Lesson_01_Advection.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<link href='http://fonts.googleapis.com/css?family=Alegreya+Sans:100,300,400,500,700,800,900,100italic,300italic,400italic,500italic,700italic,800italic,900italic' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Arvo:400,700,400italic' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=PT+Mono' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Philosopher:400,700,400italic,700italic' rel='stylesheet' type='text/css'>\n",
       "\n",
       "<style>\n",
       "\n",
       "#notebook_panel { /* main background */\n",
       "    background: #888;\n",
       "    color: #f6f6f6;\n",
       "}\n",
       "\n",
       "div.cell { /* set cell width to about 80 chars */\n",
       "    width: 800px;\n",
       "}\n",
       "\n",
       "div #notebook { /* centre the content */\n",
       "    background: #fff; /* white background for content */\n",
       "    width: 1000px;\n",
       "    margin: auto;\n",
       "    padding-left: 1em;\n",
       "}\n",
       "\n",
       "#notebook li { /* More space between bullet points */\n",
       "margin-top:0.8em;\n",
       "}\n",
       "\n",
       "/* draw border around running cells */\n",
       "div.cell.border-box-sizing.code_cell.running { \n",
       "    border: 3px solid #111;\n",
       "}\n",
       "\n",
       "/* Put a solid color box around each cell and its output, visually linking them together */\n",
       "div.cell.code_cell {\n",
       "    background-color: #f4f3e0; \n",
       "    border-radius: 10px; /* rounded borders */\n",
       "    padding: 1em;\n",
       "    margin-top: 1em;\n",
       "}\n",
       "\n",
       "div.text_cell_render{\n",
       "    font-family: 'Arvo' sans-serif;\n",
       "    line-height: 130%;\n",
       "    font-size: 115%;\n",
       "    width:700px;\n",
       "    margin-left:auto;\n",
       "    margin-right:auto;\n",
       "}\n",
       "\n",
       "\n",
       "/* Formatting for header cells */\n",
       ".text_cell_render h1 {\n",
       "    font-family: 'Philosopher', sans-serif;\n",
       "    font-weight: 400;\n",
       "    font-size: 40pt;\n",
       "    line-height: 100%;\n",
       "    color: rgb(12,85,97);\n",
       "    margin-bottom: 0.1em;\n",
       "    margin-top: 0.1em;\n",
       "    display: block;\n",
       "}\t\n",
       ".text_cell_render h2 {\n",
       "    font-family: 'Philosopher', serif;\n",
       "    font-weight: 700;\n",
       "    font-size: 24pt;\n",
       "    line-height: 100%;\n",
       "    color: rgb(171,165,131);\n",
       "    margin-bottom: 0.1em;\n",
       "    margin-top: 0.1em;\n",
       "    display: block;\n",
       "}\t\n",
       "\n",
       ".text_cell_render h3 {\n",
       "    font-family: 'Philosopher', serif;\n",
       "    margin-top:12px;\n",
       "    margin-bottom: 3px;\n",
       "    font-style: italic;\n",
       "    color: rgb(95,92,72);\n",
       "}\n",
       "\n",
       ".text_cell_render h4 {\n",
       "    font-family: 'Philosopher', serif;\n",
       "}\n",
       "\n",
       ".text_cell_render h5 {\n",
       "    font-family: 'Alegreya Sans', sans-serif;\n",
       "    font-weight: 300;\n",
       "    font-size: 16pt;\n",
       "    color: grey;\n",
       "    font-style: italic;\n",
       "    margin-bottom: .1em;\n",
       "    margin-top: 0.1em;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       ".text_cell_render h6 {\n",
       "    font-family: 'PT Mono', sans-serif;\n",
       "    font-weight: 300;\n",
       "    font-size: 10pt;\n",
       "    color: grey;\n",
       "    margin-bottom: 1px;\n",
       "    margin-top: 1px;\n",
       "}\n",
       "\n",
       ".CodeMirror{\n",
       "    font-family: \"PT Mono\";\n",
       "    font-size: 100%;\n",
       "}\n",
       "\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.core.display import HTML\n",
    "css_file = './custom.css'\n",
    "HTML(open(css_file, \"r\").read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Content provided under a Creative Commons Attribution license, CC-BY 4.0; code under MIT License. (c)2014 [David I. Ketcheson](http://davidketcheson.info)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### version 0.1 - May 2014"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hyperbolic Conservation Laws"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{equation*}\n",
    "\\newcommand{Dx}{\\Delta x}\n",
    "\\newcommand{Dt}{\\Delta t}\n",
    "\\newcommand{imh}{{i-1/2}}\n",
    "\\newcommand{iph}{{i+1/2}}\n",
    "\\end{equation*}\n",
    "Many models of wave phenomena are governed by *hyperbolic conservation laws*.  In this short course, we will learn about hyperbolic conservation laws and their numerical solution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conservation of mass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Imagine a fluid flowing in a narrow tube.  We'll use $q$ to indicate the density of the fluid and $u$ to indicate its velocity.  Both of these are functions of space and time: $q = q(x,t)$; $u=u(x,t)$.  The total mass in the section of tube $[x_1,x_2]$ is\n",
    "\n",
    "\\begin{equation}\n",
    "\\int_{x_1}^{x_2} q(x,t) dx.\n",
    "\\end{equation}\n",
    "\n",
    "This total mass can change in time due to fluid flowing in or out of this section of the tube.  We call the rate of flow the *flux*, and represent it with the function $f(q)$.  Thus the net rate of flow of mass into (or out of) the interval $[x_1,x_2]$ at time $t$ is\n",
    "\n",
    "$$f(q(x_1,t)) - f(q(x_2,t)).$$\n",
    "\n",
    "We just said that this rate of flow must equal the time rate of change of total mass; i.e.\n",
    "\n",
    "$$\\frac{d}{dt} \\int_{x_1}^{x_2} q(x,t) dx = f(q(x_1,t)) - f(q(x_2,t)).$$\n",
    "\n",
    "Now since $\\int_{x_1}^{x_2} \\frac{\\partial}{\\partial x} f(q) dx = f(q(x_2,t)) - f(q(x_1,t))$, we can rewrite this as\n",
    "\n",
    "$$\\frac{d}{dt} \\int_{x_1}^{x_2} q(x,t) dx = -\\int_{x_1}^{x_2} \\frac{\\partial}{\\partial x} f(q) dx.$$\n",
    "\n",
    "Under certain smoothness assumptions on $q$, we can move the time derivative inside the integral.  We'll also put everything on the left side, to obtain\n",
    "\n",
    "$$\\int_{x_1}^{x_2} \\left(\\frac{\\partial}{\\partial t}q(x,t) + \\frac{\\partial}{\\partial x} f(q)\\right) dx = 0.$$\n",
    "\n",
    "Since this integral is zero for *any* choice of $x_1,x_2$, it must be that the integrand (the expression in parentheses) is actually zero *everywhere*!  Therefore we can write the **differential conservation law**\n",
    "\n",
    "$$q_t + f_x = 0.$$\n",
    "\n",
    "Here and throughout the course, we use subscripts to denote partial derivatives.\n",
    "This equation expresses the fact that the total mass is conserved -- since locally the mass can change only due to a net inflow or outflow."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to solve the conservation law above, we need an expression for the flux, $f$.  The rate of flow is just mass times velocity: $f=u q$.  Thus we obtain the **continuity equation**\n",
    "\n",
    "$$q_t + (uq)_x = 0.$$\n",
    "\n",
    "In general, we need another equation to determine the velocity $u(x,t)$.  In [Lesson 4](Lesson_04_Fluid_dynamics.ipynb) we'll look at the full equations of fluid dynamics, but for now let's consider the simplest case, in which all of the fluid flows at a single, constant velocity $u(x,t)=a$.  Then the continuity equation becomes the **advection equation**\n",
    "\n",
    "$$q_t + a q_x = 0.$$\n",
    "\n",
    "This equation has a very simple solution.  If we are given the density $q(x,0)=q_0(x)$ at time zero, then the solution is just\n",
    "\n",
    "$$q(x,t) = q_0(x-at).$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the solution of the advection equation on the interval $[0,1]$ for the initial condition\n",
    "$$q_0(x) = e^{-2(x-1/2)^2}.$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's import all the modules we'll need."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import animation\n",
    "from clawpack.visclaw.JSAnimation import IPython_display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll set up a grid and the initial condition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x = np.linspace(0,1,1000)  # Spatial grid\n",
    "t = np.linspace(0,1)       # Temporal grid\n",
    "a = 1.0                    # Advection speed\n",
    "\n",
    "def q_0(x):                # Initial condition\n",
    "    return np.exp(-200.*(x-0.2)**2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's make an animation of the solution.  It will take a few moments to run this code.  For now, you don't need to worry about understanding all of the plotting code below.  Just play with the animation until you have a feel for how the solution behaves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, frame_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.frame_id = frame_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    document.getElementById(this.slider_id).max = this.frames.length - 1;\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src = this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "    document.getElementById(this.frame_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  } \n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div class=\"animation\" align=\"center\">\n",
       "    <img id=\"_anim_img d475256bf6f6494\" style=\"width:Nonepx\">\n",
       "    <br>\n",
       "    <input id=\"_anim_slider d475256bf6f6494\" type=\"range\" style=\"width:350px\" name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\" onchange=\"anim d475256bf6f6494.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    \n",
       "    <button onclick=\"anim d475256bf6f6494.slower()\">&#8211;</button>\n",
       "    <button onclick=\"anim d475256bf6f6494.first_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
       "j8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAgaeZk4EQAAASlJREFUKM/dkj9L\n",
       "QnEUhp9zr3bpj1uBcKGiJWxzLWivKAIRjIhcCqcgqJbKRagPICiVSVEuNTu0tLYGUg4tkRGUdxLJ\n",
       "0u79Ndxr5FfwTO/L+xzO4XCgO+v2T70AFU+/A/Dhmlzg6Pr0DKAMwOH4zQxAAbAkv2xNeF2RoQUV\n",
       "c1ytgttXUbWVdN1dOPE8pz4j4APQsdFtKA0WY6vpKjqvVciHnvZTS6Ja4HgggJLs7MHxl9nCh8NY\n",
       "cO+iGG0agiaC4h9oa6Vsw2yiK+QHSZT934YoEQABNBcTNDszsrhm1m1B+bFS86PT6QFppx6oeSae\n",
       "OwlMXRp1h4aK13Y2kuHhUo9ykPboPvFjeEvsrhTMt3ylHyB0r8KZyYdCrbfj4OveoHMANjuyx+76\n",
       "rV+/blxKMZUnLgAAAABJRU5ErkJggg==\n",
       "\"></button>\n",
       "    <button onclick=\"anim d475256bf6f6494.previous_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
       "j8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAgyTCyQ6wAAANRJREFUKM9jYBjO\n",
       "4AiUfgzFGGAp4+yayUvX6jMwMDCsYmBgOCS4OAOrSYmMgcc8/pd5Q3irC+Neh/1AlmeBMVgZmP8y\n",
       "MLD8/c/cqv9r90whzv/MX7Eq/MfAwMDIwCuZdfSV8U8WDgZGRmYGrAoZGRgY/jO8b3sj/J2F6T8j\n",
       "4z80pzEhmIwMjAxsSbqqlkeZGP//Z8SlkJnhPwMjwx/Guoe1NhmRwk+YGH5jV8jOwMPHzcDBysAw\n",
       "h8FrxQwtPU99HrwBXsnAwMDAsJiBgYGBoZ1xmKYqALHhMpn1o7igAAAAAElFTkSuQmCC\n",
       "\"></button>\n",
       "    <button onclick=\"anim d475256bf6f6494.reverse_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
       "j8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAgmVvZElgAAAVFJREFUKM+t0k8o\n",
       "w3EYx/H3s/2aLDUSZctFkgsHEi1XLi5ukpPSWsuJklwclsPSsDKFi7MSJ0I5qF2GHO2m0FY7+BdN\n",
       "v7Y9DpuxDSt5vsfvq+fT9/k+8D8VBxIAWH6H0ead4Qb5BRwCENoceZi5Stl/6BgCBmtWhjzxg4mU\n",
       "Q02rAhil7JgB9tze7aTLxFAKsUUd14B9ZzCyFUk401gQyQJaDNcBHwv7t7ETd0ZVQFEEzcNCdE/1\n",
       "wtj15imGWlEB8qkf2QaAWjbG/bPSamIDyX65/iwDIFx7tWjUvWCoSo5oGbYATN7PORt7W9IZEQXJ\n",
       "H8ohuN7C0VVX91KNqYhq4a1lEGJI0j892tazXCWQRUpwAbYDcHczPxXuajq3mbnhfANz5eOJxsuN\n",
       "vs7+jud0UcuyL3QAkuEMx4rnIvBYq1JhEwPAUb3fG7x8tVdc292/7Po7f2VqA+Yz7ZwAAAAASUVO\n",
       "RK5CYII=\n",
       "\"></button>\n",
       "    <button onclick=\"anim d475256bf6f6494.pause_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
       "j8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAkR91DQ2AAAAKtJREFUKM9jYCAN\n",
       "TEVib2K4jcRbzQihGWEC00JuNjN8Z2Q0Zo3VYWA4lL005venH9+c3ZK5IfIsMIXMBtc12Bj+MMgx\n",
       "MDAwMPzWe2TBzPCf4SLcZCYY4/9/RgZGBiaYFf8gljFhKiQERhUOeoX/Gf8y/GX4y/APmlj+Mfxj\n",
       "+MfwH64Qnnq0zr9fyfLrPzP3eQYGBobvk5x4GX4xMIij23gdib0cRWYHiVmAAQDK5ircshCbHQAA\n",
       "AABJRU5ErkJggg==\n",
       "\"></button>\n",
       "    <button onclick=\"anim d475256bf6f6494.play_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
       "j8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAkEmo00MwAAAS9JREFUKM+tkj1I\n",
       "QmEUhp9j94LQj0FD4RRBLdLQ3ftb26PRcCiQIIiIDFwKC0OhaAiam5wVDBpqCKohQojMLYzaAiUa\n",
       "tOtpuQrKVQl64fu+4Xt4OLwc+Fs+nNM16jsPAWS6gZXggoZfXmfhog3hcZ6aTXF87Sp68OmH4/Yg\n",
       "gAo8bmfyyeh6Z1AAKPVldyO1+Iz2uILq3AriJSe3l+H7aj+cuRnrTsVDxSxay+VYbMDnCtZxxQOU\n",
       "9G4nlU9E1HQBxRkCQMRGRnIbpxMARkvxCIoAorYMMrq0mJ0qu4COUW3xyVDqJC4P+86P0ewDQbQq\n",
       "gevhlc2C8ETApXAEFLzvwa3EXG9BoIE1GQUbv1h7k4fTXxBu6cKgUbX5M3ZzNC+a7rQ936HV56Sl\n",
       "Rpcle+Mf8wvgJ16zo/4BtQAAAABJRU5ErkJggg==\n",
       "\"></button>\n",
       "    <button onclick=\"anim d475256bf6f6494.next_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
       "j8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAkd/uac8wAAAMhJREFUKM9jYBie\n",
       "4DEUQ8B+fEq3+3UrMzAwMFxjYGBgYJizYubaOUxYFUaXh/6vWfRfEMIL/+//P5gZJoei4/f/7wxn\n",
       "Y1PeNUXdE2RgYGZgYoCrY2BBVsjKwMDAwvCS4f3SG/dXxm5gYESSQ1HIwvCPgZmB8f8Pxv+Kxxb/\n",
       "YfiPJIdi9T8GJgaG/38ZFd4Fx0xUYsZt4h8GBgb2D2bLy7KnMTAwMEIxFoVCXIYr1IoDnkF4XAys\n",
       "qNIwUMDAwMDAsADKS2NkGL4AAIARMlfNIfZMAAAAAElFTkSuQmCC\n",
       "\"></button>\n",
       "    <button onclick=\"anim d475256bf6f6494.last_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
       "j8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAknOOpFQQAAAS9JREFUKM/dkrEv\n",
       "Q3EQxz/33mtoQxiYpANbLU26NAabSCcSUouGBVNDjYQaOiDpIEiKjURIw2Kx04hEYmkHEpGoJpSI\n",
       "SaXq9Wd4P03/ht5y98197/u9XA4aK4rAWw3lgWddZ3S+/G9mEovtAB8AHE4pgTQAx8PbJweRmsq6\n",
       "GimmNpxaNYXVzMNNCI6A2figimwCGACK786zuWgh3qcsKf/w0pM4X0m/doNVFVzVGlEQsdRj193V\n",
       "xEWpH0RsdRu+zi3tVMqCAsDShoiYqiSV4OouVDFEqS9Pbiyg7vV62lpQ2BJ4Gg0meg0MbNpkYG/e\n",
       "+540NNFyrE1a8qHk5BaAjfnrzUaHfAWImVrLIXbgnx4/9X06s35cweWsVACa3a24PVp0X+rPv1aH\n",
       "FnSONdiL8Qci0lzwpOM5sQAAAABJRU5ErkJggg==\n",
       "\"></button>\n",
       "    <button onclick=\"anim d475256bf6f6494.faster()\">+</button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_select d475256bf6f6494\" class=\"anim_control\">\n",
       "\n",
       "    <input id=\"_frame_no d475256bf6f6494\" type=\"textbox\" size=\"1\" onchange=\"anim d475256bf6f6494.set_frame(parseInt(this.value));\" onpaste=\"this.onchange();\" oninput=\"this.onchange();\"></input>\n",
       "    \n",
       "    <input type=\"radio\" name=\"state\" value=\"once\" > Once </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"loop\" checked> Loop </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"reflect\" > Reflect </input>\n",
       "  </form>\n",
       "\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img d475256bf6f6494\";\n",
       "    var slider_id = \"_anim_slider d475256bf6f6494\";\n",
       "    var frame_id = \"_frame_no d475256bf6f6494\"\n",
       "    var loop_select_id = \"_anim_loop_select d475256bf6f6494\";\n",
       "    var frames = new Array(0);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0ldWdxvHnQAICIoIoJRcNkAwJBAKKBHDAoFKo1/FS\\\n",
       "Gzu2FillGKPFdlzt6FjQmeWIl45dpu3gDVsvqdXqBMcQL9GDlYtBrkoiBeolxKUjlwhyzeWdP3bf\\\n",
       "QCCBk3DO2Tnv/n7WOut9D3k95+c2i/dx7/3uHfI8zxMAAIBDutguAAAAIN4IQAAAwDkEIAAA4BwC\\\n",
       "EAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4\\\n",
       "hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIA\\\n",
       "AM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4Jwk2wV0ZqFQyHYJAADEned5tkuIOXqAAACAcwhAEfA8\\\n",
       "j1cMX3PnzrVegwsv2pk2DsKLNo7tyyUEIAAA4BwCEAAAcA4BCNYVFBTYLsEJtHPs0caxRxsjWkKe\\\n",
       "a4N+7eA/BUYTAQBc4NJ9jx4gAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBz\\\n",
       "AhuAbrzxRg0YMEAjRoxo85pbbrlFWVlZysvL05o1a+JYHQAAsCmwAWj69OkqLy9v8+dlZWXavHmz\\\n",
       "Nm3apEceeUSzZ8+OY3UAAMCmwAagiRMnqm/fvm3+fNGiRbrhhhskSfn5+aqrq9MXX3wRr/IAAIBF\\\n",
       "gQ1Ax1NbW6v09PTm92lpadq6davFigAAQLwk2S7ApiP3OvH3QEF8bN4s/eEP0rZt0jnnSNdeK3Xv\\\n",
       "brsqAIALnA1AqampqqmpaX6/detWpaamtnrtvHnzms8LCgrYjfgEeZ50zz3SL34hNTUd+vO77pJK\\\n",
       "S6Xhw+3VBgCuCYfDCofDtsuIu0DvBv/xxx/rsssu0/vvv3/Uz8rKylRcXKyysjKtWLFCc+bM0YoV\\\n",
       "K1pc49KuuPF0xx0mAIVC0ve+Jw0dKj39tFRdLfXtKy1fbv4MABBfLt33AhuArrvuOi1ZskTbtm3T\\\n",
       "gAEDdNddd6m+vl6SNGvWLElSUVGRysvL1atXLy1cuFBnn312i89w6RchXl58Ubr6aqlrV+n556Ur\\\n",
       "rzR/vm+f9O1vS6+8YsLP6tVSz552awUA17h03wtsAIoGl34R4mHnTunv/s7M+XnoIenHP27586+/\\\n",
       "lvLzpaoq6V/+Rbr/fjt1AoCrXLrvEYCOwaVfhHi47TbpgQek88+X3nxT6tLKM4grV5oQlJQkbdwo\\\n",
       "DRoU/zoBwFUu3fecfQwe8fXpp9LDD5vzBx9sPfxI0rnnStdfL9XXS3Pnxq8+AIBbCECIi/vvlw4c\\\n",
       "kAoLzSPvx3LXXVJyspkY/Ze/xKc+AIBbCECIubo6aeFCc3777ce/ftAg6fvfN4/LFxfHtjYAgJsI\\\n",
       "QIi5J56Q9uyRLrxQOsbetC3cfLM5PvmktHt3zEoDADiKAISY8jzpt78150c+9XUseXnSxIkm/Pz+\\\n",
       "97GpDQDgLgIQYmrFCrPlxcCB0sUXt++fnT3bHAlAAIBoIwAhpvzwcv31ZvHD9rjiCql3b6my0jwS\\\n",
       "DwBAtBCAEDMHDpjNTiUzqbm9evY0q0ZL0jPPRK8uAAAIQIiZigrzBFhenpSb27HPuP56c3z2WTOf\\\n",
       "CACAaCAAIWZeeskcr7qq459RUCD17y9t2SJt2BCVsgAAIAAhNhobpdJSc+5veNoRXbtKl11mzv3P\\\n",
       "AwDgRBGAEBPLl0tffikNHtzx4S/fFVeYIwEIABAtBCDEhD/8deWV0t/21uuwKVOkHj3MRqm1tSde\\\n",
       "GwAABCDEhN9b8w//cOKf1bOn9M1vmvNFi0788wAAIAAh6rZsMa9+/aTx46Pzmf4w2P/+b3Q+DwDg\\\n",
       "NgIQou6118zxoovav/hhW6ZONcclS6SDB6PzmQAAdxGAEHV+APKHraIhJUUaPtxsqrp8efQ+FwDg\\\n",
       "JgIQoqq+XnrzTXM+ZUp0P9v/vNdfj+7nAgDcQwBCVFVWSrt2SdnZ0plnRvezCUAAgGghACGqYjH8\\\n",
       "5Tv/fCk5WXrvPWnHjuh/PgDAHQQgRFVFhTledFH0P7tXL2nCBKmp6dAwGwAAHUEAQtTs3WuGwEIh\\\n",
       "aeLE2HyHH6yWLInN5wMA3EAAQtS8+66ZBD1qlHTqqbH5jkmTzPHtt2Pz+QAANxCAEDV+KPFDSiyM\\\n",
       "HSt16ya9/760c2fsvgcAEGwEIERNPALQSSeZEOR50tKlsfseAECwEYAQFQcPHlqgMFbzf3wMgwEA\\\n",
       "ThQBCFHx3nvSvn3SsGHS6afH9rsIQACAE0UAQlTEY/jLN2GC1KWLtGqV2RoDAID2CmwAKi8vV3Z2\\\n",
       "trKysjR//vyjfr5t2zZNmzZNo0aNUm5urp588sn4FxkgfgA6//zYf1fv3tLZZ0sNDdKKFbH/PgBA\\\n",
       "8AQyADU2NqqoqEjl5eWqqqpSSUmJqqurW1xTXFys0aNHa+3atQqHw/rpT3+qhoYGSxUntqamQxOS\\\n",
       "Yz3/x+d/D8NgAICOCGQAqqysVGZmpjIyMpScnKzCwkKVlpa2uGbgwIHatWuXJGnXrl067bTTlJSU\\\n",
       "ZKPchFdVZfb/OussKTU1Pt/pB6B33onP9wEAgiWQd/za2lqlp6c3v09LS9O7777b4pqZM2fqggsu\\\n",
       "UEpKinbv3q0//vGP8S4zMPxhqHHj4ved/netXCk1Nkpdu8bvuwEAiS+QPUChUOi419xzzz0aNWqU\\\n",
       "PvvsM61du1Y33XSTdu/eHYfqgsdGABo40PQ47d4tHTG6CQDAcQWyByg1NVU1NTXN72tqapSWltbi\\\n",
       "mmXLlumOO+6QJA0ZMkSDBg3Sxo0bNWbMmKM+b968ec3nBQUFKigoiEndicpf/2f8+Ph+77hx0ief\\\n",
       "mACWmxvf7waAoAiHwwqHw7bLiLuQ53me7SKiraGhQUOHDlVFRYVSUlI0duxYlZSUKCcnp/man/zk\\\n",
       "J+rTp4/mzp2rL774Quecc47Wr1+vfv36NV/j9yQFsImipq5O6tvXbE+xa5fUvXv8vvuhh6Rbb5Vm\\\n",
       "zJAeeyx+3wsAQeXSfS+QPUBJSUkqLi7W1KlT1djYqBkzZignJ0cLFiyQJM2aNUu33367pk+frry8\\\n",
       "PDU1Nem+++5rEX4QmZUrzfHss+MbfqRDQ248Cg8AaK9A9gBFi0tJuKPuvluaO1eaM0f6r/+K73cf\\\n",
       "OCCdcorZgX7nTqlPn/h+PwAEjUv3vUBOgkb8+L0v8Z7/I5kep9Gjzcaofk8UAACRIAChwzzPzhNg\\\n",
       "h2MYDADQEQQgdNhf/mKGngYOlA5bdimuCEAAgI4gAKHDDh/+imDppZg4PAA5MGQNAIgSAhA6zA9A\\\n",
       "+fn2ajjrLOmMM6Tt26UtW+zVAQBILAQgdNh775mjzQAUCjEMBgBoPwIQOuTAAWndOnM+erTdWsaO\\\n",
       "NcdVq+zWAQBIHAQgdMgHH5j1d4YONWvx2OTvXuL3SAEAcDwEIHSIHzZa2Tot7s45xxxXrzY7wwMA\\\n",
       "cDwEIHSIP9zUGQJQ//5SRoa0dy87wwMAIkMAQod0ph4giWEwAED7EIDQbvv3S++/L3XpIo0aZbsa\\\n",
       "gwAEAGgPAhDabf16qaFBys6WTj7ZdjUGAQgA0B4EILRbZxv+kqSzzzbHtWvN02kAABwLAQjt1hkD\\\n",
       "UN++UmamWZ9owwbb1QAAOjsCENqtMz0BdjiGwQAAkSIAoV327jU9LF27Snl5tqtp6dxzzZEABAA4\\\n",
       "HgIQ2mXdOrPY4PDhUs+etqtpiR4gAECkCEBoFz9c+KsvdyajR5vNUdevN3OBAABoCwEI7dIZJ0D7\\\n",
       "evc2j+bX15sQBABAWwhAaJfOHIAkhsEAAJEhACFiX38tffihlJQkjRxpu5rWEYAAAJEgACFia9dK\\\n",
       "TU3SiBHSSSfZrqZ1fgBaudJuHQCAzo0AhIh19uEvyexN1qWLVFUl7dtnuxoAQGdFAELEOvMTYL6e\\\n",
       "PaVhw8yj+uvW2a4GANBZEYAQsUToAZKYBwQAOD4CECKya5e0caPUrZuUm2u7mmMjAAEAjocAhIis\\\n",
       "Xm2OI0dK3bvbreV4/CE6f88yAACOFNgAVF5eruzsbGVlZWn+/PmtXhMOhzV69Gjl5uaqoKAgvgUm\\\n",
       "mM66AWpr8vLMXmVVVdKePbarAQB0RoEMQI2NjSoqKlJ5ebmqqqpUUlKi6urqFtfU1dXppptu0ssv\\\n",
       "v6wPPvhAL7zwgqVqE0MiTID29ehh9ipramIiNACgdYEMQJWVlcrMzFRGRoaSk5NVWFio0tLSFtc8\\\n",
       "++yzuvrqq5WWliZJ6t+/v41SE4bfA5QIAUhiHhAA4NgCGYBqa2uVnp7e/D4tLU21tbUtrtm0aZN2\\\n",
       "7NihyZMna8yYMXrqqafiXWbC+OoradMmMwF6+HDb1USGeUAAgGNJsl1ALIRCoeNeU19fr9WrV6ui\\\n",
       "okJ79+7V+PHjNW7cOGVlZcWhwsTiT4DOyzMhKBHQAwQAOJZABqDU1FTV1NQ0v6+pqWke6vKlp6er\\\n",
       "f//+6tGjh3r06KFJkyZp3bp1rQagefPmNZ8XFBQ4N2E60Ya/JPO0WlKS2bvs66+lk0+2XREAdE7h\\\n",
       "cFjhcNh2GXEX8jzPs11EtDU0NGjo0KGqqKhQSkqKxo4dq5KSEuXk5DRf8+GHH6qoqEivvvqqDhw4\\\n",
       "oPz8fD333HMaNmxY8zV+T1IAm6hdrrtO+sMfpEcflX74Q9vVRG70aLN/2Z//LP3939uuBgA6P5fu\\\n",
       "e4HsAUpKSlJxcbGmTp2qxsZGzZgxQzk5OVqwYIEkadasWcrOzta0adM0cuRIdenSRTNnzmwRfnBI\\\n",
       "IvYASabetWtN/QQgAMDhAtkDFC0uJeG2fPWVdOqpZu7P7t2JMwdIkv77v6XZs6Xrr5eY4w4Ax+fS\\\n",
       "fS+QT4EhehJxArTPnwjNk2AAgCMRgHBMiTr8JUkjRkjJyWYi9O7dtqsBAHQmBCAcUyIHoO7dTQjy\\\n",
       "PDMXCAAAHwEIx5TIAUg6VDfrAQEADkcAQpsScQXoI7EgIgCgNQQgtCmRJ0D72BIDANAaAhDalOjD\\\n",
       "X5KUm2vC28aN0q5dtqsBAHQWBCC0KQgByJ8ILUlr1titBQDQeRCA0KYgBCCJeUAAgKMRgNCqIEyA\\\n",
       "9jEPCABwJAIQWhWECdA+eoAAAEciAKFVQRn+kkwPVvfupkfrq69sVwMA6AwIQGhVkAJQt27SyJHm\\\n",
       "3O/ZAgC4jQCEVgUpAElsjAoAaIkAhKMEaQK0jy0xAACHIwDhKEGaAO2jBwgAcDgCEI4StOEvSRo2\\\n",
       "zEyE3rxZqquzXQ0AwDYCEI5SWWmO555rt45oSk6WRo0y50yEBgAQgHCUd981x/x8u3VEG/OAAAA+\\\n",
       "AhBa+Pxz6dNPpZNPlrKzbVcTXSyICADwEYDQwsqV5jhmjNS1q91aoo0tMQAAPgIQWvDn/4wda7eO\\\n",
       "WBg2TDrpJOmvf5V27LBdDQDAJgIQWghyAEpKkkaPNudMhAYAtxGA0MzzDgWgoE2A9vnDYP5QHwDA\\\n",
       "TQQgNNu0yayRM3CglJpqu5rY8Hu2/KAHAHATAQjNDh/+CoXs1hIr48aZ44oVpscLAOAmAhCaBXn+\\\n",
       "jy8zU+rX79Dj/gAANxGA0Czo838k07Pl9wItX263FgCAPYENQOXl5crOzlZWVpbmz5/f5nUrV65U\\\n",
       "UlKSXnzxxThW1/kcPCitWWPO/QUDg+rwYTAAgJsCGYAaGxtVVFSk8vJyVVVVqaSkRNXV1a1e97Of\\\n",
       "/UzTpk2T5/iEkHXrTAjKzpb69LFdTWyNH2+OBCAAcFcgA1BlZaUyMzOVkZGh5ORkFRYWqrS09Kjr\\\n",
       "Hn74YV1zzTU6/fTTLVTZubgw/8d37rlmKGzNGunAAdvVAABsCGQAqq2tVXp6evP7tLQ01dbWHnVN\\\n",
       "aWmpZs+eLUkKBfWxpwj5vSEuBKA+fcyq0IcP+wEA3BLIABRJmJkzZ47uvfdehUIheZ7n/BDYsmXm\\\n",
       "OGGC3TrihXlAAOC2JNsFxEJqaqpqamqa39fU1CgtLa3FNatWrVJhYaEkadu2bVq8eLGSk5N1+eWX\\\n",
       "H/V58+bNaz4vKChQQUFBTOq25fPPzf5YJ58sjRhhu5r4GDdOevxx8yTYnDm2qwEAe8LhsMLhsO0y\\\n",
       "4i7kBbDro6GhQUOHDlVFRYVSUlI0duxYlZSUKCcnp9Xrp0+frssuu0xXXXVViz/3e5IC2EQtvPii\\\n",
       "dPXV0oUXSm+8Ybua+PjgAxP2zjxT+uQT29UAQOfgyn1PCmgPUFJSkoqLizV16lQ1NjZqxowZysnJ\\\n",
       "0YIFCyRJs2bNslxh5+IPf513nt064mnYMOmUU8xiiJ99JqWk2K4IABBPgewBihZXkvCECWYoqLxc\\\n",
       "mjrVdjXxM2WK6fF68UXpyittVwMA9rly35MCOgkakdu/X1q1quUKya5gRWgAcBcByHGrVpnHwXNz\\\n",
       "g78A4pH8BRGXLrVbBwAg/ghAjnPt8ffDTZhger5WrpT27bNdDQAgnghAjvN7P1wMQKeeKo0cKdXX\\\n",
       "S+++a7saAEA8EYAc5nluPgF2uEmTzPHPf7ZbBwAgvghADtu8WfryS+mMM6TBg21XY8fEieZIAAIA\\\n",
       "txCAHObf9M87z8yFcZEfgJYtkxoa7NYCAIgfApDD/JXPA7azR7t84xtSVpa0Zw8bowKASwhAjvI8\\\n",
       "ackSc37++XZrsY1hMABwDwHIUR9/bLaB6NvXnQ1Q2+IHoLfftlsHACB+CECO8nt/Jk2Sujj+W+A/\\\n",
       "CfbOO1JTk91aAADx4fitz13M/zlk0CCzGer27VJ1te1qAADxQABylB+AXJ//I5kn4PxeIL9dAADB\\\n",
       "RgBy0McfS598cmglZEgXXmiOFRV26wAAxAcByEH+/J+JE6WuXe3W0ln4Aeitt6TGRru1AABijwDk\\\n",
       "IL+XY/Jku3V0JoMGmdWw6+qk1attVwMAiDUCkGM8T3r9dXM+ZYrdWjobhsEAwB0EIMd88IH0+efS\\\n",
       "wIHS8OG2q+lcLrrIHN94w24dAIDYIwA55rXXzHHKFHf3/2qLPyT4zjvSvn12awEAxBYByDH+8Nc3\\\n",
       "v2m3js7o9NOlUaOkAwfM5qgAgOAiADlk//5DT4D5wz1oyZ8HxDAYAAQbAcghS5eaEJSXJw0YYLua\\\n",
       "zmnqVHMsK7NbBwAgtghADvHn/zD81bZJk6RevaT166WtW21XAwCIFQKQQxYvNkcCUNu6dz80PEgv\\\n",
       "EAAEFwHIER9/LL3/vtS796F9r9C6Sy4xx1desVsHACB2CECOePllc5w6VerWzW4tnd3FF5vjG2+Y\\\n",
       "J8IAAMFDAHKEH4Auu8xuHYkgNdVMFN+799BTcwCAYCEAOWDXLikclrp0OdS7gWNjGAwAgi3QAai8\\\n",
       "vFzZ2dnKysrS/Pnzj/r5M888o7y8PI0cOVLnnXee1q9fb6HK2Hv1Vam+XpowQerf33Y1icEPQIsW\\\n",
       "mf3TAADBEtgA1NjYqKKiIpWXl6uqqkolJSWqrq5ucc3gwYP19ttva/369brzzjv1ox/9yFK1scXw\\\n",
       "V/vl50vf+IaZPL5mje1qAADRFtgAVFlZqczMTGVkZCg5OVmFhYUqLS1tcc348ePVp08fSVJ+fr62\\\n",
       "BnDhl/r6Q8M4l19ut5ZE0rWrdNVV5vyFF+zWAgCIvsAGoNraWqWnpze/T0tLU21tbZvXP/7447o4\\\n",
       "gBNkKiqkHTuk7Gxp6FDb1SSWa64xxxdeYBgMAIImyXYBsRJqx1bnb731lp544gktXbo0hhXZ8dxz\\\n",
       "5lhYyO7v7TVxopkztWmT9MEH0ogRtisCAERLYANQamqqampqmt/X1NQoLS3tqOvWr1+vmTNnqry8\\\n",
       "XH379m31s+bNm9d8XlBQoIKCgmiXGxMHDkgvvWTOv/Mdu7UkoqQk6corpUcfNb1ABCAAQRQOhxUO\\\n",
       "h22XEXchzwtm535DQ4OGDh2qiooKpaSkaOzYsSopKVFOTk7zNZ9++qkuuOACPf300xo3btxRn+H3\\\n",
       "IiVqE738spn3M3KktG6d7WoS02uvmcUjhw2TNmywXQ0AxFai3/faI7A9QElJSSouLtbUqVPV2Nio\\\n",
       "GTNmKCcnRwsWLJAkzZo1S3fffbd27typ2bNnS5KSk5NVWVlps+yo8oe/6P3puMmTpX79pKoqEyLz\\\n",
       "8mxXBACIhsD2AEVDIifhffukM86Qvv5a2rxZGjLEdkWJ66abpN/8Rrr1VumXv7RdDQDETiLf99or\\\n",
       "sE+Bua601ISfMWMIPyfqhhvM8ZlnzLICAIDERwAKqCeeMMcf/MBqGYFw7rlmGYH/+z+zqjYAIPER\\\n",
       "gALok0/MTubdu0vXXWe7msQXCh3qBfrd7+zWAgCIDgJQAP3ud2bhviuvNBN4ceKuv94EoUWLzMKS\\\n",
       "AIDERgAKmMZGaeFCc37jjXZrCZK0NGnKFOngQen3v7ddDQDgRBGAAqaszGzgmZEhXXCB7WqC5Z//\\\n",
       "2Rx//WupqcluLQCAE0MACpiHHzbHoiKzoSei59JLpTPPNMsKvPaa7WoAACeCABQgVVXS669LPXsy\\\n",
       "/BULXbtKf1szU8XFdmsBAJwYAlCA+L0/3/ue1Ma2ZjhBP/yhebqurEyqrrZdDQCgowhAAfH554cm\\\n",
       "P998s91agqx/f7O2kudJ991nuxoAQEcRgALiwQfN7u9XXikNH267mmC77TapSxfp6afNmksAgMRD\\\n",
       "AAqAbduk3/7WnN9xh91aXDBkiFRYKDU0SPffb7saAEBHEIAC4MEHpT17pG99SzrnHNvVuOHnPzfH\\\n",
       "Rx81yw4AABILASjB1dRIDz1kzufOtVuLS0aMkL77XbMw4i9+YbsaAEB7EYAS3J13Svv3S9deK+Xn\\\n",
       "267GLf/xH1JyspkLtG6d7WoAAO1BAEpgq1ebbRmSk6X//E/b1bhn0CCzOrTnST/+sTkCABIDAShB\\\n",
       "NTRIP/qRuenefLM0eLDtitx0553m0fglS6SnnrJdDQAgUgSgBPXww9KqVVJ6ujRvnu1q3HXaadID\\\n",
       "D5jzn/5U2r7dbj0AgMiEPI+O+7aEQiFJUmdrok2bpFGjpL17pZdfNntUwR7PMxvPhsPSt78tPfec\\\n",
       "9LdfHQBIKJ31vhcL9AAlmAMHzBo0e/dK111H+OkMQiHpscekk0+Wnn9eevJJ2xUBAI6HAJRgfvYz\\\n",
       "M/l50KBDix/CviFDDm2QevPN0oYNdusBABwbASiBPP649KtfSUlJUkmJ1KeP7YpwuO9/36wNtGeP\\\n",
       "dNllZoVuAEDnRABKEG+8If3TP5nz3/yGNX86o1DIrAw9Zoz00UdmX7a9e21XBQBoDQEoAYTD0hVX\\\n",
       "mEffb7tNmjnTdkVoS8+eUmmplJoqvfOO+e+2b5/tqgAARyIAdXKvvipdconpSZg+Xbr3XtsV4XhS\\\n",
       "UkyP3YAB5njppdJXX9muCgBwOAJQJ+V50q9/3TL8PPaY1IX/YgkhO1uqqDAh6M03pfPOM8NiAIDO\\\n",
       "gdtpJ7Rzp3nEvahIamyU/u3fCD+JaPhwacUKKSfHPBU2erT0xz/argoAIBGAOhXPk555RsrNNYvp\\\n",
       "9eplNtr8938n/CSqjAxp6VIzF+irr6TvfMdMjqY3CADsCuxttby8XNnZ2crKytL8+fNbveaWW25R\\\n",
       "VlaW8vLytGbNmjhXeEhTk/TKK9KECdL110uffSaNGyetXSv94z9aKwtR0rev9NJL5um9k0+W/ud/\\\n",
       "pGHDpFtvlWpqbFcHAG4KZABqbGxUUVGRysvLVVVVpZKSElVXV7e4pqysTJs3b9amTZv0yCOPaPbs\\\n",
       "2XGv87PPpF/+0vT4XHqpGS4ZMEB64gnTa5CZGfeSECOhkDR7trRxowm5+/dLDz1kNrEtLJTKysxT\\\n",
       "fgCA+AhkAKqsrFRmZqYyMjKUnJyswsJClZaWtrhm0aJFuuGGGyRJ+fn5qqur0xdffBHTunbtMo+0\\\n",
       "33mnNH68lJZmNtCsrjbnDzxg9vmaPp0hr6BKSTG7xq9ZY4JPU5MZ7rzkEumMM6RrrzXzvaqqzPwv\\\n",
       "AEBsJNkuIBZqa2uVnp7e/D4tLU3vvvvuca/ZunWrBgwY0KHvbGqSdu+W6urMCsA1NdKnn5rjli3S\\\n",
       "unXSX//a8p/p1s30/Hz3u9Lll0vJyR36aiSgUaPMat7z55t5Xk89JX34odlL7PnnzTU9ekh5eWYS\\\n",
       "dUaGdNZZ0plnSqefbnah79dP6t7d6r8GACSsQAagUIRbcR+5221b/9yll0oHD7b+2r/fTG796isz\\\n",
       "iflYunc3Twadf7504YXSpElS794RlYqAOvNM6fbbzWvLFum118zaQe+9ZwL0ihXm1ZZevczv0Ekn\\\n",
       "mcB00kmHzrt1Mz2JXbua47HO29Pj2J6d7mNxbXs+EwDaEsgAlJqaqprDZpfW1NQoLS3tmNds3bpV\\\n",
       "qamprX7eK6/MO+xdwd9eR+vdWzr1VPN/5mlp5uZ25pnm/9xHjJCGDqWXB20bMsTME/Kno23fbnoO\\\n",
       "N2+WPv7YvD79VNqxw7y2bzf7ju3ZY7NqAIkv/LeXW0Lekd0gAdDQ0KChQ4eqoqJCKSkpGjt2rEpK\\\n",
       "SpSTk9N8TVlZmYqLi1VWVqYVK1Zozpw5WnHE/2r7PUKLFnnq1k3Nr+7dW5736SOdcorZpBSIF88z\\\n",
       "w6579pjtNvbvNy///MABMzTrvxob2z6P9G+B9vxtEYtrg/e3FdC5zJpl7nsBjAZHCWQAkqTFixdr\\\n",
       "zpw5amxs1IwZM/Sv//qvWrBggSRp1qxZktT8pFivXr20cOFCnX322S0+ww9AAW0iAABacOm+F9gA\\\n",
       "FA0u/SIAAODSfY+HrQEAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA\\\n",
       "5xCAAACAcwhAAADAOQQgAADgHAIQrAuHw7ZLcALtHHu0cezRxogWAhCs4y+0+KCdY482jj3aGNFC\\\n",
       "AAIAAM4JeS7sed9BoVDIdgkAAMSdC9GAHiAAAOCcJNsFdGYuJGAAAFxEDxAAAHAOAQgAADiHAPQ3\\\n",
       "5eXlys7OVlZWlubPn9/qNbfccouysrKUl5enNWvWxLnCxHe8Nn7mmWeUl5enkSNH6rzzztP69est\\\n",
