa88cYZ5OU1Cr6en9+I/PzW11auvICZM+Nwzz1J6NFD4fLn/fRTMVauvIDGxibB161WFrW1Fhw/Xovjx2vxxRf5GDOmBxYtSkFycoDLnydGf/xRja+/LkBBgV7w9aYmFmVlRpSVGbFzZwVWry7EAw+k4KqrwrxeFovFhrffPssJK1+iNqxubO3ai1i8+KjdsBJisdiwbt1F3H33QaxfX+L0dvX1Fjz77Em8/36O3bCy58ABLRYvPorDh2tc2k6Mli8/j3/+87TdsBJSWmrEa6+dRmZmpdfL8+WXBS79fXQ0CqxuavfuCqxYcR5NTaxb25vNNnzwQQ6ysuraXddmY7F0aTYOHaq2uw7DwOFpjV5vxZIlJ5Gbq3OrvGLw1VcF2L69XPC18HAF0tICERoqfKMem43F++/noKzM6LXyHDlSgw0bnP9S6gx0StgNlZQY8Pbb53jLw8IUGDcuAmlpQUhLC0RSkgbV1WYUFuqxaVMp9u+v4qxvtbJ45ZVsrFx5FUJC7N/x6osv8nH0KP/oaPDgEEydGovhw8MQHt58ellcbEB+fiPWrr2Iv/7ihmFTE4t//zsHy5cP63IN85s2leKHH7j3DmUYYMqUWMycGYv4eHXL8upqM44dq8Unn+TBYLC2LG9qYrFqVT6WLOnncXlqay34979zwLr3fdZhKLC6oW+/LeSdlsXFqfH224MRF6fmLY+LU+Pqq3sgO7seS5b8hfp6S8vrlZUmrFqVj8ce6yP4WVqtGd98U8hZJpEwePDBFNxxRyJv/Z49NejZU4Px4yOxeXMpPvggB2Zza/tJVlYdtm0rw+TJMS7/v/1VXZ0Fq1blc5YpFBIsWdIXI0eG89YPD1dg4sQo9OkTiNdeO805qvrtNy1On65Henqw2+VhWeC993JQV2dpf+VORqeE3YzRaMWuXRWcZcnJAVi+fBgvrNrq3z8YS5f25526nTnTYHebHTvKYbNxv6bnzEkSDKsrMQwwfXos5s9P5r32n//kckJM7NavL+E1aj/6aKpgWF0pKUmDZ5/ty1v+668VAms7b8OGEhw50npE3JFXIF1FgdXNZGZWtlwev+yxx/o4fcVv+PAwjBsXwVl24UIjL5Qu++WXMs7z2FgV5s5Ndrq8d96ZiLS0IM6y2loLLlzwn4ZgTzQ2NmHz5lLOspEjw5GR4dy9Xfv0CcTQoaGcZZ78bvLyGjlHe8HBckydyj2a9eXpOAVWN3PqVD3neXS0ivcH356+fbkBYjRaUVxs4K1XUmLgdIkAgIyMKJe+sSUSBhMm8Hfe8+e7RuP71q1lvC+QadNcO91t252hsFDvVtuTyWTDW2+d5VyI+fvfU1vaF/0BtWF1M5WVJs7z9PQgl78xhU4dq6vNSEzUcJYJXbG69toern0YgORkDW+ZP11q98TRo7Wc51FRSgwf7lp/qhtuiMagQSGcZSzLgnGxYj/9NA8XL7Z+8dx4YzRGjw5HUZHzXSw6GgVWN9M2sKKjVS6/R04O/+jmyqtY9j7L3nrtEQrIigrvXb73laYmFmfPctv/pkyJcfkLRK2WIiXFs061v/2m5XSpiI9XY8GCXh69Z0egwOpmJk2KxjXXtB7ljB7tuGFXSNvuBiqVFD168IfrtA0smYxBaKjrpxclJfzTzZ49xd/rPTdXx7t4MHZshJ21O05VlQkrVpxveS6TMXjqqTSfjFlsDwVWN3PXXY6vzrUnP78Rp09z28FGjQoXPCoYNCgEDz+c2vJcpZK41WArdBUyNVX84wvbtifKZAyiovjBX1FhQkWFEdXVFgQESJGUpEFkpGfjOS+z2Vi888