       "VJnYIvndbkVSAAAEwklEQVQ9lqSVK1cqKSlJL774YhyrC4ZI2jgcDmv06NHKzc1VQUFBfAsMiOO1\\\n",
       "87Zt2zRt2jSNGjVKubm5evLJJ+NfZAK78cYbNWDAAI0YMaLNawJ/z/PgNTQ0eEOGDPE++ugj7+DB\\\n",
       "g15eXp5XVVXV4ppXXnnF+9a3vuV5nuetWLHCy8/Pt1FqwoqkjZctW+bV1dV5nud5ixcvpo3bKZI2\\\n",
       "9q+bPHmyd8kll3gvvPCChUoTVyRtvHPnTm/YsGFeTU2N53me9+WXX9ooNaFF0s5z5871fv7zn3ue\\\n",
       "Z9q4X79+Xn19vY1yE9Lbb7/trV692svNzW315y7c8+gBklRZWanMzExlZGQoOTlZhYWFKi0tbXHN\\\n",
       "okWLdMMNN0iS8vPzVVdXpy+++MJGuQkpkjYeP368+vTpI8m08datW22UmrAiaWNJevjhh3XNNdfo\\\n",
       "9NNPt1BlYoukjZ999lldffXVSktLkyT179/fRqkJLZJ2HjhwoHbt2iVJ2rVrl0477TQlJfFcT6Qm\\\n",
       "Tpyovn37tvlzF+55BCBJtbW1Sk9Pb36flpam2tra417DDTpykbTx4R5//HFdfPHF8SgtMCL9PS4t\\\n",
       "LdXs2bMlsdZVe0XSxps2bdKOHTs0efJkjRkzRk899VS8y0x4kbTzzJkztWHDBqWkpCgvL0+/+tWv\\\n",
       "4l1moLlwzyMuK/KbgHfEY/HcPCLXnrZ666239MQTT2jp0qUxrCh4ImnjOXPm6N5771UoFJLneSz1\\\n",
       "0E6RtHF9fb1Wr16tiooK7d27V+PHj9e4ceOUlZUVhwqDIZJ2vueeezRq1CiFw2Ft2bJFU6ZM0bp1\\\n",
       "69S7d+84VOiGoN/zCECSUlNTVVNT0/y+pqamufu6rWu2bt2q1NTUuNWY6CJpY0lav369Zs6cqfLy\\\n",
       "8mN2z+JokbTxqlWrVFhYKMlMIl28eLGSk5N1+eWXx7XWRBVJG6enp6t///7q0aOHevTooUmTJmnd\\\n",
       "unUEoHaIpJ2XLVumO+64Q5I0ZMgQDRo0SBs3btSYMWPiWmtQOXHPszsFqXOor6/3Bg8e7H300Ufe\\\n",
       "gQMHjjsJevny5YGcEBZLkbTxJ5984g0ZMsRbvny5pSoTWyRtfLgf/OAH3p/+9Kc4Vpj4Imnj6upq\\\n",
       "78ILL/QaGhq8PXv2eLm5ud6GDRssVZyYImnnW2+91Zs3b57neZ73+eefe6mpqd727dttlJuwPvro\\\n",
       "o4gmQQf1nkcPkKSkpCQVFxdr6tSpamxs1IwZM5STk6MFCxZIkmbNmqWLL75YZWVlyszMVK9evbRw\\\n",
       "4ULLVSeWSNr47rvv1s6dO5vnpyQnJ6uystJm2QklkjbGiYmkjbOzszVt2jSNHDlSXbp00cyZMzVs\\\n",
       "2DDLlSeWSNr59ttv1/Tp05WXl6empibdd9996tevn+XKE8d1112nJUuWaNu2bUpPT9ddd92l+vp6\\\n",
       "Se7c89gMFQAAOIenwAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA\\\n",
       "5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAA\\\n",
       "AMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM75fzT9Aid6YNzeAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[1] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtwVGWexvEnmBYRlaugSUdBEkkwEG4mMAoGxQEvaCk6\\\n",
       "xp3ZYZRBioFhmXF3dXS2RGtXxdmtWsfobrQE11vKVdgKzkCrE228IAa5QwARQZKACAgiXpNw9o/X\\\n",
       "DgmE0CHpfrvP+/1UdZ3T5tj945jyPLzv75w3xfM8TwAAAA7pYLsAAACAeCMAAQAA5xCAAACAcwhA\\\n",
       "AADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAc\\\n",
       "AhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAA\\\n",
       "OIcABAAAnEMAAgAAziEAAQAA5xCAAACAc1JtF5DIUlJSbJcAAEDceZ5nu4SYYwQIAAA4hwAUBc/z\\\n",
       "eMXwdd9991mvwYUX55lz7IcX5zi2L5cQgAAAgHMIQAAAwDkEIFhXWFhouwQncJ5jj3Mce5xjtJcU\\\n",
       "z7VJv1aI3AXGKQIAuMCl6x4jQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA\\\n",
       "5/g2AN1+++3q3bu3Bg4ceNxjZs6cqaysLOXl5WnVqlVxrA4AANjk2wB02223KRQKHffnixYt0scf\\\n",
       "f6wtW7boySef1LRp0+JYHQAAsMm3AWjUqFHq1q3bcX++cOFCTZo0SZJUUFCgAwcOaPfu3fEqDwAA\\\n",
       "WOTbAHQiNTU1ysjIaHgfDAZVXV1tsSIAABAvqbYLsOnotU4ia6AgcVRVSaWl0s6d0kUXSbfcIp11\\\n",
       "lu2qAADJztkAlJ6erqqqqob31dXVSk9Pb/bY2bNnN+wXFhayGnGcPPWUNHOm9N13R/7Z7NkmEI0e\\\n",
       "ba0sAPCVcDiscDhsu4y48/Vq8Nu3b9eECRO0bt26Y362aNEiFRcXa9GiRVq2bJlmzZqlZcuWNTnG\\\n",
       "pVVxE80TT0jTp5v9G26Q8vOlBQuk5culTp2kN96QLrnEbo0A4DcuXfd8G4BuvfVWLVmyRHv37lXv\\\n",
       "3r11//33q7a2VpI0depUSdKMGTMUCoXUuXNnzZs3T0OHDm3yGS79IiSSpUvNCE99vQlCkRv06uul\\\n",
       "O+6Q5s6VzjlHWr1a6t3bbq0A4CcuXfd8G4Dag0u/CImitlYaNEjatEn6x3+U/vSnpj+vq5PGjpWW\\\n",
       "LJFuvVV68UU7dQKAH7l03SMAtcClX4RE8eij0qxZUlaWtH69dOqpxx6zbZtpiP72W+ntt6VRo+Jf\\\n",
       "JwD4kUvXPWdvg0fiOXjQNDlL0n/8R/PhR5L69pX+6Z/MfqP+dAAAokYAQsJ46inpwAEzonPttS0f\\\n",
       "+7vfSV26SG++aUaBAABoDQIQEkJtrfSf/2n277pLOtEjmbp2NVNlkhktAgCgNegBaoFLc6G2lZZK\\\n",
       "f/d3Uk6O6f3pEEU0//xzKRg0d4dt2yadd17s6wQAP3PpuscIEBLC00+b7W9/G134kaRevaSJE6XD\\\n",
       "h830GQAA0WIEqAUuJWGbPv3UNDZ37Cjt2mWmt6L1zjvmmUHnnmuWzTjllNjVCQB+59J1jxEgWPc/\\\n",
       "/yN5nnnic2vCjyRdeqnUr58JTkuWxKY+AID/EIBglecdeZjhr37V+n8/JcX0Dkk8FBEAED2mwFrg\\\n",
       "0lCgLRs2SLm5Uo8e0mefSaknsTzvxo3SgAHmtvjdu81UGgCg9Vy67jECBKsWLDDb668/ufAjmTvH\\\n",
       "Bg+WvvzSLJIKAMCJEIBg1fz5ZjtxYts+54YbzPbVV9v2OQAANzAF1gKXhgJt2LpVysyUzjrLPNOn\\\n",
       "LVNXq1ZJQ4eau8Gqq6O/lR4AcIRL1z0uE7Dm//7PbK+9tu19O4MHm4ci7tolrVzZ9toAAP5GAII1\\\n",
       "ixeb7XXXtf2zUlKkCRPM/sKFbf88AIC/EYBgxaFD0rvvmqmqsWPb5zMjQYo+IADAiRCAYEU4LP3w\\\n",
       "g3TxxeYW+PYwZozUubO0erW0c2f7fCYAwJ8IQLDitdfMdty49vvMjh2lyy4z+2++2X6fCwDwHwIQ\\\n",
       "rAiFzHb8+Pb93Mh0Gs8DAgC0hNvgW+DS7YDx9MknZv2url2lPXtO/gGIzVm3Tho0SEpLM7fD//if\\\n",
       "EAAQBZeue4wAIe7Ky832iivaN/xIZlmNXr1MD9CmTe372QAA/yAAIe7CYbMdM6b9Pzsl5cg02N/+\\\n",
       "1v6fDwDwBwIQ4srzpCVLzH6kYbm90QcEADgReoBa4NJcaLxElr/o0cMsfxGLJSs+/VTq08f0GO3b\\\n",
       "x7IYABAtl657XBoQV5HRn9GjYxdMzj9fysiQDhyQ1q+PzXcAAJIbAQhxFen/idX0V8SoUWb77rux\\\n",
       "/R4AQHIiACGuYt3/ExEJQO+8E9vvAQAkJwIQ4mb7dmnHDtObM3BgbL+rcQByYCobANBKBCDETeP+\\\n",
       "n1NOie135eRI3btLNTUmeAEA0JhvA1AoFFJ2draysrI0Z86cY36+d+9ejR8/XoMHD1Zubq6eeeaZ\\\n",
       "+BfpmMh01OjRsf+uDh2kSy9t+r0AAET4MgDV19drxowZCoVCqqysVGlpqTZu3NjkmOLiYg0ZMkSr\\\n",
       "V69WOBzWnXfeqbq6OksVu+H99832Jz+Jz/fRBwQAOB5fBqCKigplZmaqT58+CgQCKioqUllZWZNj\\\n",
       "zj33XB08eFCSdPDgQfXo0UOp7b0uAxocOCBVVkqnnioNHRqf7yQAAQCOx5cBqKamRhkZGQ3vg8Gg\\\n",
       "ampqmhwzZcoUbdiwQWlpacrLy9Ojjz4a7zKdUlFhtkOHSh07xuc7hw6VTj9d2rxZ2rs3Pt8JAEgO\\\n",
       "vgxAKVEsAf7ggw9q8ODB2rlzp1avXq3p06frq6++ikN1bopMf40cGb/vDASk4cPN/gcfxO97AQCJ\\\n",
       "z5dzPunp6aqqqmp4X1VVpWAw2OSYpUuX6t5775Uk9evXT3379tXmzZs1PHLFbGT27NkN+4WFhSos\\\n",
       "LIxJ3X4WCUAjRsT3ewsKpLffNgHommvi+90AkAzC4bDCkafUOsSXa4HV1dWpf//+Ki8vV1pamvLz\\\n",
       "81VaWqqcnJyGY37/+9+rS5cuuu+++7R7924NGzZMa9euVffu3RuOcWlNlFg6fNjckv7ll+Y5QI1m\\\n",
       "J2Nu/nzpppukK6+UXn89ft8LAMnIpeueL0eAUlNTVVxcrHHjxqm+vl6TJ09WTk6OSkpKJElTp07V\\\n",
       "Pffco9tuu015eXk6fPiwHnnkkSbhB+1n0yYTftLT4xt+pCMjThUVJoixMCoAQPLpCFB7cSkJx9LT\\\n",
       "T0u//rUZiXn55fh/fzBoHohYWWkekAgAaJ5L1z3+PoyYs9EA3VhkFIhGaABABAEIMbdsmdnaCkAF\\\n",
       "BWZLAAIARBCAEFNffhn/ByAeLTICFAliAAAQgBBTy5eb1diHDInfAxCPNmyYWXx13Trp66/t1AAA\\\n",
       "SCwEIMTUhx+a7cUX26vh9NOlQYOk+nppxQp7dQAAEgcBCDEVCUDNPF8yrugDAgA0RgBCTEVGXIYN\\\n",
       "s1sHfUAAgMYIQIiZffuk7dvNFFR2tt1a8vPNNjIiBQBwGwEIMRMZ/RkyREq1/MzxCy+UOnc2S3F8\\\n",
       "/rndWgAA9hGAEDOR0Rbb01+SuQsschs+jdAAAAIQYiZRGqAjInUQgAAABCDETKI0QEdEAhB9QAAA\\\n",
       "AhBiYs8e02/TubPUv7/taoxIECMAAQAIQIiJxg3Qp5xit5aIrCzpzDPNyvCffWa7GgCATQQgxESi\\\n",
       "9f9IUocOR0aB6AMCALcRgBATkYCRSAFIog8IAGAQgBATiXQLfGP0AQEAJAIQYmD3bqm6WjrjDPMA\\\n",
       "wkTCCBAAQCIAIQYi019Dh5q+m0TSr5/UpYtpgt6503Y1AABbEuzyBD9IxAboiJQURoEAAAQgxECi\\\n",
       "NkBH0AcEACAAod0lagN0BCNAAAACENrVrl2mt+ass6TMTNvVNK/xmmCeZ7cWAIAdBCC0q0RugI7o\\\n",
       "00fq1k36/HNztxoAwD0JeolCskrkBugIGqEBAAQgtKtEWwH+eAhAAOA2AhDaVTKMAEkEIABwXYrn\\\n",
       "0QZ6PCkpKZIkTlF0du6U0tPNgwb37zdTTYnq009NL1CPHtKePYldKwDEi0vXPd+OAIVCIWVnZysr\\\n",
       "K0tz5sxp9phwOKwhQ4YoNzdXhYWF8S3Qhxrf/p7ogeK886SePaV9+0wYAgC4xZcBqL6+XjNmzFAo\\\n",
       "FFJlZaVKS0u1cePGJsccOHBA06dP16uvvqr169frlVdesVStfyTL9JdkAlqkTynStwQAcIcvA1BF\\\n",
       "RYUyMzPVp08fBQIBFRUVqaysrMkxL774oiZOnKhgMChJ6tmzp41SfSVZGqAj6AMCAHf5MgDV1NQo\\\n",
       "IyOj4X0wGFRNTU2TY7Zs2aIvvvhCY8aM0fDhw/Xcc8/Fu0xf8bzkGgGSmj4QEQDgllTbBcRCShQN\\\n",
       "KLW1tVq5cqXKy8v1zTffaOTIkRoxYoSysrLiUKH/1NSYBwt26yb17Wu7mug0XhPM8xK/bwkA0H58\\\n",
       "GYDS09NVVVXV8L6qqqphqisiIyNDPXv2VKdOndSpUyeNHj1aa9asaTYAzZ49u2G/sLCQhulmJFMD\\\n",
       "dEQwKPXqZYLb9u3JE9wAoD2Fw2GFw2HbZcSdL2+Dr6urU//+/VVeXq60tDTl5+ertLRUOTk5Dcds\\\n",
       "2rRJM2bM0Guvvabvv/9eBQUFeumllzRgwICGY1y6HbCt/vhH6d/+Tbr7bumhh2xXE72rr5YWL5b+\\\n",
       "93+lm2+2XQ0A2OXSdc+XPUCpqakqLi7WuHHjNGDAAN1yyy3KyclRSUmJSkpKJEnZ2dkaP368Bg0a\\\n",
       "pIKCAk2ZMqVJ+EHrJFsDdASN0ADgJl+OALUXl5JwW3iemUrau1fats08YDBZLFwoXX+9dMUV0t/+\\\n",
       "ZrsaALDLpeseAagFLv0itMWOHdL550vdu5sQlCw9QJJp3g4Gpa5dpS++SK7aAaC9uXTd8+UUGOKr\\\n",
       "8e3vyRYg0tKkc86RDhyQPvnEdjUAgHghAKHNGt8BlmwaPxGaPiAAcAcBCG0WaYC++GK7dZwsGqEB\\\n",
       "wD0EILRJMj4B+misCQYA7iEAoU22bzfNw716mWbiZNQ4AB0+bLcWAEB8EIDQJsncAB2RlmZeBw9K\\\n",
       "W7fargYAEA8EILRJsk9/RdAIDQBuIQChTfwSgFgZHgDcQgDCSTt8OHmXwDgaI0AA4BYCEE7a1q3S\\\n",
       "l18e6aFJZpEAtHIljdAA4AICEE5aMj8A8WjnnCOlp0tffSVt2WK7GgBArBGAcNL80v8TwQMRAcAd\\\n",
       "BCCcNL8GIBqhAcD/CEA4KfX1pl9G8scUmEQjNAC4hACEk/LRR9KhQ1JGhtS7t+1q2kckAK1aZQIe\\\n",
       "AMC/CEA4KX6b/pLMch4ZGSbYffSR7WoAALFEAMJJ8WMAkmiEBgBXEIBwUvwagFgZHgDcQABCq9XV\\\n",
       "SatXm32/NEBHMAIEAG4gAKHVNm2SvvlG6ttX6tHDdjXti0ZoAHADAQittny52fpt9EeSevaUzj/f\\\n",
       "BLxNm2xXAwCIFQIQWu2DD8y2oMBuHbHCNBgA+B8BCK22bJnZ+jUAXXyx2VZU2K0DABA7BCC0ytdf\\\n",
       "S+vWSaec4s8pMOlIsIsEPQCA/xCA0CoffigdPiwNGiSdfrrtamJj+HCpQwdp7VrTCwQA8B8CEFol\\\n",
       "0v8zYoTdOmLpjDOkgQPN7f6R9c4AAP5CAEKrRKaF/ByApCN/PqbBAMCffBuAQqGQsrOzlZWVpTlz\\\n",
       "5hz3uOXLlys1NVULFiyIY3XJyfP83wAdQQACAH/zZQCqr6/XjBkzFAqFVFlZqdLSUm3cuLHZ4+66\\\n",
       "6y6NHz9enudZqDS5VFdLu3ZJ3bpJWVm2q4ktAhAA+JsvA1BFRYUyMzPVp08fBQIBFRUVqays7Jjj\\\n",
       "HnvsMd100006++yzLVSZfCL9P/n5pknYzy68UOraVaqpMcEPAOAvvryM1dTUKCMjo+F9MBhUTU3N\\\n",
       "MceUlZVp2rRpkqSUlJS41piMXOn/kUzAy883+4wCAYD/+DIARRNmZs2apYcfflgpKSnyPI8psCj4\\\n",
       "/QnQR4sEvcifGwDgH6m2C4iF9PR0VVVVNbyvqqpSMBhscsyKFStUVFQkSdq7d68WL16sQCCg6667\\\n",
       "7pjPmz17dsN+YWGhCgsLY1J3IqutPbI0RGRkxO/oAwLggnA4rHA4bLuMuEvxfDj0UVdXp/79+6u8\\\n",
       "vFxpaWnKz89XaWmpcnJymj3+tttu04QJE3TjjTc2+eeRkSQfnqJWW7nSPPk5K0v66CPb1cTHvn1m\\\n",
       "cdTTTpMOHpQCAdsVAUBsuXTd8+UUWGpqqoqLizVu3DgNGDBAt9xyi3JyclRSUqKSkhLb5SUll/p/\\\n",
       "Inr0MM3Q331nngoNAPAPX44AtReXkvCJ/OIX0gsvSI8/Lv3mN7ariZ9Jk6Rnn5WKi6Xp021XAwCx\\\n",
       "5dJ1z5cjQGh/77xjtqNG2a0j3iIjXkuX2q0DANC+CEA4oR07zKtrV+mii2xXE1+XXmq2kQAIAPAH\\\n",
       "AhBO6N13zfaSS/z/AMSjXXSRefJ1VZX06ae2qwEAtBfHLmc4GZEAFBkNcUmHDib4SYwCAYCfEIBw\\\n",
       "Qq72/0RE/twEIADwDwIQWrR/v7R+vdSxozR8uO1q7CAAAYD/EIDQovfeM9uLLzYhyEXDhkmdOkkb\\\n",
       "N0p79tiuBgDQHghAaFGk/8fV6S9JOvXUI+ufRc4HACC5EYDQosi0j4sN0I0xDQYA/kIAwnF9+620\\\n",
       "fLmUkiL95Ce2q7GLAAQA/kIAwnFVVJhV4AcONA9BdNnIkdIpp0irVkmHDtmuBgDQVgQgHNebb5rt\\\n",
       "mDF260gEZ5whDRki1dcfaQwHACQvAhCOKxKALr/cbh2JIhIEI+cFAJC8CEBo1qFD0rJl5knIl11m\\\n",
       "u5rEcMUVZltebrcOAEDbEYDQrHfflerqzMMPu3SxXU1iuPRSKRCQVq6UvvjCdjUAgLYgAKFZTH8d\\\n",
       "q3Nn0wzteVI4bLsaAEBbEIDQLAJQ85gGAwB/IADhGPv3m2meQODISugwIgGIRmgASG4EIBwjHDbT\\\n",
       "PCNHSqefbruaxJKfb26J37RJqqmxXQ0A4GQRgHCM118328hoB44IBKTRo80+o0AAkLwIQGjC86RF\\\n",
       "i8z+VVfZrSVRjR1rtq+9ZrcOAMDJS/E8z7NdRKJKSUmRJLl0iiorpYsuks4+W/rsM/McIDS1ebOU\\\n",
       "nS316CHt3m2WyAAAP3DpusflDU0sXmy248YRfo7nwgulCy6Q9u0zi8UCAJIPlzg0EQlATH8dX0qK\\\n",
       "dPXVZj8yXQgASC4EIDQ4dEh65x1zgf/pT21Xk9gIQACQ3AhAaPDmm9IPP5hbvXv2tF1NYisslE47\\\n",
       "TVqxwvRKAQCSCwEIDSLTX5HRDRxfp05HnpIdCtmtBQDQegQgSJIOH5bKysz+NdfYrSVZRILiX/5i\\\n",
       "tw4AQOv5OgCFQiFlZ2crKytLc+bMOebnL7zwgvLy8jRo0CBdcsklWrt2rYUqE0NFhbRrl3TeedLQ\\\n",
       "obarSQ7XXmu2oZD07bd2awEAtI5vA1B9fb1mzJihUCikyspKlZaWauPGjU2OueCCC/T2229r7dq1\\\n",
       "+pd/+Rfdcccdlqq1b8ECs73hBtMEjRM7/3xp+HDp6695KCIAJBvfBqCKigplZmaqT58+CgQCKioq\\\n",
       "UllkjudHI0eOVJcuXSRJBQUFqq6utlGqdZ53JADdeKPdWpJN5HzNn2+3DgBA6/g2ANXU1CgjI6Ph\\\n",
       "fTAYVE0Lq1c+/fTTutrR7t/166WtW83Tn1n9vXUmTjTbV181d9ABAJKDbwNQSivmcd566y3NnTu3\\\n",
       "2T4hF0RGf66/nmUdWuvCC6XcXOnLL1kcFQCSSartAmIlPT1dVVVVDe+rqqoUDAaPOW7t2rWaMmWK\\\n",
       "QqGQunXr1uxnzZ49u2G/sLBQhYWF7V2uVUx/tc3EiWYUbf58afx429UAQOuEw2GFw2HbZcSdbxdD\\\n",
       "raurU//+/VVeXq60tDTl5+ertLRUOTk5Dcfs2LFDl19+uZ5//nmNGDHimM9wYVG4DRvMCEbXruaB\\\n",
       "fh072q4o+axbJw0aZBZH3bVLCgRsVwQAJ8eF616Eb0eAUlNTVVxcrHHjxqm+vl6TJ09WTk6OSkpK\\\n",
       "JElTp07VAw88oP3792vatGmSpEAgoIqKCptlx90LL5jtzTcTfk5Wbq40YIBUWWluiZ8wwXZFAIAT\\\n",
       "8e0IUHvwexI+fFjq21fasUNaskQaPdp2Rclrzhzp7rulm26SXn7ZdjUAcHL8ft1rjADUAr//Irzz\\\n",
       "jgk9GRnS9u1SB9+2xMdedbV5iGQgYKYSj9NOBgAJze/Xvca45Dns+efN9uc/J/y0VTAojR1rboV/\\\n",
       "6SXb1QAAToTLnqMOHZJKS83+3/+93Vr84pe/NNtnn7VbBwDgxAhAjnrpJemrr8yDDwcMsF2NP9xw\\\n",
       "g9S5s/T++9LmzbarAQC0hADkqCefNFuHlz9rd507S0VFZv+//9tuLQCAltEE3QK/NoOtXi0NGSJ1\\\n",
       "6SLt3Cmdfrrtivxj5Upp2DBzbmtqTCgCgGTh1+tecxgBctATT5jtL35B+GlvQ4dKI0aYpTEiPVYA\\\n",
       "gMTDCFAL/JiEP//c3K79/ffSpk1S//62K/Kf5583jeWDB5sRoVYsSwcAVvnxunc8jAA55r/+y4Sf\\\n",
       "a68l/MTKzTdLvXqZqcbyctvVAACaQwByyLffSo8/bvbvvNNuLX7WsaP0D/9g9h9+2G4tAIDmEYAc\\\n",
       "MneutGePaYC+7DLb1fjbb34jnXmmGQFavtx2NQCAoxGAHPHdd9KDD5r9P/6RvpRY69pV+nGN3Ybz\\\n",
       "DgBIHDRBt8BPzWB//rOZlhk8WFqxgqUv4mHXLqlfPzP1+MEHUn6+7YoAoGV+uu6dCJdBBxw6JD30\\\n",
       "kNm//37CT7yce+6RXqC775Yc+P8JACQNLoUOmDPHrFB+8cXShAm2q3HLXXeZleHfekt67TXb1QAA\\\n",
       "IghAPrdtm/SnP5n9Rx+l9yfeunaV/vAHsz9rllktHgBgHwHI5+680zz35+c/l0aOtF2Nm2bONM9c\\\n",
       "2rxZ+vd/t10NAECiCbpFyd4M9vLL0s9+Jp1xhrRxoxQM2q7IXeXl0tix0mmnSRs2SBdcYLsiADhW\\\n",
       "sl/3WoMRIJ/6/HPzLBrJTIERfuy64grp1lvN4wh++Uuprs52RQDgNgKQDx0+LP3619LevdLll0t3\\\n",
       "3GG7IkjSY49JaWnSe+/xhGgAsI0A5EOPPCK9+qppwH36aW57TxQ9ekjPPGP2Z882d4YBAOzg0ugz\\\n",
       "r78u3Xuv2X/uOalPH6vl4ChXXin98z9L9fVm0dRPPrFdEQC4iQDkIx9+KN14o5kCu/des+I7Es+D\\\n",
       "D0pXXSXt22f+G+3da7siAHAPd4G1IJm64devN/0+e/aYW96ffZapr0T25ZfSJZeYO8IGD5befNM8\\\n",
       "MBEAbEqm615bcYn0geXLzerue/ZIP/2pWfWd8JPYunSR3nhDysyUVq824XXnTttVAYA7uEwmuZde\\\n",
       "kgoLpS++MMtclJVJp55quypE49xzzchPVpYJQSNHSmvW2K4KANxAAEpS33xjllYoKjL7kyZJ8+eb\\\n",
       "B+0heWRkSEuXmvCzY4dUUCA98QQLpwJArBGAkoznmUU1Bw82a3udcor05z9L8+ZJgYDt6nAyevY0\\\n",
       "T4q+4w6zbMn06WZKc90625UBgH/5NgCFQiFlZ2crKytLc+bMafaYmTNnKisrS3l5eVq1alWcK2wd\\\n",
       "zzMP0Bs7Vho/XtqyRcrNlT74QPrtb1nkNNl16iSVlJgpzbPPlt55RxoyRJo8WfroI9vVAYD/+DIA\\\n",
       "1dfXa8aMGQqFQqqsrFRpaak2btzY5JhFixbp448/1pYtW/Tkk09q2rRplqpt2Z490lNPScOGSZde\\\n",
       "anpGunaV5swxt70PG2a7QrSnn/3MLJo6fboJvXPnStnZpr/rlVfMCBEAoO18GYAqKiqUmZmpPn36\\\n",
       "KBAIqKioSGVlZU2OWbhwoSZNmiRJKigo0IEDB7R7924b5Tbx7bfS229LDz1kmpvPOcdMjaxaZaZK\\\n",
       "7rlH2rrVPEyvY0fb1SIWunWTiotNEJoyRUpNlf7yF/PgxB49pOuukx5/3DRO//CD7WoBIDml2i4g\\\n",
       "FmpqapSRkdHwPhgM6oMPPjjhMdXV1erdu3fM6vI8sxjm559Lu3dLn31mtp98YlZr37TJhJvGC2UG\\\n",
       "AtK4cdItt5gXTc7uyMyUnnxS+td/lV580TzbadUqs8zJq6+aY049VRo4UMrJMU/97ttXOv98E5Z7\\\n",
       "9DCvTp2s/jEAICH5MgClRNkQc/SDno73702aZJ6uXF9/ZNt4v7l/Vlsrff31sa/6+hPVLuXlmYfk\\\n",
       "jRplnhjcpUtUfxz4VK9e5o6/WbOk6mqz3Mkbb5gp0I8/llasMK/j6dRJOuMMsz36deqpppG+Qwfz\\\n",
       "amm/NX1m0R7b3se19lgA7vJlAEpPT1dVVVXD+6qqKgWDwRaPqa6uVnp6erOf9+yzsxu9K/zxdXIC\\\n",
       "AXNBO+ccqXdvs83IMH+Dz86WLryQv7Hj+IJB6fbbzUsyT5Res8YEoW3bpO3bze30+/YdeX37rXkB\\\n",
       "QPPCP77c4sulMOrq6tS/f3+Vl5crLS1N+fn5Ki0tVU5OTsMxixYtUnFxsRYtWqRly5Zp1qxZWrZs\\\n",
       "WZPPiYwIzZvnNfxtuPG2uX8W2aamSp07H3mdcYbZcqs64snzpEOHzOjjd98dCUOR/R9+aDqSefSo\\\n",
       "ZuPRzdZ8p43jWnssgGNNnerOUhi+DECStHjxYs2aNUv19fWaPHmy/vCHP6ikpESSNHXqVElquFOs\\\n",
       "c+fOmjdvnoYOHdrkM1xaEwUAAJeue74NQO3BpV8EAABcuu758jZ4AACAlhCAAACAcwhAAADAOQQg\\\n",
       "AADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCBYFw6HbZfgBM5z\\\n",
       "7HGOY49zjPZCAIJ1/A8tPjjPscc5jj3OMdoLAQgAADgnxXNhzfuTlJKSYrsEAADizoVowAgQAABw\\\n",
       "TqrtAhL6SeDbAAAFGUlEQVSZCwkYAAAXMQIEAACcQwACAADOIQD9KBQKKTs7W1lZWZozZ06zx8yc\\\n",
       "OVNZWVnKy8vTqlWr4lxh8jvROX7hhReUl5enQYMG6ZJLLtHatWstVJncovk9lqTly5crNTVVCxYs\\\n",
       "iGN1/hDNOQ6HwxoyZIhyc3NVWFgY3wJ94kTnee/evRo/frwGDx6s3NxcPfPMM/EvMondfvvt6t27\\\n",
       "twYOHHjcY3x/zfPg1dXVef369fO2bdvm/fDDD15eXp5XWVnZ5Ji//vWv3lVXXeV5nuctW7bMKygo\\\n",
       "sFFq0ormHC9dutQ7cOCA53met3jxYs5xK0VzjiPHjRkzxrvmmmu8V155xUKlySuac7x//35vwIAB\\\n",
       "XlVVled5nrdnzx4bpSa1aM7zfffd5919992e55lz3L17d6+2ttZGuUnp7bff9lauXOnl5uY2+3MX\\\n",
       "rnmMAEmqqKhQZmam+vTpo0AgoKKiIpWVlTU5ZuHChZo0aZIkqaCgQAcOHNDu3bttlJuUojnHI0eO\\\n",
       "VJcuXSSZc1xdXW2j1KQVzTmWpMcee0w33XSTzj77bAtVJrdozvGLL76oiRMnKhgMSpJ69uxpo9Sk\\\n",
       "Fs15Pvfcc3Xw4EFJ0sGDB9WjRw+lpnJfT7RGjRqlbt26HffnLlzzCECSampqlJGR0fA+GAyqpqbm\\\n",
       "hMdwgY5eNOe4saefflpXX311PErzjWh/j8vKyjRt2jRJPOuqtaI5x1u2bNEXX3yhMWPGaPjw4Xru\\\n",
       "uefiXWbSi+Y8T5kyRRs2bFBaWpry8vL06KOPxrtMX3PhmkdcVvQXAe+o2+K5eESvNefqrbfe0ty5\\\n",
       "c/Xee+/FsCL/ieYcz5o1Sw8//LBSUlLkeR6PemilaM5xbW2tVq5cqfLycn3zzTcaOXKkRowYoays\\\n",
       "rDhU6A/RnOcHH3xQgwcPVjgc1tatW3XllVdqzZo1OvPMM+NQoRv8fs0jAElKT09XVVVVw/uqqqqG\\\n",
       "4evjHVNdXa309PS41ZjsojnHkrR27VpNmTJFoVCoxeFZHCuac7xixQoVFRVJMk2kixcvViAQ0HXX\\\n",
       "XRfXWpNVNOc4IyNDPXv2VKdOndSpUyeNHj1aa9asIQC1QjTneenSpbr33nslSf369VPfvn21efNm\\\n",
       "DR8+PK61+pUT1zy7LUiJoba21rvgggu8bdu2ed9///0Jm6Dff/99XzaExVI05/jTTz/1+vXr573/\\\n",
       "/vuWqkxu0Zzjxn71q1958+fPj2OFyS+ac7xx40bviiuu8Orq6ryvv/7ay83N9TZs2GCp4uQUzXn+\\\n",
       "3e9+582ePdvzPM/77LPPvPT0dG/fvn02yk1a27Zti6oJ2q/XPEaAJKWmpqq4uFjjxo1TfX29Jk+e\\\n",
       "rJycHJWUlEiSpk6dqquvvlqLFi1SZmamOnfurHnz5lmuOrlEc44feOAB7d+/v6E/JRAIqKKiwmbZ\\\n",
       "SSWac4y2ieYcZ2dna/z48Ro0aJA6dOigKVOmaMCAAZYrTy7RnOd77rlHt912m/Ly8nT48GE98sgj\\\n",
       "6t69u+XKk8ett96qJUuWaO/evcrIyND999+v2tpaSe5c81gMFQAAOIe7wAAAgHMIQAAAwDkEIAAA\\\n",
       "4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEI\\\n",
       "AAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxD\\\n",
       "AAIAAM75fzlZjVhfoBI2AAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[2] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VOWdx/FPMOGnyG8pyUSDJJJgIKAYQimcIFVEq22F\\\n",
       "rtGeU0SKHLYcl9rubq2rorvtSnd7ut2yZ5f2+KNVG2vVGq2QViODrQhBQUB+KCLKJJYfgfBDEEgm\\\n",
       "d/94nECAjAnJzDP3Pu/XOXPujLmZ+eaak/vheb73uWme53kCAABwSBfbBQAAACQbAQgAADiHAAQA\\\n",
       "AJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEA\\\n",
       "AQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBz\\\n",
       "CEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJyTbruAVJaWlma7BAAAks7zPNslJBwjQAAAwDkE\\\n",
       "oDbwPI9HAh/333+/9RpceHCcOcZBeHCME/twCQEIAAA4hwAEAACcQwCCdaWlpbZLcALHOfE4xonH\\\n",
       "MUZnSfNcm/Rrh9hVYBwiAIALXDrvMQIEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAc\\\n",
       "AhAAAHBOYAPQ7bffrsGDB2vkyJGt7nPnnXcqLy9PRUVFWrduXRKrAwAANgU2AM2aNUuVlZWtfn3p\\\n",
       "0qV6//33tW3bNv3yl7/UvHnzklgdAACwKbABaOLEierXr1+rX3/hhRc0c+ZMSdK4ceN04MAB7d69\\\n",
       "O1nlAQAAiwIbgD5PbW2tsrOzm1+HQiHV1NRYrAgAACRLuu0CbDr9Xiexe6DAX+rqpCeflLZvl3Jz\\\n",
       "pVtvlQYOtF0VACCVORuAsrKyFIlEml/X1NQoKyvrrPsuXLiw+XlpaSl3I04hzz8vzZwpHTp08r/d\\\n",
       "d5/0619LX/2qvboAwC/C4bDC4bDtMpIu0HeD//DDD3XDDTdo48aNZ3xt6dKlWrx4sZYuXapVq1Zp\\\n",
       "wYIFWrVqVYt9XLorrh89/7w0fbrU1CRNmSJdc4305z9LVVVSly7Ss89KX/ua7SoBwD9cOu8FNgDd\\\n",
       "csstWrFiherq6jR48GA98MADamhokCTNnTtXkjR//nxVVlaqV69eevTRR3X55Ze3eA+XfhH8ZscO\\\n",
       "aeRI6cgR6V/+RXrwQSktTfI86d57pR/9SOrVS1q7Vrr0UtvVAoA/uHTeC2wA6gwu/SL4SVOT9OUv\\\n",
       "S8uXSzNmSE8/bcJPjOeZPqCnnpImTpTCYTMiBACIz6XzHgEoDpd+Efzkd7+TysqkQYOkTZvM9nT7\\\n",
       "90sjRki7d5uA9I1vJL9OAPAbl857/LsYvhKNSrGe9H/7t7OHH0nq3//kfvfdZ74PAIAYAhB8pbxc\\\n",
       "2rpVGjpUmjUr/r63327227rVfB8AADEEIPiG50k/+5l5fs89UkZG/P27djUN0pL0X/9lvh8AAIke\\\n",
       "oLhcmgv1g9WrpZISacAAqaZG6t7987/n00+lUMj0BK1aJY0bl/g6AcCvXDrvMQIE3/if/zHb2bPb\\\n",
       "Fn4kqUcPs78kLV6cmLoAAP7DCFAcLiXhVHf4sHThhdKxY9IHH5jenrbasUO65BIThnbvlnr3Tlyd\\\n",
       "AOBnLp33GAGCL1RUmPAzcWL7wo9k9p840UyH/eEPiakPAOAvBCD4QuwqrltuObfv/+Y3zfaJJzqn\\\n",
       "HgCAvzEFFodLQ4GpbN8+6QtfMFdx/e1vra/9E8/+/eY9olGpttY8BwC05NJ5jxEgpLxnn5UaG83t\\\n",
       "L84l/EhmYcSpU81tNF58sXPrAwD4DwEIKe+ZZ8y2rKxj7/PVr5ptRUXH3gcA4H9MgcXh0lBgqjp8\\\n",
       "2Kz7E41Ke/aY5+dq1y4pM9MskFhXJ51/fufVCQBB4NJ5jxEgpLSXX5YaGk4ugNgRX/iCWQjx+HHz\\\n",
       "vgAAdxGAkNJeeslsv/KVznk/psEAABJTYHG5NBSYipqapKwsM3W1fr00alTH33PzZumyy8xo0p49\\\n",
       "Uhf+CQAAzVw67/HnHylr7VoTfkIhaeTIznnPggIpJ8dcWr9uXee8JwDAfwhASFnLlpnt9ddLn/2j\\\n",
       "pMPS0szl9BJ9QADgMgIQUtarr5rtNdd07vtefbXZvvJK574vAMA/6AGKw6W50FTz6adS377mCrC9\\\n",
       "ezt+Bdip6urMjVW7dpXq681NUgEAbp33GAFCSlq5UjpxQioq6tzwI0kDB0pjxpjL4f/yl859bwCA\\\n",
       "PxCAkJKWLzfbq65KzPszDQYAbiMAISXF+n8SFYBijdBVVYl5fwBAaqMHKA6X5kJTyeHDUr9+5vn+\\\n",
       "/dIFF3T+Zxw9KvXpY9Yaqq9PzGcAgN+4dN5jBAgp569/Nff+Gjs2ccGkZ0/z/k1Npt8IAOAWAhBS\\\n",
       "TqKnv2ImTjRbGqEBwD0EIKScFSvMtrQ0sZ8zaZLZvvZaYj8HAJB66AGKw6W50FRxam/OgQNS796J\\\n",
       "+6z6enOJfUaGdPCg1L174j4LAPzApfMeI0BIKW++KTU2mhufJjL8SKbReuRIs95QdXViPwsAkFoC\\\n",
       "G4AqKyuVn5+vvLw8LVq06Iyv19XV6dprr9Xo0aNVWFioxx57LPlF4gyvv262X/xicj6PPiAAcFMg\\\n",
       "A1A0GtX8+fNVWVmpzZs3q7y8XFu2bGmxz+LFizVmzBi9/fbbCofD+t73vqfGxkZLFSMmdkVWsgIQ\\\n",
       "fUAA4KZABqDq6mrl5uYqJydHGRkZKisrU0VFRYt9hgwZokOHDkmSDh06pAEDBig9Pd1GufjMqZek\\\n",
       "T5iQnM+MjQCtXGkuvQcAuCGQAai2tlbZ2dnNr0OhkGpra1vsM2fOHG3atEmZmZkqKirSz3/+82SX\\\n",
       "idO8955Z+HDIEOnii5PzmUOGSEOHSp98Im3alJzPBADYF8gAFOtij+fHP/6xRo8erY8//lhvv/22\\\n",
       "vvOd7+jw4cNJqA6tOXX6qw3/CzvNuHFmu3p18j4TAGBXIOd8srKyFIlEml9HIhGFQqEW+6xcuVL3\\\n",
       "3HOPJGnYsGEaOnSo3n33XY0dO/aM91u4cGHz89LSUpUmeoEaR8UaoJM1/RVTUiI99ZS0apU0Z05y\\\n",
       "PxsAbAuHwwqHw7bLSLpArgPU2Nio4cOHq6qqSpmZmSouLlZ5ebkKCgqa97nrrrvUp08f3X///dq9\\\n",
       "e7euuOIKbdiwQf3792/ex6X1EFJBQYG0dasJIrFRmWRYvdqEoBEjmAYD4DaXznuBDECStGzZMi1Y\\\n",
       "sEDRaFSzZ8/W3XffrSVLlkiS5s6dq7q6Os2aNUs7d+5UU1OT7r77bt16660t3sOlXwTb9u2TBg40\\\n",
       "ixEePCh17Zq8zz5+3Nxz7MQJszhi377J+2wASCUunfcCG4A6g0u/CLb98Y/SDTeYq7JsXJJeUmJG\\\n",
       "gv78Z+nqq5P/+QCQClw67wWyCRr+E1uJuaTEzufHPpdGaABwAwEIKeHNN832yivtfH4sAK1aZefz\\\n",
       "AQDJRQCCdZ4nvfWWeX6Wi/CS4tQA5MDILwA4jwAE62pqpD17zM1Jc3Ls1HDxxdKFF5pm7O3b7dQA\\\n",
       "AEgeAhCsi01/jR2b3AUQT5WWRh8QALiEAATrTg1ANsUC0Btv2K0DAJB4BCBYlyoBqLjYbGP1AACC\\\n",
       "i3WA4nBpPQRbPE8aNMj03nz4YfJugno2Bw6YPqRu3aTDh6WMDHu1AIANLp33GAGCVR99dHIV6Isu\\\n",
       "sltL375SXp5ZGZpbYgBAsBGAYFUqNECfKjYNxzQYAAQbAQhWpUr/TwwBCADcQACCVbYXQDwdAQgA\\\n",
       "3EATdBwuNYPZ4HlS//6m+TgSkUIh2xWZ5uc+faT0dPO8WzfbFQFA8rh03mMECNZ88IEJP4MHS1lZ\\\n",
       "tqsxeveW8vOlhgZp40bb1QAAEoUABGtSrQE6JjYNtmaN3ToAAIlDAII1qdYAHUMfEAAEHwEI1qRa\\\n",
       "A3QMAQgAgo8m6DhcagZLtqYms+ryoUPSxx9LQ4bYruiko0dNL1BamqmvZ0/bFQFAcrh03mMECFa8\\\n",
       "/74JF5mZqRV+JBN4LrtMikal9ettVwMASAQCEKxI1f6fGKbBACDYCECwggAEALCJAAQrYg3QV1xh\\\n",
       "t47WEIAAINhogo7DpWawZIpGzZ3XP/lE2rXLLISYao4dM43Q0ajpVTr/fNsVAUDiuXTeYwQISffe\\\n",
       "eyb8ZGenZviRpO7dpZEjze061q61XQ0AoLMRgJB0qd7/ExOrLzZdBwAIDgIQki5VF0A8Xaw/iQAE\\\n",
       "AMFDAELSxUaAUrUBOoZGaAAILpqg43CpGSxZGhulPn3Mast790oDB9quqHXHj5tG6MZGc9f6Cy6w\\\n",
       "XREAJJZL573AjgBVVlYqPz9feXl5WrRo0Vn3CYfDGjNmjAoLC1VaWprcAh21dasJPzk5qR1+JKlb\\\n",
       "N2nUKNMIvW6d7WoAAJ0pkAEoGo1q/vz5qqys1ObNm1VeXq4tW7a02OfAgQP6zne+oxdffFHvvPOO\\\n",
       "nnnmGUvVusUvDdAx9AEBQDAFMgBVV1crNzdXOTk5ysjIUFlZmSoqKlrs89vf/lbTp09XKBSSJA1M\\\n",
       "9eGIgPBLA3QMfUAAEEyBDEC1tbXKzs5ufh0KhVRbW9tin23btmn//v2aPHmyxo4dq8cffzzZZTrJ\\\n",
       "Lw3QMQQgAAimdNsFJEKsiSuehoYGrV27VlVVVTp69KjGjx+vkpIS5eXlJaFCNzU0SG+/bZ77JQBd\\\n",
       "dpnUtau0bZt08KBp4AYA+F8gA1BWVpYikUjz60gk0jzVFZOdna2BAweqR48e6tGjhyZNmqT169ef\\\n",
       "NQAtXLiw+XlpaSkN0+do82Zzi4lhw6R+/WxX0zZdu0pFRdKaNWZF6MmTbVcEAJ0rHA4rHA7bLiPp\\\n",
       "AnkZfGNjo4YPH66qqiplZmaquLhY5eXlKigoaN5n69atmj9/vv70pz/p+PHjGjdunH73u99pxIgR\\\n",
       "zfu4dDlgMjz8sPTtb0s33yw99ZTtatpu3jzp//5P+o//kL7/fdvVAEDiuHTeC+QIUHp6uhYvXqyp\\\n",
       "U6cqGo1q9uzZKigo0JIlSyRJc+fOVX5+vq699lqNGjVKXbp00Zw5c1qEH3Q+vzVAx9AHBADBE8gR\\\n",
       "oM7iUhJOhuJiM5X06qv+mkpav14aPVrKzTW9QAAQVC6d9whAcbj0i5BoJ06YVZVPnDCrKvupmbih\\\n",
       "wdR+/Li0f79/+pcAoL1cOu8F8jJ4pJ533jHh59JL/RV+JCkjw4wASaYRGgDgfwQgJIXfVoA+HStC\\\n",
       "A0CwEICQFLHg4Jf1f05HIzQABAsBCEnBCBAAIJXQBB2HS81giXTsmHTBBVJjo1lNuXdv2xW1X2Oj\\\n",
       "qfvYMWnfPql/f9sVAUDnc+m8xwgQEm7jRnMlVX6+P8OPJKWnS2PGmOc0QgOA/xGAkHB+uwFqa2L1\\\n",
       "0wcEAP5HAELCrVljtldeabeOjqIRGgCCgwCEhIsFBr8HIBqhASA4aIKOw6VmsEQ5csQ0QKelSYcO\\\n",
       "ST172q7o3DU2mkUcjx6V6uqkAQNsVwQAncul8x4jQEiot9+WmpqkwkJ/hx+pZSM0o0AA4G8EICRU\\\n",
       "rP/Hr+v/nI5GaAAIBgIQEioo/T8xNEIDQDAQgJBQQR0BYgoMAPyNJug4XGoGS4SDB6W+faWuXaXD\\\n",
       "h83W76JR0wh95Ii0Z480aJDtigCg87h03mMECAkTGyUZPToY4UeSzjuPRmgACAICEBImaNNfMfQB\\\n",
       "AYD/EYCQMEFrgI6JBSBGgADAvwhASJigjgBxKTwA+B9N0HG41AzW2fbulS680Cx+eOiQ6Z0JiqYm\\\n",
       "0wj9ySfSrl3S4MG2KwKAzuHSeY8RICREbHTk8suDFX4kqUsX83NJTIMBgF8RgJAQQe3/iaERGgD8\\\n",
       "jQCEhIj1/wQ1ALEgIgD4GwEInc7zgtsAHRP7uaqrzc8LAPAXmqDjcKkZrDPt3CldfLHUr5+0b5/0\\\n",
       "2WEMFM+TBg6U9u+XPvzQ/LwA4HcunfcYAUKnW7XKbEtKghl+JPNzlZSY57GfFwDgHwQgdLpTA1CQ\\\n",
       "xX6+N96wWwcAoP0CG4AqKyuVn5+vvLw8LVq0qNX91qxZo/T0dD333HNJrC7YXAtAjAABgP8Esgco\\\n",
       "Go1q+PDheuWVV5SVlaUrr7xS5eXlKigoOGO/q6++Wj179tSsWbM0ffr0Fl93aS60sxw/bhYJPH5c\\\n",
       "qq83d4MPqoMHTZ9TRoZZ7LFbN9sVAUDHuHTeC+QIUHV1tXJzc5WTk6OMjAyVlZWpoqLijP1+8Ytf\\\n",
       "aMaMGRo0aJCFKoPp7bdN+CkoCHb4kUzQGzFCOnFCWrvWdjUAgPYIZACqra1VdnZ28+tQKKTa2toz\\\n",
       "9qmoqNC8efMknUy96BhXpr9imAYDAH8KZABqS5hZsGCBHnroIaWlpcnzPCeG+5LBtQA0frzZEoAA\\\n",
       "wF/SbReQCFlZWYpEIs2vI5GIQqFQi33eeustlZWVSZLq6uq0bNkyZWRk6MYbbzzj/RYuXNj8vLS0\\\n",
       "VKWlpQmpOwhiQSAWDIKOESAAfhcOhxUOh22XkXSBbIJubGzU8OHDVVVVpczMTBUXF5+1CTpm1qxZ\\\n",
       "uuGGG3TTTTe1+O8uNYN1hl27pCFDpPPPlw4cCN5NUM+mqck0Qh86JNXWSpmZtisCgHPn0nkvkFNg\\\n",
       "6enpWrx4saZOnaoRI0bo5ptvVkFBgZYsWaIlS5bYLi+wVq822+JiN8KPZO4MP26cec4oEAD4RyCn\\\n",
       "wCRp2rRpmjZtWov/Nnfu3LPu++ijjyajpMBzrf8npqREevll8/OfNogIAEhRgRwBgh1//avZutL/\\\n",
       "E8OK0ADgP4HsAeosLs2FdtSxY2ZdnIYGcwPUfv1sV5Q8+/aZG6N2724WR+za1XZFAHBuXDrvMQKE\\\n",
       "TrFmjVkQsLDQrfAjSQMGmIUfjx2T3nzTdjUAgLYgAKFT/OUvZjtxot06bJk0yWxjxwEAkNoIQOgU\\\n",
       "sRP/l75ktw5bYgHotdfs1gEAaBt6gOJwaS60I6JRqX9/sxZOJCKdtuakEyIR6aKLTB/Uvn3uLAMA\\\n",
       "IFhcOu8xAoQO27jRhJ+cHDfDjyRlZ5uf/+BBczwAAKmNAIQOc73/Jyb28zMNBgCpjwCEDiMAGTRC\\\n",
       "A4B/EIDQIZ5HAIo5dQTIgelzAPA1AhA6ZPt2cxPUgQOl4cNtV2PXpZdKF14o7dkjbdtmuxoAQDwE\\\n",
       "IHRIOGy2EydKn1084Ky0NPqAAMAvCEDokFdfNdspU+zWkSpifUArVtitAwAQHwEI58zzTgagq66y\\\n",
       "W0uqmDzZbKuq6AMCgFRGAMI527RJ2r1bGjJEys+3XU1qKCw0fUB/+5u0davtagAArSEA4ZydOvrj\\\n",
       "ev9PTFqa9OUvm+evvGK3FgBA6whAOGdVVWZL/09LseNBAAKA1MW9wOJw6Z4o7dXYKA0YYG6B8eGH\\\n",
       "0sUX264odezcaY7HBReY+4Klp9uuCADaxqXzHiNAOCdr15rwM2wY4ed0F10k5eWZ4/Pmm7arAQCc\\\n",
       "DQEI54Tpr/joAwKA1EYAwjlZtsxsr7nGbh2pigAEAKmNHqA4XJoLbY/6emnQIHPFU12d1KeP7YpS\\\n",
       "T329uT1Ily6mD+iCC2xXBACfz6XzHiNAaLeXX5aiUWnCBMJPa/r1k774RdMs/vLLtqsBAJyOAIR2\\\n",
       "i01/XXed3TpS3fXXm+1LL9mtAwBwJqbA4nBpKLCtmpqkzEyzAvTGjWblY5zdxo3SqFHS4MHSxx+b\\\n",
       "6TAASGUunff4k4x2WbfOhJ9QSLrsMtvVpLbCQik72xyvtWttVwMAOBUBCO1y6vQXt7+ILy2NaTAA\\\n",
       "SFUEILTLH/9ottOm2a3DLwhAAJCaAh2AKisrlZ+fr7y8PC1atOiMrz/55JMqKirSqFGjNGHCBG3Y\\\n",
       "sMFClf5RUyOtXi316CFdfbXtavzhqquk7t2lNWvMHeIBAKkhsAEoGo1q/vz5qqys1ObNm1VeXq4t\\\n",
       "W7a02OeSSy7Ra6+9pg0bNujee+/VHXfcYalaf/jDH8x22jSpVy+7tfhFz54nw+Lzz9utBQBwUmAD\\\n",
       "UHV1tXJzc5WTk6OMjAyVlZWpoqKixT7jx49Xn88Wshk3bpxqampslOobzz1ntjfdZLcOv5kxw2x/\\\n",
       "/3u7dQAATgpsAKqtrVV2dnbz61AopNra2lb3f/jhh3UdC9u0au9e6bXXpIwM6StfsV2Nv9x4ozlu\\\n",
       "K1ZIe/bYrgYAIAU4AKW14xKl5cuX65FHHjlrnxCMigqzBtCXv8zqz+3Vt6+ZBmtqYhoMAFJFuu0C\\\n",
       "EiUrK0uRSKT5dSQSUSgUOmO/DRs2aM6cOaqsrFS/fv3O+l4LFy5sfl5aWqrS0tLOLjflPfus2U6f\\\n",
       "brcOv5oxQ1q6VHrmGYlWMwCpJBwOKxwO2y4j6QK7EnRjY6OGDx+uqqoqZWZmqri4WOXl5SooKGje\\\n",
       "Z+fOnbrqqqv0xBNPqKSk5Iz3cGlFzHj27ZOGDDH3/9q1y9wIFe2zf79ZEdrzzMKIAwbYrggAzuTS\\\n",
       "eS+wU2Dp6elavHixpk6dqhEjRujmm29WQUGBlixZoiVLlkiSHnzwQdXX12vevHkaM2aMiouLLVed\\\n",
       "mp5+WmpokK65hvBzrvr3N5fER6MnR9MAAPYEdgSoM7iUhOOZMEFauVJ64gnpm9+0XY1//eY30syZ\\\n",
       "5i7xr79uuxoAOJNL5z0CUBwu/SK0Zvt2KTfXrPuzezfr/3TEkSPSF74gffKJ9O670qWX2q4IAFpy\\\n",
       "6bwX2CkwdI4nnzTbm24i/HRUr17SN75hnv/mN3ZrAQDXEYDQqqYm6bHHzHOmvjrHbbeZ7a9/bfqB\\\n",
       "AAB2EIDQqpdflnbskC6+2Kz/g4770pekoUPNfdWWL7ddDQC4iwCEVn12sZzmzJHOO89uLUHRpYtp\\\n",
       "hJakX/3Kbi0A4DKaoONwqRnsdB9/LF10kZSWJu3cadYBQueoqZFycsyx/egjKTPTdkUAYLh03mME\\\n",
       "CGf18MOmR+XGGwk/nS0Ukr7+damx8eQoGwAguRgBisOlJHyqY8fMCMXu3dIrr0hTptiuKHhWrJBK\\\n",
       "S83q0Dt3Sl272q4IANw67zEChDM8+aQJP6NHm9WL0fkmTZJGjjTH+amnbFcDAO4hAKGFpibppz81\\\n",
       "z7//fdOngs6XlibddZd5/tBD5rgDAJKHKbA4XBoKjHnxRdP3EwpJH3wgZWTYrii4GhrMKts7d5r7\\\n",
       "g910k+2KALjOpfMeI0Bo1tQk3Xefef697xF+Ei0jQ/qnfzLPf/Qjc6d4AEByMAIUh0tJWDKjEDNm\\\n",
       "mMuyt2+Xune3XVHwffqpWRhx927pD3+QvvY12xUBcJlL5z1GgCDJXPIeG/255x7CT7L06GGOtyTd\\\n",
       "fbe5NB4AkHgEIEgy6/5s3mxuezF7tu1q3DJ3rjRsmLR1q/TII7arAQA3MAUWhytDgfX1Ul6etG+f\\\n",
       "9PTTJ+9YjuR5+mnp5pvNukBbt0p9+9quCICLXDnvSYwAQWbqa98+szDfjBm2q3HTN74hTZhgeoF+\\\n",
       "+EPb1QBA8DECFIcLSfj116WJE826NOvWSaNG2a7IXe+8I40ZY/qxVq6USkpsVwTANS6c92IYAXLY\\\n",
       "kSPSbbeZy6//+Z8JP7YVFkr/+I/m/8esWdLRo7YrAoDgYgQojqAn4b//e+l//9eceN98U+rWzXZF\\\n",
       "+PRTaexY05B+xx3cLBVAcgX9vHcqAlAcQf5FePxx6VvfMjfhfOMN6fLLbVeEmA0bpOJi6fhxc5+w\\\n",
       "m2+2XREAVwT5vHc6psActG6dufRakv77vwk/qWbUKOk//9M8nzXLjM4BADoXI0BxBDEJb99+8mqj\\\n",
       "WbPM+j/c8DT1eJ707W+bdYGGDDFN0Tk5tqsCEHRBPO+1hgAUR9B+EWpqzKXu27dLU6ZIL71E308q\\\n",
       "O3FCuuYaacUKE35WrJAuush2VQCCLGjnvXiYAnPEe++ZkZ/t26UrrjD3nSL8pLauXaWKCtMP9OGH\\\n",
       "Jry+957tqgAgGAhADqiqMuFn505p/Hjp5Zel3r1tV4W26NNH+tOfpCuvlHbsMP//wmHbVQGA/xGA\\\n",
       "AqyhQfrXfzXTKHV10rRpJvz062e7MrRH377Sq69KN9wg7d9vpi8feIAbpwJARxCAAmr1ajPVdd99\\\n",
       "UlOTdO+90osvSr162a4M5+L888205Q9+YBqkFy40U2Ovv267MgDwp8AGoMrKSuXn5ysvL0+LFi06\\\n",
       "6z533nmn8vLyVFRUpHXr1iW5wsRYv176+tfNbRQ2bpQuuUR65RXpwQel886zXR064rzzpH//dzOK\\\n",
       "l51tljP40pekv/s7ae1a29UBgL8EMgBFo1HNnz9flZWV2rx5s8rLy7Vly5YW+yxdulTvv/++tm3b\\\n",
       "pl/+8peaN2+epWo77vBhs7DhpEnS6NHS889L3bub0YKNG82UCYJjyhRpyxYzqtetm/T735vRvquu\\\n",
       "kn7zG/P7AACIL5ABqLq6Wrm5ucrJyVFGRobKyspUUVHRYp8XXnhBM2fOlCSNGzdOBw4c0O7du22U\\\n",
       "227HjkmrVkk/+5np7xkwwKzq/Je/mCmuf/gH6YMPzGhBz562q0Ui9OplRvXef1+66y4zRbZ8uTRz\\\n",
       "pnThhdLUqWYxxTffNL8vAICW0m0XkAi1tbXKzs5ufh0KhbR69erP3aempkaDBw9OWp2t+fRTae9e\\\n",
       "07hcVydFIuby9e3bpW3bzKjOqQ2wXbqYq7y+9S3pllu4wssloZD005+a0aCnn5aeeMIE4T//2Twk\\\n",
       "KT1dKigw93wbOlS6+GKzrtDgwVL//ubRsycLYgJwSyADUFob/5KfvtBTa983e7ZpPG1qMtvWnrfn\\\n",
       "68ePm6Bz+uPIkc//F3tamjmZFRebtWGmTZMGDmzTj4yA6tvX3Dz1jjvMKt9VVaZXaPVq6d13TWje\\\n",
       "uLH17+/a1bxHjx5m+rR795PPu3UzIapLl5OP885r/XVHg1RHvt/mZwPwl0AGoKysLEUikebXkUhE\\\n",
       "oVAo7j41NTXKyso66/s98sjCU16VfvZInK5dpUGDTKgZNMjcCmHYsJOPkSPNlAdwNoMHS7feah6S\\\n",
       "dPSoCT9btkgffWQWVfzoIzPKuH+/VF9vwveePVbLBmBN+LOHWwJ5K4zGxkYNHz5cVVVVyszMVHFx\\\n",
       "scrLy1Xin7YxAAAGXUlEQVRQUNC8z9KlS7V48WItXbpUq1at0oIFC7Rq1aoW7xMbEfrVr7zmf9mm\\\n",
       "pemsz9vz9bQ0E3J69jT/yj710bMn0xFIvk8/lQ4eNKOPx46Z16dum5pOPqLR1l9Hox2royN/jTr6\\\n",
       "lyx4fwmB9ps7151bYQQyAEnSsmXLtGDBAkWjUc2ePVt33323lixZIkma+9mt0GNXivXq1UuPPvqo\\\n",
       "Lj/ttugu3RMFAACXznuBDUCdwaVfBAAAXDrvBfIyeAAAgHgIQAAAwDkEIAAA4BwCEAAAcA4BCAAA\\\n",
       "OIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQrAuHw7ZLcALHOfE4xonHMUZn\\\n",
       "IQDBOv6gJQfHOfE4xonHMUZnIQABAADnpHku3PP+HKWlpdkuAQCApHMhGjACBAAAnJNuu4BU5kIC\\\n",
       "BgDARYwAAQAA5xCAAACAcwhAn6msrFR+fr7y8vK0aNGis+5z5513Ki8vT0VFRVq3bl2SK/S/zzvG\\\n",
       "Tz75pIqKijRq1ChNmDBBGzZssFClv7Xl91iS1qxZo/T0dD333HNJrC4Y2nKMw+GwxowZo8LCQpWW\\\n",
       "lia3wID4vONcV1ena6+9VqNHj1ZhYaEee+yx5BfpY7fffrsGDx6skSNHtrpP4M95HrzGxkZv2LBh\\\n",
       "3o4dO7wTJ054RUVF3ubNm1vs89JLL3nTpk3zPM/zVq1a5Y0bN85Gqb7VlmO8cuVK78CBA57ned6y\\\n",
       "Zcs4xu3UlmMc22/y5Mne9ddf7z3zzDMWKvWvthzj+vp6b8SIEV4kEvE8z/P27t1ro1Rfa8txvv/+\\\n",
       "+70f/OAHnueZY9y/f3+voaHBRrm+9Nprr3lr1671CgsLz/p1F855jABJqq6uVm5urnJycpSRkaGy\\\n",
       "sjJVVFS02OeFF17QzJkzJUnjxo3TgQMHtHv3bhvl+lJbjvH48ePVp08fSeYY19TU2CjVt9pyjCXp\\\n",
       "F7/4hWbMmKFBgwZZqNLf2nKMf/vb32r69OkKhUKSpIEDB9oo1dfacpyHDBmiQ4cOSZIOHTqkAQMG\\\n",
       "KD2d63raauLEierXr1+rX3fhnEcAklRbW6vs7Ozm16FQSLW1tZ+7DyfotmvLMT7Vww8/rOuuuy4Z\\\n",
       "pQVGW3+PKyoqNG/ePEmsddVebTnG27Zt0/79+zV58mSNHTtWjz/+eLLL9L22HOc5c+Zo06ZNyszM\\\n",
       "VFFRkX7+858nu8xAc+GcR1xW208C3mmXxXPyaLv2HKvly5frkUce0euvv57AioKnLcd4wYIFeuih\\\n",
       "h5SWlibP81jqoZ3acowbGhq0du1aVVVV6ejRoxo/frxKSkqUl5eXhAqDoS3H+cc//rFGjx6tcDis\\\n",
       "7du36+qrr9b69evVu3fvJFTohqCf8whAkrKyshSJRJpfRyKR5uHr1vapqalRVlZW0mr0u7YcY0na\\\n",
       "sGGD5syZo8rKyrjDszhTW47xW2+9pbKyMkmmiXTZsmXKyMjQjTfemNRa/aotxzg7O1sDBw5Ujx49\\\n",
       "1KNHD02aNEnr168nALVDW47zypUrdc8990iShg0bpqFDh+rdd9/V2LFjk1prUDlxzrPbgpQaGhoa\\\n",
       "vEsuucTbsWOHd/z48c9tgn7jjTcC2RCWSG05xh999JE3bNgw74033rBUpb+15Rif6rbbbvOeffbZ\\\n",
       "JFbof205xlu2bPGmTJniNTY2ekeOHPEKCwu9TZs2WarYn9pynL/73e96Cxcu9DzP83bt2uVlZWV5\\\n",
       "+/bts1Gub+3YsaNNTdBBPecxAiQpPT1dixcv1tSpUxWNRjV79mwVFBRoyZIlkqS5c+fquuuu09Kl\\\n",
       "S5Wbm6tevXrp0UcftVy1v7TlGD/44IOqr69v7k/JyMhQdXW1zbJ9pS3HGB3TlmOcn5+va6+9VqNG\\\n",
       "jVKXLl00Z84cjRgxwnLl/tKW4/zDH/5Qs2bNUlFRkZqamvSTn/xE/fv3t1y5f9xyyy1asWKF6urq\\\n",
       "lJ2drQceeEANDQ2S3DnncTNUAADgHK4CAwAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABw\\\n",
       "DgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQA\\\n",
       "AJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOOf/ATkHz81kuhbCAAAA\\\n",
       "AElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[3] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0lPWdx/HPhKSCqMhNJJc2QAYSDAQQE5BKg7YLxa3b\\\n",
       "KrvG2hbRUkpLkd62rtYDerZu6WW3rukFt95qMccWbUOPYbCNDqBcolwMEESoQJNU0SAYFcFcnv3j\\\n",
       "1wkESJyQzPyey/t1zpznGfM48+Vnjs+H3+X5hRzHcQQAABAgKbYLAAAASDYCEAAACBwCEAAACBwC\\\n",
       "EAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAA\\\n",
       "CBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwC\\\n",
       "EAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACJxU2wW4WSgUsl0CAABJ5ziO7RISjh4gAAAQOASg\\\n",
       "ODiOwyuBr8WLF1uvIQgv2pk29sOLNk7sK0gIQAAAIHAIQAAAIHAIQLCuuLjYdgmBQDsnHm2ceLQx\\\n",
       "ekrICdqgXxfEVoHRRACAIAjSfY8eIAAAEDgEIAAAEDgEIAAAEDgEIAAAEDgEIAAAEDgEIAAAEDgE\\\n",
       "IAAAEDi+DUA333yzhgwZojFjxnR4zcKFCxUOh1VQUKCtW7cmsToAAGCTbwPQnDlzFIlEOvx5RUWF\\\n",
       "9u7dqz179uj+++/X/Pnzk1gdAACwybcB6IorrlD//v07/PnKlSs1e/ZsSVJRUZGOHDmigwcPJqs8\\\n",
       "AABgkW8D0Iepr69XVlZW2/vMzEzV1dVZrAgAACRLqu0CbDp1r5PYHijwn3fflZYvl2pqpMxM6fOf\\\n",
       "lzIybFcFALAlsAEoIyNDtbW1be/r6uqU0cEdccmSJW3nxcXF7EbsMevWSf/6r9LJI5x33imVlkpf\\\n",
       "/rK9ugDADaLRqKLRqO0yks7Xu8Hv379fn/nMZ7R9+/bTflZRUaHS0lJVVFRo48aNWrRokTZu3Nju\\\n",
       "miDtiutX69dLV10lHTsmFRZK114rbdok/eEP5ue/+IXE/HcAMIJ03/NtALrhhhu0Zs0aNTQ0aMiQ\\\n",
       "IbrrrrvU1NQkSZo3b54kacGCBYpEIurbt68eeughTZgwod1nBOkXwY8OHZIuucT0/MyZI91/v5T6\\\n",
       "jz7PX/5S+trXpJQU6bnnpMmT7dYKAG4QpPuebwNQTwjSL4If3XST9Mgj0hVXSM88cyL8xHz3u9JP\\\n",
       "fiKFw9L27dI551gpEwBcI0j3PQJQJ4L0i+A369ZJU6eaUFNdLY0cefo1x49L48dLu3ZJP/uZdOut\\\n",
       "ya8TANwkSPe9wC6Dh78tXmyOt9125vAjmXC0dKk5/8//lBobk1MbAMA+AhB8Z+1a6dlnpX79pEWL\\\n",
       "Or/2n/9ZmjJFamgwE6IBAMFAAILv/PjH5njrrdKFF3Z+bShklsRL0s9/LjU3J7Y2AIA7MAeoE0Ea\\\n",
       "C/WLAwekYcPMhOf6emnw4A//d1pbpdGjpd27pd//Xpo1K/F1AoAbBem+Rw8QfOXXv5Ycx4SYeMKP\\\n",
       "ZJbCf+Mb5ry0NHG1AQDcgx6gTgQpCftBS4uUlSW99pq0Zo1ZBRavxkbp4oul99+X9u2TsrMTViYA\\\n",
       "uFaQ7nv0AME31qwx4Scnxzz7pysuuED6l38x58uX93xtAAB3IQDBNx5/3Byvv95Mbu6qL37RHB99\\\n",
       "1AyjAQD8iyGwTgSpK9DrmpqkoUPN9hfV1dKYMV3/jOZms0P8G29IW7dK48b1fJ0A4GZBuu/RAwRf\\\n",
       "eOYZE37y8qT8/LP7jNTUE8Ng5eU9VxsAwH0IQPCF7g5/xXz2s+b4xz92vyYAgHsxBNaJIHUFellr\\\n",
       "qzRkiHma844dZgf4s3XsmFk+/+67rAYDEDxBuu/RAwTPe/FFE36ys80DDbujd2/p05825ytXdrs0\\\n",
       "AIBLEYDgeU89ZY4zZ3Zv+CuGYTAA8D8CEDyvosIcZ87smc+bOVPq1Utat056552e+UwAgLsQgOBp\\\n",
       "Bw+aIbDevaVp03rmMy+8UCoqMsvio9Ge+UwAgLsQgOBpq1aZ47Rp0rnn9tznfupT5vj00z33mQAA\\\n",
       "9yAAwdP+/GdzjE1c7in/9E/tPx8A4C8sg+9EkJYDepHjmCc3v/Za95e/n6q5WRo40GySeuCA9NGP\\\n",
       "9txnA4BbBem+Rw8QPOuVV0z4ueii7i9/P1VqqnTlleacXiAA8B8CEDzrmWfMsbi4Z5a/n4p5QADg\\\n",
       "XwQgeNazz5pjT63+OlWsB2jtWnaHBwC/IQDBkxznxBL1RAWgUaPMthivvy7t3ZuY7wAA2EEAgift\\\n",
       "3Cm9+aY0dKg0cmRiviMUkqZONedr1ybmOwAAdhCA4EknD38lYv5PDAEIAPyJAARPSvT8nxgCEAD4\\\n",
       "E88B6kSQnofgJY4jDRlihsBeeUUKhxP3XS0t5nlAb7/N84AA+F+Q7nv0AMFzXn3VhJ/Bg6WcnMR+\\\n",
       "V69e0sc/bs7XrUvsdwEAkse3ASgSiSg3N1fhcFhLly497ecNDQ2aMWOGxo0bp/z8fD388MPJLxJn\\\n",
       "Zf16c7z88sTO/4lhGAwA/MeXAailpUULFixQJBJRTU2NysrKtGvXrnbXlJaWavz48dq2bZui0ai+\\\n",
       "/e1vq7m52VLF6IqTA1AyEIAAwH98GYCqqqqUk5Oj7OxspaWlqaSkROXl5e2uGTp0qBobGyVJjY2N\\\n",
       "GjhwoFJTU22Uiy5KdgCaMEHq3Vt6+WXprbeS850AgMTyZQCqr69XVlZW2/vMzEzV19e3u2bu3Lna\\\n",
       "uXOn0tPTVVBQoHvvvTfZZeIsNDZK27dLaWnSpZcm5zs/8pET31VVlZzvBAAkli8DUCiOiSH33HOP\\\n",
       "xo0bp7///e/atm2bvv71r+udd95JQnXojk2bzCqwCROkPn2S972TJpnjxo3J+04AQOL4cswnIyND\\\n",
       "tbW1be9ra2uVmZnZ7pr169frjjvukCSNGDFCw4YN0+7duzVx4sTTPm/JkiVt58XFxSouLk5I3fhw\\\n",
       "yR7+iokFoA0bkvu9AJBo0WhU0djeQgHiy+cANTc3a9SoUaqsrFR6eroKCwtVVlamvLy8tmu+9a1v\\\n",
       "qV+/flq8eLEOHjyoSy+9VNXV1RowYEDbNUF6HoJXTJ9udmf//e+lWbOS9711dVJWltSvn5kHlOLL\\\n",
       "vlMAQRek+54ve4BSU1NVWlqq6dOnq6WlRbfccovy8vK0bNkySdK8efN0++23a86cOSooKFBra6t+\\\n",
       "9KMftQs/cJ+WlhNDUMnuAcrMlDIypPp6afdu6aQsDQDwIF/2APWUICVhL9i+XRo7VvrYx6T9+5P/\\\n",
       "/bNmSU88IT34oDRnTvK/HwASLUj3PTry4Rm25v/ETJ5sjkyEBgDvIwDBM154wRwLC+18PyvBAMA/\\\n",
       "CEDwjBdfNMfLLrPz/RMmSKmp0o4dEk9MAABvIwDBE95/3wSPlBRp3Dg7NfTpY767tfVEGAMAeBMB\\\n",
       "CJ5QXW1WgeXlSX372quDYTAA8AcCEDwh1uNyhudUJlVRkTlu2mS3DgBA9xCA4AluCUCx+UebN9ut\\\n",
       "AwDQPQQgeEIscNgOQOGwdP755snQr79utxYAwNkjAMH1jh6Vdu6UevWSCgrs1pKScmJneCZCA4B3\\\n",
       "EYDgetu2mZVXl1yS3B3gOxLrhSIAAYB3EYDgem6Z/xNDAAIA7yMAwfXcMv8n5uQAFIDtcgDAlwhA\\\n",
       "cL1YT0ts7o1tw4dL/ftLBw+a3eEBAN5DAIKrvfuutGuX2YJi7Fjb1RihEMNgAOB1BCC42rZtZphp\\\n",
       "zBipd2/b1ZxAAAIAbyMAwdXcNvwVQwACAG8jAMHV3LYCLIaJ0ADgbQQguJpbA1BWljR4sHTokLR/\\\n",
       "v+1qAABdRQCCazU2Sq+8In3kI1J+vu1q2guFTuwLxjAYAHgPAQiutXXriQnQ55xju5rTMQ8IALyL\\\n",
       "AATXcuvwVwwBCAC8iwAE13LbE6BPFVuZtnmz2asMAOAdBCC4ltt7gNLTzevtt6W9e21XAwDoCgIQ\\\n",
       "XOnIEWnPHjP355JLbFfTsVg4i/VWAQC8gQAEV9qyxRwLCqS0NLu1dObkYTAAgHcQgOBKbp//E8NE\\\n",
       "aADwJgIQXMnt839iYj1AW7YwERoAvIQABFdy6x5gpxoyRMrMlN55x8xZAgB4g28DUCQSUW5ursLh\\\n",
       "sJYuXXrGa6LRqMaPH6/8/HwVFxcnt0B06PBh6dVXze7vo0fbrubDMQ8IALzHlwGopaVFCxYsUCQS\\\n",
       "UU1NjcrKyrRr16521xw5ckRf//rX9ac//Uk7duzQihUrLFWLU8WCxPjxUmqq3VriwTwgAPAeXwag\\\n",
       "qqoq5eTkKDs7W2lpaSopKVF5eXm7ax577DFdd911yszMlCQNGjTIRqk4A68Mf8XE6iQAAYB3+DIA\\\n",
       "1dfXKysrq+19Zmam6uvr212zZ88evfXWW5o2bZomTpyoRx99NNllogNemQAdEwtAW7dKLS12awEA\\\n",
       "xMcDAwxdFwqFPvSapqYmbdmyRZWVlTp69KgmT56sSZMmKRwOJ6FCdMYrS+BjLrpIysqSamvN7vV5\\\n",
       "ebYrAgB8GF8GoIyMDNXW1ra9r62tbRvqisnKytKgQYPUp08f9enTR1OnTtVLL710xgC0ZMmStvPi\\\n",
       "4mImTCdQQ4O0f7907rlSbq7tauI3caIJQJs3E4AAeEs0GlU0GrVdRtKFHMdxbBfR05qbmzVq1ChV\\\n",
       "VlYqPT1dhYWFKisrU95Jd6aXX35ZCxYs0OrVq3X8+HEVFRXp8ccf1+iTlh3FepJ82ESutXq1NGOG\\\n",
       "NGWK9NxztquJ3w9+IH3/+9Ktt0o/+5ntagDg7ATpvufLHqDU1FSVlpZq+vTpamlp0S233KK8vDwt\\\n",
       "W7ZMkjRv3jzl5uZqxowZGjt2rFJSUjR37tx24Qd2eG34K4Y9wQDAW3zZA9RTgpSE3eLaa6U//EF6\\\n",
       "9FHpC1+wXU38GhqkwYPN0F1jo9Srl+2KAKDrgnTf8+UqMHiX11aAxQwaJH3sY9LRo9Lu3barAQB8\\\n",
       "GAIQXOONN8xE4vPOk0aOtF1N1/FARADwDgIQXCM2f2bCBCnFg7+ZbIkBAN7hwdsM/Mqrw18x9AAB\\\n",
       "gHcQgOAaXg9AEyaY47ZtUnOz3VoAAJ0jAME1YkNHXtkD7FQDB0rDhpmJ0C+/bLsaAEBnCEBwhdde\\\n",
       "k+rrpQsukHJybFdz9pgHBADeQACCK5zc++PFCdAxzAMCAG/w8K0GfhILDF4d/oqhBwgAvIEABFd4\\\n",
       "4QVzvOwyu3V0VywAbd3KRGgAcDMCEKxzHP8EoP79peHDpWPHpJoa29UAADpCAIJ1tbXSm2+aVVTZ\\\n",
       "2bar6T42RgUA9yMAwbpY78/EidI/9uHztNgwGBOhAcC9CECwzi/DXzH0AAGA+xGAYN3JPUB+cPIT\\\n",
       "oZua7NYCADgzAhCsam090VPilx6gCy80D3M8fpyJ0ADgVgQgWLV3r/T221J6unn5BfOAAMDdCECw\\\n",
       "ym/DXzHMAwIAdyMAwapYD4lfhr9i6AECAHcjAMEqv60Ai4lNhK6ulj74wG4tAIDTEYBgTXOztGWL\\\n",
       "Off6HmCn6tdPCofNROidO21XAwA4FQEI1tTUSO+/Lw0bJg0aZLuansc8IABwLwIQrPHr/J8Y5gEB\\\n",
       "gHsRgGCNX1eAxcT+XLE/JwDAPQhAsMavE6BjLr1USkkxE6GPHrVdDQDgZAQgWHHsmAkGodCJFVN+\\\n",
       "c9550pgx7Sd7AwDcgQAEK7ZuNftkXXKJdMEFtqtJnEmTzHHjRrt1AADaIwDBig0bzDEWEPyKAAQA\\\n",
       "7uTbABSJRJSbm6twOKylS5d2eN0LL7yg1NRUPfnkk0msDrFAQAACANjgywDU0tKiBQsWKBKJqKam\\\n",
       "RmVlZdq1a9cZr/ve976nGTNmyHEcC5UGV1B6gEaONLvD19dLtbW2qwEAxPgyAFVVVSknJ0fZ2dlK\\\n",
       "S0tTSUmJysvLT7vuvvvu06xZszR48GALVQZXXZ15XXCBlJdnu5rESkmRiorMOb1AAOAevgxA9fX1\\\n",
       "ysrKanufmZmp+vr6064pLy/X/PnzJUmhUCipNQbZpk3mWFRkAoLfMQwGAO7jy9tPPGFm0aJF+uEP\\\n",
       "f6hQKCTHcRgCS6KgDH/FEIAAwH1SbReQCBkZGao9acJFbW2tMjMz212zefNmlZSUSJIaGhq0atUq\\\n",
       "paWl6Zprrjnt85YsWdJ2XlxcrOLi4oTUHRSxIDB5st06kqWw0Bw3bzY7w3/kI3brAYCTRaNRRaNR\\\n",
       "22UkXcjxYddHc3OzRo0apcrKSqWnp6uwsFBlZWXK62DCyZw5c/SZz3xG1157bbt/HutJ8mETWfPB\\\n",
       "B2an9GPHpIYGaeBA2xUlR26utHu3VFXl3ydfA/C+IN33fDkElpqaqtLSUk2fPl2jR4/W9ddfr7y8\\\n",
       "PC1btkzLli2zXV6gvfSSCT8jRwYn/EgMgwGA2/iyB6inBCkJJ8t990kLF0qzZ0sPP2y7muT51a+k\\\n",
       "+fOlz39eWr7cdjUAcGZBuu/5sgcI7hWbAB1bGh4UsR6g2J8fAGAXAQhJ4zjSunXm/OMft1tLsuXn\\\n",
       "m81R9+0zD0UEANhFAELSHDhgHoDYv7/ZBDVIUlOlKVPMeSwEAgDsIQAhaWI3/ilTgvEAxFNdcYU5\\\n",
       "EoAAwL4A3oZgy9q15jh1qt06bCEAAYB7EICQNLEbfywIBE1hoXkI4o4d0uHDtqsBgGAjACEp3njD\\\n",
       "PAiwTx9pwgTb1djRu7cJQY4jPf+87WoAINgIQEiK554zx0mTgr0VRKz3KzYcCACwgwCEpAj68FcM\\\n",
       "84AAwB0IQEgKApBx+eVSKCS9+KJ09KjtagAguAhASLh33pG2bjXPwgnKDvAd6ddPGjdOam6WNm2y\\\n",
       "XQ0ABBcBCAm3fr3U2momP/fta7sa+5gHBAD2EYCQcM88Y46f+ITdOtwi1g7PPmu3DgAIMgIQEq6y\\\n",
       "0hw/+Um7dbhFcbGZB7RhA/OAAMAWAhAS6q23pC1bzNL3oG2A2pEBA8xw4AcfnHg8AAAguQhASKho\\\n",
       "1Dz4b/Jk6dxzbVfjHrHesL/8xW4dABBUBCAkVGz466qr7NbhNrH2iLUPACC5CEBIKOb/nNmUKWZY\\\n",
       "cOtWM0wIAEguAhASpq7O7P91/vnSZZfZrsZdzj3XhCDHYTUYANhAAELCxHp/PvEJ8xBEtMcwGADY\\\n",
       "QwBCwvz5z+bI/J8ziw0LPv203ToAIIhCjuM4totwq1AoJEmiibqupUUaMkQ6dMgMg40cabsi92lp\\\n",
       "kS66yMwBoo0AuEGQ7nv0ACEhqqpM+BkxQgqHbVfjTr16STNmmPOKCru1AEDQEICQELEb+syZ5qnH\\\n",
       "OLOZM83xqafs1gEAQUMAQkKcHIDQsRkzTEBcs0Z6913b1QBAcBCA0ONee81sf9Gnj9n3Ch0bOFCa\\\n",
       "NElqamI1GAAkEwEIPW7VKnO86iqpd2+7tXjB1VebI8NgAJA8BCD0OIa/uibWThUV5sGIAIDE83UA\\\n",
       "ikQiys3NVTgc1tKlS0/7+fLly1VQUKCxY8dqypQpqq6utlClv7z/vhSJmPNYzwY6N26clJ4u1ddL\\\n",
       "mzfbrgYAgsG3AailpUULFixQJBJRTU2NysrKtGvXrnbXDB8+XGvXrlV1dbXuvPNOfeUrX7FUrX+s\\\n",
       "Xi299540caL00Y/arsYbQiHpc58z5088YbcWAAgK3wagqqoq5eTkKDs7W2lpaSopKVF5eXm7ayZP\\\n",
       "nqx+/fpJkoqKilRXV2ejVF+J3cCvu85uHV4za5Y5rljBMBgAJINvA1B9fb2ysrLa3mdmZqq+vr7D\\\n",
       "6x944AHNZNJKtxw/Lv3pT+acANQ1V1whDR4s7d0rbd9uuxoA8D/fBqBQF56+9+yzz+rBBx884zwh\\\n",
       "xK+yUnr7bWnsWJ7+3FW9ekmf/aw5X7HCbi0AEAS+3aM7IyNDtbW1be9ra2uVmZl52nXV1dWaO3eu\\\n",
       "IpGI+vfvf8bPWrJkSdt5cXGxinm4zRkx/NU9110n/d//mXa8+27b1QAIimg0qmg0aruMpPPtZqjN\\\n",
       "zc0aNWqUKisrlZ6ersLCQpWVlSkvL6/tmr/97W+68sor9dvf/laTJk067TOCtClcdzU1SUOHmv2/\\\n",
       "duyQLrnEdkXe09RkNpA9fFiqqZFO+lUFgKQI0n3Pt0NgqampKi0t1fTp0zV69Ghdf/31ysvL07Jl\\\n",
       "y7Rs2TJJ0t13363Dhw9r/vz5Gj9+vAoLCy1X7V2rV5vwk5cnjR5tuxpvSks7MQy2fLndWgDA73zb\\\n",
       "A9QTgpSEu+v666Xf/U76r/+SbrvNdjXeFY1K06aZRwjs2yel+PavKADcKEj3PQJQJ4L0i9AdR45I\\\n",
       "F18sffCBdOCAdNLiO3RRa6s0fLhpx2eeMWEIAJIlSPc9/n6JbluxwiyBLy4m/HRXSor0xS+a80ce\\\n",
       "sVsLAPgZAQjd9pvfmOOXvmS3Dr+IteOKFdK779qtBQD8igCEbqmpkdatk847j+XvPSUcli6/3Gwp\\\n",
       "8uSTtqsBAH8iAKFb/rGgTjfeKJ1/vt1a/GTOHHP81a/s1gEAfsUk6E4EaTLY2Th61Oxi/vbb0pYt\\\n",
       "0vjxtivyj/fekzIyTNtu3ixNmGC7IgBBEKT7Hj1AOGuPP25u0EVFhJ+e1rfviV6gn//cbi0A4Ef0\\\n",
       "AHUiSEm4qxxHGjdOqq6WHnpIuukm2xX5z5490siRUu/eUl2dNHCg7YoA+F2Q7nv0AOGsPP20CT8X\\\n",
       "XyzdcIPtavwpHJamT5eOHZN++Uvb1QCAvxCAcFZ+/GNzvPVW6Zxz7NbiZ9/9rjnee6+ZcwUA6BkE\\\n",
       "IHTZli1SZaVZ+v7Vr9quxt+uvFK67DKpoUH69a9tVwMA/kEAQpctWWKO8+ZJF15otRTfC4Wk2283\\\n",
       "5z/5idluBADQfUyC7kSQJoPFa+NGafJks0rp1Veliy6yXZH/tbZKY8dKO3dK//u/0je+YbsiAH4V\\\n",
       "pPsePUDoku9/3xxvvZXwkywpKdIPfmDO775bamy0Ww8A+AEBCHGLRMzcn379pO98x3Y1wXLNNWZ7\\\n",
       "jIYG6ac/tV0NAHgfAQhxOX5cWrjQnH//+1L//nbrCZpQSFq61Jz/+MfS/v1WywEAzyMAIS7/8z/m\\\n",
       "wXx5eWb4C8n38Y9LJSXS+++beUABGKIHgIRhEnQngjQZrDN79pinPh89Kv35z9InP2m7ouB67TUp\\\n",
       "N9fMA3rySelzn7NdEQA/CdJ9jx4gdKqlRZo924SfG28k/Ng2dKh0zz3m/KtflQ4etFsPAHgVAQid\\\n",
       "WrpU2rDB7Ex+3322q4EkzZ8vTZsmvfGGdPPNDIUBwNkgAKFDlZXSnXea8wceYOKzW6SkSL/5jfnv\\\n",
       "UVEh/fd/264IALyHAIQzOnBAuv568xC+O+4wm3LCPTIzTSiVpH//d2nVKrv1AIDXEIBwmjffNIHn\\\n",
       "0CFpxgzprrtsV4Qz+dznzLYkra1mddi2bbYrAgDvYBVYJ4I0Gz7myBHpqqvMhqdjx0pr1rDfl5u1\\\n",
       "tko33CD97nfSwIFSNCrl59uuCoBXBem+Rw8Q2vz979LUqSb8jBghrV5N+HG72HygmTNNj920adKm\\\n",
       "TbarAgD3IwBBkgk9l18ubd8ujRolPfOMdPHFtqtCPM45R3riCTNc2dBgQtATT9iuCgDcjQAUcK2t\\\n",
       "0i9/acLPgQNSUZH03HPSRz9quzJ0Re/e0sqVZln8++9Ls2aZp0UfO2a7MgBwJwJQgNXUSJ/4hPS1\\\n",
       "r5m9vubNM3NIBg2yXRnORlqa9Otfm21L0tKk0lIzH6iiwnZlAOA+vg1AkUhEubm5CofDWhrbRfIU\\\n",
       "CxcuVDgcVkFBgbZu3ZrkCu3Zu1e66SYzyfm556QhQ6THH5d+9SvTkwDvCoWkRYvMwytHj5b++lfp\\\n",
       "6qvNqr61a3loIgDE+DIAtbS0aMGCBYpEIqqpqVFZWZl27drV7pqKigrt3btXe/bs0f3336/58+db\\\n",
       "qjY5jh0ze0ddfbWZ4/PII+aff/Wr0q5d0r/9m9360LMuvdQsi//pT6Xzz5eeftr09k2aZIY833rL\\\n",
       "doUAYJcvA1BVVZVycnKUnZ2ttLQ0lZSUqLy8vN01K1eu1OzZsyVJRUVFOnLkiA76aGOlpiYzsfkX\\\n",
       "v5CuucYskb7uOjMc0quXmSvyyivmZsgTnv0pLU361rekffvM84IGDJCqqsyQ55AhZsXfD34gPf+8\\\n",
       "9N57tqsFgORKtV1AItTX1ysrK6vtfWZmpjadsjb4TNfU1dVpyJAhSauzO44dMyt+Yq+6OunVV83r\\\n",
       "lVek6mozr+dk48dLX/qS9IUvMM8nSAYOlBYvlr7zHemPfzTL5v/yF2ndOvOSzNDZqFHSmDHSsGFS\\\n",
       "drb0sY+ZoDRwoHmdd565DgD8wJcBKBTn/6VPfdBTR//el79s5k509DKf1bPXtLaa1TzHjplj7HXs\\\n",
       "mNmZ/ejRD//zhcPSxIlmWfTMmWZDUwRX377SjTea15Ej5lEHq1eb5wbt3Cm9/LJ5dSQtTerXT+rT\\\n",
       "x7x69z5x7N3b9CympJhXZ+ehUPxBqiuBy+ZnAvAeXwagjIwM1dbWtr2vra1VZmZmp9fU1dUpo4OE\\\n",
       "8MADS056V/yPl11paaYXZ9Ag87fzoUPNwwuHDzfHsWN5iCE6duGF0rXXmpdkegt37DABaP/+E683\\\n",
       "3zTzhQ4dMqG7ocFi0QASJPqPV7D4ciuM5uZmjRo1SpWVlUpPT1dhYaHKysqUl5fXdk1FRYVKS0tV\\\n",
       "UVGhjRs3atGiRdq4cWO7z4n1CN1/v9P2t9Yzvcy1nb+6ek1KSvu/ZZ/66tuXv50iuY4dkxob2/dM\\\n",
       "nnxsbZVaWsyxs/PW1vi+ryv/Z4r32kR8JuAn8+YFZysMXwYgSVq1apUWLVqklpYW3XLLLfqP//gP\\\n",
       "LVu2TJI0b948SWpbKda3b1899NBDmjBhQrvPCNKeKAAABOm+59sA1BOC9IsAAECQ7nu+XAYPAADQ\\\n",
       "GQIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQ\\\n",
       "AAAIHAIQrItGo7ZLCATaOfFo48SjjdFTCECwjv+hJQftnHi0ceLRxugpBCAAABA4IScIe96fpVAo\\\n",
       "ZLsEAABLTSnzAAAFI0lEQVSSLgjRgB4gAAAQOKm2C3CzICRgAACCiB4gAAAQOAQgAAAQOASgf4hE\\\n",
       "IsrNzVU4HNbSpUvPeM3ChQsVDodVUFCgrVu3JrlC7/uwNl6+fLkKCgo0duxYTZkyRdXV1Raq9LZ4\\\n",
       "fo8l6YUXXlBqaqqefPLJJFbnD/G0cTQa1fjx45Wfn6/i4uLkFugTH9bODQ0NmjFjhsaNG6f8/Hw9\\\n",
       "/PDDyS/Sw26++WYNGTJEY8aM6fAa39/zHDjNzc3OiBEjnH379jkffPCBU1BQ4NTU1LS75qmnnnI+\\\n",
       "/elPO47jOBs3bnSKiopslOpZ8bTx+vXrnSNHjjiO4zirVq2ijbsonjaOXTdt2jTn6quvdlasWGGh\\\n",
       "Uu+Kp40PHz7sjB492qmtrXUcx3HefPNNG6V6WjztvHjxYue2225zHMe08YABA5ympiYb5XrS2rVr\\\n",
       "nS1btjj5+fln/HkQ7nn0AEmqqqpSTk6OsrOzlZaWppKSEpWXl7e7ZuXKlZo9e7YkqaioSEeOHNHB\\\n",
       "gwdtlOtJ8bTx5MmT1a9fP0mmjevq6myU6lnxtLEk3XfffZo1a5YGDx5soUpvi6eNH3vsMV133XXK\\\n",
       "zMyUJA0aNMhGqZ4WTzsPHTpUjY2NkqTGxkYNHDhQqams64nXFVdcof79+3f48yDc8whAkurr65WV\\\n",
       "ldX2PjMzU/X19R96DTfo+MXTxid74IEHNHPmzGSU5hvx/h6Xl5dr/vz5knjWVVfF08Z79uzRW2+9\\\n",
       "pWnTpmnixIl69NFHk12m58XTznPnztXOnTuVnp6ugoIC3Xvvvcku09eCcM8jLiv+m4BzyrJ4bh7x\\\n",
       "60pbPfvss3rwwQf1/PPPJ7Ai/4mnjRctWqQf/vCHCoVCchyHRz10UTxt3NTUpC1btqiyslJHjx7V\\\n",
       "5MmTNWnSJIXD4SRU6A/xtPM999yjcePGKRqN6q9//as+9alP6aWXXtL555+fhAqDwe/3PAKQpIyM\\\n",
       "DNXW1ra9r62tbeu+7uiauro6ZWRkJK1Gr4unjSWpurpac+fOVSQS6bR7FqeLp403b96skpISSWYS\\\n",
       "6apVq5SWlqZrrrkmqbV6VTxtnJWVpUGDBqlPnz7q06ePpk6dqpdeeokA1AXxtPP69et1xx13SJJG\\\n",
       "jBihYcOGaffu3Zo4cWJSa/WrQNzz7E5BcoempiZn+PDhzr59+5zjx49/6CToDRs2+HJCWCLF08YH\\\n",
       "DhxwRowY4WzYsMFSld4WTxuf7KabbnKeeOKJJFboffG08a5du5yrrrrKaW5udt577z0nPz/f2blz\\\n",
       "p6WKvSmedv7mN7/pLFmyxHEcx3n99dedjIwM59ChQzbK9ax9+/bFNQnar/c8eoAkpaamqrS0VNOn\\\n",
       "T1dLS4tuueUW5eXladmyZZKkefPmaebMmaqoqFBOTo769u2rhx56yHLV3hJPG9999906fPhw2/yU\\\n",
       "tLQ0VVVV2SzbU+JpY3RPPG2cm5urGTNmaOzYsUpJSdHcuXM1evRoy5V7SzztfPvtt2vOnDkqKChQ\\\n",
       "a2urfvSjH2nAgAGWK/eOG264QWvWrFFDQ4OysrJ01113qampSVJw7nlshgoAAAKHVWAAACBwCEAA\\\n",
       "ACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBw\\\n",
       "CEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAAACBwCEAA\\\n",
       "ACBwCEAAACBwCEAAACBw/h8tobJlWu54nAAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[4] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X10VdWdxvHnhpvWiIggFM2LBknMi4GAYAAZbPANFGW1\\\n",
       "oiWusSpaZFEZxbYzdnQsaFtXsZ0uX+jMiquKHV+ytJYaW0MYQQLKi6GABCEygIg3QbBBIsprEs78\\\n",
       "sXsSIiAXuPfue875fta6a59LTm5+brM4D/vss3fIcRxHAAAAAZJiuwAAAIBEIwABAIDAIQABAIDA\\\n",
       "IQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQAB\\\n",
       "AIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDA\\\n",
       "IQABAIDAIQABAIDAIQABAIDAIQABAIDAIQABAIDACdsuIJmFQiHbJQAAkHCO49guIe4YAQIAAIFD\\\n",
       "AIqC4zi84viaPn269RqC8KKf6WM/vOjj+L6ChAAEAAAChwAEAAAChwAE60pLS22XEAj0c/zRx/FH\\\n",
       "HyNWQk7QbvqdAPcpMLoIABAEQbruMQIEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAC\\\n",
       "hwAEAAACx7cB6I477lCfPn3Uv3//Y55zzz33KDc3V8XFxVq9enUCqwMAADb5NgBNnDhR1dXVx/x6\\\n",
       "VVWVNm3apI0bN+rpp5/WlClTElgdAACwybcBaOTIkerRo8cxv/7666/rtttukyQNHTpUzc3N2rFj\\\n",
       "R6LKAwAAFvk2AB1PY2OjsrKy2t9nZmaqoaHBYkUAACBRwrYLsOmre524e6AgmA4ckF55RVq5UurV\\\n",
       "S5owQcrNtV0VACAeAhuAMjIyFIlE2t83NDQoIyPjqOfOmDGj/bi0tJTdiH3o/fel735X2rSp48+m\\\n",
       "T5ceeUR64AGJbAzAr2pqalRTU2O7jITz9W7wH330ka6//nqtXbv2iK9VVVVp1qxZqqqq0vLlyzVt\\\n",
       "2jQtX7680zlB2hU3yDZskIYNk5qbpYIC6ZZbzJ89/7zkOCYA/fKXtqsEgPgL0nXPtwHo5ptv1qJF\\\n",
       "i9TU1KQ+ffro4YcfVktLiyRp8uTJkqSpU6equrpaXbt21ezZs3XxxRd3+owg/SIE1b590qBBJvCM\\\n",
       "HSv98Y9SWpr52p//LN10k9TWJs2ZY0aIAMDPgnTd820AioUg/SIE1UMPSb/4hRn5qa2Vzjij89cf\\\n",
       "f1y67z4zJ2jjRumss+zUCQCJEKTrHgHoawTpFyGINmyQ+veXWlqkd96RRow48pxDh6RRo6TFi6V/\\\n",
       "/VfpsccSXycAJEqQrnuBfQwe+PnPTfiZOPHo4UeSUlKk3/7WHD/5pLR1a+LqAwDEDwEIgbR5s1RR\\\n",
       "IYXD0s9+9vXnDh4s3XyzeUzeDUMAAG8jACGQfv1rc3vrlluk7Ozjn3///aZ99lnp88/jWhoAIAEI\\\n",
       "QAicL76QXnjBHP/bv0X3PcXF0uWXS19+Kf3+9/GrDQCQGAQgBE5FhbRnj3TZZebpr2hNm2ba8nKz\\\n",
       "PhAAwLsIQAicp5827V13ndj3XXONdM455nH4r6yZCQDwGAIQAmXdOrPX11lnSePHn9j3hsNmzpAk\\\n",
       "/eEPsa8NAJA4BCAEyssvm3b8eOm00078+2+7reNzDhyIXV0AgMQiACEwHKcjAE2YcHKfUVRkJkQ3\\\n",
       "N0tvvRW72gAAiUUAQmCsWSP93/9JvXub1Z1Plrsn2J//HJu6AACJRwBCYLz2mmnHjzfzeU7Wd75j\\\n",
       "2spKs1EqAMB7CEAIjL/+1bTjxp3a5wwYIPXtK336qbRs2anXBQBIPAIQAmHbNvP01+mnn9rtL0kK\\\n",
       "hbgNBgBeRwBCIFRVmfaKK07u6a+vcgNQZeWpfxYAIPEIQAiEv/zFtNddF5vPGz7crCW0ebN5AQC8\\\n",
       "hQAE39u/X5o/3xyPHRubz+zSRbrySnP85pux+UwAQOIQgOB7S5ZIe/ea9XsyMmL3uVdfbdp582L3\\\n",
       "mQCAxCAAwfcWLDCtO2ITK24AeustqaUltp8NAIgvAhB8z12x+fLLY/u5558v5eVJu3dLtbWx/WwA\\\n",
       "QHwRgOBrn38urVhh5uyMHBn7z+c2GAB4EwEIvvb229KhQ1JJidStW+w//6qrTLtwYew/GwAQPwQg\\\n",
       "+Jp7++uKK+Lz+f/0T2ZhxNpaad+++PwMAEDsEYDga/Ga/+Pq0cNsjXHwoPTuu/H5GQCA2CMAwbea\\\n",
       "mswO8N/8plm4MF6+/W3TLl4cv58BAIgtAhB8q6bGtCNGxGb7i2O57DLTLloUv58BAIgtAhB86513\\\n",
       "TOuO0MSLG4CWLTO3wgAAyY8ABN9assS0I0bE9+f07i0VFppJ0H/7W3x/FgAgNghA8KU9e6TVq6WU\\\n",
       "FPMIfLy5o0DMAwIAb/BtAKqurlZ+fr5yc3M1c+bMI77e1NSkMWPGaODAgSoqKtJzzz2X+CIRNytW\\\n",
       "SG1tZv+veKz/81XubTbmAQGAN/gyALW1tWnq1Kmqrq7W+vXrVVFRofr6+k7nzJo1S4MGDdJ7772n\\\n",
       "mpoa/fjHP1Zra6ulihFr7u2vSy9NzM9zV5leutQsvAgASG6+DEC1tbXKyclRdna2UlNTVVZWpsrK\\\n",
       "yk7nnHvuudq9e7ckaffu3Tr77LMVDodtlIs4WLrUtPGe/+PKyJCyssy+YB98kJifCQA4eb4MQI2N\\\n",
       "jcrKymp/n5mZqcbGxk7nTJo0SevWrVN6erqKi4v1xBNPJLpMxMmhQ4kPQFLHWkPLliXuZwIATo4v\\\n",
       "A1AoFDruOY8++qgGDhyobdu26b333tPdd9+tL774IgHVId7q66Xm5o5RmUQZNsy0y5cn7mcCAE6O\\\n",
       "L+/5ZGRkKBKJtL+PRCLKzMzsdM7SpUv14IMPSpL69eunvn37asOGDRoyZMgRnzdjxoz249LSUpWW\\\n",
       "lsalbsTG4aM/UWThmHEDECNAALykpqZGNe7KsQESchzHsV1ErLW2tiovL08LFixQenq6SkpKVFFR\\\n",
       "oYKCgvZzfvSjH6l79+6aPn26duzYocGDB6uurk49e/ZsP8cdSfJhF/na7bdLf/iD9Pjj0r33Ju7n\\\n",
       "HjggnXmm1NIi7dolde+euJ8NALEQpOueL2+BhcNhzZo1S6NHj1ZhYaEmTJiggoIClZeXq7y8XJL0\\\n",
       "wAMP6G9/+5uKi4t15ZVX6rHHHusUfuBdNub/SGbPsUGDJMcxu8MDAJKXL0eAYiVISdgvmprMysxp\\\n",
       "adLnn0upqYn9+ffdZ0aeHnlEeuihxP5sADhVQbru+XIECMHlbkUxeHDiw4/EPCAA8AoCEHzFDUBH\\\n",
       "mcueEIc/CRaAf0ABgGcRgOArK1eadvBgOz//vPOkc881k6A3brRTAwDg+AhA8BXbI0ChELfBAMAL\\\n",
       "CEDwje3bpYYG6YwzpAsvtFcHCyICQPIjAME3Dr/9lWLxN/uSSzrXAwBIPgQg+Ibt218ud/7RmjXS\\\n",
       "wYN2awEAHB0BCL7hjrjYDkBnninl5Znws3at3VoAAEdHAIJvHL4GkG1uCHNrAgAkFwIQfGHbNumT\\\n",
       "T8z+W/362a6mYx4QAQgAkhMBCL5w+OiPzQnQLncEaMUKu3UAAI4uCS4VwKlLlgnQroEDTRB7/31p\\\n",
       "3z7b1QAAvooABF9IlgnQrq5dpYsuktrazNNgAIDkQgCC5zlO8o0ASUyEBoBkRgCC5zU0SJ9+KvXo\\\n",
       "IWVn266mA/OAACB5EYDgeYeP/oRCdms5HCNAAJC8CEDwvGS8/SVJxcVSaqpUXy99+aXtagAAhyMA\\\n",
       "wfOSbQK065vflPr3N3OUVq+2XQ0A4HAEIHhask6AdjEPCACSEwEInrZ1q7Rzp9Srl5SVZbuaI7Ei\\\n",
       "NAAkJwIQPC1ZJ0C7mAgNAMmJAARPS+bbX5JZDPG006SNG6XmZtvVAABcBCB4WrJOgHalppqnwSRp\\\n",
       "1Sq7tQAAOhCA4FnJPgHaxW0wAEg+BCB41ocfmttK55wjpafbrubYBg82rTtaBQCwjwAEz3JHVAYP\\\n",
       "Ts4J0C5GgAAg+RCA4FleuP0lSQUFUlqaGbH67DPb1QAAJAIQPCzZJ0C7wmFp4EBzzERoAEgOvg1A\\\n",
       "1dXVys/PV25urmbOnHnUc2pqajRo0CAVFRWptLQ0sQXilBw61BGA3Dk2yYzbYACQXMK2C4iHtrY2\\\n",
       "TZ06VfPnz1dGRoYuueQSjRs3TgUFBe3nNDc36+6779a8efOUmZmppqYmixXjRG3aJO3eLWVkSOee\\\n",
       "a7ua42MiNAAkF1+OANXW1ionJ0fZ2dlKTU1VWVmZKisrO53z0ksvafz48crMzJQk9erVy0apOEmH\\\n",
       "T4D2AkaAACC5+DIANTY2KuuwjaEyMzPV2NjY6ZyNGzfqs88+06hRozRkyBA9//zziS4Tp8ArE6Bd\\\n",
       "+fnS6adLH31k9i4DANjlywAUiuKZ6JaWFq1atUpVVVWaN2+efv7zn2vjxo0JqA6x4JUJ0K4uXaRB\\\n",
       "g8wxt8EAwD5fzgHKyMhQJBJpfx+JRNpvdbmysrLUq1cvpaWlKS0tTZdddpnWrFmj3NzcIz5vxowZ\\\n",
       "7celpaVMmLasra3jaSqv3AKTTFhbssSMXl19te1qAMCoqalRTU2N7TISLuQ4jmO7iFhrbW1VXl6e\\\n",
       "FixYoPT0dJWUlKiioqLTJOgPPvhAU6dO1bx583TgwAENHTpUL7/8sgoLC9vPcUeSfNhFnlZfLxUW\\\n",
       "SuedJ23darua6D3/vHTrrdINN0h/+pPtagDgSEG67vlyBCgcDmvWrFkaPXq02tradOedd6qgoEDl\\\n",
       "5eWSpMmTJys/P19jxozRgAEDlJKSokmTJnUKP0heXpv/42IiNAAkD1+OAMVKkJKwl9x7r/Tkk9Iv\\\n",
       "fyk98IDtaqLX1iZ17y7t2SN9+qnUu7ftigCgsyBd93w5CRr+5rUJ0K4uXaSLLzbHTIQGALsIQPCU\\\n",
       "1lZp9Wpz7KUJ0C63Zm6DAYBdBCB4ygcfSHv3Sn37SmefbbuaE+eOWjECBAB2EYDgKV6dAO1iIjQA\\\n",
       "JAcCEDzF6wEoN1fq1k1qaJB27LBdDQAEFwEInuKlHeCPJiWFidAAkAwIQPCMlhbpvffMsRsivIiJ\\\n",
       "0ABgHwEInrF+vbR/v5STI/XoYbuak8dEaACwjwAEz/D6/B8XI0AAYB8BCJ6xYoVpvTr/x5WTI515\\\n",
       "prRtm/TJJ7arAYBgIgDBM9wAdMkldus4VSkpHSGO22AAYAcBCJ6wf7+0dq0UCnl7ArSL22AAYBcB\\\n",
       "CJ5QV2eeAisoMOvoeB0ToQHALgIQPMEvt79cjAABgF0EIHiC3wJQv35S9+7S9u1mMjQAILEIQPAE\\\n",
       "vwWgUIh9wQDAJgIQkt4XX0j19VI4LA0YYLua2OE2GADYQwBC0lu1SnIcE35OO812NbHDRGgAsIcA\\\n",
       "hKTnt9tfrsNHgBzHbi0AEDQEICQ99xaR3wJQ375mT7NPP5UaG21XAwDBQgBC0vPrCFAoxDwgALCF\\\n",
       "AISktnOn9OGHUlqaVFhou5rYYx4QANhBAEJSc0dGBg0yT4H5DY/CA4AdBCAkNb/e/nIxERoA7CAA\\\n",
       "Ian5PQCdf7509tlSU5P08ce2qwGA4CAAIan5PQCFQlJJiTl+9127tQBAkBCAkLQaGqRPPjF7ZuXk\\\n",
       "2K4mfoYNM+2yZXbrAIAgIQAhabmBYOhQKcXHv6nDh5t2+XK7dQBAkPj2slJdXa38/Hzl5uZq5syZ\\\n",
       "xzxvxYoVCofDmjNnTgKrQzTcQOAGBL8qKTG3wlatkg4csF0NAASDLwNQW1ubpk6dqurqaq1fv14V\\\n",
       "FRWqr68/6nn333+/xowZI4dHcJKOOwLk9wDUvbtUUCAdPCitXm27GgAIBl8GoNraWuXk5Cg7O1up\\\n",
       "qakqKytTZWXlEec99dRTuvHGG9W7d28LVeLrHDhgRkSkjknCfuaGPOYBAUBi+DIANTY2Kisrq/19\\\n",
       "ZmamGr+y2VJjY6MqKys1ZcoUSVIoFEpojfh6771nQlBBgdkvy+/cidDMAwKAxPBlAIomzEybNk2/\\\n",
       "+tWvFAqF5DgOt8CSTFBuf7kYAQKAxPLh5gJSRkaGIpFI+/tIJKLMzMxO56xcuVJlZWWSpKamJs2d\\\n",
       "O1epqakaN27cEZ83Y8aM9uPS0lKVlpbGpW50cEdC3JERvysokM48U4pEzM7wGRm2KwIQFDU1Naqp\\\n",
       "qbFdRsKFHB8OfbS2tiovL08LFixQenq6SkpKVFFRoYKCgqOeP3HiRF1//fW64YYbOv25O5Lkwy5K\\\n",
       "euefb1ZGXrtWKiqyXU1iXH219Oab0quvSuPH264GQBAF6brny1tg4XBYs2bN0ujRo1VYWKgJEyao\\\n",
       "oKBA5eXlKi8vt10ejmPbNhN+unUzIyNBwTwgAEgcX44AxUqQknAymTPHjIBceaUZEQmKuXOla6+V\\\n",
       "RoyQ3nnHdjUAgihI1z1fjgDB24I2Ado1dKhpV640awIBAOKHAISks3SpaYMyAdrVs6eUlyft3y+t\\\n",
       "WWO7GgDwNwIQksq+fWYH+FBIuvRS29UknvvfzC0wAIgvAhCSyrvvSi0tUnGxdNZZtqtJvMsuM+3i\\\n",
       "xXbrAAC/IwAhqbz9tmlHjrRbhy3uf/fbb0uHDtmtBQD8jACEpOKOfLgjIUFzwQVSerq0c6f0wQe2\\\n",
       "qwEA/yIAIWm0tHRMgA7qCFAoxG0wAEgEAhCSxurV0t690oUXSn362K7GHgIQAMQfAQhJw73gB3X0\\\n",
       "x+X+9y9eLAVgLTIAsIIAhKThToAO6vwfV2GhWROosVHassV2NQDgTwQgJIVDh3gCzJWS0vlpMABA\\\n",
       "7BGAkBTWr5d27ZIyM6XsbNvV2Mc8IACILwIQksKiRaYdOdI8CRV0bgBy+wUAEFsEICSFBQtMe/nl\\\n",
       "dutIFgMHSt26SZs3Sx9/bLsaAPAfAhCsa2uTFi40x1deabeWZBEOS6Wl5tgNhwCA2CEAwbpVq6Tm\\\n",
       "ZrMKMvN/Olx1lWnnz7dbBwD4EQEI1rkXeEZ/OnP7Y/581gMCgFgjAME6AtDR5eebfcE+/VR6/33b\\\n",
       "1QCAvxCAYNW+fdKSJeZ41Ci7tSSbUKjzKBAAIHYIQLBqyRLpwAFp0CCpVy/b1SQfAhAAxAcBCFZx\\\n",
       "++vrXXGFaRctkg4etFsLAPgJAQhWzZ1rWveJJ3SWnm72BtuzR1q61HY1AOAfBCBYE4lIdXVS165s\\\n",
       "gPp1rrnGtG+8YbcOAPATAhCsqaoy7VVXSd/8pt1aktl115mWAAQAsUMAgjXuBf3aa+3WkexGjJC6\\\n",
       "d5fq66UPP7RdDQD4AwEIVuzf37HFAwHo66WmSldfbY4ZBQKA2CAAwYpFi6S9e82mnxkZtqtJftwG\\\n",
       "A4DYIgDBCvdCPnas3Tq84pprzMKICxdKX35puxoA8D5fB6Dq6mrl5+crNzdXM2fOPOLrL774ooqL\\\n",
       "izVgwACNGDFCdXV1FqoMHseR/vpXc0wAik7v3lJJiVkLiEURAeDU+TYAtbW1aerUqaqurtb69etV\\\n",
       "UVGh+vr6TudccMEFWrx4serq6vTQQw/prrvuslRtsKxeLW3ZIp1zjrmoIzrXX2/aP//Zbh0A4Ae+\\\n",
       "DUC1tbXKyclRdna2UlNTVVZWpsrKyk7nDB8+XN27d5ckDR06VA0NDTZKDZxXXzXtDTdIXbrYrcVL\\\n",
       "brzRtJWVZvsQAMDJ820AamxsVFZWVvv7zMxMNTY2HvP8Z555RtfyOFLcOY70xz+aY/eCjujk5Un9\\\n",