456HSt3VzuvjvJb8dvUmARp506VY8lS05yjgrkcgkWLUoRXH/IkFAMGeJag35bjY1Ngr2//XWHckXbII6MVEIiaU50g8GK9etLsG9fFQoL+W1IGk1zcF1/fRQmT3b9NPKy77+/iKys1uAcMCAYt9+e4N6bdQIKLOKQyWRDXp4Oe/dW4aefimE0tl7RkkgYLFjQy612KWctX34e5eXc9qqUlIB2+4yJQXW1mfP8cnvisWO1WL78vGAb4GV6vRVnzjTgzJkGbNtWjkWLUpCeHmR3fSFnzjRgzZqilucBAVI8+WSaX48ioMAiHMeO1eL55/+CWi2F0WjlDP24UnS0Cv/7v/08PoJy5JtvCnn9uGQyBs8/n+7XO5WzrjwNA4DoaCX27q3C22+fdalbQm6uDs89dxJTpsTiwQdTnPrdNDZa8dZbZ2G1tn7QokW9BU9J/QkFFuExGq2cI6m25HIJnnwyrcPCqrGxCe++ew47d/J7bM+Z07NLnA4C/MCqqjLjvff44/fCwxVITtZALpegoECP8nIjbx2WBbZsKYVMxmDhwvav7n30US4qKlqP4MaPj8R11znXWdWXKLCIyywWG5577iQGDAjGI4+kejRura39+6vw3ns5qKrinw4NGRKKOXN6eu2zfK3teM4rh8MAwPjxEZg/P5k3YaLRaMVff9XhvffOc8Z1As3DaoYPD8WIEfb7cu3cWYG9e1unoomMVGLxYuF2SH9DPd0Jh1IpQXJyAHr1CkBYmMLh6cWpU/V48skTOHGi1v5KTiotNeLFF7Pw4otZgmE1c2Yc3nlnCGSyLnAuiObQsTe1j0IhwWuvDcAzz/QVnN1VpZJi5MhwvPPOYCQm8tvyvvqqwO4pZWmpEf/5T17Lc4YBnnyyDwICxHHsIo5Skk7Tv38wVq0a2fK8qYlFdbUZJ07UYv36Et78VwaDFc899xc++2wEr6e7M4xGK1avLsR//1sEi4U/oDkwUIbFi3tj6tRY1/8zfqztcJwrzZ3b06nhUjExKixdOgALFx7hjOXMy2vEhQuNvM6kTU0s3nrrLOd0/9ZbEzBwILeXvD+jIyzi0OW+QZMmRWPFimH4+OPhvG9jo9GKr78ucOl9WRbYvr0cc+YcwurVBYJhNWlSNL7+elSXCyuguR1QyMCBwZgxI87p94mKUgp2NhWaf+ybbwo5oxRSUwMxe3aS05/lDyiwiEvS04Px8sv9W/oLXbZzZ4XTs11qtWY89dQJ/OtfpwVP/5KTA/Dee0PxwgvpCAvzn4G33qRWC/ciHzcu0uUroDNn8gO97eDwEydqsW5d6wSBSqUETz2VJrpTbDolJC4bNSocN9wQzelyYLWyyM6uR0yM47GJf/xRjddfP43aWv7kcGFhCsyfn4zp02N5gdjVyGQMFAoJb2iOUJtUe3r1CgDDgNNuVVfHbdD/8cdizusDB4bg7NkG3lhGIW3Dj2UheAV3zJgeHX77Lwos4pa0tCBeHymhMX+XNTWx+OyzPHz/fRGvQVgul+CuuxJx991JPrvfnS8EBMhgNnM7jyYlud4OqFBIEBGh5HQ0bWjgfiHY2pxxHzlSw7sq6Yr33svhLUtPD4JG07EdeimwupGPPspFTk7rN2p0tMrt+b979+YPPi4vt98ze/nyHMG77IweHY7HHuvTJXquuyohQY2aGm5guTvgWKXitu501VNpCqxupLGxCceOtXZBkMslePbZvm6dfgntEEqlcJPorl0VvLCSyyV4+OHemDUr3uXP7ipSUgJ4M18UFxtcniqGZYGyMu6XRc+erh+piQEFVjfS9nTDYrGhtNTo1