       "+0uff97xBB0A4OT4NgCFQqGoz124cKGeffbZo84TQmytXStt2mTmtIwcabsa77npJtO6IRIAcHLC\\\n",
       "tguIl4yMDEUikfb3kUhEmZmZR5xXV1enSZMmqbq6Wj169DjqZ82YMaP9uLS0VKWlpbEuNzDc21/f\\\n",
       "/a4U9u1vX/zceKP0s59Jr70mlZdL3/iG7YoAeF1NTY1qampsl5FwIcdxHNtFxENra6vy8vK0YMEC\\\n",
       "paenq6SkRBUVFSooKGg/5+OPP9bll1+uF154QcOGDTviM9xRJJ92kRWFhWZF4//9XzZAPVlFRdK6\\\n",
       "dWYj2TFjbFcDwE+CdN3z7S2wcDisWbNmafTo0SosLNSECRNUUFCg8vJylZeXS5IeeeQR7dq1S1Om\\\n",
       "TNGgQYNUwiNJcVVXZ8JPz54Sg2gnz70N9sordusAAC/z7QhQLAQpCSfCT34i/ed/Sj/8ofS739mu\\\n",
       "xrs2bJDy86Vu3aRPPpG6drVdEQC/CNJ1z7cjQEgura3Siy+a41tvtVuL1+XlScOHS198Ic2ZY7sa\\\n",
       "APAmAhAS4s03pe3bpQsvZPHDWLj9dtM+95zNKgDAuwhASIj/+R/T3nqr2dMKp+Z735NOO0166y1p\\\n",
       "61bb1QCA9xCAEHdNTeZWTSgk3XKL7Wr84ayzzFICUke4BABEjwCEuJs922ziOWaMdP75tqvxj4kT\\\n",
       "TTt7ttTWZrcWAPAaAhDi6tAhs2CfJE2ZYrcWv7n8cqlvX7Ox7Ny5tqsBAG8hACGu3nxT2rxZOu88\\\n",
       "ia3WYqtLF+nuu83xk0/arQUAvIYAhLh66inTTp7Mzu/xcMcd0umnm6D5wQe2qwEA7yAAIW7ef196\\\n",
       "4w0pLU2aNMl2Nf7Uo0fHxHJGgQAgegQgxM2vf23aO+4wu78jPu6917TPPmvWWgIAHB8BCHERiUgv\\\n",
       "vSSlpEg/+pHtavytsNA8En/ggPTb39quBgC8gQCEuJg502x/8b3vSRdcYLsa/3vwQdP+139JO3fa\\\n",
       "rQUAvIAAhJjbskV6+mmz8OF//IftaoJh8GCzztKePdJvfmO7GgBIfgQgxNz06VJLi/T970sXXWS7\\\n",
       "muB4+GHTPv641NBgtxYASHYhJwh73p+k0D82raKLoldXJw0cKIXD0oYNZqE+JM6ECdIrr5jNUmfP\\\n",
       "tl0NAK8J0nWPESDEjOOYhfkcx6z6TPhJvEcflVJTpT/8QVq1ynY1AJC8CECImRdekN55R/rWtzpu\\\n",
       "xyCx+vWTpk41IfSuu9gjDACOhQCEmGhqkn7yE3P861+b3cphx8MPS1lZ0sqVHStxAwA6Yw7Q1wjS\\\n",
       "vdBT4TjSjTdKc+ZI3/62tHCheQIM9vzlL9K4cVLXruZW2IUX2q4IgBcE6brHCBBO2fPPm/DTrZv0\\\n",
       "3HOEn2Rw/fXSzTebx+Jvvlk6eNB2RQCQXAhAOCV1dWbCs2T2osrOtloODvPf/20moq9aJd1/v+1q\\\n",
       "ACC5EIBw0nbulL7zHWnvXrPmz2232a4Ih+veXaqoMEsSPP649Pvf264IAJIHAQgnZc8eM8dkyxZp\\\n",
       "yBCpvJxbX8lo6FAzEiSZkbr58+3WAwDJggCEE7Z/v9l8c+lS87TRnDlSWprtqnAsP/iB9OMfm73Z\\\n",
       "xo2TampsVwQA9hGAcEI+/1y65hrpzTfNej/z55sQhOT22GNmdeh9+6SxY6V582xXBAB2EYAQtc2b\\\n",
       "pZEjzQjCueea8MPj1d6QkmLmAN1+u5mzNXas2Tk+AE+6AsBREYAQlT/+Ubr4YmntWikvT1q2TOrf\\\n",
       "33ZVOBFdukjPPCM9+KBZIfruu80j8rt22a4MABKPAISvFYmY+T7f+560e7d0ww3Su+9K559vuzKc\\\n",
       "jJQU6Re/MNuWdO0qvfyyVFRk3jMaBCBIfBuAqqurlZ+fr9zcXM2cOfOo59xzzz3Kzc1VcXGxVq9e\\\n",
       "neAKk9u2bdI990g5OdJrr0lnnCH97nfSq6+ax6vhbf/8z9J770nDhpn/19//vnTppdJf/yodOmS7\\\n",
       "OgCIP18GoLa2Nk2dOlXV1dVav369KioqVF9f3+mcqqoqbdq0SRs3btTTTz+tKe5qfgF28KCZHHvT\\\n",
       "TWaE56mnzJ+VlUn19dIPf8ij7n6SkyMtWSI9+6zUp4+0fLlZQbp/f+m3vzXBCAD8ypcBqLa2Vjk5\\\n",
       "OcrOzlZqaqrKyspUWVnZ6ZzXX39dt/1j5b6hQ4equblZO3bssFGuNW1tZk7P738vTZgg9e4tjRlj\\\n",
       "RnkcRxo/3qz0XFEhZWbarhbxkJIiTZwobdwo/eY3UkaGtH69eWw+K0saPlx66CEz8X33btvVAkDs\\\n",
       "hG0XEA+NjY3KOuzZ7MzMTL377rvHPaehoUF9+vRJWJ3xduCA2aXdfW3fbp7k2rTJvOrqzIKGh7vo\\\n",
       "IhOG7rjDXAwRDN26mdDzL/9iNlJ98UXpjTfMqNDy5WbekCRdcIFUXGza8883r4wMqWdP8zrzTEYJ\\\n",
       "AXiDLwNQKMq/gb+62+2xvu8HP3DP75gomgzHbW1mUcL9+836Loe3e/dKX355/D7IzpZKSqQRI6Tr\\\n",
       "rjMXNgTXN75hRv7Gj5e++EJavNgsd7B4sbRunfThh+Z1LF26SGedJZ1+unTaaR2vtDTThsNm1Ckl\\\n",
       "xZzrHh/tfcopjk+fahCz/f0A4suXASgjI0ORSKT9fSQSUeZX7uF89ZyGhgZlHGPI45lnZhz2rvQf\\\n",
       "r+QXDku9enW8vvUtE3D69TPzPwoKzNwP4Gi6dTPrBY0da963tEgbNpjbph99JG3dal7bt0uffWZe\\\n",
       "X35p9ojbudNq6QBOSM0/XsEScr46DOIDra2tysvL04IFC5Senq6SkhJVVFSooKCg/ZyqqirNmjVL\\\n",
       "VVVVWr58uaZNm6bly5d3+hx3ROjpp532f82FQkqa41DI/Mva/df14W1amrmA8a9QJNLBg1Jzc8dI\\\n",
       "5OGvffvMqOWhQx2t+zra+1P5m+lU/1az/f2ALZMnm4uGD6PBEXwZgCRp7ty5mjZtmtra2nTnnXfq\\\n",
       "3//931VeXi5Jmjx5siS1PynWtWtXzZ49WxdffHGnz3ADkE+7CACAToJ03fNtAIqFIP0iAAAQpOue\\\n",
       "Lx+DBwAA+DoEIAAAEDgEIAAAEDgEIAAAEDgEIAAAEDgEIAAAEDgEIAAAEDgEIAAAEDgEIAAAEDgE\\\n",
       "IAAAEDgEIAAAEDgEIFhXU1Nju4RAoJ/jjz6OP/oYsUIAgnX8hZYY9HP80cfxRx8jVghAAAAgcEJO\\\n",
       "EPa8P0mhUMh2CQAAJFwQogEjQAAAIHDCtgtIZkFIwAAABBEjQAAAIHAIQAAAIHAIQP9QXV2t/Px8\\\n",
       "5ebmaubMmUc955577lFubq6Ki4u1evXqBFfofcfr4xdffFHFxcUaMGCARowYobq6OgtVels0v8eS\\\n",
       "tGLFCoXh4qVSAAAEuElEQVTDYc2ZMyeB1flDNH1cU1OjQYMGqaioSKWlpYkt0CeO189NTU0aM2aM\\\n",
       "Bg4cqKKiIj333HOJL9LD7rjjDvXp00f9+/c/5jm+v+Y5cFpbW51+/fo5W7ZscQ4ePOgUFxc769ev\\\n",
       "73TOG2+84VxzzTWO4zjO8uXLnaFDh9oo1bOi6eOlS5c6zc3NjuM4zty5c+njExRNH7vnjRo1yhk7\\\n",
       "dqzz6quvWqjUu6Lp4127djmFhYVOJBJxHMdx/v73v9so1dOi6efp06c7P/3pTx3HMX3cs2dPp6Wl\\\n",
       "xUa5nrR48WJn1apVTlFR0VG/HoRrHiNAkmpra5WTk6Ps7GylpqaqrKxMlZWVnc55/fXXddttt0mS\\\n",
       "hg4dqubmZu3YscNGuZ4UTR8PHz5c3bt3l2T6uKGhwUapnhVNH0vSU089pRtvvFG9e/e2UKW3RdPH\\\n",
       "L730ksaPH6/MzExJUq9evWyU6mnR9PO5556r3bt3S5J2796ts88+W+Ewz/VEa+TIkerRo8cxvx6E\\\n",
       "ax4BSFJjY6OysrLa32dmZqqxsfG453CBjl40fXy4Z555Rtdee20iSvONaH+PKysrNWXKFEmsdXWi\\\n",
       "ounjjRs36rPPPtOoUaM0ZMgQPf/884ku0/Oi6edJkyZp3bp1Sk9PV3FxsZ544olEl+lrQbjmEZcV\\\n",
       "/UXA+cpj8Vw8oncifbVw4UI9++yzWrJkSRwr8p9o+njatGn61a9+pVAoJMdxWOrhBEXTxy0tLVq1\\\n",
       "apUWLFigvXv3avjw4Ro2bJhyc3MTUKE/RNPPjz76qAYOHKiamhpt3rxZV111ldasWaNu3boloMJg\\\n",
       "8Ps1jwAkKSMjQ5FIpP19JBJpH74+1jkNDQ3KyMhIWI1eF00fS1JdXZ0mTZqk6urqrx2exZGi6eOV\\\n",
       "K1eqrKxMkplEOnfuXKWmpmrcuHEJrdWrounjrKws9erVS2lpaUpLS9Nll12mNWvWEIBOQDT9vHTp\\\n",
       "Uj344IOSpH79+qlv377asGGDhgwZktBa/SoQ1zy7U5CSQ0tLi3PBBRc4W7ZscQ4cOHDcSdDLli3z\\\n",
       "5YSweIqmj7du3er069fPWbZsmaUqvS2aPj7c7bff7vzpT39KYIXeF00f19fXO1dccYXT2trq7Nmz\\\n",
       "xykqKnLWrVtnqWJviqaf77vvPmfGjBmO4zjO9u3bnYyMDGfnzp02yvWsLVu2RDUJ2q/XPEaAJIXD\\\n",
       "Yc2aNUujR49WW1ub7rzzThUUFKi8vFySNHnyZF177bWqqqpSTk6OunbtqtmzZ1uu2lui6eNHHnlE\\\n",
       "u3btap+fkpqaqtraWptle0o0fYxTE00f5+fna8yYMRowYIBSUlI0adIkFRYWWq7cW6Lp5wceeEAT\\\n",
       "J05UcXGxDh06pMcee0w9e/a0XLl33HzzzVq0aJGampqUlZWlhx9+WC0tLZKCc81jM1QAABA4PAUG\\\n",
       "AAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAC\\\n",
       "hwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAEAAAChwAE\\\n",
       "AAAChwAEAAAChwAEAAAChwAEAAAC5/8BwyEhVzi2GkoAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[5] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X10VdWdxvEnkCgRlXeQvDhAEpNAJEQgAREatEiK1bbq\\\n",
       "KrEvY4UiZaQU285odVqRzrjEts7YZjqNMxRbrVl21Da0htgSiXRECBIgCoiogCEKY4QULQJJOPPH\\\n",
       "9oZECF7g3rvvOfv7WeuufS45ufm5SzlP9vmdcxI8z/MEAADgkB62CwAAAIg1AhAAAHAOAQgAADiH\\\n",
       "AAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAA\\\n",
       "ziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAA\\\n",
       "AIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADgn0XYB8SwhIcF2CQAAxJznebZLiDpWgAAAgHMIQGHw\\\n",
       "PI9XFF/33HOP9RpceDHPzHEQXsxxdF8uIQABAADnEIAAAIBzCECwrri42HYJTmCeo485jj7mGJGS\\\n",
       "4Ll20u80hK4CY4oAAC5w6bjHChAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAA\\\n",
       "wDmBDUCzZs3SkCFDdOmll3a7z4IFC5SVlaX8/Hxt3LgxhtUBAACbAhuAbrnlFlVXV3f79aqqKr3+\\\n",
       "+uvasWOHHn74Yc2bNy+G1QEAAJsCG4AmT56sfv36dfv15cuX6+abb5YkFRUVqaWlRfv27YtVeQAA\\\n",
       "wKLABqBP0tTUpPT09I73aWlp2rNnj8WKAABArCTaLsCmjz/rJPQMFKA7bW1SZaW0Zo10/vnS5z8v\\\n",
       "FRTYrgoAcLqcDUCpqalqbGzseL9nzx6lpqaedN9FixZ1bBcXF/M0Ykft3i1df71UX3/8zxYvlr75\\\n",
       "TenBB6VEZ//fBMDPamtrVVtba7uMmAv00+B37dqla6+9Vi+//PIJX6uqqlJZWZmqqqq0du1aLVy4\\\n",
       "UGvXru2yj0tPxcWpvfOOdPnl0q5d0sUXS7NnS3v3SkuXSkePSl/9qvSrX0ksIgLwM5eOe4H9nfWm\\\n",
       "m27S888/r+bmZqWnp+vee+9Va2urJGnu3LmaMWOGqqqqlJmZqd69e2vZsmWWK0a8OnZM+tKXTPgp\\\n",
       "LJSqq6VQf/2XviRNny49+qg0bpy0YIHVUgEAYQr0CtDZcikJo3v/+Z/SP/yDNGiQ9Mor0uDBXb/+\\\n",
       "1FPSjTdKycnSyy9LGRl26gSAs+XScc/Zq8CAcOzfL915p9n++c9PDD+SdMMNZiXoww+lu++ObX0A\\\n",
       "gDNDAAJO4Sc/kQ4elKZNM6s83bn/funcc6UnnpA2bYpdfQCAM0MAArrR3Cz99Kdme/HiU++bnm5O\\\n",
       "k0lSp4sGAQBxigAEdOO//kv64APT5Dxhwifvf+ed0jnnSMuXS2++Gf36AABnjgAEnER7u/SLX5jt\\\n",
       "hQvD+57Bg6XSUsnzTOM0ACB+cRXYKbjUDY+u/vAH6brrpBEjpB07pB5h/qqwfr25VL5vX+ntt82V\\\n",
       "YQDgFy4d91gBAk7iv//bjN/4RvjhR5LGjzf3A2ppMSEKABCfCEDAxxw4IK1YYYLPV75y+t//1a+a\\\n",
       "8bHHIlsXACByCEDAx/z+91Jrq1RcLA0devrfP3Om1LOnCVHvvhvx8gAAEUAAAj7miSfMWFp6Zt8/\\\n",
       "ZIh09dXmyfFPPhm5ugAAkUMAAjp5911p5UrzZPfrrz/zz/niF834+99Hpi4AQGQRgIBOfvc7cwn8\\\n",
       "1VdLAwac+ed89rOmh2jVKumvf41cfQCAyCAAAZ2Ertw6m9UfSRo4UJo0yfQSVVeffV0AgMgiAAEf\\\n",
       "+fBDqabGbH/mM2f/eZ//vBk5DQYA8YcABHykttaEoIICKSXl7D/vc58zY1WVdPTo2X8eACByCEDA\\\n",
       "R6qqzHjNNZH5vIwMadQo8zT5//3fyHwmACAyCECAzPO7nnnGbEcqAElSSYkZ//znyH0mAODsEYAA\\\n",
       "Sdu3Szt3mubl8eMj97nTppmRAAQA8YUABOh48/O0aeYuzpEyebJ0zjlSfb303nuR+1wAwNkhAAGS\\\n",
       "nnvOjFdeGdnPPe886YorzCm2UMgCANhHAILzjh0zV4BJ0tSpkf98ToMBQPwhAMF5DQ3S/v3SxRdL\\\n",
       "I0ZE/vM7ByDPi/znAwBOHwEIzlu1yoxTp0oJCZH//IICqX9/afdu8wIA2EcAgvNC/T/ROP0lmWeC\\\n",
       "XXGF2V69Ojo/AwBweghAcFpb2/FQEq0AJElTppiRAAQA8YEABKfV15s7NWdkmB6gaAkFoL/8JXo/\\\n",
       "AwAQPgIQnBbNq786KyiQeveWXntN2rs3uj8LAPDJCEBw2po1Zgyt0ERLYqJ0+eVmm1UgALCPAARn\\\n",
       "ed7xABQKJ9FEHxAAxI/ABqDq6mrl5OQoKytLS5YsOeHrzc3NKikp0ZgxY5SXl6dHHnkk9kXCqjfe\\\n",
       "kN59Vxo8ODr3//m4yZPNyAoQANgXyADU3t6u+fPnq7q6Wlu3blVFRYW2bdvWZZ+ysjIVFBRo06ZN\\\n",
       "qq2t1Xe+8x21tbVZqhg2vPCCGS+/PDr3//m4wkLzXLCGBunAgej/PABA9wIZgOrq6pSZmalhw4Yp\\\n",
       "KSlJpaWlqqys7LLP0KFDdfDgQUnSwYMHNWDAACUmJtooF5bE8vSXJCUnmyfNdz71BgCwI5ABqKmp\\\n",
       "Senp6R3v09LS1NTU1GWfOXPmaMuWLUpJSVF+fr4eeuihWJcJy0IhZNKk2P3MiRPNuG5d7H4mAOBE\\\n",
       "gQxACWGcz7jvvvs0ZswYvf3229q0aZNuu+02vf/++zGoDvGgpUXassWckrrsstj93AkTzLh2bex+\\\n",
       "JgDgRIE855OamqrGxsaO942NjUpLS+uyz5o1a3T33XdLkjIyMjR8+HBt375d48aNO+HzFi1a1LFd\\\n",
       "XFys4uLiqNSN2Fm71pyKGjtW6tUrdj83FIDq6sxT6HsE8lcQAH5SW1ur2tBN0RyS4HnBez51W1ub\\\n",
       "srOzVVNTo5SUFBUWFqqiokK5ubkd+3z7299Wnz59dM8992jfvn0aO3asGhoa1L9//459QitJAZwi\\\n",
       "5/3gB9IPfyh95zvSj38c25+dni7t2SNt3Sp1+isJANa5dNwL5O+fiYmJKisr0/Tp0zVy5EjNnDlT\\\n",
       "ubm5Ki8vV3l5uSTprrvu0ksvvaT8/Hx9+tOf1gMPPNAl/CDYYt0A3RmnwQDAvkCuAEWKS0nYJW1t\\\n",
       "Ur9+0gcfSO+8I110UWx//k9+In33u9Ktt0of5XEAiAsuHfcCuQIEnMrWrSb8DB8e+/AjsQIEAPGA\\\n",
       "AATnvPSSGcePt/PzL7vMPBvslVckLjwEADsIQHBOKACd5IK/mEhOlsaMMVeBhWoBAMQWAQjOsR2A\\\n",
       "JKmoyIycBgMAOwhAcMrRo+ZZXFJsb4D4cfQBAYBdBCA4ZcsW6cgRKStL6tPHXh2hALRunbkhIwAg\\\n",
       "tghAcEo8nP6SpIwMcyn+vn3Sxx5TBwCIAQIQnBIvASgh4XgN69fbrQUAXEQAglM2bDCj7QDUuQau\\\n",
       "BAOA2CMAwRlHjpgG6IQEqaDAdjUEIACwiQAEZ7z8stTaKmVnSxdcYLuargGIRmgAiC0CEJwRL/0/\\\n",
       "Ienp0qBB0v790q5dtqsBALcQgOCMeOr/kbo2QnMaDABiiwAEZ8TbCpBEAAIAWwhAcMKHH5qHj/bo\\\n",
       "YZ7DFS8IQABgBwEITmhokNrapNxcqXdv29UcFwpAGzaYh6MCAGKDAAQnxFv/T0hKinn99a/SG2/Y\\\n",
       "rgYA3EEAghPisf8nhNNgABB7BCA4gQAEAOiMAITAO3TIPAW+Z08pP992NSfimWAAEHsEIATepk2m\\\n",
       "wXjUKCk52XY1Jxo71oz19VJ7u91aAMAVBCAEXrw2QIcMHixdfLH0t79J27fbrgYA3EAAQuDFc/9P\\\n",
       "CH1AABBbBCAEXihUhE41xSMCEADEFgEIgfbBB9K2bVJiojR6tO1quhcKZ6HTdQCA6CIAIdA2bZI8\\\n",
       "T7r0UqlXL9vVdC8UgDZuNHesBgBEFwEIgeaH/h9JGjBAGj7cPLNs2zbb1QBA8BGAEGh+CUASp8EA\\\n",
       "IJYCG4Cqq6uVk5OjrKwsLVmy5KT71NbWqqCgQHl5eSouLo5tgYgJPzRAh9AIDQCxk+B5nme7iEhr\\\n",
       "b29Xdna2Vq5cqdTUVI0fP14VFRXKzc3t2KelpUWTJk3Ss88+q7S0NDU3N2vgwIFdPichIUGSFMAp\\\n",
       "csLBg1LfvlJSktk+91zbFZ3aypXStGnShAnSiy/argaAi1w67gVyBaiurk6ZmZkaNmyYkpKSVFpa\\\n",
       "qsrKyi77PP7447rhhhuUlpYmSSeEH/jfxo2mAXr06PgPP9LxVapNm2iEBoBoC2QAampqUnp6esf7\\\n",
       "tLQ0NTU1ddlnx44d2r9/v6ZOnapx48bp0UcfjXWZiDI/9f9IUr9+0ogR0uHD0tattqsBgGBLtF1A\\\n",
       "NISW8E6ltbVV9fX1qqmp0aFDhzRx4kRNmDBBWVlZMagQseCn/p+QceOkN980tcfzfYsAwO8CGYBS\\\n",
       "U1PV2NjY8b6xsbHjVFdIenq6Bg4cqOTkZCUnJ2vKlCnavHnzSQPQokWLOraLi4tpmPaJeH8G2MmM\\\n",
       "HSv99rem9lmzbFcDwAW1tbWqra21XUbMBbIJuq2tTdnZ2aqpqVFKSooKCwtPaIJ+9dVXNX/+fD37\\\n",
       "7LM6cuSIioqK9MQTT2jkyJEd+7jUDBY0LS3mlNK550rvv28aof3gueekq66SCguldetsVwPANS4d\\\n",
       "9wK5ApSYmKiysjJNnz5d7e3tmj17tnJzc1VeXi5Jmjt3rnJyclRSUqLRo0erR48emjNnTpfwA3+r\\\n",
       "rzfjmDH+CT+SdNllZty8WWpt9VftAOAngVwBihSXknDQPPCAdMcd0m23SWVltqs5PVlZ0uuvm6vY\\\n",
       "xoyxXQ0Al7h03AvkVWBAqP/HTw3QIdwQEQCijwCEQPLbJfCd8UgMAIg+AhACZ/9+cyl5crLUqe/d\\\n",
       "N1gBAoDoIwAhcEIrJwUFUqIP2/wLCszY0CAdPWq3FgAIKgIQAsfP/T+S1KePdMklJvy88ortagAg\\\n",
       "mAhACBw/9/+E0AcEANFFAELgBCEA0QcEANFFAEKgNDdLu3dLvXtL2dm2qzlzrAABQHQRgBAo69eb\\\n",
       "8bLLpJ497dZyNgoKpIQE0wh95IjtagAgeAhACJTQKaPx4+3WcbYuvNCsYLW20ggNANFAAEKghFaA\\\n",
       "/Nz/ExI6DUYfEABEHgEIgRKUFSDpeIijDwgAIo8AhMBoapLeeUfq21fKyLBdzdljBQgAoocAhMDo\\\n",
       "fPrrowca+1qoEfrll6XDh21XAwDBQgBCYATh/j+dnX++lJMjtbWZEAQAiBwCEAIjtAIUhP6fEG6I\\\n",
       "CADRQQBCIHhesBqgQ7ghIgBEBwEIgbBzp7R/vzR4sJSWZruayGEFCACigwCEQOh8+isIDdAhY8ZI\\\n",
       "PXpIW7ZIH35ouxoACA4CEAIhaA3QIb17S7m5phG6ocF2NQAQHAQgBEIQG6BDuCEiAEQeAQi+195+\\\n",
       "PBwEbQVI4oaIABANBCD43muvSR98IKWnS0OG2K4m8lgBAoDIIwDB94L0ANSTyc8/3gh96JDtagAg\\\n",
       "GAhA8L0g3v+ns/POk/LyzKm++nrb1QBAMBCA4Hvr1pkxqAFIkiZONOPatXbrAICgIADB1w4fljZu\\\n",
       "NPf+KSy0XU30TJhgRgIQAEQGAQi+Vl8vtbZKo0ZJF15ou5roIQABQGQFNgBVV1crJydHWVlZWrJk\\\n",
       "Sbf7rV+/XomJiXr66adjWB0iJRQIQgEhqC65ROrbV2pqkhobbVcDAP4XyADU3t6u+fPnq7q6Wlu3\\\n",
       "blVFRYW2bdt20v3uuOMOlZSUyPM8C5XibLkSgHr0kIqKzDarQABw9gIZgOrq6pSZmalhw4YpKSlJ\\\n",
       "paWlqqysPGG/n/3sZ7rxxhs1aNAgC1UiEkJhINQkHGQ0QgNA5AQyADU1NSk9Pb3jfVpampqamk7Y\\\n",
       "p7KyUvPmzZMkJQTpCZqOCJ0OuvBCKSfHdjXRRx8QAEROIANQOGFm4cKFuv/++5WQkCDP8zgF5kOh\\\n",
       "y9+LiswpoqALXeW2YYN09KjdWgDA7xJtFxANqampauzUKdrY2Ki0tLQu+2zYsEGlpaWSpObmZq1Y\\\n",
       "sUJJSUm67rrrTvi8RYsWdWwXFxeruLg4KnXj9LjS/xPSr59Z6Xr1VWnTpmBf9g8gdmpra1VbW2u7\\\n",
       "jJhL8AK49NHW1qbs7GzV1NQoJSVFhYWFqqioUG5u7kn3v+WWW3Tttdfq+uuv7/LnoZWkAE5RIEyZ\\\n",
       "Iv3lL9Izz0gzZtiuJjZmzZKWLZMeekhasMB2NQCCxqXjXiBPHCQmJqqsrEzTp0/XyJEjNXPmTOXm\\\n",
       "5qq8vFzl5eW2y0MEtLYefwRG6OooF9AHBACREcgVoEhxKQn7zYYN5uGnl1wibd9uu5rYaWgwD0cd\\\n",
       "Plx6803b1QAIGpeOe4FcAULwvfCCGV3p/wkZNUo6/3xp505p3z7b1QCAfxGA4Et/+YsZJ0+2W0es\\\n",
       "9ex5vPk5FAIBAKePAATf8Tx3A5B0/L85NAcAgNNHAILvvP66Of0zeLDpAXINAQgAzh4BCL4TOvBf\\\n",
       "cYXk4g28J0yQEhOljRulgwdtVwMA/kQAgu+4fPpLknr3lsaOlY4dk1580XY1AOBPBCD4TucVIFeF\\\n",
       "wt/q1XbrAAC/IgDBV955R3rjDXMp+JgxtquxZ8oUM9IHBABnhgAEXwkd8CdONH0wrpo0yYx1ddLh\\\n",
       "w3ZrAQA/IgDBV1zv/wnp31/Ky5OOHJHWr7ddDQD4DwEIvkIAOo7TYABw5ghA8I0DB8yzsJKS3HoA\\\n",
       "andohAaAM0cAgm/U1pq7QE+cKCUn267GvtAK0AsvSK2tdmsBAL8hAME3amrMeNVVduuIFykpUna2\\\n",
       "9MEHphkaABA+AhB8gwB0ok9/2oyhuQEAhIcABF9oapJefdXcBTn0NHQcD0ArV9qtAwD8hgAEX3ju\\\n",
       "OTNOmWKaoGEUF0s9ekhr15pTYQCA8BCA4AuhAMTpr6769pXGjTNN0FwODwDhIwAh7nke/T+nEpoT\\\n",
       "+oAAIHwEIMS911+XGhulgQOl0aNtVxN/6AMCgNNHAELcq64245VXmn4XdHX55VKvXtLmzdL//Z/t\\\n",
       "agDAHzicIO5VVZlxxgy7dcSrXr2kT33KbD/7rN1aAMAvCECIa4cOSatWme2SEru1xLNQOHzmGbt1\\\n",
       "AIBfEIAQ11atMk88HzdOGjLEdjXx65przPjss1Jbm91aAMAPCECIa5z+Ck9GhnksRkuLtGaN7WoA\\\n",
       "IP4RgBC3PI8AdDpCq0ChOQMAdI8AhLi1fbu0a5e5/H3cONvVxD/6gAAgfAQgxK0//tGMJSVSz552\\\n",
       "a/GDyZOlCy6QXnlFeust29UAQHwLdACqrq5WTk6OsrKytGTJkhO+/pvf/Eb5+fkaPXq0Jk2apIaG\\\n",
       "BgtVojtPP23Ga6+1W4dfnHOONG2a2V6+3G4tABDvAhuA2tvbNX/+fFVXV2vr1q2qqKjQtm3buuwz\\\n",
       "YsQIrV69Wg0NDfr+97+vW2+91VK1+Li335ZefNHc44b+n/B94QtmfOopu3UAQLwLbACqq6tTZmam\\\n",
       "hg0bpqSkJJWWlqqysrLLPhMnTlSfPn0kSUVFRdqzZ4+NUnESv/udGadPl84/324tfnLttVJSkrR6\\\n",
       "NXeFBoBTCWwAampqUnp6esf7tLQ0NTU1dbv/0qVLNYOlhrgRWsG44Qa7dfhNnz7S1VdLx45Jv/+9\\\n",
       "7WoAIH4FNgAlJCSEve+qVav0y1/+8qR9Qoi95mbp+efNSgb9P6fvxhvN+OSTdusAgHiWaLuAaElN\\\n",
       "TVVjY2PH+8bGRqWlpZ2wX0NDg+bMmaPq6mr169fvpJ+1aNGiju3i4mIVFxdHulx0UllpVjCuvlrq\\\n",
       "29d2Nf5z3XVSYqL03HPSe+9JAwbYrghAPKutrVVtba3tMmIuwfM8z3YR0dDW1qbs7GzV1NQoJSVF\\\n",
       "hYWFqqioUG5ubsc+b731lq688ko99thjmjBhwgmfEVpFCugUxa2SEvNIh4cflubMsV2NP02fLv3p\\\n",
       "T9LSpdKsWbarAeAXLh33AnsKLDExUWVlZZo+fbpGjhypmTNnKjc3V+Xl5SovL5ckLV68WAcOHNC8\\\n",
       "efNUUFCgwsJCy1Vj717pz382p7+uv952Nf4VOg1WUWG3DgCIV4FdAYoEl5JwvPi3f5O+/W3pc5+j\\\n",
       "ifdstLRIF10kHT0q7d4tdboeAAC65dJxL7ArQPCnRx8141e/arcOv+vb14RIzzs+pwCA41gBOgWX\\\n",
       "knA82LJFysszl3Lv3WtugogzV1VlHpB6ySXSq69Kp3FhJABHuXTcYwUIceNXvzLjF79I+ImEq682\\\n",
       "p8Fee01at852NQAQXwhAiAtHjkjLlpnt2bPt1hIUiYnSl79sth95xGopABB3CECIC08/bW6AmJ8v\\\n",
       "cTFe5Hzta2asqJDef99qKQAQVwhAiAu/+IUZv/ENelUiKS9PuuIK6eBB6bHHbFcDAPGDJuhTcKkZ\\\n",
       "zKatW6VRo6Tevc1T4C+80HZFwfLEE1JpqTRypPTKKwRMAN1z6bjHChCs+/d/N+NXvkL4iYYvfEEa\\\n",
       "OtQETQfvdg8AJ0UAglX79km//rVZlbj9dtvVBNM550hz55rtBx+0WwsAxAsCEKwqKzNXgF13nZSd\\\n",
       "bbua4Jo3T0pOlv74R6mhwXY1AGAfAQjWfPCB9POfm+3vftduLUE3ePDxB8vef7/dWgAgHhCAYM1D\\\n",
       "D0n790sTJ0qTJtmuJvi++11zb6AnnpB27LBdDQDYRQCCFQcOSD/6kdn+l3/hyqRYSE+X/v7vpWPH\\\n",
       "pEWLbFcDAHYRgGDFgw9Kf/2rNHWqdOWVtqtxx/e/b5qiH39cqq+3XQ0A2EMAQsw1Nh6/GumHP7Rb\\\n",
       "i2uGDZPmzzfbd9xhtRQAsIoAhJj7x3+UDh2SbryR3h8b7rpL6tNHWrlS+sMfbFcDAHZwJ+hTcOmO\\\n",
       "mLHy/PNScbG5JPvVV6WLL7ZdkZseekhauNDM/9at5i7cAODScY8VIMTMoUPSrbea7e99j/Bj0223\\\n",
       "SQUF0ltv0RANwE2sAJ2CS0k4FhYuNCsPo0ZJL70k9epluyK3rV8vFRWZK/BWr+Z0JAC3jnusACEm\\\n",
       "ampM+ElMlH71K8JPPBg/XvqnfzKXxX/5y+aqPABwBQEIUdfYaJ5GLkn//M/S2LF268Fxixeb/z12\\\n",
       "75a+/nXJgV/6AEASAQhR9uGH0g03SM3N0tVXmwCE+HHOOVJFhXTBBdKTT5pABAAuoAfoFFw6FxoN\\\n",
       "bW3S9debS63/7u+kDRukAQNsV4WTqaqSrr3WnA579FHpK1+xXREAG1w67rEChKhob5dmzTLhp18/\\\n",
       "6ZlnCD/xbMYM6cc/Nts33yz9z//YrQcAoo0AhIg7ckSaOdOsJJx3nlldGDXKdlX4JLffbh6VceyY\\\n",
       "dNNN0q9/bbsiAIgeAhAiau9eado06amnzN2Gq6ulCRNsV4Vw3XuvuUdTe7tZCbrnHhOIACBo6AE6\\\n",
       "BZfOhUbCypXmaePvvCMNHSqtWCHl59uuCmfiP/5DWrDAhJ9p08ytC4YOtV0VgGhz6bjHChDOWnOz\\\n",
       "WS2YNs2En099yjxpnPDjX7fdZvq2Bg2S/vxnaeRIqazMNLYDQBAENgBVV1crJydHWVlZWrJkyUn3\\\n",
       "WbBggbKyspSfn6+NGzfGuEL/27/fXNY+YoTpFzn3XOlf/9WsBF10ke3qcLZKSqTNm83Y0iJ985vm\\\n",
       "8RkVFQQhAP4XyFNg7e3tys7O1sqVK5Wamqrx48eroqJCubm5HftUVVWprKxMVVVVWrdunb71rW9p\\\n",
       "7dq1XT7HpaXAcLW3S2vWSEuXSr/9rbnPj2QOkj/9qZSVZbc+RJ7nSZWVpkl61y7zZ8OHS7fcYi6X\\\n",
       "Hz7cankAIsil414gV4Dq6uqUmZmpYcOGKSkpSaWlpaqsrOyyz/Lly3XzzTdLkoqKitTS0qJ9+/bZ\\\n",
       "KDeuHTsmvfaa9Nhj5jTXRRdJU6aYnpAPPzQ3N3zhBdPvQ/gJpoQE6fOfl7Ztkx5+2PzvvHOn9IMf\\\n",
       "mNW/MWPMIzWefVZ67z3b1QJAeBJtFxANTU1NSk9P73iflpamdevWfeI+e/bs0ZAhQ2JWZzxoazMH\\\n",
       "reZm83rnHenNN6U33jCvTZtOfEbU8OHmMvfZs6XMTDt1I/Z69ZLmzDH3d1q50tzm4He/M6fJNm+W\\\n",
       "fvQjs196uun/ysiQhg0zr5QUcx+o/v3N1YE9AvmrFwA/CWQACi3hfZKPL/F1931f/3po/+7HU33N\\\n",
       "9j5HjpjVms6vw4fN+P77J/1P7mLoUKmw0Dwt/LOflXJyzKoA3NSzpzR9unkdPmxOif7pT+aJ8ps3\\\n",
       "m2e/NTZ2//09epgQdN55UnKyCVadx8REs0/Pnmbs/Pr4n53O38Nw943GZ57uvgCiL5ABKDU1VY2d\\\n",
       "/gVubGxUWlraKffZs2ePUlNTT/p5S5cu6vSu+KNXMCQkmN/MBw2SBg4044gR5rf3ESPMDQy7mRZA\\\n",
       "vXpJV15pXpLpEXv9denll02/0K5d5nTZvn2maX7/frOieOCAeQGIB7UfvdwSyCbotrY2ZWdnq6am\\\n",
       "RikpKSosLDxlE/TatWu1cOHCbpugH37Y6/jt7VRjvO5z7rnmN+vOr9Bv2+efb36rBmKltdWEoM4r\\\n",
       "kYcPH99ubzevY8fM61Tb4Qr3X7nT+dcwWvsCNs2d604TdCADkCStWLFCCxcuVHt7u2bPnq3vfe97\\\n",
       "Ki8vlyTNnTtXkjR//nxVV1erd+/eWrZsmS677LIun+FSNzwAAC4d9wIbgCLBpb8IAAC4dNzjWgwA\\\n",
       "AOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4B\\\n",
       "CAAAOIcABOtqa2ttl+AE5jn6mOPoY44RKQQgWMc/aLHBPEcfcxx9zDEihQAEAACck+C58Mz7M5SQ\\\n",
       "kGC7BAAAYs6FaMAKEAAAcE6i7QLimQsJGAAAF7ECBAAAnEMAAgAAziEAfaS6ulo5OTnKysrSkiVL\\\n",
       "TrrPggVCORXHAAAE50lEQVQLlJWVpfz8fG3cuDHGFfrfJ83xb37zG+Xn52v06NGaNGmSGhoaLFTp\\\n",
       "b+H8PZak9evXKzExUU8//XQMqwuGcOa4trZWBQUFysvLU3FxcWwLDIhPmufm5maVlJRozJgxysvL\\\n",
       "0yOPPBL7In1s1qxZGjJkiC699NJu9wn8Mc+D19bW5mVkZHg7d+70jh496uXn53tbt27tss8zzzzj\\\n",
       "feYzn/E8z/PWrl3rFRUV2SjVt8KZ4zVr1ngtLS2e53neihUrmOPTFM4ch/abOnWqd80113hPPvmk\\\n",
       "hUr9K5w5PnDggDdy5EivsbHR8zzPe/fdd22U6mvhzPM999zj3XnnnZ7nmTnu37+/19raaqNcX1q9\\\n",
       "erVXX1/v5eXlnfTrLhzzWAGSVFdXp8zMTA0bNkxJSUkqLS1VZWVll32WL1+um2++WZJUVFSklpYW\\\n",
       "7du3z0a5vhTOHE+cOFF9+vSRZOZ4z549Nkr1rXDmWJJ+9rOf6cYbb9SgQYMsVOlv4czx448/rhtu\\\n",
       "uEFpaWmSpIEDB9oo1dfCmeehQ4fq4MGDkqSDBw9qwIABSkzkup5wTZ48Wf369ev26y4c8whAkpqa\\\n",
       "mpSent7xPi0tTU1NTZ+4Dwfo8IUzx50tXbpUM2bMiEVpgRHu3+PKykrNmzdPEve6Ol3hzPGOHTu0\\\n",
       "f/9+TZ06VePGjdOjjz4a6zJ9L5x5njNnjrZs2aKUlBTl5+froYceinWZgebCMY+4rPAPAt7HLovn\\\n",
       "4BG+05mrVatW6Ze//KVeeOGFKFYUPOHM8cKFC3X//fcrISFBnudxq4fTFM4ct7a2qr6+XjU1NTp0\\\n",
       "6JAmTpyoCRMmKCsrKwYVBkM483zfffdpzJgxqq2t1RtvvKFp06Zp8+bNuuCCC2JQoRuCfswjAElK\\\n",
       "TU1VY2Njx/vGxsaO5evu9tmzZ49SU1NjVqPfhTPHktTQ0KA5c+aourr6lMuzOFE4c7xhwwaVlpZK\\\n",
       "Mk2kK1asUFJSkq677rqY1upX4cxxenq6Bg4cqOTkZCUnJ2vKlCnavHkzAeg0hDPPa9as0d133y1J\\\n",
       "ysjI0PDhw7V9+3aNGzcuprUGlRPHPLstSPGhtbXVGzFihLdz507vyJEjn9gE/eKLLwayISyawpnj\\\n",
       "3bt3exkZGd6LL75oqUp/C2eOO/va177mPfXUUzGs0P/CmeNt27Z5V111ldfW1ub97W9/8/Ly8rwt\\\n",
       "W7ZYqtifwpnn22+/3Vu0aJHneZ63d+9eLzU11XvvvfdslOtbO3fuDKsJOqjHPFaAJCUmJqqsrEzT\\\n",
       "p09Xe3u7Zs+erdzcXJWXl0uS5s6dqxkzZqiqqkqZmZnq3bu3li1bZrlqfwlnjhcvXqwDBw509Kck\\\n",
       "JSWprq7OZtm+Es4c4+yEM8c5OTkqKSnR6NGj1aNHD82ZM0cjR460XLm/hDPPd911l2655Rbl5+fr\\\n",
       "2LFjeuCBB9S/f3/LlfvHTTfdpOeff17Nzc1KT0/Xvffeq9bWVknuHPN4GCoAAHAOV4EBAADnEIAA\\\n",
       "AIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkE\\\n",
       "IAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABw\\\n",
       "DgEIAAA4hwAEAACc8/8AxVKzDz1HVgAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[6] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VOWdx/FPIEERIRICKZmJBiHmh0AAIZFSMWgtFFZP\\\n",
       "W2wN291SxCzLSi3W7W6t2xJ1jytu95y1zbaG9Ue7VlNXqyeshqBER1sFg/KzgC0oahIFCRCCP4Bk\\\n",
       "uPvH4wQCZJj8mLkz93m/zplzJ3Iz+faa8nx8nu+9T5LjOI4AAAAs0s/tAgAAAGKNAAQAAKxDAAIA\\\n",
       "ANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCA\\\n",
       "AACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6\\\n",
       "BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANZJdruAeJaUlOR2CQAAxJzjOG6XEHXMAAEAAOsQ\\\n",
       "gCLgOA6vKL6WLVvmeg02vLjOXGMvvLjG0X3ZhAAEAACsQwACAADWIQDBdSUlJW6XYAWuc/RxjaOP\\\n",
       "a4y+kuTYtujXDaG7wLhEAAAb2DTuMQMEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAd\\\n",
       "AhAAALCOZwPQjTfeqIyMDI0bN67Lc2655Rbl5OSosLBQGzdujGF1AADATZ4NQAsWLFBtbW2Xf15T\\\n",
       "U6Ndu3Zp586dWrFihRYvXhzD6gAAgJs8G4CuuOIKDR06tMs/X7lypebPny9JKi4uVktLi/bu3Rur\\\n",
       "8gAAgIs8G4DOpqmpSVlZWR1f+/1+NTY2ulgRAACIlWS3C3DTqXudhPZAAXrDcaTaWumll6SUFGn2\\\n",
       "bGnaNLerAgCczNoA5PP51NDQ0PF1Y2OjfD7fGc8tLy/veF9SUsJuxOjS/v3SDTdIdXUn/tk990il\\\n",
       "pdKDD0qDBrlXGwCcSSAQUCAQcLuMmPP0bvDvvvuurr32Wm3duvW0P6upqVFFRYVqamq0bt06LV26\\\n",
       "VOvWret0jk274qL3Dh+WrrhC2rxZSk+XFi2SPvtMWrFC+vhj6StfkZ591swKAUA8smnc82wAmjdv\\\n",
       "nl5++WU1NzcrIyNDd955p9ra2iRJixYtkiQtWbJEtbW1GjRokB555BFNmjSp02fY9IuA3ps3T/rd\\\n",
       "76ScHOnFFyW/3/zz7dulkhJp3z7phz+U7rvP1TIBoEs2jXueDUB9waZfBPTOs89K114rnXeetHGj\\\n",
       "dMklnf/81Vel6dNNf9DatVJxsTt1AkA4No171t4FBvSVI0ekm2827++++/TwI5km6H/8RxOAQkcA\\\n",
       "gHuYAQrDpiSMnvvlL00AGjdO2rBBSu7i1oLWVunii02j9MqVZsYIAOKJTeMeM0BALxw7Jt17r3n/\\\n",
       "0592HX4kacgQ6Sc/Me/vvJNZIABwEzNAYdiUhNEzv/mN9N3vSgUF0tatUr+z/CfFZ59JWVlmFuiP\\\n",
       "f+T5QADii03jHjNAQC888IA53nbb2cOPJA0caG6Pl6T7749eXQCA8JgBCsOmJIzu27xZmjBBSk2V\\\n",
       "PvjA3AEWiaYmKTvbLIE1NEgjR0a1TACImE3jHjNAQA+tWGGOf/u3kYcfSfL5pDlzpGBQqqqKTm0A\\\n",
       "gPAIQEAPtLVJTzxh3t90U/e//zvfMcdHH+27mgAAkSMAAT1QV2camQsKpPHju//9c+ZIQ4dKmzaZ\\\n",
       "5mkAQGwRgIAeCC1dlZZKny+Zd8s550jf/KZ5/+STfVcXACAyBCCgm44elZ55xrwvLe3558yda46h\\\n",
       "zwIAxA4BCOimQMDs/F5YaDY+7amSEnMH2Z/+JO3a1VfVAQAiQQACuun//s8ce7uVxYABphdIkqqr\\\n",
       "e/dZAIDuIQAB3eA4Zud3qW/28vra18yRZTAAiC0ehBiGTQ+EQmS2bjV3fY0YIX34YWRPfw7n8GFp\\\n",
       "+HCzp9iePeZzAcAtNo17zAAB3RBa/pozp/fhR5IGDza9QI4jvfBC7z8PABAZAhDQDX25/BUyc6Y5\\\n",
       "Pv98330mACA8lsDCsGkqEGfX2iqlpZn3Bw5IQ4b0zef+6U/SuHHSF75g9hTryXOFAKAv2DTuMQME\\\n",
       "ROiVV8z+XUVFfRd+JOnSS82GqHv2mDAEAIg+AhAQobo6c7z66r793KQk6StfMe9ZBgOA2CAAARF6\\\n",
       "8UVzvOqqvv9sAhAAxBY9QGHYtBaK8D76SMrIkM49Vzp40Byj9fktLWavMACINZvGPWaAgAgEAuY4\\\n",
       "bVrfhx/JPP+noEA6ckR6442+/3wAQGcEICAC0er/OdmVV5rjK69E72cAAAwCEBCBaPb/hEyfbo4E\\\n",
       "IACIPnqAwrBpLRRda2yUsrLMU5sPHJCSk6Pzc5qaJL8/+j8HALpi07jHDBBwFq++ao5f/GJ0Q4nP\\\n",
       "J40ebfYH27w5ej8HAEAAAs4qFICmTYv+z6IPCABigwAEnEUsAxB9QAAQG54NQLW1tcrLy1NOTo6W\\\n",
       "L19+2p83Nzdr1qxZmjBhgsaOHatf//rXsS8Sce/jj81yVP/+ZguMaAsFoD/8QTp+PPo/DwBs5ckA\\\n",
       "FAwGtWTJEtXW1mr79u2qqqrSjh07Op1TUVGhiRMnatOmTQoEArrtttvU3t7uUsWIV/X1Zv+vwkLp\\\n",
       "/POj//Oys00j9P790im/sgCAPuTJAFRfX68xY8YoOztbKSkpKi0tVXV1dadzRo4cqdbWVklSa2ur\\\n",
       "hg0bpmRuu8EpYrn8JZl9wUI/a9262PxMALCRJwNQU1OTsrKyOr72+/1qamrqdE5ZWZm2bdumzMxM\\\n",
       "FRYW6v777491mUgAsQ5AknT55ea4dm3sfiYA2MaTASj0HINw7rnnHk2YMEEffPCBNm3apJtvvlmH\\\n",
       "Dx+OQXVIFMHgiRDiRgBiBggAoseTaz4+n08NDQ0dXzc0NMjv93c657XXXtMdd9whSRo9erRGjRql\\\n",
       "P//5z5o8efJpn1deXt7xvqSkRCUlJVGpG/Fl2zaptVW68ELTlxMrEydKAwZI27dLhw5Jqamx+9kA\\\n",
       "7BMIBBQIbXhoEU8+Cbq9vV25ubmqq6tTZmamioqKVFVVpfz8/I5zfvCDHyg1NVXLli3T3r17ddll\\\n",
       "l2nLli1KS0vrOMemJ2LidA88IC1eLM2bJz3+eGx/9tSpZgbo+eela66J7c8GYC+bxj1PLoElJyer\\\n",
       "oqJCM2fOVEFBgW644Qbl5+ersrJSlZWVkqQf//jHeuONN1RYWKgvf/nLuu+++zqFH8CN/p8QlsEA\\\n",
       "ILo8OQPUV2xKwjjdJZdIO3dKb74pTZoU25/9xBNSaak0e7b03HOx/dkA7GXTuEcACsOmXwR0duiQ\\\n",
       "dMEF0jnnmD6gAQNi+/Pfe888EygtTWpuNrfHA0C02TTueXIJDOitDRvMcfz42IcfyTRejxxpdoXf\\\n",
       "uTP2Px8AvI4ABJzBG2+Y4xluCoyJpCT6gAAgmghAwBm4HYAkAhAARBMBCDiDeApAPBEaAPoeTdBh\\\n",
       "2NQMhhMOHJCGDZPOPVc6fFhya4u4Tz6RhgyR+vUzjdgDB7pTBwB72DTuMQMEnOLNN81x4kT3wo8k\\\n",
       "DRokFRRI7e3S5s3u1QEAXkQAAk4RD8tfIaEaQjUBAPoGAQg4RWgGiAAEAN5FAAJOEQobl13mbh0S\\\n",
       "AQgAooUm6DBsagaDsW+fNGKEdN55pvG4f3936zlyRBo8WDp+3Dyd+vzz3a0HgLfZNO4xAwScJLT8\\\n",
       "NWmS++FHMneijRtnAtCmTW5XAwDeQQACThJPDdAhoVrWr3e3DgDwEgIQcJJ4DkD0AQFA3yEAASeJ\\\n",
       "pzvAQqZMMUcCEAD0HZqgw7CpGQzSnj1mB/bBg6WWFvME5nhw7Jh5IvTRo6au1FS3KwLgVTaNe3Hy\\\n",
       "VzzgvtDsz2WXxU/4kaQBA6TCQvN+wwZ3awEAr4ijv+YBd8XT839ORR8QAPQtAhDwuXhsgA7hTjAA\\\n",
       "6FsEIECS48R3AKIRGgD6Fk3QYdjUDGa7pibJ7zcNxgcPSp//q48b7e2mtk8/lZqbpWHD3K4IgBfZ\\\n",
       "NO4xAwSo8+3v8RZ+JCk5WZo40bwP1QoA6DkCEKD4Xv4KoQ8IAPoOAQhQYgUgZoAAoPcIQLDeyQ3Q\\\n",
       "8XgLfEioNgIQAPQeTdBh2NQMZrP335cuukhKSzMNxvHYAyRJwaB0wQXSxx9Le/dKI0a4XREAr7Fp\\\n",
       "3GMGCNY7efkrXsOPJPXvL02aZN4zCwQAvUMAgvXicQPUrrAMBgB9w7MBqLa2Vnl5ecrJydHy5cvP\\\n",
       "eE4gENDEiRM1duxYlZSUxLZAxI1EaIAOYUsMAOgbnuwBCgaDys3N1Zo1a+Tz+TRlyhRVVVUpPz+/\\\n",
       "45yWlhZNmzZNq1evlt/vV3Nzs9LT0zt9jk1robZyHCk9XTpwwPQCZWW5XVF4f/mLlJsr+XxSY6Pb\\\n",
       "1QDwGpvGPU/OANXX12vMmDHKzs5WSkqKSktLVV1d3emcxx9/XHPnzpXf75ek08IP7PDuuyb8jBhh\\\n",
       "ngQd78aMkQYPNk+u3rPH7WoAIHF5MgA1NTUp66T/lPf7/Wpqaup0zs6dO3XgwAHNmDFDkydP1qOP\\\n",
       "PhrrMhEHEqUBOqRfP/qAAKAveDIAJUUwkrW1tWnDhg2qqanR6tWrdffdd2vnzp0xqA7xJBGe/3Oq\\\n",
       "UK30AQFAzyW7XUA0+Hw+NTQ0dHzd0NDQsdQVkpWVpfT0dA0cOFADBw7U9OnTtXnzZuXk5Jz2eeXl\\\n",
       "5R3vS0pKaJj2kERqgA7hidAA+lIgEFAgEHC7jJjzZBN0e3u7cnNzVVdXp8zMTBUVFZ3WBP3WW29p\\\n",
       "yZIlWr16tY4ePari4mI98cQTKigo6DjHpmYwGzmONHSodOiQ6anJzHS7osjs2iXl5EgjR0offOB2\\\n",
       "NQC8xKZxz5MzQMnJyaqoqNDMmTMVDAa1cOFC5efnq7KyUpK0aNEi5eXladasWRo/frz69eunsrKy\\\n",
       "TuEH3vf22yb8jByZOOFHkkaPllJTpQ8/NAEokWoHgHjhyRmgvmJTErbR734nzZsnXXuttHKl29V0\\\n",
       "z9VXSy++aOq+9lq3qwHgFTaNe55sggYikYj9PyE8EBEAeocABGslcgDiVngA6B2WwMKwaSrQNseP\\\n",
       "m53VDx82DxTMyHC7ou555x3TC5SRYXqBEuEZRgDin03jHjNAsNLOnSb8+P2JF34kadQocwfb3r3m\\\n",
       "DjYAQPcQgGClRF7+ksyMD8tgANBzBCBYKdEDkEQjNAD0BgEIVvJCAGJLDADoOZqgw7CpGcwmwaA0\\\n",
       "ZIj06afSvn1SerrbFfXMu++aXqDhw00vEI3QAHrLpnGPGSBY5623TPi56KLEDT+SqT8tzYS4k7a+\\\n",
       "AwBEgAAE66xfb45TprhbR28lJbExKgD0FAEI1vFKAJJohAaAniIAwTqhAJTIDdAhNEIDQM/QBB2G\\\n",
       "Tc1gtjh2TBo82BxbWsyu6ons/fdNL9CwYaYXiEZoAL1h07jHDBCssnWrCT+5uYkffiQpK8vcBbZ/\\\n",
       "v/Tee25XAwCJgwAEq3ip/0fq/ERolsEAIHIEIFjFS/0/IdwJBgDdRwCCVUKzJF6ZAZKYAQKAnqAJ\\\n",
       "OgybmsFs8Omn5gnQktTaKp13nrv19JXGRtMLNHSo6QWiERpAT9k07jEDBGts3Gi2wbj0Uu+EH0ny\\\n",
       "+aSMDOngQWn3brerAYDEQACCNbzWAB1CIzQAdB8BCNbwYv9PCI3QANA9BCBYw6szQBIzQADQXTRB\\\n",
       "h2FTM5jXtbSYJuEBA6TDh83RSz74wPQCpaaaXiAaoQH0hE3jHjNAsEJoaWjCBO+FH0nKzJRGjpQO\\\n",
       "HZLeftvtagAg/hGAYAUvL3+FsAwGAJEjAMEKNgSgUCN0fb27dQBAIiAAwQqvv26ORUXu1hFNl19u\\\n",
       "jmvXulsHACQCmqDDsKkZzMsaGqQLL5QuuMA8KbmfR2P/yY3era3SOee4XRGARGPTuOfRoUCqra1V\\\n",
       "Xl6ecnJytHz58i7PW79+vZKTk/X000/HsDrE0rp15lhc7N3wI5mAV1AgHTtmnnoNAOiaJ4eDYDCo\\\n",
       "JUuWqLa2Vtu3b1dVVZV27NhxxvP++Z//WbNmzbIi7doqtCQ0daq7dcRCaBksFPoAAGfmyQBUX1+v\\\n",
       "MWPGKDs7WykpKSotLVV1dfVp5/3iF7/Q9ddfr+HDh7tQJWIlFAZC4cDLQiGPPiAACM+TAaipqUlZ\\\n",
       "WVkdX/v9fjU1NZ12TnV1tRYvXizpxLonvOXo0RPPACoudreWWCAAAUBkPBmAIgkzS5cu1b333quk\\\n",
       "pCQ5jsMSmEdt2mR6YvLzTY+M1+XnS0OGmMbvUzI/AOAkyW4XEA0+n08NDQ0dXzc0NMjv93c65803\\\n",
       "31Rpaakkqbm5WatWrVJKSoquu+660z6vvLy8431JSYlKSkqiUjf6nk39P5Jp8i4ull54wSz9zZ3r\\\n",
       "dkUA4l0gEFAgEHC7jJjz5G3w7e3tys3NVV1dnTIzM1VUVKSqqirl5+ef8fwFCxbo2muv1Te+8Y1O\\\n",
       "/9ym2wG9qrRUeuIJacUKqazM7Wpi46c/le6+W7rtNulnP3O7GgCJxKZxz5MzQMnJyaqoqNDMmTMV\\\n",
       "DAa1cOFC5efnq7KyUpK0aNEilytErIQaoG2ZAZJO/G/lTjAA6JonZ4D6ik1J2Is+/NBsEjp4sNkh\\\n",
       "vX9/tyuKjQMHpGHDzIMQW1u9ufkrgOiwadzzZBM0IJ3o/ykutif8SFJampSba+6A27TJ7WoAID4R\\\n",
       "gOBZf/yjOdq0/BXCMhgAhEcAgmf94Q/mOH26u3W4IRSAXn3V3ToAIF7RAxSGTWuhXnP4sNkYVDKb\\\n",
       "hJ5/vrv1xNqOHWZfsJEjzfOAeM4ngEjYNO4xAwRPWrtWCgalSZPsCz+SlJcnpaebRvC333a7GgCI\\\n",
       "PwQgeJLNy1+SmfEJ/W9/5RV3awGAeEQAgieFAtAVV7hbh5sIQADQNXqAwrBpLdRLjh41+34dOSI1\\\n",
       "N5tn4tho40azBDhqlPTOO25XAyAR2DTuMQMEz3njDRN+CgrsDT+SNH682Rh1926zOSoA4AQCEDzH\\\n",
       "9v6fkP79pS99ybwPXRMAgEEAgufQ/3PClVeaI31AANAZAQieEgyeeAI0AYhGaADoCgEInrJpk9kA\\\n",
       "NDtbyspyuxr3TZoknXeeeTDiRx+5XQ0AxA8CEDxlzRpzvPpqd+uIFwMGnNgW4+WX3a0FAOIJAQie\\\n",
       "Uldnjl/+srt1xJOrrjLHUDgEAPAcoLBseh6CFxw5IqWlSZ99Ju3dK40Y4XZF8WH9eqmoSLr4YrbF\\\n",
       "ABCeTeMeM0DwjLVrTfgZP57wc7JJk8yDId95hwciAkAIAQieEVr+ov+ns/79TyyDha4RANiOAATP\\\n",
       "oP+na9dcY44vvOBuHQAQL+gBCsOmtdBEd+iQ6f/p1086eFA6/3y3K4ovu3ZJOTnmGu3bZ64TAJzK\\\n",
       "pnGPvwbhCYGAdPy4VFxM+DmT0aOliy6SDhwwz0oCANsRgOAJNTXmOGuWu3XEq6SkE0uDzz/vbi0A\\\n",
       "EA8IQEh4jnMiAM2Z424t8WzmTHMMXSsAsBk9QGHYtBaayLZskQoLpZEjpaYmM9uB0x06JKWnm8D4\\\n",
       "0UemHwgATmbTuMcMEBLec8+Z4+zZhJ9wUlPN5qjBoLR6tdvVAIC7CEBIeKElndmz3a0jEfzVX5nj\\\n",
       "s8+6WwcAuI0lsDBsmgpMVAcOSMOHm4f9NTdLQ4a4XVF8+8tfpNxcaehQswyWnOx2RQDiiU3jHjNA\\\n",
       "SGirV5vb36+4gvATiUsuMc8DOnjQbB0CALbydACqra1VXl6ecnJytHz58tP+/LHHHlNhYaHGjx+v\\\n",
       "adOmacuWLS5Uid5YudIcufsrcqFlsFDvFADYyLNLYMFgULm5uVqzZo18Pp+mTJmiqqoq5efnd5yz\\\n",
       "du1aFRQUKDU1VbW1tSovL9e6des6/tymqcBEdOSIWf76+GOzyeeoUW5XlBhefNHsl3bJJdJbb9E4\\\n",
       "DuAEm8Y9z84A1dfXa8yYMcrOzlZKSopKS0tVXV3d6ZypU6cqNTVVklRcXKzGxkY3SkUPPf+8CT+T\\\n",
       "JhF+umP6dGnYMNMP9Kc/uV0NALjDswGoqalJWVlZHV/7/X41NTV1ef5DDz2k2dxGlFCeesocr7/e\\\n",
       "3ToSTXKy9PWvm/dPPuluLQDgFs8GoKRuzOu/9NJLevjhh8/YJ4T4dOzYif6fuXPdrSURfetb5vjk\\\n",
       "k+bBiABgG8/eBOvz+dTQ0NDxdUNDg/x+/2nnbdmyRWVlZaqtrdXQoUPP+Fnl5eUd70tKSlRSUtLX\\\n",
       "5aKb6urMk43HjTO9LOieGTPMMthbb5llsHHj3K4IgFsCgYACgYDbZcScZ5ug29vblZubq7q6OmVm\\\n",
       "ZqqoqOi0Juj3339fV111lX7729/q8ssvP+0zbGoGSzQ33SQ99JBUXi4tW+Z2NYmprEx68EHpJz+R\\\n",
       "7rrL7WoAxAObxj3PBiBJWrVqlZYuXapgMKiFCxfq9ttvV2VlpSRp0aJFuummm/TMM8/owgsvlCSl\\\n",
       "pKSovr6+4/tt+kVIJEeOmH2/WlrM7MWll7pdUWJ6/nmzQWpenrR9O3eDAbBr3PN0AOotm34REslT\\\n",
       "T0nf/KY0caK0YYPb1SSutjYpM9M8QXv9emnyZLcrAuA2m8Y9zzZBw7v+53/M8TvfcbeORJeSIn37\\\n",
       "2+b9I4+4WwsAxBozQGHYlIQTxUcfST6fuXOpqUnKyHC7osS2ebM0YYJ0wQXShx9K557rdkUA3GTT\\\n",
       "uMcMEBLK734ntbdLs2YRfvpCYaFZSmxpOfFYAQCwAQEICcNxpBUrzPv5892txUsWLDBHlsEA2IQl\\\n",
       "sDBsmgpMBH/8o9n1PSNDev99acAAtyvyhv37TTN0e7v03nvSGR6XBcASNo17zAAhYfzqV+a4cCHh\\\n",
       "py8NGyZ97WvS8ePSAw+4XQ0AxAYzQGHYlITj3b59ZmairU3avVu66CK3K/KW0OxaerrU0EAzNGAr\\\n",
       "m8Y9ZoCQECorzf5fc+YQfqJh2jTTDN3cbBrNAcDrCECIe599Jv385+b9rbe6W4tXJSVJt9xi3t9/\\\n",
       "PxukAvA+AhDi3m9+Y5bALrvMbOKJ6CgtlUaMkDZtkl54we1qACC6CECIa8Gg9B//Yd7/8IfsVxVN\\\n",
       "554r/eAH5v3ddzMLBMDbaIIOw6ZmsHj16KNmy4tRo6S//EVKTna7Im87fNj0WB08KAUC0pVXul0R\\\n",
       "gFiyadxjBghx69gxadky8/6nPyX8xMLgwdLSpeZ9eTmzQAC8ixmgMGxKwvHogQekxYulvDxp61YC\\\n",
       "UKwcPCiNHm2Ozz5r7rwDYAebxj1mgBCXDh+W7rrLvL/7bsJPLA0dKv3Lv5j3//RP5gnRAOA1BCDE\\\n",
       "pbvuMruTFxVJ3/iG29XY5+abTd/V9u3Sgw+6XQ0A9D2WwMKwaSownmzfbnYpDwal+npp8mS3K7LT\\\n",
       "k09K3/qWdMEF0o4d0he+4HZFAKLNpnGPGSDElWBQ+vu/N8suf/d3hB83XX+99NWvSi0tJxqjAcAr\\\n",
       "mAEKw6YkHC9+9jPzvJ8vfEHatk1KS3O7Iru9+6506aXSp59KTz8tff3rblcEIJpsGveYAULc2LpV\\\n",
       "uuMO8/6hhwg/8SA7W/q3fzPvFy40G6UCgBcQgBAXWlqkuXPNs3/KyqTZs92uCCHf+565Ff7gQemv\\\n",
       "/1pqa3O7IgDoPZbAwrBpKtBNwaB03XVSTY1pfn7tNem889yuCifbt0+aMEH64AMTUCsr2ZYE8CKb\\\n",
       "xj1mgOAqx5GWLDHhJy1NeuYZwk88Gj7c9ACde6703/8t3Xef2xUBQO8QgOAax5Fuv9088fncc80A\\\n",
       "O2qU21WhK8XFZm82SfrRj6Sf/9zdegCgNwhAcEUwaHpLli83T3l+8kk23kwE118v/dd/mfff/770\\\n",
       "7//OfmEAEhM9QGHYtBYaS4cOSQsWmOWuAQOkqiqe9pxofvUr6R/+wbwvK5MqKsy/SwCJzaZxjwAU\\\n",
       "hk2/CLHyxhvSvHnSrl3SkCFSdbVUUuJ2VeiJ//1faf586cgR88DKxx6TLrnE7aoA9IZN4x5LYIiJ\\\n",
       "w4elW281fSS7dknjx5swRPhJXN/6lvTyy9KFF5p/lxMnSv/6r9Jnn7ldGQCcnWcDUG1trfLy8pST\\\n",
       "k6Ply5ef8ZxbbrlFOTk5Kiws1MaNG2NcoR0+/tjcMTR6tPSf/2n+2a23SuvWSTk57taG3isqkrZs\\\n",
       "kf7mb8zTon/yEyk/32ygeuSI29UBQNc8uQQWDAaVm5urNWvWyOfzacqUKaqqqlJ+fn7HOTU1Naqo\\\n",
       "qFBNTY1ef/11ff/739e6des6fY5NU4F9yXGkDRukhx+WHn/cPORQki6/XPrlL81MAbznpZfMnmFb\\\n",
       "tpivR4wwT4/+9rfNdhoA4p9N454nZ4Dq6+s1ZswYZWdnKyUlRaWlpaquru50zsqVKzV//nxJUnFx\\\n",
       "sVpaWrR37143yk14jmP2jHrySWnRIrMkMnmyCTstLdIXvyjV1poHHBJ+vGvGDBN8H3vMPDTxo4/M\\\n",
       "Nhpjx5pZoe99z/R88X8zAPEg2e0CoqGpqUlZWVkdX/v9fr3++utnPaexsVEZGRkxqzNRtLebbRCa\\\n",
       "m81rzx7pnXfM6+23pU2bpP37O39PRoZ0ww3SjTeapzvDDv37m+0y5s2T/vAH6be/lZ56SnrrLfOq\\\n",
       "qDDnZWSYkHTJJdJFF5lXVpY0bJh5IGZqqvksAIgWTwagpAif0X/qFF9X31dWduJZJ9099uR7+uJ7\\\n",
       "u/sZR4+a5tUjR8zx5PetrTqr9HRpyhQz2zN7thnc+nlyfhGRSEqSpk83r4oKqb5eWrPGLJNt3Ghm\\\n",
       "gVavNq+uvj81VTr/fPOQzFNfAwaY369+/UxQCr0/+RX650lJvd+2I9G/H8DpPBmAfD6fGk7atrqh\\\n",
       "oUF+vz/sOY2NjfL5fGf8vAcfLD/pq5LPX3ZJSzMhZ9gw09tx8cUnXpdeapa9+EsaZzJggPSlL5lX\\\n",
       "efmJJdPNm80s4nvvSe+/LzU2SgcOmNehQ2b5NNQ/BiCaAp+/7OLJJuj29nbl5uaqrq5OmZmZKioq\\\n",
       "CtsEvW7dOi1durTLJugVK5zPv1aPjm59b3c+45xzpIEDzX9dn3ocPNg8rRmIlWDQhKBPPjEzkaFX\\\n",
       "aGby2DEB7R2BAAAGB0lEQVTp+PGuX8Fg5697o7d/Q7r9/UB3LFpkTxO0JwOQJK1atUpLly5VMBjU\\\n",
       "woULdfvtt6uyslKStGjRIknSkiVLVFtbq0GDBumRRx7RpEmTOn2GTd3wAADYNO55NgD1BZt+EQAA\\\n",
       "sGnco00VAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiH\\\n",
       "AAQAAKxDAAIAANYhAMF1gUDA7RKswHWOPq5x9HGN0VcIQHAdf6HFBtc5+rjG0cc1Rl8hAAEAAOsk\\\n",
       "OTbsed9DSUlJbpcAAEDM2RANmAECAADWSXa7gHhmQwIGAMBGzAABAADrEIAAAIB1CECfq62tVV5e\\\n",
       "nnJycrR8+fIznnPLLbcoJydHhYWF2rhxY4wrTHxnu8aPPfaYCgsLNX78eE2bNk1btmxxocrEFsnv\\\n",
       "sSStX79eycnJevrpp2NYnTdEco0DgYAmTpyosWPHqqSkJLYFesTZrnNzc7NmzZqlCRMmaOzYsfr1\\\n",
       "r38d+yIT2I033qiMjAyNGzeuy3M8P+Y5cNrb253Ro0c7u3fvdo4dO+YUFhY627dv73TOc88953z1\\\n",
       "q191HMdx1q1b5xQXF7tRasKK5Bq/9tprTktLi+M4jrNq1SqucTdFco1D582YMcOZM2eO89RTT7lQ\\\n",
       "aeKK5BofPHjQKSgocBoaGhzHcZx9+/a5UWpCi+Q6L1u2zPnRj37kOI65xmlpaU5bW5sb5SakV155\\\n",
       "xdmwYYMzduzYM/65DWMeM0CS6uvrNWbMGGVnZyslJUWlpaWqrq7udM7KlSs1f/58SVJxcbFaWlq0\\\n",
       "d+9eN8pNSJFc46lTpyo1NVWSucaNjY1ulJqwIrnGkvSLX/xC119/vYYPH+5ClYktkmv8+OOPa+7c\\\n",
       "ufL7/ZKk9PR0N0pNaJFc55EjR6q1tVWS1NraqmHDhik5mft6InXFFVdo6NChXf65DWMeAUhSU1OT\\\n",
       "srKyOr72+/1qamo66zkM0JGL5Bqf7KGHHtLs2bNjUZpnRPp7XF1drcWLF0viWVfdFck13rlzpw4c\\\n",
       "OKAZM2Zo8uTJevTRR2NdZsKL5DqXlZVp27ZtyszMVGFhoe6///5Yl+lpNox5xGVFPgg4p9wWz+AR\\\n",
       "ue5cq5deekkPP/ywXn311ShW5D2RXOOlS5fq3nvvVVJSkhzH4VEP3RTJNW5ra9OGDRtUV1enTz/9\\\n",
       "VFOnTtXll1+unJycGFToDZFc53vuuUcTJkxQIBDQ22+/rWuuuUabN2/W4MGDY1ChHbw+5hGAJPl8\\\n",
       "PjU0NHR83dDQ0DF93dU5jY2N8vl8Masx0UVyjSVpy5YtKisrU21tbdjpWZwukmv85ptvqrS0VJJp\\\n",
       "Il21apVSUlJ03XXXxbTWRBXJNc7KylJ6eroGDhyogQMHavr06dq8eTMBqBsiuc6vvfaa7rjjDknS\\\n",
       "6NGjNWrUKP35z3/W5MmTY1qrV1kx5rnbghQf2tranIsvvtjZvXu3c/To0bM2Qa9du9aTDWHRFMk1\\\n",
       "fu+995zRo0c7a9eudanKxBbJNT7Zd7/7Xef3v/99DCtMfJFc4x07djhXX321097e7nzyySfO2LFj\\\n",
       "nW3btrlUcWKK5DrfeuutTnl5ueM4jrNnzx7H5/M5+/fvd6PchLV79+6ImqC9OuYxAyQpOTlZFRUV\\\n",
       "mjlzpoLBoBYuXKj8/HxVVlZKkhYtWqTZs2erpqZGY8aM0aBBg/TII4+4XHViieQa33XXXTp48GBH\\\n",
       "f0pKSorq6+vdLDuhRHKN0TuRXOO8vDzNmjVL48ePV79+/VRWVqaCggKXK08skVznH//4x1qwYIEK\\\n",
       "Cwt1/Phx3XfffUpLS3O58sQxb948vfzyy2publZWVpbuvPNOtbW1SbJnzGMzVAAAYB3uAgMAANYh\\\n",
       "AAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACA\\\n",
       "dQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAA\\\n",
       "AGAdAhAAALAOAQgAAFjn/wHHH8BacooJRAAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[7] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtwVGWexvEnkKBcJHITSScaJDEXAwkIBAbF4KVAFLXU\\\n",
       "HWPNzjDKYGQHGdStnVGrBtipUnFndssVZzfOKs56ia6jM2EEohKJNy5RCEG5KCKDneBwj4hISDpn\\\n",
       "/3jtQICEDnT36T7v91PVdbqTk+4fp1KcJ+/7O+9JcBzHEQAAgEW6uF0AAABAtBGAAACAdQhAAADA\\\n",
       "OgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAA\\\n",
       "ALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcA\\\n",
       "BAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOoluFxDLEhIS3C4BAICocxzH7RIijhEgAABgHQJQ\\\n",
       "CBzH4RHBx5w5c1yvwYYHx5lj7IUHxziyD5sQgAAAgHUIQAAAwDoEILiuqKjI7RKswHGOPI5x5HGM\\\n",
       "ES4Jjm2Tfp0QvAqMQwQAsIFN5z1GgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMA\\\n",
       "AgAA1vFsALrzzjs1cOBADR06tN19Zs2apczMTOXn56umpiaK1QEAADd5NgDdcccdqqioaPf7S5Ys\\\n",
       "0eeff64tW7boqaee0owZM6JYHQAAcJNnA9Dll1+uPn36tPv9RYsWaerUqZKkwsJCNTQ0aOfOndEq\\\n",
       "DwAAuMizAehU6uvrlZaW1vo6NTVVdXV1LlYEAACiJdHtAtx0/L1OgvdAASLNcaQPPpAWL5aam6Wr\\\n",
       "rpImTpT4FQSA6LA2APl8Pvn9/tbXdXV18vl8J9137ty5rc+Lioq4GzHOyLffStOmSS+/fPRrv/2t\\\n",
       "dM015msdzNwCQNhVVVWpqqrK7TKiztN3g//b3/6mKVOm6OOPPz7he0uWLNGCBQu0ZMkSrVq1SrNn\\\n",
       "z9aqVava7GPTXXERHUeOSNdfL731ltSrl3T33VK3blJpqbR3r1RQIL33nvkeAESbTec9z44A3X77\\\n",
       "7XrnnXe0Z88epaWlad68eWpqapIklZSUaPLkyVqyZIkyMjLUs2dPLVy40OWKYYN580z4Oe88qapK\\\n",
       "yskxX7/7bunKK6V166Tp06WyMlfLBADP8/QI0JmyKQkj8lavln7wA9P/8+670mWXtf3+5s3SyJFm\\\n",
       "iuzPf5ZuusmdOgHYy6bznrVXgQHR5DjSrFlSS4t0//0nhh9Jys6WHnnEPL/vPun7AUsAQAQwAtQB\\\n",
       "m5IwIuuvf5VuuMFMfX3xhdSz58n3CwSkvDwzGlRaKt11V3TrBGA3m857jAABEeY40pw55vkDD7Qf\\\n",
       "fiSpa1fTJyRJv/mNaZoGAIQfI0AdsCkJI3LeeUcqKpIGDpS2bZO6d+94/5YWadgwacMG6cUXpdtv\\\n",
       "j0qZAGDVeY8RICDCnnzSbEtKTh1+JKlLF2nmzLY/CwAIL0aAOmBTEkZk7NghXXihmQbbvl1qZ63N\\\n",
       "Exw8aPY9cECqqTHrAwFApNl03mMECIig5583t7q46abQw49kFkL8yU/Mc5aoAoDwIwABERRc0PDH\\\n",
       "P+78zwYD0EsvmRAFAAgfAhAQIZs3m5Wdk5OlSZM6//MjR0qZmdKuXVJlZfjrAwCbEYCACHnpJbO9\\\n",
       "+WbprLM6//MJCdKPfmSev/hi+OoCANAE3SGbmsEQXo5jVnb+7DPpzTfNnd5Px2efSVlZ0rnnmpGg\\\n",
       "pKTw1gkAx7LpvMcIEBABn3xiwsuAAdKECaf/PhdfbIJUQ4P0/vvhqw8AbEcAAiLg9dfNdsoUKTHx\\\n",
       "zN7rxhvNdtGiM3sfAMBRBCAgAhYvNtvrrjvz97rhBrMtLzdTawCAM0cPUAdsmgtF+Ozda2562rWr\\\n",
       "eX7OOWf2foGANGiQtHu39PHH5mapABAJNp33GAECwqyiwtzP64orzjz8SCZITZlinjMNBgDhQQAC\\\n",
       "wizY/xOO6a+g4Hu9+Wb43hMAbMYUWAdsGgpEeAQC5sqv/fvNVWCZmeF53/37pf79zWjQvn3mVhkA\\\n",
       "EG42nfcYAQLCqLbWhJULLwxf+JGkPn3MytBNTdJ774XvfQHAVgQgIIyWLzfbK68M/3sHF1N8663w\\\n",
       "vzcA2IYABITR22+bbSQC0NVXm+2yZeF/bwCwDT1AHbBpLhRnrqlJ6ttXOnhQqquTfL7wvn9jo3n/\\\n",
       "Q4ekr76Szj8/vO8PADad9xgBAsLko49M+MnKCn/4kcwNVcePN8+DI00AgNNDAALCJJLTX0FFRWZL\\\n",
       "IzQAnBkCEBAmwQB0Jjc/PZXLLzfbd9+N3GcAgA3oAeqATXOhODOHD5tL1Q8flnbtMmsBRcKRI1Jy\\\n",
       "svmc3bvN2kAAEC42nfcYAQLC4MMPTSjJy4tc+JGkbt2kMWPM8/ffj9znAIDXEYCAMPjgA7O97LLI\\\n",
       "f1ZwGow+IAA4fQQgIAyCAWjcuMh/VvBKMAIQAJw+zwagiooKZWdnKzMzU/Pnzz/h+3v27NGkSZNU\\\n",
       "UFCgvLw8Pfvss9EvEp7Q0iKtWGGeRyMAjRlj7gm2dq257B4A0HmeDECBQEAzZ85URUWFNm7cqLKy\\\n",
       "Mm3atKnNPgsWLNDw4cO1bt06VVVV6f7771dzc7NLFSOeffaZuUHpoEFSenrkP69XL2nECHPj1ZUr\\\n",
       "I/95AOBFngxA1dXVysjIUHp6upKSklRcXKzy8vI2+wwaNEgHDhyQJB04cED9+vVTYmKiG+Uizh07\\\n",
       "/fX9BRQRF5wG43J4ADg9ngxA9fX1SktLa32dmpqq+vr6NvtMnz5dGzZsUEpKivLz8/X4449Hu0x4\\\n",
       "RDT7f4KCn7VqVfQ+EwC8xJMBKCGEP8MffvhhFRQUaMeOHVq3bp1+/vOf65tvvolCdfAaNwJQYaHZ\\\n",
       "VlebHiQAQOd4cs7H5/PJ7/e3vvb7/UpNTW2zz4oVK/TQQw9JkoYMGaLBgwfr008/1ciRI094v7lz\\\n",
       "57Y+LyoqUlHwfgSw3u7dpgeoRw+poCB6n5uSIqWlSX6/tHmzlJsbvc8G4C1VVVWqqqpyu4yo8+RK\\\n",
       "0M3NzcrKylJlZaVSUlI0evRolZWVKScnp3Wf++67T8nJyZozZ4527typSy+9VOvXr1ffvn1b97Fp\\\n",
       "RUycnkWLpBtvNPfoWr48up/9wx9Kr7wiPf20dOed0f1sAN5k03nPk1NgiYmJWrBggSZOnKjc3Fzd\\\n",
       "dtttysnJUWlpqUpLSyVJDz74oD766CPl5+fr6quv1mOPPdYm/AChqK422+DqzNEU/Ez6gACg8zw5\\\n",
       "AhQuNiVhnJ5Jk6Q33pBefVW6+ebofvYHH5iVp4cNk2pro/vZALzJpvMeAagDNv0ioPMcx9z3a+9e\\\n",
       "aft26YILovv5330n9e5tmqAbGqRzzonu5wPwHpvOe56cAgOiYft2E3769zcNydHWvbtpvG5pkT76\\\n",
       "KPqfDwDxjAAEnKZg6Bg5MnoLIB4veDk8fUAA0DkEIOA0HRuA3BJshF692r0aACAeEYCA07RmjdnG\\\n",
       "QgBatcr0JAEAQkMTdAdsagZD5ziO1LevaT6uq5N8PvfqCDZib9sWnZuxAvAum857jAABp+GLL0z4\\\n",
       "Of98syqzWxISjvYBffihe3UAQLwhAAGnIRYaoIOCU3BcCQYAoSMAAachFhqggwhAANB5BCDgNMRS\\\n",
       "ALr0UrNds4Y7wwNAqAhAQCe1tBy9AiwYPtyUkmIeX38tbd3qdjUAEB8IQEAnbdkiffONlJpqmqBj\\\n",
       "AdNgANA5BCCgk2Jp+iuIAAQAnUMAAjqJAAQA8Y8ABHRSLAagYC/S2rVSIOBuLQAQDwhAQCcEAiZk\\\n",
       "SLHRAB103nnSBRdIBw9Kn37qdjUAEPsIQEAnbN4sHTpkbjnRv7/b1bTFNBgAhI4ABHRCLE5/BRGA\\\n",
       "ACB0BCCgEwhAAOANBCCgE2I5AAV7kmpqpOZmd2sBgFhHAAJC1NQkrVtnno8Y4W4tJ9O3r3TRRdLh\\\n",
       "w9LGjW5XAwCxjQAEhGjjRhMuMjKkPn3crubkmAYDgNAQgIAQxfL0VxABCABCQwACQkQAAgDvIAAB\\\n",
       "IYqHABTsTVq/XjpyxN1aACCWEYCAEDQ2SrW1UkKCNHy429W0LzlZysw09W7Y4HY1ABC7CEBACD75\\\n",
       "xFwFlpUl9e7tdjUdYxoMAE6NAASEIB6mv4KC6wGtWeNuHQAQyzwbgCoqKpSdna3MzEzNnz//pPtU\\\n",
       "VVVp+PDhysvLU1FRUXQLRFyJpwDECBAAnFqC4ziO20WEWyAQUFZWlpYtWyafz6dRo0aprKxMOTk5\\\n",
       "rfs0NDRo3LhxeuONN5Samqo9e/ao/3F3t0xISJAkefAQoZNGjDArLL/3nnTZZW5X07EDB0wvUFKS\\\n",
       "9M030llnuV0RgHhh03nPkyNA1dXVysjIUHp6upKSklRcXKzy8vI2+7z44ou65ZZblJqaKkknhB8g\\\n",
       "6PBh6eOPpS5dpIICt6s5td69Ta9SU5PpXQIAnMiTAai+vl5paWmtr1NTU1VfX99mny1btmjfvn2a\\\n",
       "MGGCRo4cqeeeey7aZSJOrF9v7q2VkyP16uV2NaFhGgwAOpbodgGREBzC60hTU5PWrl2ryspKHTp0\\\n",
       "SGPHjtWYMWOUmZkZhQoRT+Kp/yfo0kulF16gERoA2uPJAOTz+eT3+1tf+/3+1qmuoLS0NPXv31/d\\\n",
       "u3dX9+7dNX78eNXW1p40AM2dO7f1eVFREQ3TlonHAMQIEIBQVVVVqaqqyu0yos6TTdDNzc3KyspS\\\n",
       "ZWWlUlJSNHr06BOaoDdv3qyZM2fqjTfeUGNjowoLC/Xyyy8rNze3dR+bmsHQvmHDTA/QypXSmDFu\\\n",
       "VxOagwdNL1BiommKPvtstysCEA9sOu95cgQoMTFRCxYs0MSJExUIBDRt2jTl5OSotLRUklRSUqLs\\\n",
       "7GxNmjRJw4YNU5cuXTR9+vQ24QeQpEOHzIrKXbtK+fluVxO6Xr2k7Gxp0yYT3kaNcrsiAIgtnhwB\\\n",
       "ChebkjBObsUKadw4E37WrXO7ms75yU+k556Tfv97acYMt6sBEA9sOu958iowIFzisf8niBWhAaB9\\\n",
       "BCCgA/EcgGiEBoD2EYCADsRzACooMIs3btggffed29UAQGwhAAHt+OYbafNmc0uJoUPdrqbzevY0\\\n",
       "izc2N5vFHAEARxGAgHbU1EiOYy6Dj9f7aQVHrugDAoC2CEBAO+J5+iso2AhNHxAAtEUAAtrhhQBE\\\n",
       "IzQAnBwBCGiHFwJQfr5phN640SzqCAAwCEDASTQ0SFu2mN6fSy5xu5rT16OHqT8QkGpr3a4GAGIH\\\n",
       "AQg4iWDTcH6+uQosntEIDQAnIgABJ/Hhh2brhXto0QgNACciAAEnEQwLXghANEIDwIm4GWoHbLop\\\n",
       "HNq68ELpyy/NKsq5uW5Xc2a++0465xyzptGBA2aBRAA4GZvOe4wAAcfZtcuEn169pKwst6s5c927\\\n",
       "S3l5UktL/N3RHgAihQAEHCfY/3PppVLXru7WEi40QgNAWwQg4DheaoAOohEaANoiAAHH8WIAohEa\\\n",
       "ANqiCboDNjWDwXAcaeBAafduaetW6aKL3K4oPA4fNo3QgYBphO7Vy+2KAMQim857jAABx/jySxN+\\\n",
       "+vWTBg92u5rwOftsaehQE/BqatyuBgDcRwACjhGc/ho5Uvr+DyHPCPYB0QgNAAQgoA0v9v8E0QcE\\\n",
       "AEcRgIBj2BCAGAECAJqgO2RTMxjMQoF9+pgm4R07pEGD3K4ovBobTSN0c7O5233v3m5XBCDW2HTe\\\n",
       "YwQI+N5nn5nw4/N5L/xI0llnScOG0QgNABIBCGjlpRugtic4DRac6gMAWxGAgO8dewWYVxUWmu2q\\\n",
       "Ve7WAQBuIwAB36uuNlsvjwCNGWO2BCAAtqMJugM2NYPZrrHRNAUfOSLt3y+de67bFUVGS4tZ5LGh\\\n",
       "QfL7pdRUtysCEEtsOu95dgSooqJC2dnZyszM1Pz589vd78MPP1RiYqJee+21KFaHWFNTY8JPbq53\\\n",
       "w48kdelydBps5Up3awEAN3kyAAUCAc2cOVMVFRXauHGjysrKtGnTppPu98tf/lKTJk2yIu2ifcEw\\\n",
       "EJwi8jKmwQDAowGourpaGRkZSk9PV1JSkoqLi1VeXn7Cfk888YRuvfVWDRgwwIUqEUuCAWjsWHfr\\\n",
       "iIbgv5ERIAA282QAqq+vV1paWuvr1NRU1dfXn7BPeXm5ZsyYIenovCfsFBwNsSEAjR5ttmvXmt4n\\\n",
       "ALCRJwNQKGFm9uzZevTRR5WQkCDHcZgCs1h9vWkI7t1byslxu5rI69PH/DsbG6XaWrerAQB3JLpd\\\n",
       "QCT4fD75/f7W136/X6nHXe6yZs0aFRcXS5L27NmjpUuXKikpSTfccMMJ7zd37tzW50VFRSoqKopI\\\n",
       "3XBHcCqosNA0CdtgzBhp0ybzbw+OCAGwU1VVlaqqqtwuI+o8eRl8c3OzsrKyVFlZqZSUFI0ePVpl\\\n",
       "ZWXKaefP+zvuuENTpkzRzTff3ObrNl0OaLP775f+/d+lX/9amjfP7Wqi46mnpJISqbhYKitzuxoA\\\n",
       "scKm854nR4ASExO1YMECTZw4UYFAQNOmTVNOTo5KS0slSSUlJS5XiFhiU/9PUPDfypVgAGzlyRGg\\\n",
       "cLEpCdvqyBHT+9PYKO3bZ/pjbBAImPWODh6UvvpKOv98tysCEAtsOu9Z0vEAnFxNjQk/2dn2hB9J\\\n",
       "6tr1aO8Po0AAbEQAgtVsWv/neMF/84oV7tYBAG4gAMFq771ntpdd5m4dbhg3zmzff9/dOgDADfQA\\\n",
       "dcCmuVAbOY40cKC0e7f02WdSZqbbFUXX119LffuaS/+//lrq0cPtigC4zabzHiNAsNann5rwc/75\\\n",
       "UkaG29VEX3KylJ8vNTfTBwTAPgQgWOvdd812/HjJ1juhjB9vtsGpQACwBQEI1goGoMsvd7cONwUD\\\n",
       "UPBYAIAt6AHqgE1zoTa68ELpyy/N/bCGDXO7Gnfs2mX6oLp3lxoapG7d3K4IgJtsOu8xAgQrbd9u\\\n",
       "ws+550p5eW5X457zzjNrIH33nbk7PADYggAEKwWnfC67zJ4boLYnOAXINBgAm1j+Xz9sFWz6DfbA\\\n",
       "2Iw+IAA2IgDBSsdeAWa74DF4/31zjzAAsAEBCNbZudOsAdSjhzRihNvVuO+CC8zj66+ljz92uxoA\\\n",
       "iA4CEKzz9ttmO26clJTkbi2xYsIEsw0eGwDwOgIQrLNsmdlefbW7dcSS4LEIHhsA8DrWAeqATesh\\\n",
       "2MJxpPR0cwn8mjVMgQXt2CH5fGZacP9+1gMCbGXTeY8RIFhl61YTfvr2lQoK3K4mdqSkSLm50qFD\\\n",
       "3BcMgB0IQLBKcIrnqqtY/+d4wWmwykp36wCAaOAUAKvQ/9M++oAA2IQeoA7YNBdqg0BAGjDA9Lhs\\\n",
       "3SpddJHbFcWWAwfM1KAk7dsn9e7tbj0Aos+m8x4jQLBGTY0JP4MHE35OpndvqbDQBMWqKrerAYDI\\\n",
       "IgDBGm+8YbZMf7UveGyCxwoAvIoABGu8/rrZTp7sbh2x7LrrzHbxYrNkAAB4FT1AHbBpLtTrdu+W\\\n",
       "Bg40Kz/v3Sv16uV2RbGppUUaNEjatUv65BPpkkvcrghANNl03mMECFaoqDAjGldcQfjpSJcu0rXX\\\n",
       "mueLF7tbCwBEEgEIVgiezK+/3t064sGx02AA4FVMgXXApqFAL2tuNpe/NzRIn38uDRnidkWx7euv\\\n",
       "pf79zYjZ7t1Snz5uVwQgWmw67zECBM9bscKEn6wswk8okpOlyy4zl8O/+abb1QBAZHg6AFVUVCg7\\\n",
       "O1uZmZmaP3/+Cd9/4YUXlJ+fr2HDhmncuHFav369C1Ui0oJXfwWndnBqwWP117+6WwcARIpnp8AC\\\n",
       "gYCysrK0bNky+Xw+jRo1SmVlZcrJyWndZ+XKlcrNzVVycrIqKio0d+5crTrmTpA2DQV6leNIGRnS\\\n",
       "F1+Yxf2uuMLtiuLDli3SxReb0aCdO6WzznK7IgDRYNN5z7MjQNXV1crIyFB6erqSkpJUXFys8vLy\\\n",
       "NvuMHTtWycnJkqTCwkLV1dW5USoiaN06E34GDjTTOghNZqY0bJjpB+LmqAC8yLMBqL6+Xmlpaa2v\\\n",
       "U1NTVV9f3+7+Tz/9tCazQp7n/OlPZnvzzVLXru7WEm9uvdVsX3nF3ToAIBI8G4CCw3ihWL58uZ55\\\n",
       "5pmT9gkhfjnO0ZN38GSO0P3DP5jtX/4iHTnibi0AEG6JbhcQKT6fT36/v/W13+9XamrqCfutX79e\\\n",
       "06dPV0VFhfq0c73v3LlzW58XFRWpqKgo3OUiAj7+2PSyDBggjR/vdjXxJzvbrAS9YYO0fLk0caLb\\\n",
       "FQGIhKqqKlVZeAdkzzZBNzc3KysrS5WVlUpJSdHo0aNPaIL+8ssvdeWVV+r555/XmDFjTngPm5rB\\\n",
       "vOjXv5Z+8xvprruk0lK3q4lPc+dK8+ZJP/uZ9Ic/uF0NgEiz6bzn2QAkSUuXLtXs2bMVCAQ0bdo0\\\n",
       "PfDAAyr9/kxYUlKin/3sZ/rzn/+sCy64QJKUlJSk6urq1p+36RfBaxxHysmRPv3UrGVzzTVuVxSf\\\n",
       "PvlEGjpU6ttX2rGDq8EAr7PpvOfpAHSmbPpF8JrVq6UxY8zVX3V1UqJnJ3sjy3GkggJp/Xrp1VdN\\\n",
       "MzkA77LpvOfZJmjY7Y9/NNsf/YjwcyYSEqSf/tQ8f/ZZNysBgPBiBKgDNiVhL2lslAYNkvbvl2pr\\\n",
       "zXo2OH27dkk+nxkNqq83o2oAvMmm8x4jQPCc11834aeggPATDuedJ02ebO4N9uKLblcDAOFBAILn\\\n",
       "PPOM2U6d6m4dXhKcBlu40IwEAUC8YwqsAzYNBXrFF1+Ye39162ama/r1c7sibzhyREpJkfbuNQ3m\\\n",
       "o0e7XRGASLDpvMcIEDyltNSMUNx2G+EnnLp1k+64wzx/8kl3awGAcGAEqAM2JWEvOHxYSk01oxSr\\\n",
       "VkmFhW5X5C3btklDhkhJSZLfb3qDAHiLTec9RoDgGS+/bMLP8OFM0UTC4MHS9deb6TBWhQYQ7whA\\\n",
       "8ISWFunf/s08v+ces34Nwu+ee8z297/nBqkA4hsBCJ6wZIm5aafPZxY/RGRcfbWUl2dui/G//+t2\\\n",
       "NQBw+ghA8IT58832vvtMwy4iIyFBeuAB8/zRR6XmZnfrAYDTRRN0B2xqBotn77wjFRVJ554rffml\\\n",
       "dM45blfkbc3NUna2tHWrWRjx9tvdrghAuNh03mMECHHNcY6OSNx7L+EnGhITpV/9yjyfN49RIADx\\\n",
       "iRGgDtiUhOPVokXSjTdKAwaYEQkCUHQcOSJdcon0+efSf/+3VFLidkUAwsGm8x4jQIhbzc3Sgw+a\\\n",
       "5w89RPiJpm7dpEceMc/nzJEOHnS3HgDoLAIQ4taTT5orv9LTpbvvdrsa+9xyi1lscudO0xANAPGE\\\n",
       "KbAO2DQUGG+++krKypK++UYqL5duuMHtiuy0YoU0bpxZHXrdOik31+2KAJwJm857jAAhLt17rwk/\\\n",
       "119P+HHTD34g3XWX1NRk+oBaWtyuCABCwwhQB2xKwvHkpZfMpdc9ekiffGJu0QD37N9vLovftUt6\\\n",
       "/HFp1iy3KwJwumw67zEChLhSVyfNmGGe/8d/EH5iQZ8+0n/9l3n+L/8i1da6Ww8AhIIAhLjR2Cj9\\\n",
       "8IdSQ4OZ+po+3e2KEHTzzWYqrLFRKi4205MAEMuYAuuATUOBsc5xTOB5+mkpLU366CPpvPPcrgrH\\\n",
       "OnRIGjVK2rhRuu4605zetavbVQHoDJvOe4wAIS488ogJP927S3/5C+EnFvXoYRam7NdPWrzYNKpb\\\n",
       "8H8ogDhFAELMe+IJs9BhQoL07LPSiBFuV4T2DBkivfaauSz+iSfMbUoIQQBiEQEIMctxpIcfPnpV\\\n",
       "0VNPmR4gxLbx46X/+z9zz7D586X77+fyeACxhx6gDtg0FxprGhtN8HnqKTPys2CB9E//5HZV6IxX\\\n",
       "XzUN0c3N0k03Sc89J/Xq5XZVADpi03mPANQBm34RYsnnn0u33SatXSuddZb0wgvmtguIP8uXmyvE\\\n",
       "Ghqkiy+WysqYwgRimU3nPabAEDMaG02z89ChJvwMHiy99x7hJ55NmCCtXCnl5UmffWbuHfbP/yx9\\\n",
       "/bXblQGwnWcDUEVFhbKzs5WZman58+efdJ9Zs2YpMzNT+fn5qqmpiXKFCDpyRCotlTIzzd3dDx+W\\\n",
       "fvxjE4JGjXK7Opyp7GyputpMaQYC0u9+Z0aDfvc71gsC4B5PToEFAgFlZWVp2bJl8vl8GjVqlMrK\\\n",
       "ypSTk9O6z5IlS7RgwQItWbJEq1ev1i9+8QutWrWqzfvYNBQYbY4jbdok/fGP0sKF0u7d5ut5eWaF\\\n",
       "56uvdrc+RMbatdI995ibqEpScrI0dar0j/8ojRxp+r0AuMem854nR4Cqq6uVkZGh9PR0JSUlqbi4\\\n",
       "WOXl5W32WbRokaZOnSpJKiwsVENDg3bu3OlGudaorzdr+Nx7rxntueQS6bHHTPgZOtRcOVRbS/jx\\\n",
       "shEjpPffN+sFXX65mQr7z/+URo+WLrrIrCb9yiuS38/l8wAiK9HtAiKhvr5eaWlpra9TU1O1evXq\\\n",
       "U+5TV1engQMHRq1OL2lpMTfF3LPHBJpdu6Rt26StW01T84YN0o4dbX+mXz/pxhvNCs+Fhfz1b4uE\\\n",
       "BGnKFPNYs0Z6/nnTHP23v0l/+IN5SFLfvlJBgZkuS0+XLrzQrALev7/5Xp8+5lJ7ADgdnvzvIyHE\\\n",
       "M+nxQ3zt/dz06Uf/Gj32R47/Wkff88L+TU3Sd9+d/HHw4KnXeklONj09Y8ZI115rQg+3SrDbpZea\\\n",
       "x29/K9XUSG+9Jb39tpkq27fPPH/77fZ/vndvc2n92WebR/fuR59362Z+v7p0Ofo4/nXwawkJZxbA\\\n",
       "zzS8u/3zgI08GYB8Pp/8fn/ra7/fr9TU1A73qaurk8/nO+n7/c//zD3mVdH3DxwvOVkaMMD8hT5g\\\n",
       "gPmLPSPDrA588cXmeRdPTrriTHXtanqARo48unp0fb20bp30xRfS9u1mhKi+3gSjvXvNiOOBA+YB\\\n",
       "4ExUff+wiyeboJubm5WVlaXKykqlpKRo9OjRHTZBr1q1SrNnz263Cfqpp5zvX6vN9mRf6+h78b5/\\\n",
       "YqL5C/sE+RrnAAAGH0lEQVRkj549ze0PgGhpaTE9RN9+a64cPHzYjEYGnx85YvYJPgKBjl+frjP9\\\n",
       "H9TtnweOVVJiTxO0JwOQJC1dulSzZ89WIBDQtGnT9MADD6i0tFSSVFJSIkmaOXOmKioq1LNnTy1c\\\n",
       "uFAjjluhzaZueAAAbDrveTYAhYNNvwgAANh03qMjAwAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACA\\\n",
       "dQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQDBdVVVVW6XYAWOc+RxjCOPY4xw\\\n",
       "IQDBdfyHFh0c58jjGEcexxjhQgACAADWSXBsuOf9aUpISHC7BAAAos6GaMAIEAAAsE6i2wXEMhsS\\\n",
       "MAAANmIECAAAWIcABAAArEMA+l5FRYWys7OVmZmp+fPnn3SfWbNmKTMzU/n5+aqpqYlyhfHvVMf4\\\n",
       "hRdeUH5+voYNG6Zx48Zp/fr1LlQZ30L5PZakDz/8UImJiXrttdeiWJ03hHKMq6qqNHz4cOXl5amo\\\n",
       "qCi6BXrEqY7znj17NGnSJBUUFCgvL0/PPvts9IuMY3feeacGDhyooUOHtruP5895Dpzm5mZnyJAh\\\n",
       "zrZt25wjR444+fn5zsaNG9vss3jxYufaa691HMdxVq1a5RQWFrpRatwK5RivWLHCaWhocBzHcZYu\\\n",
       "Xcox7qRQjnFwvwkTJjjXXXed86c//cmFSuNXKMd4//79Tm5uruP3+x3HcZzdu3e7UWpcC+U4z5kz\\\n",
       "x/nVr37lOI45xn379nWamprcKDcuvfvuu87atWudvLy8k37fhnMeI0CSqqurlZGRofT0dCUlJam4\\\n",
       "uFjl5eVt9lm0aJGmTp0qSSosLFRDQ4N27tzpRrlxKZRjPHbsWCUnJ0syx7iurs6NUuNWKMdYkp54\\\n",
       "4gndeuutGjBggAtVxrdQjvGLL76oW265RampqZKk/v37u1FqXAvlOA8aNEgHDhyQJB04cED9+vVT\\\n",
       "YiLX9YTq8ssvV58+fdr9vg3nPAKQpPr6eqWlpbW+Tk1NVX19/Sn34QQdulCO8bGefvppTZ48ORql\\\n",
       "eUaov8fl5eWaMWOGJNa66qxQjvGWLVu0b98+TZgwQSNHjtRzzz0X7TLjXijHefr06dqwYYNSUlKU\\\n",
       "n5+vxx9/PNplepoN5zziskI/CTjHXRbPySN0nTlWy5cv1zPPPKMPPvggghV5TyjHePbs2Xr00UeV\\\n",
       "kJAgx3FY6qGTQjnGTU1NWrt2rSorK3Xo0CGNHTtWY8aMUWZmZhQq9IZQjvPDDz+sgoICVVVVaevW\\\n",
       "rbrmmmtUW1urc845JwoV2sHr5zwCkCSfzye/39/62u/3tw5ft7dPXV2dfD5f1GqMd6EcY0lav369\\\n",
       "pk+froqKig6HZ3GiUI7xmjVrVFxcLMk0kS5dulRJSUm64YYbolprvArlGKelpal///7q3r27unfv\\\n",
       "rvHjx6u2tpYA1AmhHOcVK1booYcekiQNGTJEgwcP1qeffqqRI0dGtVavsuKc524LUmxoampyLrro\\\n",
       "Imfbtm1OY2PjKZugV65c6cmGsEgK5Rhv377dGTJkiLNy5UqXqoxvoRzjY/30pz91Xn311ShWGP9C\\\n",
       "OcabNm1yrrrqKqe5udn59ttvnby8PGfDhg0uVRyfQjnO9957rzN37lzHcRzn73//u+Pz+Zy9e/e6\\\n",
       "UW7c2rZtW0hN0F495zECJCkxMVELFizQxIkTFQgENG3aNOXk5Ki0tFSSVFJSosmTJ2vJkiXKyMhQ\\\n",
       "z549tXDhQperji+hHON//dd/1f79+1v7U5KSklRdXe1m2XEllGOMMxPKMc7OztakSZM0bNgwdenS\\\n",
       "RdOnT1dubq7LlceXUI7zgw8+qDvuuEP5+flqaWnRY489pr59+7pcefy4/fbb9c4772jPnj1KS0vT\\\n",
       "vHnz1NTUJMmecx43QwUAANbhKjAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAA\\\n",
       "gHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQg\\\n",
       "AABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1/h8cb7iAzLMK/AAAAABJRU5E\\\n",
       "rkJggg==\\\n",
       "\"\n",
       "  frames[8] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90lNWdx/HPQKJSFASxSDIpP0MSjASQn1I04CoUVrTV\\\n",
       "tfF0XYqIHBQp2t1ti2tBT7ctbk9/aLqndKtYRdMfajd2DVFMjbjyIyi/VFDRBphEoAYIUKlsEp79\\\n",
       "4/qEBAhMwszcmee+X+fMeWbMwzNf78E8H++9z70hz/M8AQAAOKST7QIAAAASjQAEAACcQwACAADO\\\n",
       "IQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAA\\\n",
       "gHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQg\\\n",
       "AADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOSbNdQDILhUK2SwAAIOE8z7NdQtzRAwQAAJxDAIqC\\\n",
       "53m84vhatGiR9RpceNHOtHEQXrRxfF8uIQABAADnEIAAAIBzCECwrrCw0HYJTqCd4482jj/aGLES\\\n",
       "8lwb9GsH/ykwmggA4AKX7nv0AAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAA\\\n",
       "nBPYAHTbbbepd+/euuyyy9o8Z/78+crOzlZBQYE2btyYwOoAAIBNgQ1AM2fOVHl5eZs/Lysr0wcf\\\n",
       "fKDt27frl7/8pebOnZvA6gAAgE2BDUATJkxQjx492vz5888/rxkzZkiSxowZo/r6eu3duzdR5QEA\\\n",
       "AIsCG4DOpLa2VllZWc2fw+GwampqLFYEAAASJc12ATaduNeJvwcKkCw2bZL+8Afpr3+VrrhCuuEG\\\n",
       "qXNn21UBQOpzNgBlZmYqEok0f66pqVFmZuYpz128eHHz+8LCQnYjRtw1NEj33isVFx//Zz/+sXT5\\\n",
       "5SYQtei8BICzUllZqcrKSttlJFygd4PfsWOHrrvuOr311lsn/aysrEzFxcUqKyvT2rVrtWDBAq1d\\\n",
       "u7bVOS7tiovk4XnSjBnSk09K55wj3X679PnPS48+KkUiUt++0rp1Uu/etisFEDQu3fcCG4BuueUW\\\n",
       "vfrqq6qrq1Pv3r31wAMPqKGhQZI0Z84cSdK8efNUXl6url27atmyZRoxYkSra7j0FwHJ45FHpPnz\\\n",
       "pa5dpRdflMaPN/98/35pyhRp/XrpqqukP/1J6uTsLD4A8eDSfS+wASgWXPqLgOSwY4eUny998on0\\\n",
       "zDPSjTe2/vnevVJBgTk+/LB0991WygQQUC7d9/j/RyCJLFhgws/NN58cfiQz7PWLX5j3ixZJ9fWJ\\\n",
       "rQ8AgoIABCSJDRuk0lKpSxfpZz9r+7zrr5cKC6UDB6Qf/Shh5QFAoBCAgCTx4IPmeOed0iWXtH1e\\\n",
       "KCT94Afm/U9+YoIQAKB9CEBAEnj//eO9P//yL2c+f+xY6ZprpCNHpMcei399ABA0BCAgCfjzer72\\\n",
       "tegfb58/3xyLi6WmpvjUBQBBxVNgp+HSbHjY87e/SZmZZijrjTfMYofROHZMGjxY+vBD6fnnpeuu\\\n",
       "i2+dAILPpfsePUCAZc8+a8LPqFHRhx/JrAE0e7Z5/8QT8akNAIKKAARYVlJijl//evv/7Ne+ZiZF\\\n",
       "//GPPBIPAO1BAAIs2r9feukl05tz003t//PhsDRxonT0qPT738e+PgAIKgIQYNFzz0mNjdKkSWa/\\\n",
       "r4649VZz9HuSAABnRgACLPrtb82xqKjj17j+eqlzZ2nVKtOjBAA4MwIQYMnHH5sNTdPSpC9/uePX\\\n",
       "6dHDrAzd1CSVlcWsPAAINAIQYElZmXmU/eqrpZ49z+5a119vjv/932dfFwC4gAAEWOL31kybdvbX\\\n",
       "8gNQebn06adnfz0ACDoCEGBBQ4P04ovmfSwC0Be+II0YYXaSr6g4++sBQNARgAAL1qyRDh6UcnKk\\\n",
       "AQNic83p082ReUAAcGYEIMCCF14wx1j0/vgmTzbHlStjd00ACCoCEGCB30szdWrsrjlypNS9u7R9\\\n",
       "u7RjR+yuCwBBRAACEmz3buntt6WuXaUJE2J33bQ0s6CiRC8QAJwJAQhIsMpKc/ziF6Vzzontta+9\\\n",
       "1hxfeim21wWAoCEAAQn2yivmOHFi7K99zTXmWFFhFkYEAJwaAQhIsHgGoIEDpf79pQMHpA0bYn99\\\n",
       "AAgKAhCQQJGI9MEH0gUXmHV74uHqq83x1Vfjc30ACAICEJBAfu/PlVeaScvxcOWV5rhqVXyuDwBB\\\n",
       "QAACEsgPQP7TWvHgB6DXXjN7jQEATkYAAhIonvN/fH37mq0x6uvN4/YAgJMRgIAEqa6Wdu6UevSQ\\\n",
       "Cgri+10MgwHA6RGAgAR5/XVz/OIXpU5x/i+PAAQAp0cAAhJk9WpzHD8+/t/Vch6Q58X/+wAg1QQ2\\\n",
       "AJWXlys3N1fZ2dlasmTJST+vq6vTlClTNGzYMOXn5+vxxx9PfJFwih+Arrgi/t81eLD0+c9Le/aY\\\n",
       "x+4BAK0FMgA1NTVp3rx5Ki8v19atW1VSUqJt27a1Oqe4uFjDhw/Xpk2bVFlZqW9+85tqbGy0VDGC\\\n",
       "7tAh6a23zKPvI0fG//tCoeP7jLEeEACcLJABqKqqSoMGDVK/fv2Unp6uoqIilZaWtjqnT58+OnTo\\\n",
       "kCTp0KFDuuiii5QWr4VZ4LyqKvNI+ogRUpcuiflOPwD5PU8AgOMCecevra1VVlZW8+dwOKx169a1\\\n",
       "Omf27NmaNGmSMjIydPjwYf3ud79LdJlwSCKHv3xjx5rj2rWJ+04ASBWB7AEKhUJnPOf73/++hg0b\\\n",
       "po8++kibNm3SXXfdpcOHDyegOrjIRgAaNszsNr9tm1kTCABwXCB7gDIzMxWJRJo/RyIRhcPhVues\\\n",
       "Xr1a9913nyRp4MCB6t+/v9577z2NPMUEjcWLFze/LywsVGFhYVzqRjA1NUlr1pj348Yl7nvPPdcM\\\n",
       "ua1da4bgrr02cd8NIHVUVlaqsrLSdhkJF/K84D0k29jYqJycHFVUVCgjI0OjR49WSUmJ8vLyms+5\\\n",
       "99571b17dy1atEh79+7V5Zdfri1btqhnz57N5/g9SQFsIiTQW29JQ4ea1Zl37kzsd99zj/TTn0oP\\\n",
       "PCB997uJ/W4Aqcel+14ge4DS0tJUXFysyZMnq6mpSbNmzVJeXp6WLl0qSZozZ44WLlyomTNnqqCg\\\n",
       "QMeOHdNDDz3UKvwAsWJj+MvHPCAAOLVA9gDFiktJGPEzY4b0xBPSww9Ld9+d2O/euVPq189sv7Fv\\\n",
       "n3k8HgDa4tJ9L5CToIFkYmP+j+8LX5D69JEOHJC2b0/89wNAsiIAAXFUX2+Cx7nnxn8D1FMJhRgG\\\n",
       "A4BTIQABcbRhgzkOGyalp9upgQAEACcjAAFx9MYb5nj55fZqIAABwMkIQEAc+QEoEft/teXyy6XO\\\n",
       "naUtW6RPPrFXBwAkEwIQEEfJEIC6dpUuu8wsyOgPyQGA6whAQJzs3y9VV5vNT1uswWnFqFHm6Acy\\\n",
       "AHAdAQiIkzffNMdhw6Q0y0uO+j1QBCAAMAhAQJwkw/CXjwAEAK0RgIA4SaYAlJ9vdoZ//33p4EHb\\\n",
       "1QCAfQQgIE78IbBkCEDnnHN8IUYmQgMAAQiIi48/Nvtwde0q5eTYrsZgIjQAHEcAAuLA7/0ZPtys\\\n",
       "wZMM/J6o9evt1gEAyYAABMRBMg1/+ZgIDQDHEYCAOEimCdC+vDyzJlF1tbRvn+1qAMAuAhAQB8mw\\\n",
       "B9iJ0tLMkJx0vIcKAFxFAAJibO9eqaZGOv98afBg29W0xjAYABgEICDG/N6Vyy+XOiXZf2EEIAAw\\\n",
       "kuzXM5D6knH4y8ej8ABgEICAGEvGCdC+wYPN0FwkYobqAMBVBCAgxpI5AHXqdLxnil4gAC4jAAEx\\\n",
       "9NFH0u7dUvfu0sCBtqs5NeYBAQABCIgpfwL0iBHJNwHax4rQAEAAAmIqmYe/fH5trAUEwGUEICCG\\\n",
       "knELjBMNHGiG6PbsMUN2AOAiAhAQI56XGj1AoRAToQGAAATESG2tebS8Rw+pf3/b1ZyeH4AYBgPg\\\n",
       "KgIQECMtF0AMhezWciY8CQbAdYENQOXl5crNzVV2draWLFlyynMqKys1fPhw5efnq7CwMLEFInBS\\\n",