lhAodttCYVYcbEBb799lrNMLpfgzTcHY9iwjhvWIwa9e/N77BcV6V0OrMpKE+8qa9vAuvHGaAwf7t7v+8yZBvz+u5az7P77k3nrBQfbv3OSt1BgdSNC/aROnqxzK7CEJvETOk386KNcTp8jhgGef75ftw8roHn6nbaN5YcP1whOCe2IUFtU2/nCPJlna9u2ck5gMQxw882+OTKmbg3diNBUwxs3un6jzKoqE7Zs4d44QaGQ8Do71tdb8Mcf3G/mu+9OwvXXR7n8mV1RRISCN4Rmz55KnDvn/Hz1FosN33/PvZ/h5bGHXREFVjcSF6fGmDHcOdWzs+s5/XPaY7OxeO01freECRMieQ3Ge/ZUcoafyOUSv55ryRduvDGa85xlm+dWF+pIK2TDhlJeX7Z585KhUHTNXZtOCbuZBx/sjUOHqjnTiixffh6lpUYsXtzbYQN8Xl4jVqw4zxs7KJdLcP/9/BkC2t7/cMSIMOh0TbxZCtwRFCS3e9t2MRk9ugcGDQrhNL6fPduAp58+iWef7Wv3dJ1lm8cMrl3L/bJJTw92+hZhYkSB1c307KnB9OmxvKt2a9deRFZWHYYMCUVKSgBSUwMRGqpAcbEBRUV6/PVXHbZv598UFQAWLuyF2Fh+h9G2nRIPHtTi4EEtbz133HZbAh55JLX9Ff1c8+DjNDz66DFOkOflNeLxx09g2rQYpKYGtgxGLyhoRG5uIw4c0OLkyTreezk7H5ZYUWB1Q/PmJeO337S8U4nLM1i64uab4wXv4lxTY3Y4wJe0iohQ4IUX+uGf/zzDmXLGaLRi3bpip99n/vxkj++e4++65okucSgsTIEPPxyGhAT3O2vGxanx+uuD8NhjfQRfF7qxKrFv4MAQvPXWoHaHNgmRShk8/HBvn12560wUWN1UdLQKn3wyAnPnJrs0HEalkuJ//qcXvvxyJK8B/0oUWK5LTNTgww+HYfbsJKd7vI8cGY4VK4Zh8mTX7hYtVnRK2I0FBMgwf34ybr89AUeP1uDo0VqcP69Dfb0F9fUWKJVSJCaqkZCgQUKCGgkJavTtG+TUsI8bb4zBjTd2j53ImxSK5nGVN90UhyNHanDoUA3Ky42oqTGDYRiEhMgRHi7HoEEhGDkyvFPmYL/xxmje1UxfocAiCAyUYfz4SIwf33WvLomNWi3F2LERPrmxqj+jU0JCiGhQYBFCRIMCixAiGhRYhBDRoMAihIgGBRYhRDQosAghokGBRQgRDQosQohoUGARQkSDAosQIhoUWIQQ0aDAIoSIBgUWIUQ0KLAIIaJBgUUIEQ0KLEKIaFBgEUJEgwKLECIaFFiEENGgwCKEiAYFFiFENCiwRIJhwNpsrK+L0eVYrSwYBjZXt6P66Bjt1QcFlkioVBJtaanR18XocsrKjFCpJJWubqdUSrTl5aaOKFK3Vl5uhFJpvz4osESCZbFx+/Zys6/L0dVs2VJmZllscGPTjbt3V1B9eNmOHRVmwH59UGCJhF5vXbp2bZH5zz+rfV2ULuPPP6uxfn2xSa+3vubqtnq9den69SXmY8dqO6Jo3dKxY7XYsqXUYX3QrerFo9hkss148cWsjXfemaicNClaHhqq8HWZRKm21ozNm0stP/9cYjCZbNMBlLjxNsVms23GsmWnN958c7wyIyNSHhIi93ZRu4W6Ogu2by+3bNlSZjCbHdcHA2DppQfxvcxLPzMcrBOv0UhfYRhMsVjYsI4vUtejUEi0Nhu7Sa+3LgNw0cGqmZd+ZjhYh+rDQ3I5o2VZOFMfS+kIS3yK9XrrAl8XQszMZpcvCjpC9eEhswstgdSGRQgRDQosQohoUGARQkSDAosQIhoMgPxLD+J7I9BcJ4d9XRACgOrD3yTTEZZ/YXxdAMJB9eGHlvq6AKRFJlr7/hDfywTVhz9ZSkdYhBDRoMAihIgGBRYhRDQosAghouFMYCWqVNKVCoVEK5UyZgAsPZx/yGSMSaWSlKtU0k8BxDnx+ybikqhSSVfK5RKtREL7h6sPqZQxKZWScqVS4tT+0d7g5wyVSrp+8uQY9YQJEfKwMAUUCjooc4XJZFNUVZmifvtNO2/r1tI7L01nss/X5SJekaFQSNZfe20P9ciR4fKQEBnkcto/XGE22xQ1NZaoo0dr5u3bV3Xnpell7O4fjqaXSVQoJKefe65vQHp6cMeUtps5daoeb711Vmc229IhPI1G5qWfGZ1WKOJI5qWfGQKvJcrlktMLFvQK6N07oPNK1IWdP6/D55/n6ywWu/uH/W4NGo30pSlTYhUUVt4zYEAwbrghWqFSSV/wdVmIZ1Qq6UvjxvVQUFh5T2pqIK65JkKhVErs7h92A4tlMWP8+AiaQtHLxo2LVEgkmOnrchBPsTNGjgyn/cPLRo4MVUgkjN39w25gmc228IgImoLX26KjlTCZbJG+LgfxjNnMhoeF0f7hbT16KBzuH46OsCQSCQ2l8jaJhAHLUncSsWNZVsLQ7uF1lzLH7v5BOw4hRDQosAghokGBRQgRDQosQohoULqoImUAABLxSURBVGARQkSDAosQIhoUWIQQ0aDAIoSIBgUWIUQ0KLAIIaJBgUUIEQ0KLEKIaFBgEUJEgwKLECIaFFiEENEQdWBZrSwMBitYtvM+jxBin9XKwmjsuH2yvbvmuIRlgddfP42GhiYAQHp6MO67r6dX3ttiseHkyTocPKhFYaEeNTUWNDY2gWUBqZRBQIAMCQlq9O8fjOHDQ5Gc7Nlc2zpdEw4c0KKkxIjSUgNKSozQak1Qq6WIjVUhJkaFmBg1hg4NBc3rTS4rLTXi4kWDx+8TGipHnz6BHr8PywKffpqHxsbmfTIlJRCzZnnnbnNNTSzOnm3A8eO1KC01or7e0nIAIZEw0GikiI5WITU1AP37ByM+Xu3xZ3o1sHJyGpCVVd/yPDzcO1PIbt9eju+/L4JebxV83WplUV9vQXa2BdnZ9Vi79iKGDQvF3XcnISHBtV8SywJ791bi228LW4L3Snq9Fbm5jcjNbQQA/PjjRYwbF4G77kpCaChN8d3dHTigxe+/az1+n/T0YK8EVkGBHjk5upbnoaHe2Sd/+02LrVvLYDQK75M2Gwudrgk6nQ65uTps21aO/v2DMXVqDGJiVG5/rlcDyxsVdSWdrgkffpiLEydqXd722LFanD7dgCee6INBg0Kc2qa83IhPPsnDmTMNTn9Oc8BV4dChGsyZk4Trr49yuayk66iqMvu6CBzHjtV49f30eiu+/bbQpX3ksuzseuTm6jB3bjLS0twLY6+1YdXXW3DggPcCy2Zj8f77OQ7DimGaTwftMRqtePPNsygs1Lf7eRaLDe++e85hRTiaw9totOLzzy8gK6uu3c8iXZdWa/J1EVrodE04ftx7f482G4uvvipodx9xdC8Ik8mGzz+/gNJSo1tl8MoRlslkw1tvnRU8hXLX2rXFOHWqnre8X78gZGREYcCA4JZTsLKy5naDX34pw9mz3F+m1cri//4vHy+/3N9h4Pzww0UUFXHbHqRSBlOmxGDw4FDExakQGipHdbUZpaVGnDhRh23byjgN8SwLfPhhLl5/fRCdHnZDViuLmhpLy3OplEFIiHt/B0FBnu2aZrMNn3+e39J25Q3bt5fj/Hkdb3mvXgEYPTocqamBLeWuqjKjvNyIffuqcOFCI2d9q5XFunXFePjh3g73SSEe/VbMZhuOHKnB1q1lLW063lBba8GGDSWcZRIJg3vuScTUqbG89ePj1YiPV2PUqHDs3l2BL78sgMVia3n93LkG7NtXifHjhe8edO5cAzZvLuUsCw9X4Kmn0tCrF7dBPSJCiYgIJQYNCsH48RF4//0czrdFXZ0Fq1bl4/HH+7j8/ybiVlNjhs3W+gXWq1cAHnwwpVPLYLHYcOpUPfburUJRUftnFs6qr7dg165KzjKJhMG0aTGYMIG/X0VHKxEd3byfHDpUjZ9+KkZTU+vvJj+/EYcP12DkyDCXyuF0YFksNuTlNaK01IiSkuarZtnZ9XYb3Tyxf38Vp+IB4Kab4gTD6koMA1x/fRQaG6347rtCzmvffluEMWN6QC7nnwXv31/Fuwx73309eWHVVlKSBo88koqXXjrFOdLKyqoDyzo+hSRdT9v2q6goZYd+XlMTi6IiPSorTaioaH7k5upgMtna39hFR4/W8vbJiROjBMPqSgwDjB4dDr3eyjso2Ly5FMOGhUImc35HcTqwCgv1eOWVbKff2BN793KTPDJSiVtuiXd6+2nTYnDwoJZzKFpfb0FRkQEpKfwQunCB+03Us6cGo0aFO/VZvXoFYMKESOzaVdGyTK+3oqTE4JXLuEQ8qqq47VeRkR0bWCUlBnz4YW6HfsZlhw9zG+/DwxWYNMn5C0wTJkTg+PFaFBe3NrvodE0oLTUiMdH5/cTvOo5WVJh4/ViuvjrcYeN6WxIJIxg4Qo3vNhvLW56S4toVjL59g3jL8vK8d4pMxKHtEVZHB1Zn0WrNKCvjNpIPGRLisHG9LYmEwZAh/Kv1paWu9Vnzu8CqrORfZRkxwrXzXACC/a+EAqu62sxp7wKab5ftCqEGUrmczge7m7ZHWB19SthZamr4XTUGDHCuq9CVoqP5/a9KSly7Wuj0KWF8vBovvdTf4TqvvZbtcZf86mr+L8edjmZRUfxthC45h4UpIJMxnAZBVxsrCwr46wtVDunarjzCkskYhIV5p5OmPdHRKixe3NvhOh9/nOvxPllba+Eti4hw/f8mdCAg9N6OOB1YKpUU/frxT32uxDAMWA9/O20DSyplEBTk+qXhigp+csfF8Y+6pFIGsbFqTkjl5OjQ1MQ61RjIssDhw9WcZRIJ41FvXiI+NhvLORKJjFR2+EUXpVIi2CZ7JW/sk3V13FC5PBTOVVot/2AkOtq1o1Cv9nT3hrS0QMyZ0zr+UKWSuFXxQm1I9sYXDh0aygms6mozPv/8AhYtav+S9MaNJbwuHePGRUCtlrpYYiJmNTUWzpXiK9uvjEYrcnJ0qKoyQ6dr7hfVPBZVhZgYpeCVa3+SnByAmTNbxx8qFO7tk0JnLkIHEY74XWClpwcjPT3Yo/cwGKzYt6+Stzw5WSO4/i23xOPgQS2n/WzPnkowDHD77QmCh/Ymkw0//ngRW7aUcZbL5RLcdluCR+Un4iPUfqXVmrFxYwmysxt4XQIuY5jm8Jo2LbbdMxhf6d07wOMB/kajlXelEYDLV9L9LrC84csv83lXbBITNYLtWkDzofWDD6bgzTfPcvqwZGZW4vfftRg1Khzx8WpERChRU2NGSYkBWVl1vM+QShk88ECKy432RPza/i2cP69DZmYlp21UCMs2z/CwcuUFDB0aiptuivO4l7s/+vnnEl57VWysyuV9pcv9ZtavL8HevVWcZVIpg4ceSnF4GJueHoxXXx2ATz+9gNzc1uEHZrMN+/dX2d/wkogIJR54IAUDB3p2dEjEqe0RVn6+673Mjx+vxdmzDbjjjgSnB+yLwa5dFbyjK6mUwV13JXbu0Bx/YjA0Dz4WmjFi1qx4p+bHSkzU4Lnn+uKNN8641I+KYYCbb47DgAEUVt2VUIPyZVFRSqSnN499VSolqKgwoazMiIICPQwG7kgRg8GK1asLsXBhL6Smej69jC8ZjVasW1eMY8f4ExhMnBjlVsfqLhFYhw/XYNWqfMEuEenpwU5NWGazsfjll3L89FOxywNGWRb47LML2L27Eo88ktpl+t8Q5wn1H9RopLj33p5257W6PFzl0KFqTtcDq7V5VoQlS/pBoxHnxZusrHr89FMx7woj0NwmNnGie9MwiTqwKitN+PrrAsHGPKA5xefNS263l/zlwNmzh99QL5UyiI5WIS5OhchIJWpqLCgtNaCszMgbs3X+vA4vvpiFJUv6tXu5mXQdLMvvjtOjhwILFvRy2Ntdo5Hi9tsTMGxYKD799AKnYV6vt2LHjnLcdJN3ZgftLNXVZmzYUMKZyPNKY8b0wKxZcS6NXLmSKAPLZLLh55+LsWVLGa+XOtD8hzBnTk9kZDgemHnZ6tUFgmE1enQ4Zs/uKdhJzmi0YuPGUmzeXAqzubUMOl0TPv64eYoZVwZ1EvFqarJh0qRoGI1WGI1W2GzA1KkxCAx0bvdKTQ3EpElR2LatnLP84MFqTJ0a4/fdHoDmtt6dOyuwZ4/whQa1WooZM2KdHqNrj6gCi2WbZ1ZYs6ZIcLgAAIwdG4HZs5OcnoeooECPrVvLeMsfe6wPRo+2/8tVqZq/Ha+/Pgovv3yK8w1bXGzApk0lmDXL+QHbRLzkcgn+9jfPZpqdODEK2dn1nDnZLBYbcnJ06N/ff9tGWRY4erQGmzeXob5euNf6iBFhmD491itXP0UTWLW1Fnz00Xm7h5rx8WrMn5/scuVu2lTCWzZpUrTDsLpSjx4KPPRQb/zrX6c57RA//1yCG26IEW0bBOlcEgmDAQNCeJNIFhbq/Taw6ust+O67Is6c8VeKjlbhllvi0Lu39y4eiCKwjh+vxX/+kyeY4CEhctx2WwKuuy7SpdHjQPOp5cGD3GE1gYEy3HNPkkvvM2BAMCZMiERmZutppdlsw8WLeqSl+WdnQOJ/hIZzeXMWX286c6YBa9YUtfTcv1JQkAw33ND8pe/qPtkevw4sq5XFmjVF2LKllDeAUy6XYNq0WMycGQuVyr2jmMpKE+9eg8nJAVAqXW8zSEsL4gQW0HxqSIFFnCUUWEJttL5ktbLYsqUMe/dW8vZJmYxBRkYkrrsuyq19yBl+HVhfflmAX38t5y0fOjQUc+f29HhGBKFL0UlJ7k26JzQJ2ZWTlRHSHonAPu5vc2qtX18i2NexX78g3HxzfIeP8vDbwDpwQMsLK7lcgjlzkjBpUrRXPkOvFzqcde+mAT168P+w3L10S7qn8nL+DCP+NE3R8eO1vLCSyRjMnBmHa67p0Sll8MvAKi834rPPLnCWyWQMnnuur1cbIIOD+eHk7lFR2xkZgeY530nXlpvbiK+/LuAsu+OOBLf+TsvL+Uf8rk6/0lGqqsz44YeLnGVSKYMFCzq3R75fdvBYvbqQc3MLhgEeeqi316+WCM3CIDQZnzOEps5ISqLOo11dYqIaBoP10l2Omx9Hjrh+49/medW4HaAlEgYREf4RWBs3lnA6SjMMcPfdiZ0+fMjvAqv55o/cCp8+PQ5jxnj/kDM+Xs3rr1VUpBcc+9Setn9sMhmDuDj/OZwnHUOhkCAxkXsknZ1dz+lM7IzDh2sE5033h2YFvd7Ku3lqRkYkhg4N7fSy+F1gHTpUzblyJ5dLMHVqTId8FsMIzxf/xRf5Lt0qacuWMvz1F/cOuyNGhPnFHxvpeKmp3CNpi8WGrVvLnJ6auK7Ogm3b+POqTZvm+LZ2neXkyTrOPimTMXbv8dnR/K4Nq22j3oABwdDrrdDrPb//YUCAlNduNWNGLPbtq+JcPq6qMuGVV7KxcGEvh/cmtFpZ7NpVgTVruPdADAiQYe7cZI/LS8Rh8OBQ7N5dydmp9+2rQk2NGffckwSFwv5xwfnzOqxeXcjrzzRhQoTf3D287RlPnz6BLcOQPKVWS50ewgT4YWC1ndbl+PFa3i/MXVOmxODee3tylkVHqzBzZhzWreM2KObnN+If/ziFiROjkJYWiJgYNWJjVTCbbSgrM6KoqHlIj1Bj+733JvnNHxvpeHFxKtx+ewLWrCniLM/Kqsd77+Wgf/9gJCaqkZCgQXCwDOXlJpSUGFBYqMehQzW82UiDgmS47jrPhvp4U9v22dOnG3D69FmvvPe4cREuDfD2q8Cqr7d0yJ2k23PLLfGoq7PwulHYbCx27CjHjh38vmD2DB0a6rPDZeI7V10VhvJyI3bv5nYebr4jM39gvT0qlRT33dezwzpeukqna+qQO0m7y68CS+hopTMwDDB/fjISE9X48UfhOXycMXZsBBYu7OXdwhHRmDo1FlYri99+0/JGUDgjOFje8nfoL9pO/exrfhVYQv1QOgvDNA96Hj8+Elu3lmLTplKn283i49W4+eb4Tus8R/wTwwAzZ8Zh/PhI7NhRjj//5J/uCVGrpbjuukiMGxfhd1PJtJ362de8GlirV4/yaPtx4yIwblyEl0rjHqVSglmz4vG3v0Xj6NHalsn6Lj8YhkFQkAxhYQr06xeEgQODMWBASIffg46IR2ioHLffnoCJE6OQm9uIykpTywNovvij0cgQG6tCnz6BSErSdNgV5TffHOTR9lddFYarrnL9zusdxa+OsPxJYKAM48f7NjyJuIWHKxAeTndQ8ib/Ov4khBAHKLAIIaJBgUUIEQ0KLEKIaFBgEUJEgwKLECIaFFiEENGgwCKEiAYFFiFENCiwCCGiQYFFCBENCixCiGhQYBFCRIMCixAiGhRYhBDRoMAihIgGBRYhRDQosAghokGBRQgRDQosQohoUGARQkSDAosQIhqOAot15iaQxDVWKwuGgf/c+5u4hWEYlqXdw+tsNsf7h93AUiol2ooK/7rra1dQWWmCUimp9HU5iGcUCkar1frXbdy7Aq3WDLmcsbt/2A0shsHG/furqEa8bM+eSrPNhg2+LgfxFLPx6NEa2j+87NChajPL2t8/7AaWXm9dunVrmfnkybqOKVk3dPJkHXbsKDcZjdbXfF0W4hmj0bp0794q87lzDb4uSpdx7lwDDhyoNplMNrv7h6Nb1RebzbYZ7757buO0abHKsWMj5MHBdGd7d9TXN2HXrkrLr7+WGcxm23QAJb4uE/FYscVim/HFFwUbJ0yIUI4YESYPDKT9wx06XRP++KPa8vvvWoPF4nj/YAAsvfSwJ16lkr4ikWCKxcKGebeo3YNczmhtNmwyGq3LAFx0sGrmpZ8ZHV4o4ozMSz8zHKwTr1JJX2EYTLFYbLR/uEEul2htNnaTyWRrb/9Y6sxXQrHRaF3gpbJ1SxaLr0tAOhDtHx5qarI6vS71wyKEiAYFFiFENCiwCCGiQYFFCBENBs1XQjJ9WwxyybxLP1f5sAyk1bxLP1f5sAykVcb/Ay1wlOkEwQi2AAAAAElFTkSuQmCC"
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}