       "Yf6Pr2UPkOfZrQUAbEizXUA8NDU1ad68eXr55ZeVmZmpUaNGafr06crLy2s+p76+XnfddZdefPFF\\\n",
       "hcNh1dXVWawYQZAK8398AwZIF15ohuxqa6Vw2HZFAJBYgewBqqqq0qBBg9SvXz+lp6erqKhIpaWl\\\n",
       "rc55+umndeONNyr82W/+Xr162SgVAdFyAnQy7gF2opYToZkHBMBFgQxAtbW1ysrKav4cDodVW1vb\\\n",
       "6pzt27dr//79mjhxokaOHKknn3wy0WUiQCIRqa5OuugiqW9f29VEh3lAAFwWyCGwUBQzUBsaGrRh\\\n",
       "wwZVVFToyJEjGjdunMaOHavs7OwEVIigaTn8lewToH30AAFwWSADUGZmpiKRSPPnSCTSPNTly8rK\\\n",
       "Uq9evdSlSxd16dJFV155pTZv3nzKALR48eLm94WFhUyYxklSaf6Pr2UPkOelTnADEFuVlZWqrKy0\\\n",
       "XUbChTwveM+ANDY2KicnRxUVFcrIyNDo0aNVUlLSahL0u+++q3nz5unFF1/U0aNHNWbMGP32t7/V\\\n",
       "kCFDms/xe5IC2ESIsWuvlVaulJ57Tvryl21XEx3Pk3r1kvbvl3btklqMGgNwlEv3vUD2AKWlpam4\\\n",
       "uFiTJ09WU1OTZs2apby8PC1dulSSNGfOHOXm5mrKlCkaOnSoOnXqpNmzZ7cKP0C0PC+1HoH3+ROh\\\n",
       "V640vUAEIAAuCWQPUKy4lITRcdXV5rHyz3/e7K+VSkNJCxdKP/iBdN990ve+Z7saALa5dN8L5FNg\\\n",
       "QCKl4gRoH3uCAXAVAQg4S6m0/s+J/CE7VoQG4BoCEHCWUnH+j+8LXzBrF9XVmYnQAOAKAhBwFlqu\\\n",
       "AJ2KASgUYkFEAG4iAAFn4cMPpYMHpT59pIwM29V0DAsiAnARAQg4C35oSMX5Pz56gAC4iAAEnIVU\\\n",
       "Hv7ytewBYiI0AFcQgICzEIQAlJUlXXyxWRF6xw7b1QBAYhCAgA46diwYQ2D+itAS84AAuIMABHTQ\\\n",
       "++9Lhw9L4bB0ySW2qzk7zAMC4BoCENBB69eb46hRduuIBXqAALiGAAR0UJACECtCA3ANAQjooCBM\\\n",
       "gPZlZprNXA8cMJu7AkDQEYCADmhokDZuNO+DEIBYERqAawhAQAe884706afSwIFSjx62q4kN5gEB\\\n",
       "cAkBCOgAv5ckCPN/fPQAAXAJAQjogCBNgPaxIjQAlxCAgA7wA1AQ5v/4MjLMekYHD5pNXgEgyAhA\\\n",
       "QDt9+qn01ltSp07SiBG2q4mdlhOhmQcEIOgIQEA7bd4sNTZKeXnS+efbria2/GEw5gEBCDoCENBO\\\n",
       "QRz+8tEDBMAVBCCgnYL4BJiv5UToY8fs1gIA8UQAAtopiE+A+fr0MZOhDx1iIjSAYCMAAe1w+LC0\\\n",
       "bZuUliYNHWq7mvjwe4H8oAcAQUQAAtphwwazRs7QodJ559muJj7GjDHHdevs1gEA8UQAAtohyMNf\\\n",
       "vrFjzXHtWrt1AEA8EYCAdlizxhz9kBBEo0aZNYE2bjRrHgFAEBGAgCh5nhsBqFs36dJLW+94DwBB\\\n",
       "E9gAVF5ertzcXGVnZ2vJkiVtnrd+/XqlpaXpueeeS2B1SEU1NdLu3dKFF0qDB9uuJr4YBgMQdIEM\\\n",
       "QE1NTZo3b57Ky8u1detWlZSUaNu2bac871vf+pamTJkij90fcQZ+GBg71myDEWR+APJ7vAAgaAL5\\\n",
       "a7yqqkqDBg1Sv379lJ6erqKiIpWWlp503iOPPKKbbrpJF198sYUqkWpaBqCgowcIQNAFMgDV1tYq\\\n",
       "Kyur+XM4HFZtbe1J55SWlmru3LmSpFAolNAakXpcmP/jy8szc4EiEemE/3QAIBACGYCiCTMLFizQ\\\n",
       "D3/4Q4VCIXmexxAYTuvoUbMGkCSNHm23lkTo1In1gAAEW5rtAuIhMzNTkUik+XMkElE4HG51zptv\\\n",
       "vqmioiJJUl1dnVasWKH09HRNnz79pOstXry4+X1hYaEKCwvjUjeS1+bNJgTl5Uk9etiuJjHGjpVW\\\n",
       "rjTDYF/5iu1qAMRLZWWlKisrbZeRcCEvgF0fjY2NysnJUUVFhTIyMjR69GiVlJQoLy/vlOfPnDlT\\\n",
       "1113nb5ywm95vycpgE2Ednr4Yekb35BmzpQee8x2NYlRViZNmyZNmCCtWmW7GgCJ4NJ9L5A9QGlp\\\n",
       "aSouLtbkyZPV1NSkWbNmKS8vT0uXLpUkzZkzx3KFSDUuzf/x+UNgb7xh1gRKT7dbDwDEUiB7gGLF\\\n",
       "pSSM0+vfX9qxwwyFBXUT1FMZPFjavl16801pxAjb1QCIN5fue4GcBA3E0u7dJvycf75ZIdklrAcE\\\n",
       "IKgIQMAZvPaaOY4bJ3XubLeWRLviCnP83/+1WwcAxBoBCDgDPwBNmGC3Dhv8f+fXXjN7oQFAUBCA\\\n",
       "gDNwOQDl5Uk9e5rFEKurbVcDALFDAAJOo75e2rLFPAHlPxXlkk6dWvcCAUBQEICA01i92gz9jBol\\\n",
       "deliuxo7CEAAgogABJyGy8NfPgIQgCAiAAGn4a+A7HIAGj5c+tznpPffl/bssV0NAMQGAQhow9/+\\\n",
       "Jq1fL4VC0vjxtquxJz2dx+EBBA8BCGhDVZXZAuKyy6QLL7RdjV0MgwEIGgIQ0Abm/xxHAAIQNAQg\\\n",
       "oA3+/J8rr7RbRzIYM8YMhW3aJB08aLsaADh7BCDgFI4ePT7fhQBkJkGPGmWWBPCDIQCkMgIQcApr\\\n",
       "15pJ0Pn50iWX2K4mOVx9tTlWVNitAwBigQAEnIJ/k/dv+iAAAQgWAhBwCgSgk40da4bC3n6b9YAA\\\n",
       "pD4CEHCCw4fNI/CdO0tXXWW7muRx7rnHnwb705/s1gIAZ4sABJxg1SqpsdFM+u3WzXY1yYVhMABB\\\n",
       "QQACTsDwV9v+7u/M8eWXzRNhAJCqCEDACQhAbSsokC66SNq1S/rwQ9vVAEDHEYCAFnbvlrZskbp0\\\n",
       "kcaNs11N8unUSZo0ybxfudJuLQBwNghAQAsrVpjjpEnSeefZrSVZTZlijmVldusAgLNBAAJa8G/q\\\n",
       "U6farSOZ+QGookL69FO7tQBARxGAgM80NEgvvWTef+lLdmtJZhkZ0vDhZqXsykrb1QBAxxCAgM+8\\\n",
       "/rpZAygvT+rf33Y1yW3aNHNkGAxAqiIAAZ/xb+b+zR1t84cIX3iBx+EBpCYCEPAZ5v9Eb/Ro8zj8\\\n",
       "n/8svf++7WoAoP0IQICknTuld96RLrhAGj/edjXJr3Pn45OhX3jBbi0A0BGBDkDl5eXKzc1Vdna2\\\n",
       "lixZctLPn3rqKRUUFGjo0KEaP368tmzZYqFKJIM//MEcJ0+WzjnHbi2pwh8qLC21WwcAdERgA1BT\\\n",
       "U5PmzZun8vJybd26VSUlJdq2bVurcwYMGKBVq1Zpy5Ytuv/++3XHHXdYqha2PfusOd54o906Usm0\\\n",
       "aSYsvvaatHev7WoAoH0CG4Cqqqo0aNAg9evXT+np6SoqKlLpCf+rOm7cOHXv3l2SNGbMGNXU1Ngo\\\n",
       "FZbt2WOeADv3XCZAt0e3btK115pJ0H4PGgCkisAGoNraWmVlZTV/DofDqq2tbfP8Rx99VFOZ/eqk\\\n",
       "P/zB3MSvvdbMAUL0/B4zvwcNAFJFmu0C4iUUCkV97iuvvKLHHntMr7/+ehwrQrJi+Kvjpk+X0tKk\\\n",
       "V16R9u0zT4YBQCoIbADKzMxUJBJp/hyJRBQOh086b8uWLZo9e7bKy8vVo0ePU15r8eLFze8LCwtV\\\n",
       "WFgY63Jhyb59ZjXjtDRzM0f79Oxp9k176SUzGfq222xXBKC9KisrVengsu4hzwvmMmaNjY3KyclR\\\n",
       "RUWFMjIyNHr0aJWUlCgvL6/5nF27dmnSpElavny5xo4de9I1/F6kgDYRJD36qHT77ebpr/Jy29Wk\\\n",
       "pv/6L+mOO8z2IawMDaQ2l+57gZ0DlJaWpuLiYk2ePFlDhgzRV7/6VeXl5Wnp0qVaunSpJOnBBx/U\\\n",
       "gQMHNHfuXA0fPlyjR4+2XDUSbflyc7z5Zrt1pLIbbjDrAq1cKf3lL7arAYDoBLYHKBZcSsIu2rVL\\\n",
       "6ttXOu888xh3t262K0pd110n/c//SD/5ibRgge1qAHSUS/e9wPYAAWfy1FPmeP31hJ+zNWOGOf76\\\n",
       "13brAIBoEYDgJM+TnnjCvL/1Vru1BMF110k9ekibNkksqA4gFRCA4KQ33pDefVe6+GKz/g/Ozrnn\\\n",
       "SkVF5r0fLAEgmRGA4KTP5sHr1lul9HS7tQSFPwy2fLnU2Gi3FgA4EyZBn4ZLk8FccvCglJEhHTli\\\n",
       "eoFycmxXFAyeJw0ZYtr0mWdYWBJIRS7d9+gBgnOWLzfhZ9Ikwk8shULSnXea9z//ud1aAOBM6AE6\\\n",
       "DZeSsCs8Txo6VHr7bel3v5P+4R9sVxQsBw9KmZnSJ5+YNr70UtsVAWgPl+579ADBKRUV5sZ8ySXm\\\n",
       "8XfEVvfu0j/9k3lPLxCAZEYAglMeesgc775bOuccu7UE1V13meOvfy3V1dmtBQDaQgCCMzZtMts1\\\n",
       "dO0qzZ1ru5rguvRSsy/YkSPSI4/YrgYATo0ABGf8x3+Y4+23m0X7ED/f+Y45PvywdPiw3VoA4FQI\\\n",
       "QHDCtm3Sb34jpaVJ99xju5rgmzBB+uIXpfp66Re/sF0NAJyMAAQnLFokHTtmen/69rVdjRsWLjTH\\\n",
       "JUvM02EAkEwIQAi8jRul3//ebNdw3322q3HHlCmmJ2jfvuPDjwCQLAhACDTPk/71X837O++UwmG7\\\n",
       "9bgkFDK9P5L04x9Lu3fbrQcAWiIAIdCee056+WUz6dkfkkHijBsn3XCD9Le/HQ+iAJAMWAn6NFxa\\\n",
       "ETOIjhyR8vKkXbuk//xPHn235YMPpPx86ehR6U9/kiZOtF0RgLa4dN+jBwiBdf/9JvwMGybdcYft\\\n",
       "atw1aNDxuVdz55ogBAC20QN0Gi4l4aB59VXT09Cpk7RmjTRqlO2K3Hb0qFRQIL33nvTP/8ykaCBZ\\\n",
       "uXTfowcIgXPwoDRzppkAvXAh4ScZnHuu9PjjUufO0o9+ZOZlAYBNBCAEyrFj0q23StXV0vDh0r/9\\\n",
       "m+2K4Bs71qzHJJkNUz/6yG49ANxGAEKgfO970h//KF14oVn7hw1Pk8vChdJVV5lH4v2nwwDABgIQ\\\n",
       "AmPZMtPDEApJJSXSwIG2K8KJOneWnnlG6tdPWr/e9AQ1NtquCoCLCEAIhGefNdtcSNJPf2pWIUZy\\\n",
       "6tXL9NJ162bC0G23SU1NtqsC4BoCEFLesmXSzTeb+T/f/a40f77tinAm+fnSihVS167Sk09K//iP\\\n",
       "PB4PILEIQEhZTU0m8Nx2mwk/998vLV5suypE64orpBdekM4/X/rNb6RrrpE+/th2VQBcwTpAp+HS\\\n",
       "egipprbWPOq+cqVZ6+enP5Xuvtt2VeiITZukadPMU2F9+kjLl0uTJtmuCnCTS/c9eoCQUpqapJ//\\\n",
       "3GxxsXKldPHF0ksvEX5S2bBh0rp1Zuf43bulq6824fYvf7FdGYAgC2wAKi8vV25urrKzs7XE35L6\\\n",
       "BPPnz1d2drYKCgq0cePGBFeI9mhqMk925edL8+ZJhw9L118vbdxobphIbeGw2Sds8WKzdMHjj0uD\\\n",
       "B5un+urqbFcHIIgCOQTW1NSknJwcvfzyy8rMzNSoUaNUUlKivLy85nPKyspUXFyssrIyrVu3Tt/4\\\n",
       "xje0du3aVtdxqSswWVVXS088YSY679xp/lnfvtJPfiJ9+ct2a0N8bN9uJrKXl5vPn/ucVFRkHpmf\\\n",
       "MMEMeQKID5fue4H8VVJVVaVBgwapX79+Sk9PV1FRkUpLS1ud8/zzz2vGjBmSpDFjxqi+vl579+61\\\n",
       "US5a+Phj83TQt79tensGDDC9Ajt3mve/+pW5QRJ+gis7Wyork1atkqZOlY4ckR57TCoslDIyTBB6\\\n",
       "6inpww/NdicA0BFptguIh9raWmVlZTV/DofDWrdu3RnPqampUe/evRNWp2s8z+zTVVdnXn/5i+nh\\\n",
       "+fOfzc3s7beP9/L4zj9f+vu/N2v8+JubIvhCIdPbM2GC9O675lH55culXbvM+yefNOd162bmEOXk\\\n",
       "mMUV+/WTsrKkiy4yrx49WA0cwKkFMgD5XXhncmIXX1t/bvbs1v+n2Z73if5zNr/b86SGBunTT80W\\\n",
       "B/7L//zXv5551d+uXaURI6QxY8xihhMmcANzXW6u9O//brY52bpVevFFqaJC2rBB2rPH9BStWtX2\\\n",
       "n7/gAvP3qksX6bzzWh/T083q1J06mdfp3kf5a0VS9OfG45rtPRdwVSADUGZmpiKRSPPnSCSicDh8\\\n",
       "2nNqamqUmZl5yuv96leLW3wq/OyFjujWzawE7L/69jVbVgwYYCa95uaamw1wolBIuvRS87r3XvPP\\\n",
       "9uyRNm82vYjV1dKOHVJNjbR///HX4cPmBaAtlZ+93BLISdCNjY3KyclRRUWFMjIyNHr06NNOgl67\\\n",
       "dq0WLFjQ5iToX/7S++xzy59F/z7Rf87md6enH/+/a//lfz7/fHpzkFjHjpnw88knx3siW/ZQNjSY\\\n",
       "c5qazPHE9/7n9mzVEe1v1Pb85o3XucCJ5sxxZxJ0IAOQJK1YsUILFixQU1OTZs2ape985ztaunSp\\\n",
       "JGnOnDmSpHnz5qm8vFxdu3bVsmXLNGLEiFbXcGk2PAAALt33AhuAYsGlvwgAALh03+OZGgAA4BwC\\\n",
       "EAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4\\\n",
       "hwAE6yorK22X4ATaOf5o4/ijjRErBCBYxy+0xKCd4482jj/aGLFCAAIAAM4JeS7sed9BoVDIdgkA\\\n",
       "ACScC9GAHiAAAOCcNNsFJDMXEjAAAC6iBwgAADiHAAQAAJxDAPpMeXm5cnNzlZ2drSVLlpzynPnz\\\n",
       "5ys7O1sFBQXauHFjgitMfWdq46eeekoFBQUaOnSoxo8fry1btlioMrVF8/dYktavX6+0tDQ999xz\\\n",
       "CawuGKJp48rKSg0fPlz5+fkqLCxMbIEBcaZ2rqur05QpUzRs2DDl5+fr8ccfT3yRKey2225T7969\\\n",
       "ddlll7UHj1FBAAAEd0lEQVR5TuDveR68xsZGb+DAgV51dbX3f//3f15BQYG3devWVue88MIL3pe+\\\n",
       "9CXP8zxv7dq13pgxY2yUmrKiaePVq1d79fX1nud53ooVK2jjdoqmjf3zJk6c6E2bNs175plnLFSa\\\n",
       "uqJp4wMHDnhDhgzxIpGI53me9/HHH9soNaVF086LFi3yvv3tb3ueZ9q4Z8+eXkNDg41yU9KqVau8\\\n",
       "DRs2ePn5+af8uQv3PHqAJFVVVWnQoEHq16+f0tPTVVRUpNLS0lbnPP/885oxY4YkacyYMaqvr9fe\\\n",
       "vXttlJuSomnjcePGqXv37pJMG9fU1NgoNWVF08aS9Mgjj+imm27SxRdfbKHK1BZNGz/99NO68cYb\\\n",
       "FQ6HJUm9evWyUWpKi6ad+/Tpo0OHDkmSDh06pIsuukhpaTzXE60JEyaoR48ebf7chXseAUhSbW2t\\\n",
       "srKymj+Hw2HV1tae8Rxu0NGLpo1bevTRRzV16tRElBYY0f49Li0t1dy5cyWx1lV7RdPG27dv1/79\\\n",
       "+zVx4kSNHDlSTz75ZKLLTHnRtPPs2bP1zjvvKCMjQwUFBfrZz36W6DIDzYV7HnFZ0d8EvBMei+fm\\\n",
       "Eb32tNUrr7yixx57TK+//nocKwqeaNp4wYIF+uEPf6hQKCTP81jqoZ2iaeOGhgZt2LBBFRUVOnLk\\\n",
       "iMaNG6exY8cqOzs7ARUGQzTt/P3vf1/Dhg1TZWWlPvzwQ11zzTXavHmzLrjgggRU6Iag3/MIQJIy\\\n",
       "MzMViUSaP0cikebu67bOqampUWZmZsJqTHXRtLEkbdmyRbNnz1Z5eflpu2dxsmja+M0331RRUZEk\\\n",
       "M4l0xYoVSk9P1/Tp0xNaa6qKpo2zsrLUq1cvdenSRV26dNGVV16pzZs3E4DaIZp2Xr16te677z5J\\\n",
       "0sCBA9W/f3+99957GjlyZEJrDSon7nl2pyAlh4aGBm/AgAFedXW1d/To0TNOgl6zZk0gJ4TFUzRt\\\n",
       "vHPnTm/gwIHemjVrLFWZ2qJp45a+/vWve88++2wCK0x90bTxtm3bvKuvvtprbGz0PvnkEy8/P997\\\n",
       "5513LFWcmqJp53vuucdbvHix53met2fPHi8zM9Pbt2+fjXJTVnV1dVSToIN6z6MHSFJaWpqKi4s1\\\n",
       "efJkNTU1adasWcrLy9PSpUslSXPmzNHUqVNVVlamQYMGqWvXrlq2bJnlqlNLNG384IMP6sCBA83z\\\n",
       "U9LT01VVVWWz7JQSTRvj7ETTxrm5uZoyZYqGDh2qTp06afbs2RoyZIjlylNLNO28cOFCzZw5UwUF\\\n",
       "BTp27Jgeeugh9ezZ03LlqeOWW27Rq6++qrq6OmVlZemBBx5QQ0ODJHfueWyGCgAAnMNTYAAAwDkE\\\n",
       "IAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABw\\\n",
       "DgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQA\\\n",
       "AJxDAAIAAM4hAAEAAOf8P3TdTc/ERhmPAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[9] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0FFWCx/FfY1o2oCIPRfJQNIkkmUAAMQE5asRREMVR\\\n",
       "8RFnHRURkRFZZnRWV9cVHdcR3d2zrtmZgRl8LGpWF5kTHyG6RgMOD4O8ohKeoiZx5RghgjxCEmr/\\\n",
       "uHZCIEhDuvt2VX0/5/SpDhTdP2s41G/uvVUVcBzHEQAAgI90sR0AAAAg1ihAAADAdyhAAADAdyhA\\\n",
       "AADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADA\\\n",
       "dyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdyhA\\\n",
       "AADAdyhAAADAdyhAAADAdyhAAADAdyhAAADAdxJsB4hngUDAdgQAAGLOcRzbEaKOESAAAOA7FKAw\\\n",
       "OI7DK4qvhx9+2HoGP7w4zhxjL7w4xtF9+QkFCAAA+A4FCAAA+A4FCNYVFBTYjuALHOfo4xhHH8cY\\\n",
       "kRJw/DbpdxRCV4FxiAAAfuCn8x4jQAAAwHcoQAAAwHcoQAAAwHcoQAAAwHcoQAAAwHcoQAAAwHco\\\n",
       "QAAAwHc8W4Buu+029e3bVwMHDjzsPtOmTVNGRoZyc3O1atWqGKYDAAA2ebYATZgwQWVlZYf9/dLS\\\n",
       "Um3atEkbN27U7NmzNWXKlBimAwAANnm2AJ1//vnq2bPnYX//9ddf1y233CJJys/PV0NDg7Zu3Rqr\\\n",
       "eAAAwCLPFqAjqaurU2pqauvPKSkpqq2ttZgIAADESoLtADYd/KyT0DNQADfZsEF69VXp22+loUOl\\\n",
       "66+Xuna1nQoA4ptvC1BycrJqampaf66trVVycnKH+86YMaP1fUFBAU8jRlxwHOmxx6RHHpFaWtp+\\\n",
       "/be/lebPl3Jy7GUD4B4VFRWqqKiwHSPmPP00+M8//1zjxo3Txx9/fMjvlZaWqqioSKWlpVq2bJmm\\\n",
       "T5+uZcuWtdvHT0/Fhfvcf780c6bUpYt0003SgAHSiy9K1dVS797S4sXm1wAgXH4673m2AN14441a\\\n",
       "uHCh6uvr1bdvXz3yyCNqamqSJE2ePFmSNHXqVJWVlal79+567rnnNHTo0Haf4ae/CHCXefOk666T\\\n",
       "jjtOeu016Wc/M7++Z480fry0YIGUnS199JGUmGg3KwD38NN5z7MFKBL89BcB7tHQIGVlSV9/LT39\\\n",
       "tDRtWvvf37VLGjZMWrdOuu8+6Ykn7OQE4D5+Ou9RgH6En/4iwD3uvlsqKpLOO0/64AMzBXawykop\\\n",
       "P98shl6/XjrjjNjnBOA+fjrv+fYyeMCNamulWbOkQED64x87Lj+SlJcn/fznUmOj9OCDsc0IAG5A\\\n",
       "AQJc5KmnpKYmc6n7jzzlRZL0z/8sBYPSyy9Ln30Wm3wA4BYUIMAl6uul2bPN+3BGdfr3l2680Vwu\\\n",
       "/8wzUY0GAK5DAQJc4oUXpL17pcsuO/LoT8j06WY7Z460Y0f0sgGA21CAABdwnLbRnzvvDP/PDRki\\\n",
       "XXihtHOnVFwcnWwA4EYUIMAFFi0yj7xISpLGjj26Pztxotm+8ELkcwGAW1GAABeYO9dsJ0yQEo7y\\\n",
       "ATbXXCOdcIK0dKkpUQAAChAQ9/btM3d7lsyl7Uere3fp2mvN+1CRAgC/owABce6dd8zdnwcNMo+3\\\n",
       "OBY33WS2oSIFAH5HAQLi3CuvmO0NNxz7Z1xwgdSzp3lQ6vr1kckFAG5GAQLiWFOT9Oab5v311x/7\\\n",
       "5wSD0rhx5v1f/tL5XADgdhQgII4tWWKmvzIzpfT0zn3W1VebLQUIAChAQFwLjf5ccUXnP+vSS6XE\\\n",
       "RPOg1Lq6zn8eALgZBQiIY2+8YbaRKEDdukmjR5v3r7/e+c8DADejAAFxauNGs2D55JOl886LzGde\\\n",
       "frnZvvNOZD4PANyKAgTEqbfeMtsxY8wi5ki49FKzfe89s8AaAPyKAgTEqdAozdE++uLHnH66WVC9\\\n",
       "Y4f04YeR+1wAcBsKEBCHmprM878k6eKLI/vZoVEgpsEA+BkFCIhDy5dLu3aZ0ZqkpMh+NgUIAChA\\\n",
       "QFwqLzfbUaMi/9kXXmjWFC1fLm3bFvnPBwA3oAABcei998w2GgXohBPMVWX797dNswGA31CAgDiz\\\n",
       "Z4+5A3QgIBUUROc7LrzQbBcujM7nA0C8owABcWbJEmnfPmnwYKl37+h8R6gAMQIEwK8oQECcieb6\\\n",
       "n5Dhw806oNWrpe++i973AEC8ogABceb99802mgWoWzfp3HPNOqDFi6P3PQAQryhAQBzZs0dascKs\\\n",
       "/xk5MrrfdcEFZss0GAA/ogABcWT5cnMTxIEDpR49ovtdFCAAfkYBAuLIkiVmG+3Rn9B3dOnSdtNF\\\n",
       "APATzxagsrIyZWZmKiMjQzNnzjzk9+vr6zVmzBgNHjxYOTk5ev7552MfEjhIaD1OLArQSSdJQ4ZI\\\n",
       "zc3SsmXR/z4AiCeeLEAtLS2aOnWqysrKtHbtWhUXF6u6urrdPkVFRRoyZIhWr16tiooK3XPPPWpu\\\n",
       "braUGDALkkMjQOedF5vvDE2DffBBbL4PAOKFJwtQZWWl0tPT1b9/fwWDQRUWFqqkpKTdPv369dOO\\\n",
       "HTskSTt27FDv3r2VkJBgIy4gSdqwwTyaol8/qX//2HxnqGjxZHgAfuPJM35dXZ1SU1Nbf05JSdGH\\\n",
       "B/0LP2nSJI0aNUpJSUnauXOnXn311VjHBNo5cPorEIjNdw4fbrbLlpkRqC6e/L9EAHAoT/5zFwjj\\\n",
       "7PH4449r8ODB+uqrr7R69Wrddddd2rlzZwzSAR0LFaBYTX9JUkqKlJwsNTSYESgA8AtPjgAlJyer\\\n",
       "pqam9eeamhqlpKS022fJkiV68MEHJUlpaWk688wztX79eg0bNuyQz5sxY0br+4KCAhVE6wFN8LVY\\\n",
       "XgF2oBEjpHnzpKVLpczM2H43APsqKipUUVFhO0bMBRzHcWyHiLTm5mYNGDBA5eXlSkpKUl5enoqL\\\n",
       "i5WVldW6z69//Wv16NFDDz/8sLZu3apzzjlHVVVV6tWrV+s+oZEkDx4ixJn6eumUU6TERPNoimAw\\\n",
       "dt/9r/8q3XuvdMcd0qxZsfteAPHHT+c9T44AJSQkqKioSKNHj1ZLS4smTpyorKwszfrhX/fJkyfr\\\n",
       "gQce0IQJE5Sbm6v9+/frySefbFd+gFgKjf6ce25sy4/Utg5o6dLYfi8A2OTJEaBI8VMThl0PPCD9\\\n",
       "7nfS/febbSzt2WPuOt3cbEafTjwxtt8PIH746bznyUXQgNt89JHZ5uXF/rsTE6XBgyXHMXeFBgA/\\\n",
       "oAABljlOWwHqYA1+TDANBsBvKECAZVu2SNu3S6eeai5Lt2HECLPlkRgA/IICBFh24OhPrG6AeLAD\\\n",
       "b4jog6l/AKAAAbbZnv6SzKM3Tj3VXI6/ebO9HAAQKxQgwLIVK8zWZgEKBNoWYIfyAICXUYAAi/bv\\\n",
       "bysc55xjN0uogHElGAA/oAABFm3ebO6906+flJRkN0uoAIWm5ADAyyhAgEXxsP4nJJRhxQozMgUA\\\n",
       "XkYBAiyKpwLUt6+Umip9/z1PhgfgfRQgwKJ4WAB9INYBAfALChBgSTwtgA5hHRAAv6AAAZZs2GCm\\\n",
       "m1JSzPRTPDj3XLOlAAHwOgoQYEk8rf8JCY1ErVplng4PAF5FAQIsiccC1KuXdNZZ0p49UnW17TQA\\\n",
       "ED0UIMCSeCxAEguhAfgDBQiwoKXFTDNJ8bMAOoR1QAD8gAIEWLBunbR7t3kIaZ8+ttO0x5VgAPyA\\\n",
       "AgRYECoX8Tb6I0lDh5qHo65ZI+3bZzsNAEQHBQiwIF7X/0jSSSdJAwaY8vPxx7bTAEB0UIAAC+K5\\\n",
       "AElMgwHwPgoQEGPNzdLq1eZ9PE6BSVwJBsD7KEBAjK1dK+3dK6WlST172k7TsQOfDA8AXkQBAmIs\\\n",
       "3qe/JGnwYKlLF+mTT0xZAwCvoQABMRbPV4CFdO8uZWWZ6bqqKttpACDyKEBAjLlhBEhiITQAb6MA\\\n",
       "ATG0b1/biMrQoXazHAnrgAB4GQUIiKFPP5UaG6Wzz5Z69LCd5seFpugYAQLgRZ4tQGVlZcrMzFRG\\\n",
       "RoZmzpzZ4T4VFRUaMmSIcnJyVFBQENuA8CW3TH9JUm6udNxxprTt2WM7DQBElicLUEtLi6ZOnaqy\\\n",
       "sjKtXbtWxcXFqq6ubrdPQ0OD7rrrLr3xxhv65JNPNG/ePEtp4SduKkDduknZ2ebBrWvW2E4DAJHl\\\n",
       "yQJUWVmp9PR09e/fX8FgUIWFhSopKWm3z8svv6zx48crJSVFktQn3p5ICU9ywxVgB2IhNACv8mQB\\\n",
       "qqurU2pqauvPKSkpqqura7fPxo0btW3bNl100UUaNmyY5s6dG+uY8JnGRvNsrUBAGjLEdprwhIoa\\\n",
       "C6EBeE2C7QDREAgEjrhPU1OTVq5cqfLycu3evVsjRozQ8OHDlZGREYOE8KOPP5aamsz9dU480Xaa\\\n",
       "8DACBMCrPFmAkpOTVVNT0/pzTU1N61RXSGpqqvr06aPExEQlJibqggsu0Jo1azosQDNmzGh9X1BQ\\\n",
       "wIJpHBM3rf8JGTRISkgwj+/YtcvcIBGAt1RUVKiiosJ2jJgLOI7j2A4Rac3NzRowYIDKy8uVlJSk\\\n",
       "vLw8FRcXKysrq3WfdevWaerUqXr77bfV2Nio/Px8vfLKK8rOzm7dJzSS5MFDBAtuv12aM0d6+mlp\\\n",
       "2jTbacI3eLBZBL14sXTeebbTAIgmP533PDkClJCQoKKiIo0ePVotLS2aOHGisrKyNGvWLEnS5MmT\\\n",
       "lZmZqTFjxmjQoEHq0qWLJk2a1K78AJHmxhEgyeRds8bkpwAB8ApPjgBFip+aMKJrzx6z7sdxpJ07\\\n",
       "zSXmbvGHP0i//KV0883SCy/YTgMgmvx03vPkVWBAvKmqMvfTyc52V/mRWAgNwJsoQEAMuHX6SzIL\\\n",
       "oYNBqbpa+v5722kAIDIoQEAMuLkAde0q5eSY6bvVq22nAYDIoAABMeDmAiQxDQbAeyhAQJTt2mXu\\\n",
       "o5OQYKaT3Ig7QgPwGgoQEGVr1kj790s/+YmUmGg7zbFhBAiA11CAgChz+/SXZNYABYPS+vXmMn4A\\\n",
       "cDsKEBBlXihAXbua6TvHkVatsp0GADqPAgREmRcKkMQ0GABvoQABUbRzp7RunZk+GjjQdprOCS2E\\\n",
       "pgAB8AIKEBBFK1aYaaPcXDON5GahESCuBAPgBRQgIIqWLzdbt09/SeYqtuOPlzZskL77znYaAOgc\\\n",
       "ChAQRaHponPPtZsjEo4/3oxkSSyEBuB+FCAgikIjQF4oQBILoQF4BwUIiJL6emnLFvP096ws22ki\\\n",
       "g4XQALyCAgRESagkDB1qHoPhBSyEBuAVFCAgSry0ADokO9tczbZpk9TQYDsNABw7ChAQJV5b/yOZ\\\n",
       "+xkNHmzer1xpNwsAdAYFCIgCx/FmAZJYCA3AGyhAQBR89ZX09dfSySdL6em200QWC6EBeAEFCIiC\\\n",
       "A9f/BAJ2s0QaC6EBeAEFCIgCLy6ADsnKkhITpc8+k7Zts50GAI4NBQiIAq+u/5HMJf0shAbgdhQg\\\n",
       "IMIcx1uPwOgI64AAuB0FCIiwzZul7dulvn2llBTbaaIjNLUXGukCALehAAERduDoj9cWQIeERrYq\\\n",
       "K+3mAIBjRQECIuzDD83Wq9NfkpSZKfXoIdXWmhcAuA0FCIiwpUvNdsQIuzmiqUsXKT/fvF+2zG4W\\\n",
       "ADgWni1AZWVlyszMVEZGhmbOnHnY/ZYvX66EhATNnz8/hungVY2N0qpVZuorL892mugKFbxQ4QMA\\\n",
       "N/FkAWppadHUqVNVVlamtWvXqri4WNXV1R3ud99992nMmDFyHMdCUnjNypXSvn3moaE9ethOE13D\\\n",
       "h5stI0AA3MiTBaiyslLp6enq37+/gsGgCgsLVVJScsh+zzzzjK699lqdcsopFlLCi0JlIFQOvCw0\\\n",
       "BbZihSl9AOAmnixAdXV1Sk1Nbf05JSVFdXV1h+xTUlKiKVOmSJICXr1cBzHlh/U/IT17msXQjY3S\\\n",
       "6tW20wDA0fFkAQqnzEyfPl1PPPGEAoGAHMdhCgwR4acCJLEOCIB7JdgOEA3Jycmqqalp/bmmpkYp\\\n",
       "B92RbsWKFSosLJQk1dfXa8GCBQoGg7ryyisP+bwZM2a0vi8oKFBBQUFUcsPdQpeE9+hhRkb8YPhw\\\n",
       "6bnnzNTf3/2d7TQAjkVFRYUqKipsx4i5gOPBoY/m5mYNGDBA5eXlSkpKUl5enoqLi5WVldXh/hMm\\\n",
       "TNC4ceN0zTXXtPv10EiSBw8RomDePOm666RLL5Xeftt2mtj4+GNp0CDpjDOkzz+3nQZAZ/npvOfJ\\\n",
       "EaCEhAQVFRVp9OjRamlp0cSJE5WVlaVZs2ZJkiZPnmw5IbzITwugQ7KzpRNPlL74Qvq//5P69bOd\\\n",
       "CADC48kRoEjxUxNG540cKS1ZIi1YII0ZYztN7Pz0p1J5uTR/vnT11bbTAOgMP533PLkIGoi1ffvM\\\n",
       "5eBS2+XhfsH9gAC4EQUIiICVK83l4JmZ5vJwP+FKMABuRAECImDRIrM9/3y7OWwIjQBVVpoSCABu\\\n",
       "QAECIuCDD8z2ggvs5rChd28pJ8eUn48+sp0GAMJDAQI6af9+6a9/Ne/9OAIktf13h0bCACDeUYCA\\\n",
       "TvrkE6mhQTr9dHM/HD8KjXxRgAC4BQUI6CQ/r/8JCf23L14sNTfbzQIA4aAAAZ0UWv/j5wKUnCyl\\\n",
       "pUk7d0pr1thOAwBHRgECOsFx/L0A+kBMgwFwEwoQ0AmbN5tHQPTp458HoB4OBQiAm1CAgE44cPrr\\\n",
       "hzvI+1aoAH3wgbkyDgDiGQUI6AQWQLc580yzFujbb6V162ynAYAfRwECOmHhQrOlAJkRsNAoUOi4\\\n",
       "AEC8ogABx+izz6QtW6STT5aGDLGdJj6ECtD779vNAQBHQgECjlF5udmOGiUdd5zdLPHipz812/Jy\\\n",
       "1gEBiG8UIOAYvfuu2V58sd0c8SQtzdwNe9s2afVq22kA4PAoQMAx2L9feu898z406gGzDih0PEIF\\\n",
       "EQDiEQUIOAZVVVJ9vZSaKmVk2E4TXyhAANyAAgQcg9D6n4sv5v4/Bxs1ymw/+EDau9duFgA4HAoQ\\\n",
       "cAxCoxtMfx3q1FOl3FxTfpYssZ0GADpGAQKO0r59bTdAZAF0x5gGAxDvKEDAUVq0SNq9Wxo4UDrt\\\n",
       "NNtp4lOoAL39tt0cAHA4FCDgKL31ltlefrndHPHswgulxERp5UrzsFgAiDcUIOAoUYCOLDGxbTF0\\\n",
       "aandLADQEQoQcBQ2bjSvnj2l4cNtp4lvV1xhtqHCCADxhAIEHIXQaMbo0VJCgt0s8W7sWLN95x2p\\\n",
       "sdFuFgA4GAUIOApMf4Xv9NOlQYOkXbvarpoDgHhBAQLC9P330sKF5saHY8bYTuMOoaL45pt2cwDA\\\n",
       "wTxdgMrKypSZmamMjAzNnDnzkN9/6aWXlJubq0GDBmnkyJGqqqqykBJu8c475h5Aw4dLffrYTuMO\\\n",
       "oXVAb74pOY7dLABwIM8WoJaWFk2dOlVlZWVau3atiouLVV1d3W6fs846S4sWLVJVVZUeeugh3XHH\\\n",
       "HZbSwg1ee81sr7rKbg43yc83ZfGzz6SPP7adBgDaeLYAVVZWKj09Xf3791cwGFRhYaFKSkra7TNi\\\n",
       "xAj16NFDkpSfn6/a2lobUeECe/dKb7xh3o8fbzeLmxx3nHT11eb9vHl2swDAgTxbgOrq6pSamtr6\\\n",
       "c0pKiurq6g67/5w5czQ2dNkKcJD//V9p505pyBApLc12Gne57jqz/Z//YRoMQPzw7IW8gaN4RPf7\\\n",
       "77+vZ599VosXL45iIrhZaPTi2mvt5nCjggKpVy9p3Trp00+lnBzbiQDAwwUoOTlZNTU1rT/X1NQo\\\n",
       "JSXlkP2qqqo0adIklZWVqWfPnh1+1owZM1rfFxQUqKCgINJxEcf27ZNCs6cUoKMXDJppsDlzzCgQ\\\n",
       "BQiILxUVFaqoqLAdI+YCjuPNQenm5mYNGDBA5eXlSkpKUl5enoqLi5WVldW6z5dffqlRo0bpxRdf\\\n",
       "1PAObusbGkXy6CFCmMrKpMsuMyduFvIem7ffNrcOyM42o0AA4pOfznueHQFKSEhQUVGRRo8erZaW\\\n",
       "Fk2cOFFZWVmaNWuWJGny5Ml69NFHtX37dk2ZMkWSFAwGVVlZaTM24lBxsdky+nPsRo0y02Br10qf\\\n",
       "fMIoEAD7PDsCFAl+asLo2PffS6edZu5mvHGjlJ5uO5F73XGH9Kc/SX//91IHt+UCEAf8dN7z7FVg\\\n",
       "QCT85S+m/Jx3HuWns2691Wz/67+k5marUQCAAgT8mBdeMNubb7abwwtGjJDOPlv6+mtzV20AsIkC\\\n",
       "BBxGTY303nvS8cdL119vO437BQJto0DPP28zCQBQgIDDevZZc+O+K6+UDnOHBBylX/xC6tLF3FZg\\\n",
       "2zbbaQD4GQUI6EBzs1mwK0l33mk3i5ekpEiXXGLurfTii7bTAPAzChDQgTfekOrqzJqVUaNsp/GW\\\n",
       "228329//Xtq/324WAP5FAQI68Ic/mO2dd5q1K4icq64yI0Hr10vvvms7DQC/ogABB1m3zjz8NDGx\\\n",
       "bdEuIichQfrlL837//gPu1kA+BcFCDjIU0+Z7c03s/g5WiZNkrp2lUpLzQ0mASDWKEDAAb76Spo7\\\n",
       "10x73Xuv7TTe1aePdNNN5iq7J5+0nQaAH1GAgAP8+79LTU3S+PHc+Tna7rvPXBL/wgvSl1/aTgPA\\\n",
       "byhAwA+++aZt8fNvfmM3ix9kZEg33GAKZ2jaEQBihQIE/OB3vzMPPx07VsrLs53GHx54wGz/9Cdz\\\n",
       "520AiBUKECBz8v397837xx6zm8VPcnLMY0YaG6WHHrKdBoCfUIAASf/0T+YkfMMN0pAhttP4y+OP\\\n",
       "S8GgeUr8mjW20wDwCwoQfG/pUvNwzmBQ+u1vbafxn7Q0c18gx5HuucdsASDaKEDwtZYW6a67zPvf\\\n",
       "/MYszEXsPfSQ1KuXVF4uvfyy7TQA/IACBF8rKpJWrZJSU9sW5CL2eveW/uVfzPvp06Vvv7WbB4D3\\\n",
       "UYDgW9XV0v33m/fPPCN17243j9/deqtUUCDV10t3381UGIDoogDBl/btk37xC2nvXnPi/dnPbCdC\\\n",
       "ICDNni116yYVF5sbJAJAtFCA4Eu/+pW0YoV0xhnS00/bToOQjAwzLSmZtVnV1XbzAPAuChB8589/\\\n",
       "Nvf8Of546ZVXpJNOsp0IB7r1VunGG6Xdu6UrrjBTYgAQaRQg+MqCBeaSa0n64x+l/Hy7eXCoQMDc\\\n",
       "GXrIEOmzz6Srr5b27LGdCoDXUIDgG4sWSddcY549de+90oQJthPhcLp3l954Q0pOlv76V1OC9u61\\\n",
       "nQqAl1CA4AtvvimNGWNOorffLj35pO1EOJLkZOmdd6RTT5XeflsaN07ascN2KgBeQQGCpzmOWVR7\\\n",
       "1VVmGuW228zUVyBgOxnCkZ0tvfeeKUHvviuNHCl9/rntVAC8gAIEz9q+3Symvftuc8fnBx80C6CP\\\n",
       "O852MhyNn/zEPK4kM1P65BOzNujVV22nAuB2FCB4juNI//3fUlaWucrrhBPMz489xsiPW511lilB\\\n",
       "48ZJDQ3mobXjx0tbtthOBsCtPFuAysrKlJmZqYyMDM2cObPDfaZNm6aMjAzl5uZq1apVMU6ISHMc\\\n",
       "qbRUOvdcM/KzdauZMlmxwpww4W4nnyyVlEj/+Z/mZonz55uSe889Um2t7XQA3MaTBailpUVTp05V\\\n",
       "WVmZ1q5dq+LiYlUfdEe10tJSbdq0SRs3btTs2bM1ZcoUS2nRWV99Jf3bv5kpkssvN4XntNOkWbPM\\\n",
       "lV9nn207ISIlEDC3MVi/Xvrbv5UaG83/9meeKf385+Y2B83NtlMCcANPFqDKykqlp6erf//+CgaD\\\n",
       "KiwsVElJSbt9Xn/9dd1yyy2SpPz8fDU0NGjr1q024uIoNTSYq4NmzJCGDTNXC91zj7Rhg5SUJD31\\\n",
       "lLR5s3THHVIXT/4NR0qK9OKL0kcfmdG9/fvN4zPGjjXlt7DQrPdav96s/wKAgyXYDhANdXV1Sk1N\\\n",
       "bf05JSVFH3744RH3qa2tVd++fWOWE4dyHOm778zdf+vrpW++kb780hSaTZvMCW3DhvZ/JjFRuvRS\\\n",
       "c1+fyy+XEjz5txodOeccs75r5kxp7lzppZekdevM2q9XXjH7dOsmDRxoFlOfcUbb69RTpV69pJ49\\\n",
       "pa5d7f53AIg9T54qAmGudHUOetz04f7cpEmh/Q/8sx2/D3e/eP4z0c7T1GQuSd+7t/12zx5p584j\\\n",
       "T2F07WquBMrLky65RLr4YlOC4F9nnCH94z+aK/02bTKXzL/7rrR8uVRTI334oXkdTrduUo8e0t/8\\\n",
       "jXklJra979rVXDnYpUv7V0e/1qVL5xfau/3PA27hyQKUnJysmpqa1p9ramqUkpLyo/vU1tYqOTm5\\\n",
       "w8/7859nHPBTwQ8vRMuJJ0p9+pjXKaeYaa30dCktzWyzs81zvICDBQLmgaoZGVJoWd+330pr1piR\\\n",
       "wy++MK8vvzS/vm2bee3ebV6AP1X88PKXgHPwMIgHNDc3a8CAASovL1dSUpLy8vJUXFysrKys1n1K\\\n",
       "S0tVVFSk0tJSLVu2TNOnT9eyZcvafU5oRGj2bOeAX9MR34e7Xzz/mWh+djDY9v+wD96ecILZArHi\\\n",
       "ONKuXWbqtbHRjEiGXnv2mF/bv9+8Wlra3h/u585mcfOfh/tNnmz+sfZgNTiEJwuQJC1YsEDTp09X\\\n",
       "S0uLJk6cqH/4h3/QrFmzJEmTJ0+WpNYrxbp3767nnntOQ4cObfcZoQLk0UMEAEA7fjrvebYARYKf\\\n",
       "/iIAAOCn8x4XCQMAAN+hAAEAAN+hAAEAAN+hAAEAAN+hAAEAAN+hAAEAAN+hAAEAAN+hAAEAAN+h\\\n",
       "AAEAAN+hAAEAAN+hAAEAAN+hAMG6iooK2xF8geMcfRzj6OMYI1IoQLCOf9Big+McfRzj6OMYI1Io\\\n",
       "QAAAwHcCjh+eeX+MAoGA7QgAAMScH6oBI0AAAMB3EmwHiGd+aMAAAPgRI0AAAMB3KEAAAMB3KEA/\\\n",
       "KCsrU2ZmpjIyMjRz5swO95k2bZoyMjKUm5urVatWxTih+x3pGL/00kvKzc3VoEGDNHLkSFVVVVlI\\\n",
       "6W7h/D0LoVYvAAAEwElEQVSWpOXLlyshIUHz58+PYTpvCOcYV1RUaMiQIcrJyVFBQUFsA3rEkY5z\\\n",
       "fX29xowZo8GDBysnJ0fPP/987EO62G233aa+fftq4MCBh93H8+c8B05zc7OTlpbmbNmyxdm3b5+T\\\n",
       "m5vrrF27tt0+b731lnPZZZc5juM4y5Ytc/Lz821Eda1wjvGSJUuchoYGx3EcZ8GCBRzjoxTOMQ7t\\\n",
       "d9FFFzmXX365M2/ePAtJ3SucY7x9+3YnOzvbqampcRzHcb755hsbUV0tnOP88MMPO/fff7/jOOYY\\\n",
       "9+rVy2lqarIR15UWLVrkrFy50snJyenw9/1wzmMESFJlZaXS09PVv39/BYNBFRYWqqSkpN0+r7/+\\\n",
       "um655RZJUn5+vhoaGrR161YbcV0pnGM8YsQI9ejRQ5I5xrW1tTaiulY4x1iSnnnmGV177bU65ZRT\\\n",
       "LKR0t3CO8csvv6zx48crJSVFktSnTx8bUV0tnOPcr18/7dixQ5K0Y8cO9e7dWwkJXNcTrvPPP189\\\n",
       "e/Y87O/74ZxHAZJUV1en1NTU1p9TUlJUV1d3xH04QYcvnGN8oDlz5mjs2LGxiOYZ4f49Likp0ZQp\\\n",
       "UyRxr6ujFc4x3rhxo7Zt26aLLrpIw4YN09y5c2Md0/XCOc6TJk3Sp59+qqSkJOXm5urpp5+OdUxP\\\n",
       "88M5j7qs8E8CzkGXxXPyCN/RHKv3339fzz77rBYvXhzFRN4TzjGePn26nnjiCQUCATmOw60ejlI4\\\n",
       "x7ipqUkrV65UeXm5du/erREjRmj48OHKyMiIQUJvCOc4P/744xo8eLAqKiq0efNmXXLJJVqzZo1O\\\n",
       "PPHEGCT0B6+f8yhAkpKTk1VTU9P6c01NTevw9eH2qa2tVXJycswyul04x1iSqqqqNGnSJJWVlf3o\\\n",
       "8CwOFc4xXrFihQoLCyWZRaQLFixQMBjUlVdeGdOsbhXOMU5NTVWfPn2UmJioxMREXXDBBVqzZg0F\\\n",
       "6CiEc5yXLFmiBx98UJKUlpamM888U+vXr9ewYcNimtWrfHHOs7sEKT40NTU5Z511lrNlyxansbHx\\\n",
       "iIugly5d6skFYdEUzjH+4osvnLS0NGfp0qWWUrpbOMf4QLfeeqvz2muvxTCh+4VzjKurq52LL77Y\\\n",
       "aW5udnbt2uXk5OQ4n376qaXE7hTOcf7Vr37lzJgxw3Ecx/n666+d5ORk59tvv7UR17W2bNkS1iJo\\\n",
       "r57zGAGSlJCQoKKiIo0ePVotLS2aOHGisrKyNGvWLEnS5MmTNXbsWJWWlio9PV3du3fXc889Zzm1\\\n",
       "u4RzjB999FFt3769dX1KMBhUZWWlzdiuEs4xRueEc4wzMzM1ZswYDRo0SF26dNGkSZOUnZ1tObm7\\\n",
       "hHOcH3jgAU2YMEG5ubnav3+/nnzySfXq1ctycve48cYbtXDhQtXX1ys1NVWPPPKImpqaJPnnnMfD\\\n",
       "UAEAgO9wFRgAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAA\\\n",
       "APAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAd\\\n",
       "ChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPCd/wcloi7qNacokwAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[10] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X1wVfWdx/FPMFEQKwZIEZIoCGkSjIQnExChAaugjnZK\\\n",
       "2ZLWnUW0lEWpS+t2bLUdqLvrit3prGvabWx9aH1Iteps6Bhua1MCVgxBeRISFSgPN0FRkAeRAkk4\\\n",
       "+8evNyEC8UJy7++c83u/Zu6cc5OTe78cMvd88jvfc34pnud5AgAAcEgP2wUAAAAkGwEIAAA4hwAE\\\n",
       "AACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4h\\\n",
       "AAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACA\\\n",
       "cwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACck2q7AD9LSUmxXQIAAEnneZ7tEhKOESAAAOAc\\\n",
       "AlAcPM/jkcDHwoULrdfgwoP9zD4Ow4N9nNiHSwhAAADAOQQgAADgHAIQrCspKbFdghPYz4nHPk48\\\n",
       "9jG6S4rn2km/MxC7CoxdBABwgUvHPUaAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACc\\\n",
       "QwACAADOCW0Auu222zRgwABdccUVp93mrrvuUk5OjgoLC7V27dokVgcAAGwKbQCaPXu2IpHIab9f\\\n",
       "VVWlLVu2aPPmzXr00Uc1b968JFYHAABsCm0AmjhxotLT00/7/SVLlmjWrFmSpOLiYu3fv1+7d+9O\\\n",
       "VnkAAMCi0Aagz9LU1KTs7Oy251lZWWpsbLRYEQAASJZU2wXY9Om5TmJzoABh09goPfOM1NQkFRRI\\\n",
       "3/iGdMEFtqsCAHucDUCZmZmKRqNtzxsbG5WZmXnKbRctWtS2XlJSwmzECJRHH5W+/W3p2LH2ry1a\\\n",
       "JP3ud9KECdbKAuATNTU1qqmpsV1G0oV6Nvjt27frpptu0ltvvXXS96qqqlRWVqaqqirV1tZqwYIF\\\n",
       "qq2t7bCNS7PiIpx+9jNp/nyzPn26VFQkvfiitHq11LOntGyZNG6c3RoB+IdLx73QBqCvf/3rWr58\\\n",
       "ufbs2aMBAwboxz/+sZqbmyVJc+fOlSTNnz9fkUhEvXv31hNPPKHRo0d3eA2XfhEQPnV10vjx0vHj\\\n",
       "Unm59K1vma+3tEhz5khPPildfLH01ltS//5WSwXgEy4d90IbgLqDS78ICJcjR6TRo6WGBunuu6X/\\\n",
       "+q+O329ulq65Rnr1VdMP9MwzduoE4C8uHfcIQJ1w6RcB4fLQQ9I990i5udLatVKvXidvs3WrdMUV\\\n",
       "0t/+JtXWSsXFya8TgL+4dNxz9jJ4IKw+/tgEIEl6+OFThx9JGjpU+pd/Mev33Zec2gDALwhAQMg8\\\n",
       "8oi0d6+5wuu66zrf9nvfk/r0kaqrpeXLk1MfAPgBAQgIkWPHTACSzKXun3Vrq75920eB/ud/Eloa\\\n",
       "APgKPUCdcOlcKMLh+eelmTOl4cOljRs/OwBJ0nvvSZdcYq4W27bNrANwk0vHPUaAgBD5+c/N8o47\\\n",
       "4gs/kjRwoDRjRvvl8gDgAkaAOuFSEkbwbdki5eRIvXtLu3ZJF14Y/8+uWCF98YtSVpa0Y4fUgz+N\\\n",
       "ACe5dNzjYw4IieeeM8uvfOXMwo8kXX21dOmlZs6wFSu6vzYA8BsCEBASFRVmWVp65j/bo4d0yy1m\\\n",
       "/emnu68mAPArToF1wqWhQATbxo3mpobp6dL770vnnnvmr1FfL11+ubksfvdu6bzzur9OAP7m0nGP\\\n",
       "ESAgBH77W7OcMePswo9krhy74grpwAHJwYmhATiGAASEwPPPm+XZnP460Ze/bJZLlnTtdQDA7zgF\\\n",
       "1gmXhgIRXO++a+b8Sk+XPvhASk09+9d64w3pyivN1WA7d8Z/KT2AcHDpuMcIEBBwL79sltOmdS38\\\n",
       "SNKYMVJmprkabM2artcGAH5FAAICLhaAbryx66+VkiLdfLNZr6zs+usBgF8RgIAA+/hjc9+eHj3M\\\n",
       "CFB3iAWg3/++e14PAPyIAAQE2CuvSM3N0rhxUr9+3fOaJSVSz57SunWmpwgAwogABATY0qVm2R2n\\\n",
       "v2J69pQmTjTr1dXd97oA4CcEICDAYgHluuu693WvvdYsX3mle18XAPyCy+A74dLlgAie7dulIUOk\\\n",
       "iy6S9uyRzjmn+1573Tpp1Cguhwdc49JxjxEgIKCWLTPLL36xe8OPJI0YIWVkmMvh33mne18bAPyA\\\n",
       "AAQE1J//bJaTJ3f/a/foIX3pS2ad02AAwogABASQ57WPAE2Zkpj3iAWg2PsAQJjQA9QJl86FIlhi\\\n",
       "019kZJjZ33sk4E+ZLVuknBypf39zOTx9QED4uXTcYwQICKDYqExJSWLCjyQNHSoNHGgarN9+OzHv\\\n",
       "AQC2EICAAIr1/yTq9JdkRnwmTTLrK1Yk7n0AwAYCEBAwnictX27WS0oS+16xGyK++mpi3wcAko0A\\\n",
       "BATMX/8q7d5tenNycxP7XowAAQgrAhAQMCtXmuVVVyW+Mfnyy6X0dCkalXbsSOx7AUAyhTYARSIR\\\n",
       "5eXlKScnR4sXLz7p+3v27NG0adM0cuRIFRQU6Mknn0x+kcBZiAWgCRMS/149ekhXX23WGQUCECah\\\n",
       "DECtra2aP3++IpGI6uvrVVFRoYaGhg7blJWVadSoUVq3bp1qamp09913q6WlxVLFQPxee80sr7oq\\\n",
       "Oe/HaTAAYRTKAFRXV6dhw4Zp8ODBSktLU2lpqSorKztsM3DgQB08eFCSdPDgQfXr10+pqak2ygXi\\\n",
       "duCAtHGjlJYmjRmTnPeMNUL/5S/JeT8ASIZQBqCmpiZlZ2e3Pc/KylJTU1OHbebMmaNNmzZp0KBB\\\n",
       "Kiws1MMPP5zsMoEztmqVuQps9GipV6/kvOeoUdJ555l7Ae3bl5z3BIBEC2UASomjM/SBBx7QyJEj\\\n",
       "tWvXLq1bt0533nmnPv744yRUB5y92OmvZPT/xJx7bvtoU11d8t4XABIplOd8MjMzFY1G255Ho1Fl\\\n",
       "ZWV12GblypW67777JElDhw7VkCFD9M4772js2LEnvd6iRYva1ktKSlSS6JuvAKdx4hVgyTRunHnv\\\n",
       "2lpp6tTkvjeAxKqpqVFNTY3tMpIulHOBtbS0KDc3V9XV1Ro0aJCKiopUUVGh/Pz8tm2++93vqk+f\\\n",
       "Plq4cKF2796tMWPGaMOGDerbt2/bNi7NiQL/a22VLrpIOnRI2rXLTFORLM8/L82cKV1/vVRVlbz3\\\n",
       "BZBcLh33QjkClJqaqrKyMk2dOlWtra26/fbblZ+fr/LycknS3Llzde+992r27NkqLCzU8ePH9dBD\\\n",
       "D3UIP4DfbNxows+QIckNP5IZAZLMCJDnMTEqgOAL5QhQd3EpCcP/fv5z6c47pVtukZ5+Ornv7XlS\\\n",
       "Zqb03nvSO+9IX/hCct8fQHK4dNwLZRM0EEarVpnl+PHJf++UlI6jQAAQdAQgICDeeMMsr7zSzvsT\\\n",
       "gACECQEICIBDh6SGBik1VRoxwk4NxcVmSQACEAYEICAA1q0zfTgFBVLPnnZqGDvWzA22YYN0+LCd\\\n",
       "GgCguxCAgACInf46xW2qkqZ3bzP61NoqvfmmvToAoDsQgIAA8EMAkugDAhAeBCAgAPwSgIqKzHL1\\\n",
       "art1AEBXEYAAnzt4UHr3XTMDfEGB3VpiASwWyAAgqAhAgM+tXWsaoEeMMLOy25Sfb2ah37ZN2rvX\\\n",
       "bi0A0BUEIMDn/HL6SzKX4Y8aZdZphAYQZAQgwOf8FIAkToMBCAcCEOBzsZGWMWPs1hFDAAIQBgQg\\\n",
       "wMf275c2bza9P5dfbrsagwAEIAwIQICPrVljloWF0rnn2q0l5gtfkC64QIpGpd27bVcDAGeHAAT4\\\n",
       "mN/6fyTpnHPaT8fRCA0gqAhAgI/FApBf+n9iOA0GIOgIQICPxUZY/DQCJBGAAARfiud5nu0i/Col\\\n",
       "JUWSxC6CDR99JPXrZ2Z///hjcw8ev9iyRcrJkQYOlHbtsl0NgO7i0nGPESDAp2KjP6NG+Sv8SNLQ\\\n",
       "oVKfPtJ77xGAAAQTAQjwKT82QMekpHAaDECwEYAAn/LbDRA/LRaAmBkeQBARgACf8vMIkMQIEIBg\\\n",
       "owm6Ey41g8FfPvxQ+vznpfPPlw4eNPfe8Zvt26UhQ6T+/aUPPjCnxQAEm0vHPUaAAB+Knf4aPdqf\\\n",
       "4UeSLr3UXKW2Z4+0c6ftagDgzBCAAB/ye/+PZEZ8uCM0gKAiAAE+5Pf+nxj6gAAEFQEI8KGgBSBG\\\n",
       "gAAEDU3QnXCpGQz+sXu3dPHFZsb1AwekHj7+M2XnTtML1Lev6QWiERoINpeOez7+aO2aSCSivLw8\\\n",
       "5eTkaPHixafcpqamRqNGjVJBQYFKSkqSWyBwGic2QPs5/EhSdraUkWGm7di+3XY1ABA/n3+8np3W\\\n",
       "1lbNnz9fkUhE9fX1qqioUENDQ4dt9u/frzvvvFO///3vtXHjRr3wwguWqgU6CsrpL4lGaADBFcoA\\\n",
       "VFdXp2HDhmnw4MFKS0tTaWmpKisrO2zz7LPP6qtf/aqysrIkSf3797dRKnCSIAUgiUZoAMEUygDU\\\n",
       "1NSk7OzstudZWVlqamrqsM3mzZv10UcfafLkyRo7dqyeeuqpZJcJnFLQAhAjQACCyGdzTHePlDg6\\\n",
       "MZubm7VmzRpVV1fr8OHDGj9+vMaNG6ecnJwkVAic2q5dZob1Cy80M64HwYlXgnkejdAAgiGUASgz\\\n",
       "M1PRaLTteTQabTvVFZOdna3+/furV69e6tWrlyZNmqT169efMgAtWrSobb2kpISGaSTMiTdA9HsD\\\n",
       "dExmppm244MPpG3bpMsus10RgDNRU1Ojmpoa22UkXSgvg29paVFubq6qq6s1aNAgFRUVqaKiQvn5\\\n",
       "+W3bvP3225o/f77+8Ic/6OjRoyouLtZzzz2n4cOHt23j0uWA8IeFC6X775e+9z3poYdsVxO/G2+U\\\n",
       "qqqk556TvvY129UAOFsuHfcC8jfmmUlNTVVZWZmmTp2q4cOHa+bMmcrPz1d5ebnKy8slSXl5eZo2\\\n",
       "bZpGjBih4uJizZkzp0P4AWwIWv9PDDdEBBA0oRwB6i4uJWHY53nmBogffCBt3RqsU0lLlkhf/rI0\\\n",
       "ZYpUXW27GgBny6XjHgGoEy79IsC+xkZzY8H0dGnv3mA1E+/aZXqB+vSR9u0LVu0A2rl03AvlKTAg\\\n",
       "iGKnv8aMCV6AGDTIjF4dOGBGrwDA7whAgE8Etf8nhhsiAggSAhDgE0EPQNwQEUCQEIAAH/C8jvcA\\\n",
       "CiJGgAAECU3QnXCpGQx27dghDR4s9esnffhh8HqAJHMH60GDzF2s9+0Lzo0cAbRz6bjHRxTgAyee\\\n",
       "/gpi+JGkgQNNADp4UNqyxXY1ANA5AhDgAydeARZk3BARQFAQgAAfWL3aLK+80m4dXRULcPQBAfA7\\\n",
       "AhBgmee1B4agByAaoQEEBQEIsGzLFnMDwYsvNj00QRYbAVqzRjp+3G4tANAZAhBg2YmjP0FtgI4Z\\\n",
       "MEDKypIOHZLefdd2NQBwegQgwLJY/09Qb4D4adwQEUAQEIAAy8LSAB1DHxCAICAAARa1tpp+GSk8\\\n",
       "I0BcCg8gCAhAgEUNDdLhw9Kll0oZGbar6R4nNkK3ttqtBQBOhwAEWBSWy99PlJEhXXKJ9MknNEID\\\n",
       "8C8CEGBR2BqgY7ghIgC/IwABFoWtATqGRmgAfkcAAiw5dkxav96sB30OsE/jUngAfkcAAix56y0T\\\n",
       "gr7wBalPH9vVdK9YAFq7lkZoAP5EAAIsCWMDdEz//ubKtsOHpbfftl0NAJyMAARYEtb+nxj6gAD4\\\n",
       "GQEIsCSsV4DFEIAA+BkBCLDg8GFp0yapRw9p1Cjb1SRGLADV1dmtAwBOhQAEWBC7S3JBgXT++bar\\\n",
       "SYyiIjO7/dq10pEjtqsBgI4IQIAFr79uluPH260jkS68ULr8cqm52YQgAPATAhBgQW2tWY4bZ7eO\\\n",
       "RIv9+2L/XgDwi9AGoEgkory8POXk5Gjx4sWn3W716tVKTU3VSy+9lMTq4DLPax8BciUAxf69AOAX\\\n",
       "oQxAra2tmj9/viKRiOrr61VRUaGGhoZTbnfPPfdo2rRp8jzPQqVwUWOj9N57Unq6uQlimDECBMCv\\\n",
       "QhmA6urqNGzYMA0ePFhpaWkqLS1VZWXlSds98sgjmjFjhjIyMixUCVfFwkBxsbkKLMzy800vUDQq\\\n",
       "NTXZrgYA2oXy47epqUnZ2dltz7OystT0qU/fpqYmVVZWat68eZKklJSUpNYId7nS/yOZgFdcbNZX\\\n",
       "rbJbCwCcKJQBKJ4ws2DBAj344INKSUmR53mcAkPSuBSAJPqAAPhTqu0CEiEzM1PRaLTteTQaVVZW\\\n",
       "Vodt3nzzTZWWlkqS9uzZo6VLlyotLU0333zzSa+3aNGitvWSkhKVlJQkpG6E37Fj7TOkFxXZrSVZ\\\n",
       "6AMC/K2mpkY1NTW2y0i6FC+EQx8tLS3Kzc1VdXW1Bg0apKKiIlVUVCg/P/+U28+ePVs33XSTpk+f\\\n",
       "3uHrsZGkEO4iWLJ6tQk+eXnSKfryQ2nvXjM5as+e0sGDUlqa7YoAnI5Lx71QngJLTU1VWVmZpk6d\\\n",
       "quHDh2vmzJnKz89XeXm5ysvLbZcHh7l2+kuS+vUzV7sdOSKtX2+7GgAwQjkC1F1cSsJIjm98Q6qo\\\n",
       "kH7xC2nuXNvVJM+sWdJvfiM98og0f77tagCcjkvHvVCOAAF+9dprZhnmKTBOhT4gAH5DAAKSZOdO\\\n",
       "87joIjMJqktigS8WAAHANgIQkCSvvmqWEyaE/waIn3bFFeaGiNu3mzthA4Btjn0MA/bEAtDEiXbr\\\n",
       "sOGcc0zwk9r3AwDYRAACksTlACRJkyaZ5YoVdusAAIkABCTF3r1Sfb25F87YsbarsSMW/BgBAuAH\\\n",
       "BCAgCf7yF7MsLpbOPdduLbaMHSudd560aZMJhABgEwEISILYqMfVV9utw6bzzmu/HD4WCAHAFgIQ\\\n",
       "kASu9//ExP799AEBsI0ABCTYJ59Ia9aYS99duwHip8UaoekDAmAbAQhIsNpaqaVFGjnS3AvHZePH\\\n",
       "m0vi16yRDh2yXQ0AlxGAgARbvtwsXT/9JUkXXCCNHi21tkqvv267GgAuIwABCfbnP5vllCl26/CL\\\n",
       "2GmwmhqrZQBwHAEISKBDh6RVq0z/zxe/aLsaf5g82Syrq+3WAcBtBCAggVasMP0/V14p9eljuxp/\\\n",
       "mDRJSk2VVq+WDhywXQ0AVxGAgASKjXJcc43dOvzkc58z9wM6fpzTYADsIQABCRQLQPT/dBQLhJwG\\\n",
       "A2ALAQhIkD17pPXrzR2Qr7rKdjX+8qUvmeWf/mS3DgDuIgABCbJsmVlOmCD16mW3Fr8pLjaXxDc0\\\n",
       "SE1NtqsB4CICEJAg9P+cXlpa++XwsdsEAEAyEYCABPA8KRIx67HTPegotl9eecVuHQDclOJ5nme7\\\n",
       "CL9KSUmRJLGLcKbq66XLL5cyMqT33zf3AUJHmzZJBQXS5z8vvfce+wjwA5eOe3zkAAlQVWWW06Zx\\\n",
       "YD+d4cOlSy6RPvhAevNN29UAcA0fzUACxALQDTfYrcPPUlKkG2806y+/bLcWAO4hAAHd7OBB6dVX\\\n",
       "zcjPddfZrsbfCEAAbCEAAd2sutpMfzF+vNS3r+1q/G3yZKlnT+mNN0yvFAAkCwEI6Gac/orf+ee3\\\n",
       "T44au2oOAJKBAAR0o+PH2wPQ9dfbrSUoOA0GwIZQB6BIJKK8vDzl5ORo8eLFJ33/mWeeUWFhoUaM\\\n",
       "GKEJEyZow4YNFqpEmKxaJe3aZa5uGjnSdjXBEAtAf/iDdPSo3VoAuCO0Aai1tVXz589XJBJRfX29\\\n",
       "Kioq1NDQ0GGbyy67TCtWrNCGDRv0ox/9SN/61rcsVYuweOkls5w+3VzlhM82eLAJix9/zNxgAJIn\\\n",
       "tAGorq5Ow4YN0+DBg5WWlqbS0lJVVlZ22Gb8+PHq06ePJKm4uFiNjY02SkVIeJ704otmffp0u7UE\\\n",
       "zYwZZvnCC3brAOCO0AagpqYmZWdntz3PyspSUyezLj722GO6ga5VdMH69dK2bdKAAcz+fqZiAej/\\\n",
       "/k86dsxuLQDcENoAlHIG5x+WLVumxx9//JR9QkC8YqM/X/mKdM45dmsJmtxcMy3G/v3SsmW2qwHg\\\n",
       "glTbBSRKZmamotFo2/NoNKqsrKyTttuwYYPmzJmjSCSi9PT0U77WokWL2tZLSkpUUlLS3eUiBDj9\\\n",
       "1TUzZkgbN5rTYFOn2q4GcEdNTY1qampsl5F0oZ0MtaWlRbm5uaqurtagQYNUVFSkiooK5efnt22z\\\n",
       "c+dOTZkyRU8//bTGjRt30mu4NCkcuiY2sWd6urR7t5SWZrui4Intw379zE0RU0P75xngXy4d90L7\\\n",
       "EZOamqqysjJNnTpVra2tuv3225Wfn6/y8nJJ0ty5c3X//fdr3759mjdvniQpLS1NdXV1NstGQD39\\\n",
       "tFn+wz8Qfs7W8OFSXp709tvmarBp02xXBCDMQjsC1B1cSsI4e8ePm0u5o1FpxQpp4kTbFQXXf/yH\\\n",
       "9MMfSqWlUkWF7WoA97h03CMAdcKlXwScvWXLpClTTAjautVMgoqzs3On2Y/nnmtOg110ke2KALe4\\\n",
       "dNzjoxrootjpr1tuIfx01SWXmLnBjh6Vnn/edjUAwoyPa6ALDh2Sfvc7s37LLXZrCYtbbzXLX//a\\\n",
       "ahkAQo4ABHRBRYWZwuGqq6QTLjBEF0yfLl1wgbRypfTuu7arARBWBCCgC/5+UaH++Z/t1hEmvXub\\\n",
       "q+kk6Ze/tFsLgPCiCboTLjWD4cy98YZ05ZXm3j9NTVKvXrYrCo+6Oqm42Ozbxkbp/PNtVwS4waXj\\\n",
       "HiNAwFn6xS/M8tZbCT/drajIhMt9+6Tf/tZ2NQDCiBGgTriUhHFmPvjAXLF09Ki5cV9uru2Kwuc3\\\n",
       "v5FmzZJGjpTWrJHOYHo/AGfJpeMeI0DAWfjZz0z4uflmwk+ifO1rUkaGtG6ducEkAHQnAhBwhg4f\\\n",
       "NgFIkv71X+3WEmY9e0p33mnWH3jAbi0AwocABJyhxx+X9u41fSpXX227mnD79rfNVWF//KNpOgeA\\\n",
       "7kIAAs7A3/7WPhpxzz30pSRa377S3+cqZhQIQLeiCboTLjWDIT4//al0993SqFHSm28SgJLhvfek\\\n",
       "IUNMz9Ubb0hjxtiuCAgvl457jAABcTp0SHrwQbP+b/9G+EmWgQPNqTDJjLo58LkMIAkIQECcHnxQ\\\n",
       "+vBDadw46YYbbFfjlh/8wMwMX11t+oEAoKsIQEActm6VfvITs/7TnzL6k2x9+0r33mvW775bOnbM\\\n",
       "bj0Ago8ABMThu981B91/+idp/Hjb1bjp29+Whg6VNm0yIRQAuoIm6E641AyG03v+eWnmTDND+bvv\\\n",
       "mp4U2PHKK9J115l7BG3aJF12me2KgHBx6bjHCBDQid27pTvuMOs/+Qnhx7Zrr5W+8Q3pyBEzB1tr\\\n",
       "q+2KAAQVAQg4jePHpW9+09z08NprpblzbVcESfrv/5Yuvlh69dX2q/IA4ExxCqwTLg0F4mQPPCDd\\\n",
       "d5+5+mjDBik723ZFiPnjH6WpU6VzzpH+/Gdp0iTbFQHh4NJxjxEg4BQiEemHPzRXez3zDOHHb667\\\n",
       "Tvre98wpsOnTpb/+1XZFAIKGAAR8yurV0owZ5oZ7Cxdyzx+/euABado0c4ryppvMEgDixSmwTrg0\\\n",
       "FAhj40appMQcTP/xH6Vf/1rqwZ8JvnXggHTVVVJ9vTR6tPSnP0np6barAoLLpeMeH+3A39XWml6S\\\n",
       "vXvNqM/jjxN+/K5PH9MPNHSotGaN9KUvmbnDAOCz8PEOSHruOemaa6R9+6Sbb5ZefFFKS7NdFeKR\\\n",
       "mSktW9YegsaNM03rANAZAhCc9skn0l13SaWl0uHD0uzZJvz07Gm7MpyJ7Gzp9ddN+Nm5Uyoulv73\\\n",
       "f5k4FcDpEYDgrEhEKiiQHnnEjPaUlUmPPSalptquDGcjI8NcEn/bbeZGiXfcYUb1Nm60XRkAPwpt\\\n",
       "AIpEIsrLy1NOTo4WL158ym3uuusu5eTkqLCwUGvXrk1yhbDl1VelKVOk66+Xtm+XRo40owd33skk\\\n",
       "p0HXq5cJsb/9rdSvnzk1NnKkNGeOtHmz7eoA+EkoA1Bra6vmz5+vSCSi+vp6VVRUqKGhocM2VVVV\\\n",
       "2rJlizZv3qxHH31U8+bNs1QtkuGjj6Rf/EIaM8Y0Oi9bZhpoH3pIqqszX0d4zJxp5m274w5zGuxX\\\n",
       "v5Jyc6Uvf9mc4jxyxHaFAGwLZQCqq6vTsGHDNHjwYKWlpam0tFSVlZUdtlmyZIlmzZolSSouLtb+\\\n",
       "/fu1e/duG+UiAQ4dkpYvl/7zP6WJE83pkXnzTJNserq5v8/27eZmejQ7h1PfvtLPfmYukf/mN83/\\\n",
       "85Il5h5PGRkmDJWVmYbp5mbb1QJItlB2OzQ1NSn7hFv3ZmVladWqVZ+5TWNjowYMGJC0OnF2PM80\\\n",
       "L+/ZYx4ffijt2CFt3Woe77wjNTR0bIBNSzP9ILNnS1/5Ck3OLsnNlX75S+nf/1169lnpqaektWtN\\\n",
       "GFqyxGxz7rmmH+zyy6UhQ6RLLzWPz3/eBKm+fc3pNQDhEcoAlBJnI8enb/R0up+bMye2/Yk/++nX\\\n",
       "+uz17tgume9ls6bWVulvf2t/HDnSvv7JJ9KxY+pUaqo0YoR05ZVmItNrr5UuvLDzn0G4DRggfec7\\\n",
       "5hGNSq+8Yh6rV5vgvGaNeZxOz57md6hXL/Po2bN9ed55Zl6yHj3M48T1Uz3vSq9ZV/vUbL434Ceh\\\n",
       "DECZmZmKRqNtz6PRqLKysjrdprGxUZmZmad8vV/9atEJz0r+/oBNPXua0xgZGVL//uZeMEOHmsew\\\n",
       "YeaveUZ5cDrZ2eZqsdtuM88PHJDWrzd9Qzt2tD/27m1/HDlC7xDCqubvD7eEciqMlpYW5ebmqrq6\\\n",
       "WoMGDVJRUZEqKiqUn5/ftk1VVZXKyspUVVWl2tpaLViwQLW1tR1eJzYi9Oij3glf0ynXO/ted2+X\\\n",
       "zPeyVVOPHh3/yj7xr+7zzzcPIFk8z9wn6uDB9tHIE5dHj0rHj5uRy+PHOz4+/bXW1q7V0dV/h633\\\n",
       "RjDMnevOVBihDECStHTpUi1YsECtra26/fbb9YMf/EDl5eWSpLlz50pS25VivXv31hNPPKHRo0d3\\\n",
       "eA2X5kSz2qgYAAAFuUlEQVQBAMCl415oA1B3cOkXAQAAl457obwMHgAAoDMEIAAA4BwCEAAAcA4B\\\n",
       "CAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEI1tXU1NguwQns\\\n",
       "58RjHyce+xjdhQAE6/hASw72c+KxjxOPfYzuQgACAADOSfFcmPP+LKWkpNguAQCApHMhGjACBAAA\\\n",
       "nJNquwA/cyEBAwDgIkaAAACAcwhAAADAOQSgv4tEIsrLy1NOTo4WL158ym3uuusu5eTkqLCwUGvX\\\n",
       "rk1yhcH3Wfv4mWeeUWFhoUaMGKEJEyZow4YNFqoMtnh+jyVp9erVSk1N1UsvvZTE6sIhnn1cU1Oj\\\n",
       "UaNGqaCgQCUlJcktMCQ+az/v2bNH06ZN08iRI1VQUKAnn3wy+UUG2G233aYBAwboiiuuOO02oT/m\\\n",
       "efBaWlq8oUOHetu2bfOOHTvmFRYWevX19R22efnll73rr7/e8zzPq62t9YqLi22UGljx7OOVK1d6\\\n",
       "+/fv9zzP85YuXco+PkPx7OPYdpMnT/ZuvPFG74UXXrBQaXDFs4/37dvnDR8+3ItGo57ned6HH35o\\\n",
       "o9RAi2c/L1y40Pv+97/veZ7Zx3379vWam5ttlBtIK1as8NasWeMVFBSc8vsuHPMYAZJUV1enYcOG\\\n",
       "afDgwUpLS1NpaakqKys7bLNkyRLNmjVLklRcXKz9+/dr9+7dNsoNpHj28fjx49WnTx9JZh83Njba\\\n",
       "KDWw4tnHkvTII49oxowZysjIsFBlsMWzj5999ll99atfVVZWliSpf//+NkoNtHj288CBA3Xw4EFJ\\\n",
       "0sGDB9WvXz+lpnJdT7wmTpyo9PT0037fhWMeAUhSU1OTsrOz255nZWWpqanpM7fhAB2/ePbxiR57\\\n",
       "7DHdcMMNySgtNOL9Pa6srNS8efMkca+rMxXPPt68ebM++ugjTZ48WWPHjtVTTz2V7DIDL579PGfO\\\n",
       "HG3atEmDBg1SYWGhHn744WSXGWouHPOIy4r/IOB96rJ4Dh7xO5N9tWzZMj3++ON67bXXElhR+MSz\\\n",
       "jxcsWKAHH3xQKSkp8jyPWz2coXj2cXNzs9asWaPq6modPnxY48eP17hx45STk5OECsMhnv38wAMP\\\n",
       "aOTIkaqpqdHWrVt17bXXav369frc5z6XhArdEPZjHgFIUmZmpqLRaNvzaDTaNnx9um0aGxuVmZmZ\\\n",
       "tBqDLp59LEkbNmzQnDlzFIlEOh2excni2cdvvvmmSktLJZkm0qVLlyotLU0333xzUmsNqnj2cXZ2\\\n",
       "tvr3769evXqpV69emjRpktavX08AOgPx7OeVK1fqvvvukyQNHTpUQ4YM0TvvvKOxY8cmtdawcuKY\\\n",
       "Z7cFyR+am5u9yy67zNu2bZt39OjRz2yCfv3110PZEJZI8ezjHTt2eEOHDvVef/11S1UGWzz7+ES3\\\n",
       "3nqr9+KLLyaxwuCLZx83NDR411xzjdfS0uJ98sknXkFBgbdp0yZLFQdTPPv5O9/5jrdo0SLP8zzv\\\n",
       "/fff9zIzM729e/faKDewtm3bFlcTdFiPeYwASUpNTVVZWZmmTp2q1tZW3X777crPz1d5ebkkae7c\\\n",
       "ubrhhhtUVVWlYcOGqXfv3nriiScsVx0s8ezj+++/X/v27WvrT0lLS1NdXZ3NsgMlnn2MrolnH+fl\\\n",
       "5WnatGkaMWKEevTooTlz5mj48OGWKw+WePbzvffeq9mzZ6uwsFDHjx/XQw89pL59+1quPDi+/vWv\\\n",
       "a/ny5dqzZ4+ys7P14x//WM3NzZLcOeYxGSoAAHAOV4EBAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAA\\\n",
       "AHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcA\\\n",
       "BAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACc8/+1PdOO\\\n",
       "BrJ3gQAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[11] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VOWdx/FPYiIEsMgvKcmkBkiahAYCiARqpQGkgFZ3\\\n",
       "W9wa+wuRRQ6nHA91tz1Vq6K760rPdvd45PQUT9WuaLP+rNE1xB/Rka4Yg4JEBCkoaBILJUDKLwOZ\\\n",
       "5O4fjxOIQBxgZp6593m/zplzZ8hl5ptrzP3wPN/73DTP8zwBAAA4JN12AQAAAMlGAAIAAM4hAAEA\\\n",
       "AOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhA\\\n",
       "AADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAc\\\n",
       "AhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOdk2C4glaWlpdkuAQCApPM8z3YJCccIEAAAcA4B\\\n",
       "KAae5/FI4OOOO+6wXoMLD44zxzgID45xYh8uIQABAADnEIAAAIBzCECwrry83HYJTuA4Jx7HOPE4\\\n",
       "xoiXNM+1Sb/TEL0KjEMEAHCBS+c9RoAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxD\\\n",
       "AAIAAM4JbAC6/vrrNXToUI0ePfqU+9x4440qKChQaWmp1q9fn8TqAACATYENQPPmzVNNTc0pv15d\\\n",
       "Xa1t27Zp69atuv/++7Vo0aIkVgcAAGwKbAC69NJLNWDAgFN+/dlnn9XcuXMlSWVlZWptbdWuXbuS\\\n",
       "VR4AALAosAHoizQ3Nys3N7frdSgUUlNTk8WKAABAsmTYLsCmz9/rJHoPFMBFe/ZIjzwiffCBlJ8v\\\n",
       "/fCH0sCBtqsCgMRwNgDl5OSosbGx63VTU5NycnJOuu/SpUu7npeXl3M3YgTOH/8oXXedtH//sT+7\\\n",
       "7TZp5UrpqquslQUgCcLhsMLhsO0yki7Qd4PfsWOHrrzySr377rsnfK26ulrLly9XdXW16urqtGTJ\\\n",
       "EtXV1XXbx6W74sJdTz8tXX215HnSZZdJM2ZIL7wgvfKKlJ5uwhEhCHCDS+e9wAaga6+9Vq+99ppa\\\n",
       "Wlo0dOhQ3XnnnWpvb5ckLVy4UJK0ePFi1dTUqG/fvnrooYc0fvz4bu/h0g8C3LRtmzRmjPTpp2bE\\\n",
       "5847pbQ0E4ZuuUW65x6pb19pwwZp5Ejb1QJINJfOe4ENQPHg0g8C3ON50vTp0quvStdeKz36qAk/\\\n",
       "x3+9okJ6/HFpyhQpHO7+dQDB49J5jwDUA5d+EOCeRx81jc6DB0ubN5vt5+3dKxUVSbt3m6mwv//7\\\n",
       "5NcJIHlcOu85exk84LKODjPdJZlprpOFH8lcBXb77eb5LbdIkUhy6gOARCMAAQ567DFp61ZpxAjp\\\n",
       "xz/ued8bbjD7bd4sPfFEcuoDgEQjAAGO8Twz6iOZUZ3MzJ73P/dc6ec/N8/vvTextQFAstAD1AOX\\\n",
       "5kLhjjVrpEsukYYMkZqaTMD5IocPS6GQtG+fVFcnlZUlvk4AyefSeY8RIMAxv/2t2V5/fWzhR5L6\\\n",
       "9JEWLDDPf/ObxNQFAMnECFAPXErCcMO+fdKwYdKRI+aWFyNGxP53t22TCgrMukA7d0r9+iWuTgB2\\\n",
       "uHTeYwQIcMjTT5vwM23a6YUfydwfbPJk6dAhc0k8APgZAQhwSGWl2X7/+2f296NXjD38cHzqAQBb\\\n",
       "mALrgUtDgQi+nTulnBzpnHOkXbukAQNO/z327pW+/GWzjtDOnaaRGkBwuHTeYwQIcMRTT0mdndLs\\\n",
       "2WcWfiSzMOLUqeZ9/vd/41sfACQTAQhwRFWV2V599dm9T/R2GM88c3bvAwA2MQXWA5eGAhFsBw5I\\\n",
       "gwaZqatdu05964tYfPKJmUrr3VtqaTFXhQEIBpfOe4wAAQ548UWpvd1cxXU24UeSsrPNQohtbdJL\\\n",
       "L8WnPgBINgIQ4IDnnjPbK6+Mz/tFp8G4HB6AXzEF1gOXhgIRXB0dZvHD3buljRulr33t7N/zvfek\\\n",
       "khJp6FDpL3+RPvtfBYDPuXTeYwQICLi1a034GT5cGjUqPu85apTpA9q1S3r33fi8JwAkEwEICLiX\\\n",
       "XzbbWbPiN1KTlibNmGGev/hifN4TAJKJAAQEXG2t2U6fHt/3/da3zJYABMCP6AHqgUtzoQimTz+V\\\n",
       "zj/fXAG2e7e5FD5edu+WLrhA6tXL3GQ1Kyt+7w3ADpfOe4wAAQH2+uvS0aPS2LHxDT+SuQ3G+PHm\\\n",
       "5qr/93/xfW8ASDQCEBBgiZr+ior2AbEeEAC/IQABAfbKK2Y7bVpi3n/qVLNdvTox7w8AiUIPUA9c\\\n",
       "mgtF8LS2mmmv9HTTo9OvX/w/48AB02OUyM8AkDwunfcYAQIC6rXXzF3bJ01KXDA57zzTBxSJSHV1\\\n",
       "ifkMAEgEAhAQUOGw2UanqRJlyhSzZRoMgJ8QgICAev11s7300sR+zje/abavvZbYzwGAeKIHqAcu\\\n",
       "zYUiWA4flvr3N1Ngra1mqipR9u41vUa9epnP6t07cZ8FILFcOu8xAgQE0Nq1pi9nzJjEhh9JGjhQ\\\n",
       "Gj3arAe0dm1iPwsA4iWwAaimpkZFRUUqKCjQsmXLTvh6S0uLZs2apbFjx6qkpES///3vk18kkCDR\\\n",
       "6a+vfz05n0cfEAC/CWQA6ujo0OLFi1VTU6NNmzapsrJSmzdv7rbP8uXLNW7cOL3zzjsKh8P6p3/6\\\n",
       "J0UiEUsVA/EVDUCXXJKczyMAAfCbQAag+vp65efnKy8vT5mZmaqoqFBVVVW3fYYNG6b9+/dLkvbv\\\n",
       "369BgwYpIyPDRrlAXHV2SmvWmOfJCkDRz6mrM58PAKkukAGoublZubm5Xa9DoZCam5u77bNgwQK9\\\n",
       "9957ys7OVmlpqe69995klwkkxPvvm2bknBzpK19Jzmfm5EihkLR/v/l8AEh1gQxA0S72ntx9990a\\\n",
       "O3asPvnkE73zzjv6yU9+ogMHDiShOiCxjp/+iuF/hbiZPNlsWRARgB8Ecs4nJydHjY2NXa8bGxsV\\\n",
       "CoW67bNmzRrdeuutkqSRI0dq+PDh2rJliyZMmHDC+y1durTreXl5ucrLyxNSNxAPye7/iZo0SXri\\\n",
       "CROArr8+uZ8N4MyFw2GFoyunOiSQ6wBFIhEVFhaqtrZW2dnZmjhxoiorK1VcXNy1z0033aT+/fvr\\\n",
       "jjvu0K5du3TRRRepoaFBAwcO7NrHpfUQEBwFBdK2bdJbb0kXXZS8z12zxoSu0aOlhobkfS6A+HHp\\\n",
       "vBfIACRJq1at0pIlS9TR0aH58+fr5ptv1ooVKyRJCxcuVEtLi+bNm6ePP/5YnZ2duvnmm/X973+/\\\n",
       "23u49IOAYPjrX6WhQ6W+fU0fUDL7+j/91Cy+GIlIf/tb4tcfAhB/Lp33AhuA4sGlHwQEw/PPS9/+\\\n",
       "trk9hY0R7YkTzWKIL78sTZ+e/M8HcHZcOu8FsgkacNVbb5ntxRfb+fxJk8yWRmgAqY4ABARINACd\\\n",
       "pJc/KQhAAPyCAAQEhOfZD0DHXwrvwAg6AB8jAAEB8ckn0s6d0vnnSyNG2KkhL0+64AKppUX68EM7\\\n",
       "NQBALAhAQEAcP/qTzAUQj5eWdmwa7I037NQAALEgAAEBYXv6K6qszGzXrrVbBwD0hAAEBEQ0ACVz\\\n",
       "8cOTiQawaD0AkIpYB6gHLq2HAH/zPLMA4u7d0vbtphfHlj17pMGDpawsc3PUZC7GCODsuHTeYwQI\\\n",
       "CIDGRhN+Bg2SLrzQbi2DBknDh5uVoTdvtlsLAJwKAQgIgFRogD5edCFGpsEApCoCEBAAqdIAHRWt\\\n",
       "g0ZoAKmKAAQEQKoGIEaAAKQqmqB74FIzGPzL80zfzb59phcoFLJdkbkb/PnnS+eeKx04YLYAUp9L\\\n",
       "5z1GgACf277dhJ+hQ6WcHNvVGP37S1/9qnT0qLRxo+1qAOBEBCDA545f/ycVGqCjaIQGkMoIQIDP\\\n",
       "vf222aZK/08UjdAAUhkBCPC5VGuAjqIRGkAqowm6By41g8GfOjulgQNN03Fzs5SdbbuiYw4eNL1A\\\n",
       "6elmReisLNsVAfgiLp33GAECfOyDD0z4yc5OrfAjSf36ScXFUiQiNTTYrgYAuiMAAT6WqtNfUTRC\\\n",
       "A0hVBCDAx1I9ANEIDSBVEYAAH/NLAGIECECqoQm6By41g8F/OjtNk/HBg9KuXdIFF9iu6ERtbdJ5\\\n",
       "55la9++X+va1XRGAnrh03mMECPCpP//ZhJ/c3NQMP5LUu7dUUmIC0Dvv2K4GAI4hAAE+lerTX1EX\\\n",
       "XWS2TIMBSCUEIMCn/BKAovVFV6wGgFRAAAJ8yi8BiBEgAKmIJugeuNQMBn+JREwD9OHDUkuLNGiQ\\\n",
       "7YpO7cgR0wgdiZhG6H79bFcE4FRcOu8FdgSopqZGRUVFKigo0LJly066Tzgc1rhx41RSUqLy8vLk\\\n",
       "FgichfffN+Fn+PDUDj+S1KuXaYT2PGn9etvVAIARyADU0dGhxYsXq6amRps2bVJlZaU2b97cbZ/W\\\n",
       "1lb95Cc/0XPPPaeNGzfqySeftFQtcPr8Mv0VRR8QgFQTyABUX1+v/Px85eXlKTMzUxUVFaqqquq2\\\n",
       "zx/+8AfNmTNHoVBIkjR48GAbpQJnxG8BiD4gAKkmkAGoublZubm5Xa9DoZCam5u77bN161bt3btX\\\n",
       "U6dO1YQJE7Ry5cpklwmcsWiQiAaLVMcIEIBUk2G7gESINnH1pL29XevWrVNtba0OHz6syZMna9Kk\\\n",
       "SSooKEhChcCZa2+XNmwwz8ePt1tLrEpKpMxMacsW6cAB0xQNADYFMgDl5OSosbGx63VjY2PXVFdU\\\n",
       "bm6uBg8erKysLGVlZWnKlCnasGHDSQPQ0qVLu56Xl5fTMA2rNm0yt5jIz5cGDLBdTWx69ZLGjDEj\\\n",
       "QOvXS1Om2K4IQFQ4HFY4HLZdRtIF8jL4SCSiwsJC1dbWKjs7WxMnTlRlZaWKi4u79nn//fe1ePFi\\\n",
       "vfDCCzpy5IjKysr02GOPadSoUV37uHQ5IPzjgQekf/xHqaJCqqy0XU3sFi6U7r9f+vWvpZtusl0N\\\n",
       "gJNx6bwXyBGgjIwMLV++XDNnzlRHR4fmz5+v4uJirVixQpK0cOFCFRUVadasWRozZozS09O1YMGC\\\n",
       "buEHSFV+a4COmjDBBCD6gACkgkCOAMWLS0kY/nHxxSYEhcPSN79pu5rYrVtnmra/+lXTCwQg9bh0\\\n",
       "3iMA9cClHwT4w/GrKre2Sl/6ku2KYnf0qKn96FHpb3/zV+2AK1w67wXyMnggqDZuNFeBFRb6L0Cc\\\n",
       "e65phJbMaBAA2EQAAnzEr/0/UawHBCBVEIAAH4kGB78sgPh5rAgNIFUQgAAfYQQIAOKDJugeuNQM\\\n",
       "htTX1maaiDs7TRNxv362Kzp97e3mezhyxDRx9+9vuyIAx3PpvMcIEOATDQ3m6q/iYn+GH8ncDqO0\\\n",
       "1DynERqATQQgwCf8Pv0VRR8QgFRAAAJ8wm93gD8V+oAApAICEOATa9ea7cUX263jbDECBCAV0ATd\\\n",
       "A5eawZDaDh0yCx+mp0sHDki9e9uu6My1t5vvpa1N2rvXP3e0B1zg0nmPESDAB9atM1d/jR7t7/Aj\\\n",
       "0QgNIDUQgAAfCEoDdBR9QABsIwABPhCU/p8o+oAA2EYAAnwgaAGIESAAttEE3QOXmsGQuvbtkwYO\\\n",
       "NL0/+/ebHhq/i0RMI/Snn0p79pjvD4B9Lp33GAECUlx0lGTs2GCEH0nKyDDfj0QjNAA7CEBAigva\\\n",
       "9FcUfUAAbCIAASkuGoCCcgVYFH1AAGwiAAEpjhEgAIg/mqB74FIzGFLTzp3SsGHSeedJra1mJeig\\\n",
       "iESk/v2lw4ellhZp0CDbFQFw6bwXoF+nQPAcfwPUIIUfqXsjNNNgAJItYL9SgWAJav9PFH1AAGwh\\\n",
       "AAEpLKj9P1HRAFRfb7cOAO4hAAEpyvOOTYEFNQCVlZltXZ35fgEgWWiC7oFLzWBIPR99JOXlmVWS\\\n",
       "W1qkz34cA8XzTPPzvn3m+/3KV2xXBLjNpfMeI0BAiqqrM9uysmCGH8l8X5MmmefR7xcAkoEABKSo\\\n",
       "N94w28mT7daRaAQgADYENgDV1NSoqKhIBQUFWrZs2Sn3W7t2rTIyMvT0008nsTrgi0UDQTQgBBUB\\\n",
       "CIANgewB6ujoUGFhoV5++WXl5OTo4osvVmVlpYqLi0/Yb8aMGerTp4/mzZunOXPmdPu6S3OhSC1H\\\n",
       "jpi7pbe3m/6Y/v1tV5Q4ra3SgAFSr17S3/5mtgDscOm8F8gRoPr6euXn5ysvL0+ZmZmqqKhQVVXV\\\n",
       "Cfvdd999uvrqqzVkyBALVQKntm6ddPSoNGpUsMOPJJ1/vlRcbELfhg22qwHgikAGoObmZuXm5na9\\\n",
       "DoVCam5uPmGfqqoqLVq0SNKx1AukAlemv6KYBgOQbIEMQLGEmSVLluiee+5RWlqaPM9zYrgP/hEN\\\n",
       "AkFvgI4iAAFItgzbBSRCTk6OGhsbu143NjYqFAp12+ftt99WRUWFJKmlpUWrVq1SZmamrrrqqhPe\\\n",
       "b+nSpV3Py8vLVV5enpC6gajoFWCMAAFItHA4rHA4bLuMpAtkE3QkElFhYaFqa2uVnZ2tiRMnnrQJ\\\n",
       "OmrevHm68sor9d3vfrfbn7vUDIbU0dwshUKmCXrfvuDdBPVkOjpMr9OhQ9LOndLQobYrAtzk0nkv\\\n",
       "kL9aMzIytHz5cs2cOVOjRo3SNddco+LiYq1YsUIrVqywXR7QozffNNuyMjfCjySdc86x231Ev38A\\\n",
       "SKRAToFJ0uzZszV79uxuf7Zw4cKT7vvQQw8loyQgJq5Nf0VNmiSFw2Ya7CQz0QAQV478+xLwD1dW\\\n",
       "gP68aOBbs8ZuHQDcEMgeoHhxaS4UqaGtzfTCtLebG6AOHGi7ouTZvVu64AKpd2+zIOK559quCHCP\\\n",
       "S+c9RoCAFLJ2rVkAsaTErfAjSUOGmAUR29qkt96yXQ2AoCMAASlk9WqzvfRSu3XYEv2+//Qnu3UA\\\n",
       "CD4CEJBCoif+KVPs1mELAQhAstAD1AOX5kJhXyRipr0OHDBrAWVn264o+T76SMrLM/cH27PHnWUA\\\n",
       "gFTh0nmPXy9AitiwwYSfESPcDD+SdOGFUm6uuUP8xo22qwEQZAQgIEW4Pv0VxTQYgGQgAAEpInrC\\\n",
       "d7UBOooABCAZCEBACvA8AlBUdATsT38yxwUAEoEABKSALVvMQoBf/rKUn2+7GruKi6VBg6RPPpE+\\\n",
       "/NB2NQCCigAEpIDjR38+uwjDWWlp0je+YZ5H10UCgHgjAAEp4JVXzNb1Buio8nKzffVVq2UACDAC\\\n",
       "EGCZ5x0LQJddZreWVDF9utnW1tIHBCAxCECAZRs3Sn/9q1n7p7DQdjWpoaTE3Bj1k09MfxQAxBsB\\\n",
       "CLCsttZsp0+n/ycqLU2aNs08f/llu7UACCYCEGBZ9ATP9Fd3x0+DAUC8cS+wHrh0TxTY0d5u7v91\\\n",
       "8KDU1CTl5NiuKHXs2CENH27uC9bSIp1zju2KgOBz6bzHCBBg0dq1JvwUFhJ+Pi8vz9wXrbVVWrfO\\\n",
       "djUAgoYABFjE9FfPmAYDkCgEIMCiaACKnujRXTQYvvii3ToABA89QD1waS4UybdvnzRkiLniqaVF\\\n",
       "6t/fdkWpZ98+afBgKT1d2rNH+tKXbFcEBJtL5z1GgABLXnxR6ugwt78g/JzcgAHS178uRSJcDg8g\\\n",
       "vghAgCXV1WZ7+eV260h10eMTPV4AEA9MgfXApaFAJFdnp7nz++7d0qZN5g7oOLmGBqm0VBo2TGpu\\\n",
       "ZrFIIJFcOu8xAgRY8NZbJvzk5UlFRbarSW2jR5slAv7yF+mdd2xXAyAoCECABc8/b7aXX86IxhdJ\\\n",
       "S2MaDED8EYAAC6In8iuusFuHX0QDUDQ4AsDZCnQAqqmpUVFRkQoKCrRs2bITvv7oo4+qtLRUY8aM\\\n",
       "0SWXXKKGhgYLVcI1TU1mCiwrSyovt12NP1x2mdSrl1RXJ+3cabsaAEEQ2ADU0dGhxYsXq6amRps2\\\n",
       "bVJlZaU2b97cbZ8RI0Zo9erVamho0G233aYbbrjBUrVwydNPm+3s2VKfPnZr8Yt+/aSZMyXPk/74\\\n",
       "R9vVAAiCwAag+vp65efnKy8vT5mZmaqoqFBVVVW3fSZPnqz+ny3AUlZWpqamJhulwjFPPWW2c+bY\\\n",
       "rcNvosfrySft1gEgGAIbgJqbm5Wbm9v1OhQKqbm5+ZT7P/DAA7qcBVmQYDt3Sn/6k3TuudK3v227\\\n",
       "Gn+58kopI0N67TWzcjYAnI3ABqC007i05tVXX9WDDz540j4hIJ6eecZM43zrW9zW4XQNGGDumdbR\\\n",
       "IX1uMBcATluG7QISJScnR42NjV2vGxsbFQqFTtivoaFBCxYsUE1NjQYMGHDS91q6dGnX8/LycpXT\\\n",
       "uYozFJ2+YfrrzMyZI73wgplGnD/fdjVAMITDYYXDYdtlJF1gV4KORCIqLCxUbW2tsrOzNXHiRFVW\\\n",
       "Vqr4uCV3P/74Y02bNk2PPPKIJk2adMJ7uLQiJhKvpcWs/pyWJu3aJQ0caLsi/9m92xzDc84xx/AU\\\n",
       "/2YBcIZcOu8FdgosIyNDy5cv18yZMzVq1Chdc801Ki4u1ooVK7RixQpJ0l133aV9+/Zp0aJFGjdu\\\n",
       "nCZOnGi5agTZ44+b6Zvp0wk/Z2rIEGnqVKm9XXriCdvVAPCzwI4AxYNLSRiJN3myWcfmkUekH/zA\\\n",
       "djX+9fDD0ty55i7xr79uuxogWFw67xGAeuDSDwIS689/lgoLzXo2O3dKffvarsi/Dh4002CHDpnj\\\n",
       "WlBguyIgOFw67wV2CgxIJStXmu3VVxN+zla/fseayKPHFQBOFwEISLDOTjPtJUk/+pHdWoJi7lyz\\\n",
       "ffhhc3wB4HQRgIAEe+klaccO6cILufdXvJSXS7m50kcfmYURAeB0EYCABPvtb832hhukdP6Pi4v0\\\n",
       "dOm668zz6PEFgNNBE3QPXGoGQ2I0NZmRn/R0qbHRNO8iPpqapLw8s67Sxx9Lw4bZrgjwP5fOe/x7\\\n",
       "FEig3/3O9Kh85zuEn3gLhaS/+zspEpHuv992NQD8hhGgHriUhBF/bW1mhGLXLumVV8wCfoivV14x\\\n",
       "C0sOG2b6gTIzbVcE+JtL5z1GgIAEWbnShJ+xY2l+TpSpU6VRo6S//EWqrLRdDQA/IQABCdDZKf3H\\\n",
       "f5jnP/+56VNB/KWlST/7mXm+bBmXxAOIHVNgPXBpKBDx9cwzpu/nwgulbdukjAzbFQXX0aPSyJGm\\\n",
       "KfqZZ0xfEIAz49J5jxEgIM46O6U77zTPb7qJ8JNo554r/fM/m+d33y058HsbQBwwAtQDl5Iw4ufx\\\n",
       "x6VrrpFycszoT+/etisKvkOHpOHDpd27GQUCzoZL5z1GgIA4ikSk2283z2+7jfCTLH37muMtSbfc\\\n",
       "Yv47AEBPCEBAHD34oLRlizRihHT99barccvChWYUaNMmc48wAOgJU2A9cGkoEGdvzx7pq1+V9u6V\\\n",
       "HntM+t73bFfknkcflX74Q2noUOn996Xzz7ddEeAvLp33GAEC4uSXvzThZ9o06R/+wXY1brr2WumS\\\n",
       "S8z6S7/8pe1qAKQyRoB64FISxtl5/XXp0kulc86RNmwwi/PBjnfflcaNM1fjvfmmdPHFtisC/MOl\\\n",
       "8x4jQMBZOnhQmjvXXH79s58RfmwbPdosP+B50o9+JB0+bLsiAKmIEaAeuJSEceYWLZJ++1tpzBip\\\n",
       "vl7q1ct2Rfj0U2nCBNMQvWiR9Jvf2K4I8AeXznsEoB649IOAM7NypfTjH5vF+NauNSEIqWHDBmni\\\n",
       "RLNS9P/8j1mbCUDPXDrvMQUGnKG335ZuuME8v+8+wk+qKS09dj+2efOkdevs1gMgtRCAgDOwbZt0\\\n",
       "xRVSW5u0YMGxIITUsnixWY/p00+lq66SduywXRGAVMEUWA9cGgpE7BobpSlTzMl02jSpupq+n1R2\\\n",
       "5Ij0rW9Jq1ebhRJXr5ZCIdtVAanJpfMeI0DAaXj/fbPOzI4dpr/kmWcIP6muVy/puefM5fDbt0vf\\\n",
       "/Kb05z/brgqAbQQgIEa1tdI3vmFGgCZPllatks47z3ZViMWXviS98IK5MuzDD6Wvf92MBAFwFwEI\\\n",
       "+ALt7dJdd0kzZpjbXVxxhfTyy9LAgbYrw+kYMEB69VXz32/PHmnqVOlf/kXq6LBdGQAbCEBAD954\\\n",
       "Qxo/XrrjDvP69tulqiqpTx+7deHM9Otnpi1/8QuzUOLtt5tRoTVrbFcGINkCG4BqampUVFSkgoIC\\\n",
       "LVu27KT73HjjjSooKFBpaanWr1+f5AqRytavl77zHTNVsnGjubv7Sy9Jd95pbncB/8rIkP79382U\\\n",
       "2Fe+Ir3zjunr+t73zH93AG4IZADq6OjQ4sWLVVNTo02bNqmyslKbN2/utk91dbW2bdumrVu36v77\\\n",
       "79eiRYssVYtUcfCg9PDDpkl2/HgzUtC7t3TLLSYETZ9uu0LE04wZ0ubN0q23moUsn3jC/HefNs38\\\n",
       "HBw8aLtCAIkUyABUX1+v/Px85eXlKTMzUxUVFaqqquq2z7PPPqu5c+dKksrKytTa2qpdu3bZKBeW\\\n",
       "tLVJdXXSf/2XORkOGmTu6bV6tZniuukm0zD7b/8mZWXZrhaJ0KeP9K//Kn3wgfTTn0p9+5o+oblz\\\n",
       "pcGDzeXzv/61WeW7rc12tQDiKcN2AYnQ3Nys3NzcrtehUEhvvvnmF+7T1NSkoUOHJq1OJNbhw1JL\\\n",
       "i3ns3m2u3vrwQ/PYssWM6kQix/ZPSzNTIdddZ26bwBVe7giFpP/8T9MT9Pjj0n//t+kLeukl85DM\\\n",
       "1NnXvmYeeXnmceGF0pAhJjwPGmQC1WfLqABIcYEMQGkx/gb6/EJPp/p7CxZE9//83z/z1/F8r0S+\\\n",
       "dyrX2dFhVvhtazPb458fOvTF/2JPT5dKSkwT7GWXSTNnmn/1w13nn29W9b7hBumvfz0WgNauNWtA\\\n",
       "bdhgHqfSq5e55D4ry0yfZmUde96rl+kfO+cc87OXnn7q5+mnMTYfa+A6nWCWiPcEUk0gA1BOTo4a\\\n",
       "Gxu7Xjc2Nir0uaVfP79PU1OTcnJyTvp+v/vd0uNelX/2QKrr1csEmsGDzb/OQyHTzDxypHmMHm2u\\\n",
       "CgJO5oILpB/8wDwkE6obGqStW82Cijt2SB99ZEYY9+41l9a3tZnRRsBfwp893BLIW2FEIhEVFhaq\\\n",
       "trZW2dmBXMRVAAAGXElEQVTZmjhxoiorK1VcXNy1T3V1tZYvX67q6mrV1dVpyZIlqqur6/Y+0RGh\\\n",
       "++/3jvszfW6fM38dz/fy63ufzd9NT+/+L+zjn/fpw3QEku/wYenAge6jktGRybY2qbPz2KOj49TP\\\n",
       "Y/2tHO/9EvWe8I+FC925FUYgA5AkrVq1SkuWLFFHR4fmz5+vm2++WStWrJAkLVy4UJK6rhTr27ev\\\n",
       "HnroIY0fP77be7h0TxQAAFw67wU2AMWDSz8IAAC4dN4L5GXwAAAAPSEAAQAA5xCAAACAcwhAAADA\\\n",
       "OQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCECwLhwO2y7BCRznxOMY\\\n",
       "Jx7HGPFCAIJ1/EJLDo5z4nGME49jjHghAAEAAOekeS7c8/4MpaWl2S4BAICkcyEaMAIEAACck2G7\\\n",
       "gFTmQgIGAMBFjAABAADnEIAAAIBzCECfqampUVFRkQoKCrRs2bKT7nPjjTeqoKBApaWlWr9+fZIr\\\n",
       "9L8vOsaPPvqoSktLNWbMGF1yySVqaGiwUKW/xfJzLElr165VRkaGnn766SRWFwyxHONwOKxx48ap\\\n",
       "pKRE5eXlyS0wIL7oOLe0tGjWrFkaO3asSkpK9Pvf/z75RfrY9ddfr6FDh2r06NGn3Cfw5zwPXiQS\\\n",
       "8UaOHOlt377dO3r0qFdaWupt2rSp2z7PP/+8N3v2bM/zPK+urs4rKyuzUapvxXKM16xZ47W2tnqe\\\n",
       "53mrVq3iGJ+mWI5xdL+pU6d6V1xxhffkk09aqNS/YjnG+/bt80aNGuU1NjZ6nud5u3fvtlGqr8Vy\\\n",
       "nO+44w7vF7/4hed55hgPHDjQa29vt1GuL61evdpbt26dV1JSctKvu3DOYwRIUn19vfLz85WXl6fM\\\n",
       "zExVVFSoqqqq2z7PPvus5s6dK0kqKytTa2urdu3aZaNcX4rlGE+ePFn9+/eXZI5xU1OTjVJ9K5Zj\\\n",
       "LEn33Xefrr76ag0ZMsRClf4WyzH+wx/+oDlz5igUCkmSBg8ebKNUX4vlOA8bNkz79++XJO3fv1+D\\\n",
       "Bg1SRgbX9cTq0ksv1YABA075dRfOeQQgSc3NzcrNze16HQqF1Nzc/IX7cIKOXSzH+HgPPPCALr/8\\\n",
       "8mSUFhix/hxXVVVp0aJFkljr6nTFcoy3bt2qvXv3aurUqZowYYJWrlyZ7DJ9L5bjvGDBAr333nvK\\\n",
       "zs5WaWmp7r333mSXGWgunPOIy4r9JOB97rJ4Th6xO51j9eqrr+rBBx/U66+/nsCKgieWY7xkyRLd\\\n",
       "c889SktLk+d5LPVwmmI5xu3t7Vq3bp1qa2t1+PBhTZ48WZMmTVJBQUESKgyGWI7z3XffrbFjxyoc\\\n",
       "DuuDDz7QjBkztGHDBp133nlJqNANQT/nEYAk5eTkqLGxset1Y2Nj1/D1qfZpampSTk5O0mr0u1iO\\\n",
       "sSQ1NDRowYIFqqmp6XF4FieK5Ri//fbbqqiokGSaSFetWqXMzExdddVVSa3Vr2I5xrm5uRo8eLCy\\\n",
       "srKUlZWlKVOmaMOGDQSg0xDLcV6zZo1uvfVWSdLIkSM1fPhwbdmyRRMmTEhqrUHlxDnPbgtSamhv\\\n",
       "b/dGjBjhbd++3Tty5MgXNkG/8cYbgWwIS6RYjvFHH33kjRw50nvjjTcsVelvsRzj41133XXeU089\\\n",
       "lcQK/S+WY7x582Zv+vTpXiQS8Q4dOuSVlJR47733nqWK/SmW4/zTn/7UW7p0qed5nrdz504vJyfH\\\n",
       "27Nnj41yfWv79u0xNUEH9ZzHCJCkjIwMLV++XDNnzlRHR4fmz5+v4uJirVixQpK0cOFCXX755aqu\\\n",
       "rlZ+fr769u2rhx56yHLV/hLLMb7rrru0b9++rv6UzMxM1dfX2yzbV2I5xjg7sRzjoqIizZo1S2PG\\\n",
       "jFF6eroWLFigUaNGWa7cX2I5zrfccovmzZun0tJSdXZ26le/+pUGDhxouXL/uPbaa/Xaa6+ppaVF\\\n",
       "ubm5uvPOO9Xe3i7JnXMeN0MFAADO4SowAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADn\\\n",
       "EIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAA\\\n",
       "wDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAc/4fsZ/MrI/loBsAAAAA\\\n",
       "SUVORK5CYII=\\\n",
       "\"\n",
       "  frames[12] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt4VdWdxvE3IaFiaik3kVw0ksQkGAkIJiBKA15ArM4o\\\n",
       "VmMvg8hQykgt2j7TWtsRfaa22Om0jnnaxvE29ZLH1tJC2xBtUwIWjLFyCUJEoIonsSAREJRbEvb8\\\n",
       "sboD4RIO5Jyzztnr+3me8+x9yM4+P5ch+2WttfdK8jzPEwAAgEOSbRcAAAAQawQgAADgHAIQAABw\\\n",
       "DgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQA\\\n",
       "AJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEA\\\n",
       "AQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwTortAuJZUlKS7RIAAIg5z/NslxB19AABAADnEIDC\\\n",
       "4Hkeryi+7rvvPus1uPCinWnjILxo4+i+XEIAAgAAziEAAQAA5xCAYF1ZWZntEpxAO0cfbRx9tDEi\\\n",
       "JclzbdDvFPh3gdFEAAAXuHTdowcIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAA\\\n",
       "AOCcwAag22+/XYMHD9ZFF110wmPuvPNO5eXlqbi4WKtWrYphdQAAwKbABqDp06erpqbmhF+vrq7W\\\n",
       "pk2btHHjRj366KOaPXt2DKsDAAA2BTYAXX755erXr98Jv75o0SJNmzZNklRaWqpdu3Zp27ZtsSoP\\\n",
       "AABYFNgAdDItLS3KysrqfJ+Zmanm5maLFQEAgFhJsV2ATUevdeKvgQLg+PbskaqqpDfekDIzpS98\\\n",
       "QcrIsF0VAJw6ZwNQRkaGQqFQ5/vm5mZlnOA3+bx58zr3y8rKWI0YTlq2TLrlFmnr1sN/dt99UkWF\\\n",
       "NGOGvboA9ExdXZ3q6upslxFzgV4N/p133tF1112ntWvXHvO16upqVVRUqLq6WvX19Zo7d67q6+u7\\\n",
       "HOPSqrhAd/7yF+nKK6UDB6SSEunGG6X6eum3vzVf/9nPpK98xW6NAHrOpeteYAPQrbfeqqVLl6q1\\\n",
       "tVWDBw/W/fffr7a2NknSrFmzJElz5sxRTU2N0tLS9OSTT+riiy/ucg6XfhCAE9m2TRo+XHr/felf\\\n",
       "/1X6+c+lXr3M1yoqpK9+1bxfscKEIwCJy6XrXmADUCS49IMAnMjNN0u/+pU0YYL00ktSylED53ff\\\n",
       "Lf34x1J+vrR2rZSaaqdOAD3n0nWPANQNl34QgON5+WVp/HgpLc1MfM7OPvaYAwekiy6SNm40PUJ3\\\n",
       "3BHzMgFEiEvXPWdvgwfQPc+TvvMds/+Nbxw//EjSJz4hPfSQ2Z83T9q9OxbVAUDPEIAAHNeSJebO\\\n",
       "r379pLvu6v7Yf/onadw4qbVVeuyx2NQHAD1BAAJwXD/5idnefbfUt2/3xyYlSd/8ptl/+GGpvT26\\\n",
       "tQFATzEHqBsujYUCR3r7bSknx0xobm6WBg06+fccOiQVFJi5QM8/byZPA0gsLl336AECcIyf/9zM\\\n",
       "Abr55vDCjyQlJ0tf+5rZ/9//jV5tABAJ9AB1w6UkDPg6OswyF1u3mmf7jB0b/vfu3CkNGSIdPCht\\\n",
       "2SIdsdwegATg0nWPHiAAXSxdasJPTo40ZsypfW+/fmZCtOdJTz8dnfoAIBIIQAC6qKoy2/JyM7n5\\\n",
       "VE2bZra/+IUJQgAQjxgC64ZLXYGAZIauzjnHDGW98YZ04YWnfo72dnOODz6Q1q2Thg2LfJ0AosOl\\\n",
       "6x49QAA6vfiiCT8XXXR64UcyS2Vcf73Z/81vIlcbAEQSAQhAp1//2mzLy3t2nhtuMNsFC3p2HgCI\\\n",
       "FobAuuFSVyBw6JAZutq+/fSHv3z790sDB0offyy984503nkRKxNAFLl03aMHCIAk6bXXTPjJzu75\\\n",
       "vJ0zzpCmTDH7v/1tj0sDgIgjAAGQJP3+92b72c+e3t1fR/OHwRYt6vm5ACDSCEAAJB0OQNdeG5nz\\\n",
       "XX21CVJ/+YsZCgOAeEIAAqCWFmn1aunMM6Wyssicc8AAafRoc2v90qWROScARAoBCIBefNFsr7jC\\\n",
       "zN+JlEmTup4fAOIFAQiA/vxns73qqsie9+qrzfallyJ7XgDoKW6D74ZLtwPCXZ4nZWRIf/97z29/\\\n",
       "P1pbmxkK27PHLI567rmROzeAyHPpukcPEOC4DRtM+Dn77MgvW5GaKk2caPYZBgMQTwhAgOP84a+J\\\n",
       "EyNz+/vRrrzSbJkIDSCeEIAAxx0ZgKLhM58x26VLWR0eQPxgDlA3XBoLhZsOHZIGDZJ27JA2bZJy\\\n",
       "cqL7GX/7m3T++ZH/DACR4dJ1jx4gwGGNjSaYnHuuNHRodD4jOVm6/HKzzzAYgHhBAAIcFu35P74j\\\n",
       "h8EAIB4QgACHvfyy2foBJVr88y9bFt3PAYBwMQeoGy6NhcI9nicNHmxWgH/rLSkvL3qf1dEh9e8v\\\n",
       "7d4thUJSZmb0PgvA6XPpukcPEOCozZtN+Bk0SMrNje5n9eolXXaZ2acXCEA8CGwAqqmpUUFBgfLy\\\n",
       "8jR//vxjvt7a2qrJkydrxIgRKioq0lNPPRX7IgGLli8320svje78Hx/zgADEk0AGoI6ODs2ZM0c1\\\n",
       "NTVav369qqqq1NTU1OWYiooKjRw5UqtXr1ZdXZ2+/vWvq7293VLFQOytWGG248bF5vP8O8H8zwUA\\\n",
       "mwIZgBoaGpSbm6vs7GylpqaqvLxcCxcu7HLMkCFDtHv3bknS7t27NWDAAKWkpNgoF7DiyB6gWBg5\\\n",
       "0iyNsW6d9OGHsflMADiRQAaglpYWZWVldb7PzMxUS0tLl2NmzpypdevWKT09XcXFxXr44YdjXSZg\\\n",
       "za5dJoj07i2NGhWbzzzjDOnii83k69dei81nAsCJBDIAJYUxoeHBBx/UiBEj9N5772n16tW64447\\\n",
       "tGfPnhhUB9j3yitmO2qUCSaxMmZM188HAFsCOeaTkZGhUCjU+T4UCinzqPtuV6xYoXvvvVeSlJOT\\\n",
       "o/PPP18bNmzQ6NGjjznfvHnzOvfLyspUVlYWlbqBWIn1/B/f2LHSww9L9fWx/VwAJ1ZXV6e6ujrb\\\n",
       "ZcRcIJ8D1N7ervz8fNXW1io9PV0lJSWqqqpSYWFh5zF33323+vbtq/vuu0/btm3TqFGj1NjYqP79\\\n",
       "+3ce49LzEOCWiROlJUukBQukG26I3edu2SJlZ5tnArW2xubuMwDhc+m6F8gAJEmLFy/W3Llz1dHR\\\n",
       "oRkzZuiee+5RZWWlJGnWrFlqbW3V9OnT9e677+rQoUO655579PnPf77LOVz6QYA72tulvn2lvXul\\\n",
       "rVvNwxBjxfOkjAzp73+XNmyQLrggdp8N4ORcuu4FNgBFgks/CHDHypVm7k9OjlkBPtZuvFH6zW+k\\\n",
       "p56Spk2L/ecDODGXrnuBnAQN4MT8O7BKS+18/tixZstEaAA2EYAAx/z1r2Z7ySV2Pt+/E4yJ0ABs\\\n",
       "IgABjnn9dbON1fN/jjZqlJSSIq1dK/HkCQC2EIAAh+zfb4JHUpJ5MrMNZ54pFRdLhw7xQEQA9hCA\\\n",
       "AIc0Npq7wAoLpU9+0l4d/jAYAQiALQQgwCH+/J/jPO8zpvz5RwQgALYQgACHxEsA8j/frwcAYo0A\\\n",
       "BDjEnwBtOwAVFEhpaebJ0Nu3260FgJsIQIAj9u41K8AnJ5tJyDb16mVWhpfoBQJgBwEIcMSaNVJH\\\n",
       "h3ThheZOLNsYBgNgEwEIcES8zP/xEYAA2EQAAhwRbwHIvxOMAATABgIQ4Ih4mQDty8kxq9K/9555\\\n",
       "AUAsEYAAB3z0kdTUZJagGD7cdjVGcvLh5TjoBQIQawQgwAGrV5ulJ4qKpDPOsF3NYQyDAbCFAAQ4\\\n",
       "IN7m//j8engiNIBYIwABDoi3+T++I+8E8zy7tQBwCwEIcEC89gCdd540cKDU2iq9+67tagC4hAAE\\\n",
       "BNzu3dKGDVJqqpkDFE+SkngeEAA7CEBAwK1aZYaXhg+XPvEJ29Uci3lAAGwgAAEBF6/DXz7uBANg\\\n",
       "AwEICLh4nQDtYyI0ABsIQEDAxXsPUHq6NGSI9OGH0ubNtqsB4AoCEBBgu3ZJGzeauT8XXmi7mhPz\\\n",
       "nwjt91YBQLQRgIAAW7nSbIuLzV1g8Yo7wQDEGgEICLB4n//jIwABiDUCEBBg8T7/x+cPga1cadYs\\\n",
       "A4BoIwABAZYoAeicc6SMDPPQxk2bbFcDwAWBDUA1NTUqKChQXl6e5s+ff9xj6urqNHLkSBUVFams\\\n",
       "rCy2BQJRtmOH9Le/SX36SIWFtqs5OSZCA4ilQAagjo4OzZkzRzU1NVq/fr2qqqrU1NTU5Zhdu3bp\\\n",
       "jjvu0O9+9zu98cYbeuGFFyxVC0SHHyRGjJBSUuzWEg7mAQGIpUAGoIaGBuXm5io7O1upqakqLy/X\\\n",
       "woULuxzz3HPPaerUqcrMzJQkDRw40EapQNQkygRon98DRAACEAuBDEAtLS3KysrqfJ+ZmamWlpYu\\\n",
       "x2zcuFE7duzQhAkTNHr0aD399NOxLhOIqkSZ/+NjIjSAWEqAjvFTl5SUdNJj2tratHLlStXW1mrv\\\n",
       "3r0aO3asxowZo7y8vBhUCERfogWgwYOlrCwpFJLeeksqKLBdEYAgC2QAysjIUCgU6nwfCoU6h7p8\\\n",
       "WVlZGjhwoPr06aM+ffpo/PjxWrNmzXED0Lx58zr3y8rKmDCNuLd9u7Rli5SWJuXn264mfKNGmQD0\\\n",
       "+usEICBW6urqVFdXZ7uMmEvyvOAtP9je3q78/HzV1tYqPT1dJSUlqqqqUuERt8K8+eabmjNnjl58\\\n",
       "8UUdOHBApaWlev755zVs2LDOY/yepAA2EQKupka65hrpssukl1+2XU34vvc96TvfkebOlX78Y9vV\\\n",
       "AO5x6boXyB6glJQUVVRUaNKkSero6NCMGTNUWFioyspKSdKsWbNUUFCgyZMna/jw4UpOTtbMmTO7\\\n",
       "hB8gkSXaBGgft8IDiJVA9gBFiktJGMFyww3Sb38rPfOM9IUv2K4mfNu3S2efbYbuPvxQ6tXLdkWA\\\n",
       "W1y67gXyLjDAdYk2Ado3aJB07rnSxx9LGzbYrgZAkBGAgIDZtk1qbpbOOktKxJsa/dDGMBiAaCIA\\\n",
       "AQHjB4eLL5aSE/BvOA9EBBALCfjrEUB3EnX4y0cPEIBYIAABAZPoAcjvAVq1SurosFsLgOAiAAEB\\\n",
       "k+gBaMAAKTtb2rtXevNN29UACCoCEBAg770n/f3vUt++Uk6O7WpOHyvDA4g2AhAQIP68mVGjpDCW\\\n",
       "xItbTIQGEG0EICBAEn34y8dEaADRRgACAuS118w20QPQxReb7erVUnu73VoABBMBCAgIzzscgC65\\\n",
       "xG4tPdW/vzR0qLRvn9TUZLsaAEFEAAICYssWqbXV3EV13nm2q+k55gEBiCYCEBAQR/b+JPIEaB/z\\\n",
       "gABEEwEICAi/pyTRh7983AoPIJoIQEBABGX+j+/IidBtbXZrARA8BCAgAA4dOjxUFJQA9OlPS7m5\\\n",
       "0oED0vr1tqsBEDQEICAA3npL2r1bysyUzjnHdjWRw0RoANFCAAICICjP/zkaE6EBRAsBCAiAoM3/\\\n",
       "8dEDBCBaCEBAAAQ1APkToRsbpYMH7dYCIFgIQECCa2szd0pJwRsC69tXuuACMxF63Trb1QAIEgIQ\\\n",
       "kODeeEPav9/cMdWvn+1qIo9hMADRQAACElxQh798TIQGEA0EICDBBe0J0EejBwhANBCAgAQX1Fvg\\\n",
       "fSNHmrXNGhvNUB8ARAIBCEhg+/ZJa9dKycmH75gKmk99Sho2rOtkbwDoKQIQkMBWrZI6OkxASEuz\\\n",
       "XU30jBljtq+8YrcOAMFBAAISmB8I/IAQVGPHmm19vd06AARHYANQTU2NCgoKlJeXp/nz55/wuNde\\\n",
       "e00pKSlasGBBDKsDIsMPBH5ACCp6gABEWiADUEdHh+bMmaOamhqtX79eVVVVampqOu5x3/zmNzV5\\\n",
       "8mR5nmehUqBn/EAQ9ABUWGjmAoVCUkuL7WoABEEgA1BDQ4Nyc3OVnZ2t1NRUlZeXa+HChccc98gj\\\n",
       "j+imm27SoEGDLFQJ9IwfBj79aSk/33Y10ZWcLJWWmv1XX7VbC4BgCGQAamlpUVZWVuf7zMxMtRz1\\\n",
       "z8aWlhYtXLhQs2fPliQlJSXFtEagp/zhr9JSExCCjmEwAJEUyF+b4YSZuXPn6gc/+IGSkpLkeR5D\\\n",
       "YEg4rgx/+ZgIDSCSUmwXEA0ZGRkKhUKd70OhkDIzM7sc8/rrr6u8vFyS1NraqsWLFys1NVXXX3/9\\\n",
       "MeebN29e535ZWZnKysqiUjdwKly5A8xXUmK2f/2rWRm+d2+79QBBUVdXp7q6OttlxFySF8Cuj/b2\\\n",
       "duXn56u2tlbp6ekqKSlRVVWVCgsLj3v89OnTdd111+nGG2/s8ud+T1IAmwgJ7sABMyn44EFp504z\\\n",
       "D8gF+fnSW2+Zp18H9cnXgE0uXfcCOQSWkpKiiooKTZo0ScOGDdMtt9yiwsJCVVZWqrKy0nZ5QI+t\\\n",
       "WmXCz7Bh7oQfiWEwAJETyB6gSHEpCSOx/PjH0t13SzNmSI89Zrua2Pn5z6XZs6XPf1569lnb1QDB\\\n",
       "49J1L5A9QEDQuTb/x0cPEIBIIQABCcbz3LsDzHfhhWbNs7/9Tdq2zXY1ABIZAQhIMFu2SM3NUr9+\\\n",
       "5gnJLklJOdzr9Ze/2K0FQGIjAAEJZtkys738cjcegHi08ePN1m8HADgdDv76BBLbkQHIRf5/98sv\\\n",
       "260DQGIjAAEJxr/w+z0hriktlVJTpdWrpQ8/tF0NgERFAAISyNat5kGAZ54pjRxpuxo7zjxTuuQS\\\n",
       "Mxl8+XLb1QBIVAQgIIH4E38vvdT0grjKHwZjHhCA00UAAhKIf8F3dfjL5//3Mw8IwOkiAAEJxPUJ\\\n",
       "0L5x46SkJLMm2N69tqsBkIgIQECC2LVLamw0Q1+lpbarsatvX6m4WGprk1591XY1ABIRAQhIEMuX\\\n",
       "m4m/l1wi9eljuxr7GAYD0BMEICBBMPzVlR+Ali61WweAxEQAAhJEba3ZTpxot4544Qeg5culffvs\\\n",
       "1gIg8RCAgATwwQfSypVS797SZZfZriY+DBokjRghHTggrVhhuxoAiYYABCSAJUvM/J9LLzUPAoRx\\\n",
       "5ZVm+6c/2a0DQOIhAAEJwB/+8i/4MK64wmz99gGAcCV5nufZLiJeJSUlSZJoItiWlydt2iTV13ML\\\n",
       "/JE+/ljq109qbzfDhP362a4ISGwuXffoAQLi3DvvmPDTt680apTtauJLWpoZFvQ8M0wIAOEiAAFx\\\n",
       "zh/emTBBSkmxW0s8Yh4QgNNBAALinB+A/Pku6IoABOB0MAeoGy6NhSI+dXRIgweb+S1vvinl59uu\\\n",
       "KP60t0sDB0offiht3iwNHWq7IiBxuXTdowcIiGOvvmrCz9Ch0gUX2K4mPqWkSFdfbfb/8Ae7tQBI\\\n",
       "HAQgII75F/RrrzWrn+P4PvtZsyUAAQgXAQiIY0cGIJzYNdeYgFhXZ26NB4CTIQABcaq5WVqzxjz5\\\n",
       "+TOfsV1NfBs0SCopMcti8FBEAOEgAAFxqrrabK+8UjrjDLu1JAK/l+z3v7dbB4DEQAAC4pQ//OXP\\\n",
       "b0H3/ABUXW0ejAgA3Ql0AKqpqVFBQYHy8vI0f/78Y77+7LPPqri4WMOHD9e4cePU2NhooUrgWPv2\\\n",
       "HX6uzZQpdmtJFCNHSunpUkuLtHq17WoAxLvABqCOjg7NmTNHNTU1Wr9+vaqqqtTU1NTlmKFDh2rZ\\\n",
       "smVqbGzUd7/7XX35y1+2VC3Q1YsvSnv3mqUvMjJsV5MYkpKk664z+wsW2K0FQPwLbABqaGhQbm6u\\\n",
       "srOzlZqaqvLyci1cuLDLMWPHjlXfvn0lSaWlpWpubrZRKnCMF14w2899zm4dieamm8z2V79iGAxA\\\n",
       "9wIbgFpaWpSVldX5PjMzUy0tLSc8/vHHH9cUxhoQBw4ckBYtMvtTp9qtJdGUlUkDBkgbNkjr1tmu\\\n",
       "BkA8C2wASjqFp8YtWbJETzzxxHHnCQGx9sc/Snv2SCNGSLm5tqtJLCkp0g03mH2/Fw0Ajiewa0tn\\\n",
       "ZGQoFAp1vg+FQsrMzDzmuMbGRs2cOVM1NTXq16/fcc81b968zv2ysjKVlZVFulyg069+ZbYMf52e\\\n",
       "m26SHnvMBKAj/uoCOIG6ujrV1dXZLiPmArsYant7u/Lz81VbW6v09HSVlJSoqqpKhYWFnce8++67\\\n",
       "mjhxop555hmNGTPmmHO4tCgc4sPBg9LZZ5uFPTdsYP2v09HWZhaQ3blTWr9eOuKvPICTcOm6F9gh\\\n",
       "sJSUFFVUVGjSpEkaNmyYbrnlFhUWFqqyslKVlZWSpAceeEA7d+7U7NmzNXLkSJWUlFiuGq576SUT\\\n",
       "foqKCD+nKzVV+ud/NvvPP2+3FgDxK7A9QJHgUhJGfLj5ZjME9v3vS9/6lu1qEtef/iRddZV0/vnS\\\n",
       "pk1ScmD/qQdElkvXPQJQN1z6QYB9O3dKQ4aYYbB335WOM2UNYeroMOEnFJKWLpXGj7ddEZAYXLru\\\n",
       "8e8iIE788pfmFvgrriD89FSvXtK//IvZf+opq6UAiFMEICBO/OIXZutfuNEz06aZ7S9/KX30kd1a\\\n",
       "AMQfAhAQB5qapBUrpLQ06cYbbVcTDHl50rhx0scfszQGgGMRgIA48LOfme0Xv2hCECLjttvM9rHH\\\n",
       "rJYBIA4xCbobLk0Ggz0ffWQWPN2926xiXlxsu6Lg2LPHtO2ePdKaNdLw4bYrAuKbS9c9eoAAy557\\\n",
       "zoSfSy8l/ETaWWcd7gV65BGrpQCIM/QAdcOlJAw7PM+s+dXYKD3zjPSFL9iuKHjeekvKz5f69JGa\\\n",
       "m6X+/W1XBMQvl6579AABFr34ogk/Q4aYNawQeRdcIE2aJO3bJz36qO1qAMQLAhBg0fz5Zjt3rvSJ\\\n",
       "T9itJcjuustsf/ITE4QAgAAEWNLQINXVSZ/6lDRrlu1qgu3qq6VRo6Rt26THH7ddDYB4QAACLPnP\\\n",
       "/zTb2bOlvn3t1hJ0SUnSvfea/YceMsuNAHAbk6C74dJkMMTWihXmIX1padLmzdLgwbYrCr5Dh8xt\\\n",
       "8OvWST/9qQmeALpy6bpHDxAQY54n3XOP2b/rLsJPrCQnS/ffb/bnzTPPBgLgLgIQEGOLF0vLlpnb\\\n",
       "sb/xDdvVuOXGG6UxY6T335d+9CPb1QCwiQAExND+/dLXvmb2v/1t5v7EWlKS9MMfmv0f/lAKhezW\\\n",
       "A8AeAhAQQ//1X9KmTdKwYdKdd9quxk2XXWaeubR3r/TVr9quBoAtTILuhkuTwRB9GzeaSbj790t/\\\n",
       "/rM0YYLtitzV0iIVFpp5QAsWSDfcYLsiID64dN2jBwiIgfZ26UtfMuHni18k/NiWkSE9+KDZ/7d/\\\n",
       "k7Zvt1sPgNgjAAEx8P3vS6++KmVmSv/zP7argWRug7/sMmnrVmn6dHN3HgB3MATWDZe6AhE9f/qT\\\n",
       "WYvq0CGzf8UVtiuC7913zWK0O3dK//3fh5fMAFzl0nWPHiAgijZvlm6+2YSfe+8l/MSbc889vDTG\\\n",
       "N74h1dTYrQdA7BCAgCh5/33p2mtN78JnPys98IDtinA8N9wgffe7JqTefLPU2Gi7IgCxwBBYN1zq\\\n",
       "CkRk7dwpTZworV5t7vxatoxn/sSzQ4ekW2+VfvlLaeBAackSqajIdlVA7Ll03aMHCIiwlhbpM58x\\\n",
       "4ScvT3rpJcJPvEtOlv7v/6TJk6XWVhNe//pX21UBiCYCEBBBK1dKl14qrV0r5edLtbWs9ZUozjhD\\\n",
       "+s1vzIT17dul8ePNM4IABBMBCIgAzzMrjI8da+4sGjtWWr5cysqyXRlOxRlnSIsWSbfdJu3bJ02d\\\n",
       "ap7YvX+/7coARBoBCOihpiaprEy64w7p4EHzfJk//1kaMMB2ZTgdvXtLTzxhli1JSZEeeUQqLjaL\\\n",
       "2AIIjsAGoJqaGhUUFCgvL0/z588/7jF33nmn8vLyVFxcrFWrVsW4QiS6TZukadPMZNlly6SzzzaT\\\n",
       "aH/6U9OTgMSVlCR9/etSfb1UUCC99ZY0ZYp0zTXSyy/z0EQgCAIZgDo6OjRnzhzV1NRo/fr1qqqq\\\n",
       "UlNTU5djqqurtWnTJm3cuFGPPvqoZs+ebalaJJJ9+8y8kGuukS64QPrFL8wE2q98xfQEfe5ztitE\\\n",
       "JI0aJa1ZI/3oR9JZZ5nnBI0fL40ZI1VWSjt22K4QwOkKZABqaGhQbm6usrOzlZqaqvLyci1cuLDL\\\n",
       "MYsWLdK0adMkSaWlpdq1a5e2bdtmo1zEsYMHpddfN706119vhrWmTjUXwt69pdtvN70DP/uZ1L+/\\\n",
       "7WoRDb17S3ffbR5q+R//Yf4/NzSY0HvOOWb483vfk1asMCvMA0gMKbYLiIaWlhZlHTH7NDMzU6++\\\n",
       "+upJj2lubtZgbtlxyr595rZn/9XSYi50mzeb1dvXrpUOHOj6PaNGmQVNv/Ql5vm4ZNAg6f77pX//\\\n",
       "d9ML+Oyz0h//KC1dal6S6Q284ALpooukoUOl884zryFDTHDq31/65CfNEBsAuwIZgJLC/O1y9IOe\\\n",
       "TvR9M2ce+T1Hn6P793yP3Vrb280dPPv2me2R+x99ZPZPJj9fKimRLr/cPNk5Pf3k34PgSksz4fdL\\\n",
       "XzJDYEuWmCC0YoW0fr305pvmdSKpqdKnPy316WPmivlb/9Wrl3klJ3d9Hf1nvXr1PEjZ/H5CIGwL\\\n",
       "ZADKyMhQKBTqfB8KhZSZmdntMc3NzcrIyDju+R57bN4R78r+8UIQ9O5tnvw7aJDZDh5s/uWek2Ne\\\n",
       "RUVSv362q0S86t/fDIlOnWre799vQtAbb0hbthx+vf++CUs7dphhsu3b7dYNdFX3j5dbArkURnt7\\\n",
       "u/Lz81VbW6v09HSVlJSoqqpKhYWFncdUV1eroqJC1dXVqq+v19y5c1VfX9/lPH6P0KOPHt1TpFN6\\\n",
       "z/fY+9zkZPMv7CP/le3vn3kmwxGIvQMHpF27ju2Z9N93dJilOfzX0e/9P+vo6FkdPf3N35PvD95V\\\n",
       "JzhmzXJnKYxABiBJWrx4sebOnauOjg7NmDFD99xzjyorKyVJs2bNkqTOO8XS0tL05JNP6uKLL+5y\\\n",
       "DpfWRAEAwKXrXmADUCS49IMAAIBL171A3gYPAADQHQIQAABwDgEIAAA4hwAEAACcQwACAADOIQAB\\\n",
       "AADnEIBH4OUzAAAFeklEQVQAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAATr6urqbJfgBNo5\\\n",
       "+mjj6KONESkEIFjHL7TYoJ2jjzaOPtoYkUIAAgAAzknyXFjz/jQlJSXZLgEAgJhzIRrQAwQAAJyT\\\n",
       "YruAeOZCAgYAwEX0AAEAAOcQgAAAgHMIQP9QU1OjgoIC5eXlaf78+cc95s4771ReXp6Ki4u1atWq\\\n",
       "GFeY+E7Wxs8++6yKi4s1fPhwjRs3To2NjRaqTGzh/BxL0muvvaaUlBQtWLAghtUFQzhtXFdXp5Ej\\\n",
       "R6qoqEhlZWWxLTAgTtbOra2tmjx5skaMGKGioiI99dRTsS8ygd1+++0aPHiwLrroohMeE/hrngev\\\n",
       "vb3dy8nJ8d5++23v4MGDXnFxsbd+/foux/zhD3/wrrnmGs/zPK++vt4rLS21UWrCCqeNV6xY4e3a\\\n",
       "tcvzPM9bvHgxbXyKwmlj/7gJEyZ41157rffCCy9YqDRxhdPGO3fu9IYNG+aFQiHP8zxv+/btNkpN\\\n",
       "aOG083333ed961vf8jzPtHH//v29trY2G+UmpGXLlnkrV670ioqKjvt1F6559ABJamhoUG5urrKz\\\n",
       "s5Wamqry8nItXLiwyzGLFi3StGnTJEmlpaXatWuXtm3bZqPchBROG48dO1Z9+/aVZNq4ubnZRqkJ\\\n",
       "K5w2lqRHHnlEN910kwYNGmShysQWThs/99xzmjp1qjIzMyVJAwcOtFFqQgunnYcMGaLdu3dLknbv\\\n",
       "3q0BAwYoJYX7esJ1+eWXq1+/fif8ugvXPAKQpJaWFmVlZXW+z8zMVEtLy0mP4QIdvnDa+EiPP/64\\\n",
       "pkyZEovSAiPcn+OFCxdq9uzZknjW1akKp403btyoHTt2aMKECRo9erSefvrpWJeZ8MJp55kzZ2rd\\\n",
       "unVKT09XcXGxHn744ViXGWguXPOIywr/IuAddVs8F4/wnUpbLVmyRE888YSWL18exYqCJ5w2njt3\\\n",
       "rn7wgx8oKSlJnufxqIdTFE4bt7W1aeXKlaqtrdXevXs1duxYjRkzRnl5eTGoMBjCaecHH3xQI0aM\\\n",
       "UF1dnTZv3qyrrrpKa9as0VlnnRWDCt0Q9GseAUhSRkaGQqFQ5/tQKNTZfX2iY5qbm5WRkRGzGhNd\\\n",
       "OG0sSY2NjZo5c6Zqamq67Z7FscJp49dff13l5eWSzCTSxYsXKzU1Vddff31Ma01U4bRxVlaWBg4c\\\n",
       "qD59+qhPnz4aP3681qxZQwA6BeG084oVK3TvvfdKknJycnT++edrw4YNGj16dExrDSonrnl2pyDF\\\n",
       "h7a2Nm/o0KHe22+/7R04cOCkk6BfeeWVQE4Ii6Zw2njLli1eTk6O98orr1iqMrGF08ZHuu2227xf\\\n",
       "//rXMaww8YXTxk1NTd4VV1zhtbe3ex9//LFXVFTkrVu3zlLFiSmcdr7rrru8efPmeZ7neVu3bvUy\\\n",
       "MjK8Dz74wEa5Cevtt98OaxJ0UK959ABJSklJUUVFhSZNmqSOjg7NmDFDhYWFqqyslCTNmjVLU6ZM\\\n",
       "UXV1tXJzc5WWlqYnn3zSctWJJZw2fuCBB7Rz587O+SmpqalqaGiwWXZCCaeN0TPhtHFBQYEmT56s\\\n",
       "4cOHKzk5WTNnztSwYcMsV55Ywmnnb3/725o+fbqKi4t16NAhPfTQQ+rfv7/lyhPHrbfeqqVLl6q1\\\n",
       "tVVZWVm6//771dbWJsmdax6LoQIAAOdwFxgAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAA\\\n",
       "gHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQg\\\n",
       "AADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5/w909vFhH4txWgAA\\\n",
       "AABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[13] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0VeWdxvHnhBMVEZGbSC4SICEXAgFFAkVoEDtQUKyC\\\n",
       "Q+xoEVlIGVNK7azWy1RQW5e4Olo0nWkYFbyR2qXU0GUIo0jAkUuQWxSQQURN0opGQSjXXPb88fYE\\\n",
       "wvUknHPec/b+ftY6a+9Ddvb59W3MfvLud7+vz3EcRwAAAB4SZ7sAAACASCMAAQAAzyEAAQAAzyEA\\\n",
       "AQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAA\\\n",
       "zyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEA\\\n",
       "AQAAzyEAAQAAzyEAAQAAzyEAAQAAzyEAAQAAz/HbLiCa+Xw+2yUAABBxjuPYLiHs6AECAACeQwAK\\\n",
       "guM4vML4mj17tvUavPCinWljN7xo4/C+vIQABAAAPIcABAAAPIcABOvy8vJsl+AJtHP40cbhRxsj\\\n",
       "VHyO1276tUDgKTCaCADgBV667tEDBAAAPIcABAAAPIcABAAAPIcABAAAPIcABAAAPIcABAAAPIcA\\\n",
       "BAAAPMe1Aeiuu+5St27d1K9fvzMeM3PmTKWlpSknJ0ebNm2KYHUAAMAm1wagKVOmqKys7IxfLy0t\\\n",
       "1ccff6ydO3dq/vz5mjFjRgSrAwAANrk2AA0fPlwdO3Y849eXLFmiyZMnS5Jyc3O1b98+7dmzJ1Ll\\\n",
       "AQAAi1wbgM6lpqZGycnJTe+TkpJUXV1tsSIAABApftsF2HTyWieBNVAAtN7Ro9Krr0obN0pdu0qT\\\n",
       "JkmpqbarAoDmPBuAEhMTVVVV1fS+urpaiYmJpz12zpw5Tft5eXmsRgycQWWldMst0q5dx/9t9mzp\\\n",
       "0Uel++6T+BsDiD7l5eUqLy+3XUbEuXo1+E8//VQ33nijPvjgg1O+VlpaqsLCQpWWlmrt2rWaNWuW\\\n",
       "1q5d2+wYL62KC5yv7dulYcOkvXulrCzp9tvNv738suQ40r//uwlCAKKXl657rg1At912m1auXKna\\\n",
       "2lp169ZNDz/8sOrq6iRJ06dPlyQVFBSorKxM7dq104IFC3TVVVc1O4eXfhCA83HkiDRggLRjh3TD\\\n",
       "DdKf/iS1bWu+tnixdOutUmOj9Oc/Sz/4gd1aAZyZl657rg1AoeClHwTgfNx/v/T441JGhrRhg3Tx\\\n",
       "xc2//tRT0r33SpdfbnqFOnWyUyeAs/PSdY8AdBZe+kEAWmvHDqlvX9PD89570tChpx7T2Cjl5Unv\\\n",
       "viv94hfS3LkRLxNAELx03fPsY/AAQuPXv5YaGqSpU08ffiQpLk568kmz//TTUk1N5OoDgNMhAAFo\\\n",
       "tR07pEWLJL/fDHI+m0GDpAkTzHihxx+PTH0AcCYEIACt9tRT5vbWlClSjx7nPv6hh8x24UJp//6w\\\n",
       "lgYAZ0UAAtAq+/ebR9wladas4L6nf3/pu9+V/v53E4IAwBYCEIBWefll6eBBE2iysoL/vpkzzfb3\\\n",
       "vzfzAwGADQQgAK3y3/9ttjNmtOz7xo+XuneX/u//pHXrQl8XAASDAASgxT76SNq8WerQoeUTG/r9\\\n",
       "0g9/aPZfein0tQFAMAhAAFrs1VfN9uabpQsvbPn333778fMcOxa6ugAgWAQgAC3iONIf/2j2J01q\\\n",
       "3TlycszkiV9/Lb31VuhqA4BgEYAAtMgHH5hbYJ07S6NGte4cPp9ZH0ySSkpCVxsABIsABKBFAre/\\\n",
       "JkyQ4uNbf57A2KElS8xcQgAQSQQgAC3yl7+Y7YQJ53ee/v3N5Il79vA0GIDIIwABCFpVlbkF1q6d\\\n",
       "mf/nfPh8x3uBuA0GINIIQACCVlpqttdf37qnv052001m+8Yb538uAGgJAhCAoAUC0LhxoTnf8OFS\\\n",
       "x45mUdVdu0JzTgAIBgEIQFCOHJHeftvsjx0bmnP6/cefJONxeACRRAACEJRVq6RDh8wcPomJoTvv\\\n",
       "975ntgQgAJFEAAIQlEDvz5gxoT1vIAAtXy7V14f23ABwJgQgAEF55x2zve660J63Z08pNVX69lvp\\\n",
       "/fdDe24AOBMCEIBz2rdP2rTJTHw4bFjoz89tMACRRgACcE6rVpnZmnNzzRxAoUYAAhBpBCAA57Ri\\\n",
       "hdmOHBme848caSZGXLdOOnw4PJ8BACciAAE4p3CN/wm47DKzNMaxY1JFRXg+AwBORAACcFa1tVJl\\\n",
       "pZn5eciQ8H3OiBFmu2pV+D4DAAIIQADOauVKs/3Od6SLLgrf5xCAAEQSAQjAWYV7/E/A8OFmu3q1\\\n",
       "VFcX3s8CAAIQgLN67z2zDfTQhEu3blJ6uplteuPG8H4WABCAAJzRgQNm/I/fL11zTfg/LxCy3n03\\\n",
       "/J8FwNtcG4DKysqUkZGhtLQ0zZ0795Sv19bWasyYMRowYICys7O1cOHCyBcJRLmKCjP/z8CB0sUX\\\n",
       "h//zArfBGAcEINxcGYAaGhpUUFCgsrIybdu2TcXFxdq+fXuzYwoLCzVw4EBt3rxZ5eXl+vnPf656\\\n",
       "FiICmlm92my/853IfN6JPUCNjZH5TADe5MoAVFFRodTUVKWkpCg+Pl75+fkqKSlpdkz37t21f/9+\\\n",
       "SdL+/fvVuXNn+f1+G+UCUSvSAahHDyk52Sy9cdLfLAAQUq4MQDU1NUpOTm56n5SUpJqammbHTJs2\\\n",
       "TVu3blVCQoJycnI0b968SJcJRLXGRmnNGrMfqQAkSUOHmu3atZH7TADe48oA5PP5znnMY489pgED\\\n",
       "Buivf/2rNm/erHvuuUcHDhyIQHVAbNi+3azQnpwsJSVF7nMDky0SgACEkyvv+SQmJqqqqqrpfVVV\\\n",
       "lZJO+g2+evVqPfjgg5Kk3r17q2fPntqxY4cGDRp0yvnmzJnTtJ+Xl6e8vLyw1A1Ek8Dj75Hs/ZEI\\\n",
       "QECklZeXq7y83HYZEedzHMexXUSo1dfXKz09XcuXL1dCQoIGDx6s4uJiZWZmNh1z7733qkOHDpo9\\\n",
       "e7b27Nmjq6++WpWVlerUqVPTMYGeJBc2EXBOd94pvfCCNG+eNHNm5D73yBHp0kul+nozFujSSyP3\\\n",
       "2YDXeem658pbYH6/X4WFhRo9erSysrI0adIkZWZmqqioSEVFRZKkBx54QO+//75ycnJ0/fXX64kn\\\n",
       "nmgWfgCvi/QA6ICLLjKP3TuOtH59ZD8bgHe4sgcoVLyUhIETffWVdPnlZu6fffuk+PjIfv5Pfyo9\\\n",
       "/bT0619L/7hTDSACvHTdc2UPEIDzExh/c801kQ8/EuOAAIQfAQjAKd5/32wHD7bz+ScGIA/8IQrA\\\n",
       "AgIQgFMEAtBpHoqMiJQUcwuutlb65BM7NQBwNwIQgGYcx34A8vmk3Fyzz20wAOFAAALQTE2N9OWX\\\n",
       "UseOUs+e9uoI3AZbt85eDQDciwAEoJlA78/VV5ueGFsYCA0gnAhAAJqxffsr4OqrzXbLFunYMbu1\\\n",
       "AHAfAhCAZqIlAHXoIPXpY8LPhx/arQWA+xCAADRxHGnDBrNvOwCdWEMglAFAqBCAADT5/HPz6Hnn\\\n",
       "ztKVV9quxkzEKBGAAIQeAQhAkxNvf9kcAB1ADxCAcCEAAWgSLeN/AgYMkOLipA8+MKvEA0CoEIAA\\\n",
       "NImm8T+SdMklUmamVF8vVVbargaAmxCAAEhqPgN04BH0aBAIY+vX260DgLsQgABIknbvlvbuNWtw\\\n",
       "JSXZruY4xgEBCAcCEABJ0TcAOoAABCAcCEAAJEXf+J+AnBypTRtp2zbp4EHb1QBwCwIQAEnROf5H\\\n",
       "ktq2lbKzpcZGafNm29UAcAsCEAA1NkZvD5DEhIgAQo8ABEC7dknffit17y4lJNiu5lSMAwIQagQg\\\n",
       "AFHd+yMRgACEHgEIQNSO/wnIzpYuuEDasUPav992NQDcgAAEIOqWwDjZhRdK/fs3X60eAM4HAQjw\\\n",
       "uMZGaeNGsx+tPUDS8XBGAAIQCgQgwON27pQOHDCzP19xhe1qziwQzghAAEKBAAR4XLTf/gpgIDSA\\\n",
       "UCIAAR4X7QOgA/r2NWOBPv5Y2rfPdjUAYh0BCPC4aH8EPiA+3iyLIR0fswQAreXaAFRWVqaMjAyl\\\n",
       "paVp7ty5pz2mvLxcAwcOVHZ2tvLy8iJbIBAFGhpiYwB0AOOAAISK33YB4dDQ0KCCggK9/fbbSkxM\\\n",
       "1DXXXKPx48crMzOz6Zh9+/bpnnvu0bJly5SUlKTa2lqLFQN27NhhFhjt0UPq2tV2NefGOCAAoeLK\\\n",
       "HqCKigqlpqYqJSVF8fHxys/PV0lJSbNjFi1apAkTJigpKUmS1KVLFxulAlbFyvifAHqAAISKKwNQ\\\n",
       "TU2NkpOTm94nJSWppqam2TE7d+7UN998o5EjR2rQoEF66aWXIl0mYF2sjP8JyMqSLrrIrF22d6/t\\\n",
       "agDEMlcGIJ/Pd85j6urqtHHjRpWWlmrZsmV69NFHtXPnzghUB0SPWHkEPiA+XhowwOwzEBrA+XDl\\\n",
       "GKDExERVVVU1va+qqmq61RWQnJysLl26qG3btmrbtq1GjBihLVu2KC0t7ZTzzZkzp2k/Ly+PAdNw\\\n",
       "hfp6adMmsx8rt8AkU+vatSa8jRpluxog9pWXl6u8vNx2GRHncxzHsV1EqNXX1ys9PV3Lly9XQkKC\\\n",
       "Bg8erOLi4maDoD/66CMVFBRo2bJlOnr0qHJzc/Xqq68qKyur6ZhAT5ILmwjQBx+Y9bV69pQ++cR2\\\n",
       "NcFbuFCaMkW69VbpT3+yXQ3gLl667rmyB8jv96uwsFCjR49WQ0ODpk6dqszMTBUVFUmSpk+froyM\\\n",
       "DI0ZM0b9+/dXXFycpk2b1iz8AG4Xa+N/AgK9VTwJBuB8uLIHKFS8lIThPQUF0u9/L82dK/3iF7ar\\\n",
       "CV59vXTppdLhw9LXX0udOtmuCHAPL133XDkIGsC5xdoA6AC///hAaB6HB9BaBCDAg+rqpM2bzf5V\\\n",
       "V9mtpTUCoY0ABKC1CECAB23bJh09KqWmSpddZrualmMcEIDzRQACPChWb38FsCQGgPNFAAI8KNYD\\\n",
       "UEaGdPHF0mefSSzjB6A1CECABwXGzsTSBIgnatNGGjjQ7DMOCEBrEIAAjzl2TNqyxezH4gDoABZG\\\n",
       "BXA+CECAx3z4oQlB6elmPp1YxTggAOeDAAR4zPr1Zhurt78C6AECcD4IQIDHBHpMrrnGbh3nKz1d\\\n",
       "atdO+vxz6auvbFcDINYQgACPCfQAxXoAatPm+BgmeoEAtBQBCPCQQ4fMGKC4uONPUcUyJkQE0FoE\\\n",
       "IMBDtmyRGhqkvn3NPDqxjiUxALQWAQjwELfc/gqgBwhAaxGAAA9xWwDq00e65BKpulras8d2NQBi\\\n",
       "CQEI8JBYXwLjZHFxDIQG0DoEIMAj9u+XduyQLrhA6tfPdjWhwzggAK1BAAI8YsMGyXGk/v2lCy+0\\\n",
       "XU3oMA4IQGsQgACPcMsEiCejBwhAaxCAAI9w2wDogNRUqX17qaZG+tvfbFcDIFYQgACPcNsA6IC4\\\n",
       "ONYFA9ByBCDAA2prpd27zeSHmZm2qwk9AhCAliIAAR4Q6P0ZOFDy++3WEg6BXi0GQgMIFgEI8AC3\\\n",
       "DoAOODEAOY7dWgDEBgIQ4AFuHQAd0Lu31LGj9MUXUlWV7WoAxAICEOByjiNVVJh9tw2ADvD5pCFD\\\n",
       "zP7atXZrARAbCECAy33+uekZ6dRJSkuzXU34EIAAtAQBCHC5NWvMdsgQ01PiVgQgAC3h2gBUVlam\\\n",
       "jIwMpaWlae7cuWc8bv369fL7/Vq8eHEEqwMiJxAIAgHBrQYPNtuNG6WjR+3WAiD6uTIANTQ0qKCg\\\n",
       "QGVlZdq2bZuKi4u1ffv20x73y1/+UmPGjJHDoyNwqUAAGjrUbh3hdtllZo6jo0elzZttVwMg2rky\\\n",
       "AFVUVCg1NVUpKSmKj49Xfn6+SkpKTjnumWee0cSJE9W1a1cLVQLhd/SotGmTufXl1ifAThQIedwG\\\n",
       "A3AurgxANTU1Sk5ObnqflJSkmpqaU44pKSnRjBkzJEk+Nw+OgGdt2iQdOyZlZUkdOtiuJvwYBwQg\\\n",
       "WK4MQMGEmVmzZunxxx+Xz+eT4zjcAoMrnTgA2gsIQACC5cJJ8aXExERVnTAbWlVVlZKSkpods2HD\\\n",
       "BuXn50uSamtrtXTpUsXHx2v8+PGnnG/OnDlN+3l5ecrLywtL3UCoeWX8T0BWlnTJJdKnn5pH/6+4\\\n",
       "wnZFQPQrLy9XeXm57TIizue4sOujvr5e6enpWr58uRISEjR48GAVFxcr8wyrQE6ZMkU33nijbrnl\\\n",
       "lmb/HuhJcmETwSN69DDzAH34odS3r+1qImPUKOmdd6Q33pBuusl2NUBs8dJ1z5W3wPx+vwoLCzV6\\\n",
       "9GhlZWVp0qRJyszMVFFRkYqKimyXB0TEX/9qws+ll7pzBfgz4TYYgGC4sgcoVLyUhOE+ixdLEyZI\\\n",
       "118vvfWW7Woi5y9/kcaPl777XcmDvfrAefHSdc+VPUAApNWrzdYrA6ADAv9716+X6uvt1gIgehGA\\\n",
       "AJd6912zHT7cbh2R1rWrlJoqHTrEhIgAzowABLjQwYNmSYi4OO88AXaiQOgLhEAAOBkBCHChtWvN\\\n",
       "7Z+BA6X27W1XE3kEIADnQgACXMirt78CRoww23fflTwwlhNAKxCAABfyegDq1Uvq3l2qrZU++sh2\\\n",
       "NQCiEQEIcJm6uuNz4Fx7rd1abPH5uA0G4OwIQIDLbNxonoBKT5cuv9x2NfYEAtCqVXbrABCdCECA\\\n",
       "y3j99lfAieOAAOBkBCDAZQI9Hl4PQNnZ0mWXmeVAPvvMdjUAog0BCHCRxkbpf//X7Hs9AMXFScOG\\\n",
       "mX16gQCcjAAEuMi2bdLevVJiopSSYrsa+7gNBuBMCECAiyxfbrYjR5onobwuEIBWrLBbB4DoQwAC\\\n",
       "XCQQgEaNsltHtBg0yMyEvXOnVFVluxoA0YQABLhEfb20cqXZJwAZfr+Ul2f2A+EQACQCEOAa778v\\\n",
       "7d8vpaVJycm2q4kegTD49tt26wAQXQhAgEtw++v0rr/ebJcvZ10wAMcRgACXIACdXlaWdMUV0hdf\\\n",
       "SNu3264GQLQgAAEucPiwtHq1efJr5Ejb1UQXn4/bYABORQACXOC996SjR6UBA6TOnW1XE30CAYiB\\\n",
       "0AACCECACyxbZrbc/jq9QLusWCHV1dmtBUB0IAABLlBaarZjx9qtI1pdeaWUmSkdOGBuFQIAAQiI\\\n",
       "cZ9+apbAaN/++NpXONW4cWb75pt26wAQHQhAQIxbutRs/+mfpAsusFtLNAv0jhGAAEgEICDmcfsr\\\n",
       "ONdea3rJtm0zvWYAvI0ABMSwI0eOP9k0ZozdWqJdfLzpJZOOh0YA3kUAAmLYypVmDqCBA6WEBNvV\\\n",
       "RL/AOCACEAACEBDDAuNZuP0VnO9/32zfeccERwDe5eoAVFZWpoyMDKWlpWnu3LmnfP2VV15RTk6O\\\n",
       "+vfvr2HDhqmystJClUDrNDZKf/6z2b/hBru1xIorrpAGDTLh5623bFcDwCbXBqCGhgYVFBSorKxM\\\n",
       "27ZtU3FxsbaftBBQr169tGrVKlVWVupXv/qV7r77bkvVAi23fr1UXS0lJkqDB9uuJnbcfLPZvv66\\\n",
       "3ToA2OXaAFRRUaHU1FSlpKQoPj5e+fn5KikpaXbM0KFD1aFDB0lSbm6uqqurbZQKtMrixWZ7yy1S\\\n",
       "nGv/Sw69iRPNdskS6dgxu7UAsMe1vzZramqUnJzc9D4pKUk1NTVnPP65557TWAZSIEY4zvEejAkT\\\n",
       "7NYSa/r0kfr1k/btM2OBAHiTawOQz+cL+tgVK1bo+eefP+04ISAaVVZKu3ZJl19u5rdBywRC42uv\\\n",
       "2a0DgD1+2wWES2JioqqqqpreV1VVKSkp6ZTjKisrNW3aNJWVlaljx46nPdecOXOa9vPy8pSXlxfq\\\n",
       "coEWCfT+/OAHUps2dmuJRRMnSnPmSG+8If3hD5Lftb8JgXMrLy9XeXm57TIizuc4jmO7iHCor69X\\\n",
       "enq6li9froSEBA0ePFjFxcXKzMxsOubzzz/Xddddp5dffllDhgw55RyBXiSXNhFilONIfftK27eb\\\n",
       "VeADk/sheI5jFkfdsUN6++3jq8UDXuel655rb4H5/X4VFhZq9OjRysrK0qRJk5SZmamioiIVFRVJ\\\n",
       "kh555BHt3btXM2bM0MCBAzWYR2kQAzZtMuGnSxdp5Ejb1cQmn0+69Vazv2iR3VoA2OHaHqBQ8FIS\\\n",
       "RuyYNUuaN0/6yU+kp5+2XU3s2rFDysgw64N98YV08cW2KwLs89J1z7U9QIAb1ddLxcVm/4477NYS\\\n",
       "69LTpSFDpAMHjk8oCcA7CEBADPmf/5G+/NJcvAcNsl1N7Js82WxfeMFuHQAijwAExJAXXzTbO+4w\\\n",
       "41hwfiZNki680AyEZh5UwFsIQECM+PJLM/tzXJz0ox/ZrsYdOnaUxo83T4W99JLtagBEEgEIiBEL\\\n",
       "Fkh1ddK4cdIJk5zjPN15p9k++6zU0GC1FAARRAACYkBjozR/vtn/8Y/t1uI2o0dLKSnSJ59IZWW2\\\n",
       "qwEQKQQgIAa89Za5QPfoYS7YCJ02baR//VezX1hotxYAkUMAAmLAU0+Z7d13s/RFONx1l3TRRaYH\\\n",
       "aOdO29UAiAQCEBDlKivNkhcXXyxNn267Gnfq3Fn64Q/N/u9+Z7cWAJFBAAKi3G9/a7ZTp5oLNcLj\\\n",
       "3nvN9rnnzMzQANyNAAREsaoqM/NzXJz0s5/Zrsbd+vaVbrpJOnqUXiDACwhAQBT7zW/M8heTJkk9\\\n",
       "e9quxv3uv99s//M/pb177dYCILwIQECU+uQTczsmLk6aPdt2Nd6QmyuNGmXWB3viCdvVAAgnAhAQ\\\n",
       "pR5+2PT+/OhHZu0vRMZjj5nt734n1dTYrQVA+BCAgCi0aZP08suS3y899JDtarxl8GBp4kTpyBFp\\\n",
       "zhzb1QAIFwIQEGUcRyooMLM//+QnjP2x4Te/MfMtPf+8tGGD7WoAhAMBCIgyL78srV4tdevG2B9b\\\n",
       "+vSRZs40IfTHP2aNMMCNfI7jOLaLiFY+n0+SRBMhUr780jyOXVsrvfACq77bdOCAlJlpxgE984zp\\\n",
       "lQPczkvXPXqAgCjhOGam59pa6brrpNtvt12Rt7VvLz39tNm/7z6WyADchgAERIkXX5TeeMNceBcs\\\n",
       "MI+/w66bb5by86WDB81SGXV1tisCECr8igWiwObN0owZZn/ePOnKK+3WA8Pnk/7rv6QePaT33zc9\\\n",
       "QQDcgQAEWPb119Itt0iHD0tTpkh33mm7IpzossuOT0nw5JPSwoW2KwIQCgyCPgsvDQaDHX//u3T9\\\n",
       "9dK6ddKgQdK770oXXWS7KpzO/PlmjFZ8vFRWZsZpAW7jpesePUCAJYcPm56fdevMLZY33iD8RLO7\\\n",
       "75Z++lMzDujGG01YBRC7CECABd9+K40ZI731lnT55WabmGi7KpzLk0+aW5SHDkljx0rLltmuCEBr\\\n",
       "EYCACNu5U7r2WmnVKhN63nlHSkuzXRWCERcnPfusdMcd5vbluHHSH/5gpjAAEFsIQECEOI70xz+a\\\n",
       "sT4ffmgWOH3vPTPxIWJHmzZmIPT995sZomfMkP7lX0yvHoDYQQACIuCzz8y4kdtuk/bvN2N/KirM\\\n",
       "2B/Enrg4s2r8iy9K7dpJxcVm1uhFi+gNAmKFawNQWVmZMjIylJaWprlz5572mJkzZyotLU05OTna\\\n",
       "tGlThCuEF9TUmAVN+/SR3nxT6tDB3DJ57TXp0kttV4fzdccd0saNUm6u9Le/mZ6gYcPM/9cEISC6\\\n",
       "uTIANTQ0qKCgQGVlZdq2bZuKi4u1ffv2ZseUlpbq448/1s6dOzV//nzNCMxCB5ynujpp6VJp4kQp\\\n",
       "JUUqLJSOHTMzCm/fbh6l/seTpnCBPn3M4rXPPSd17SqtWSPdcIPUr5/0H/9hghGA6OPKAFRRUaHU\\\n",
       "1FSlpKQoPj5e+fn5KikpaXbMkiVLNHnyZElSbm6u9u3bpz179tgoFzGuoUH64ANzAfznf5a6dDFP\\\n",
       "CL3+ullN/NZbpcpKc5uke3fb1SIc4uKku+6Sdu2SfvtbKSFB2rpV+rd/MwPdc3Olhx6SyssZKwRE\\\n",
       "C7/tAsKhpqZGycnJTe+TkpK0bt26cx5TXV2tbt26RaxOxIajR81szbW1ZltTYy50n3wiffyxWcbi\\\n",
       "0KHm35OZaRYznTyZx9u9pH176ec/N7c933zTjBF6800z3quiQnr0UXNc795S//5Sr16mlzAlRbri\\\n",
       "CqlzZ6lTJ3N7lF5CILxcGYB8Qf7mOHmmyzN937RpJ37P6c5z9vccE93HNDZKR46Y1+HDp74OHjz1\\\n",
       "HCdLSZGuuUYaMcI8Gt2z57m/B+51wQVmIdWbbzaPy69caeYMWrPG9Abu2mVeZ9KmjVmCo21bMznm\\\n",
       "yds2bcwrLs68zrQfFxd8kGpJ4ArHsQQ+RJorA1BiYqKqqqqa3ldVVSkpKemsx1RXVyvxDH+qP/vs\\\n",
       "nBPe5f3jBa9o08bc1gq8unUzf8H36mVe/fqZsR/A6VxyiQnF48aZ93V1ZizY1q3Sp5+aJwR375a+\\\n",
       "+sr0MH7zjQlNX39ttWx4Svk/Xt7iyrXA6uvrlZ6eruXLlyshIUGDBw9WcXGxMjMzm44pLS1VYWGh\\\n",
       "SktLtXbtWs2aNUtr165tdp5Aj9D8+Sf3FJ36mSf/G8fE1jGBv64DrxPfX3KJ+UsaiJSjR81YoUCv\\\n",
       "5Ik9lEeOmHFnjY3Ht4HXie8D+8FoyVUgHMe67yoUu6ZP985aYK4MQJK0dOlSzZo1Sw0NDZo6daru\\\n",
       "v/9+FRUVSZKmT58uSU1PirVr104LFizQVVdd1ewcXloUDgAAL133XBuAQsFLPwgAAHjpukfHPgAA\\\n",
       "8BwCEAAA8BwCEAAA8BwCEAAA8BwCEAAA8BwCEAAA8BwCEAAA8BwCEAAA8BwCEAAA8BwCEAAA8BwC\\\n",
       "EAAA8BwCEKwrLy+3XYIn0M7hRxuHH22MUCEAwTp+oUUG7Rx+tHH40cYIFQIQAADwHJ/jhTXvW8nn\\\n",
       "89kuAQCAiPNCNKAHCAAAeI7fdgHRzAsJGAAAL6IHCAAAeA4BCAAAeA4B6B/KysqUkZGhtLQ0zZ07\\\n",
       "97THzJw5U2lpacrJydGmTZsiXGHsO1cbv/LKK8rJyVH//v01bNgwVVZWWqgytgXzcyxJ69evl9/v\\\n",
       "1+LFiyNEhC6yAAAEsElEQVRYnTsE08bl5eUaOHCgsrOzlZeXF9kCXeJc7VxbW6sxY8ZowIABys7O\\\n",
       "1sKFCyNfZAy766671K1bN/Xr1++Mx7j+mufAqa+vd3r37u3s3r3bOXbsmJOTk+Ns27at2TFvvvmm\\\n",
       "8/3vf99xHMdZu3atk5uba6PUmBVMG69evdrZt2+f4ziOs3TpUtq4hYJp48BxI0eOdMaNG+e89tpr\\\n",
       "FiqNXcG08d69e52srCynqqrKcRzH+eqrr2yUGtOCaefZs2c79913n+M4po07derk1NXV2Sg3Jq1a\\\n",
       "tcrZuHGjk52dfdqve+GaRw+QpIqKCqWmpiolJUXx8fHKz89XSUlJs2OWLFmiyZMnS5Jyc3O1b98+\\\n",
       "7dmzx0a5MSmYNh46dKg6dOggybRxdXW1jVJjVjBtLEnPPPOMJk6cqK5du1qoMrYF08aLFi3ShAkT\\\n",
       "lJSUJEnq0qWLjVJjWjDt3L17d+3fv1+StH//fnXu3Fl+P8/1BGv48OHq2LHjGb/uhWseAUhSTU2N\\\n",
       "kpOTm94nJSWppqbmnMdwgQ5eMG18oueee05jx46NRGmuEezPcUlJiWbMmCGJua5aKpg23rlzp775\\\n",
       "5huNHDlSgwYN0ksvvRTpMmNeMO08bdo0bd26VQkJCcrJydG8efMiXaareeGaR1xW8BcB56TH4rl4\\\n",
       "BK8lbbVixQo9//zzeu+998JYkfsE08azZs3S448/Lp/PJ8dxmOqhhYJp47q6Om3cuFHLly/XoUOH\\\n",
       "NHToUA0ZMkRpaWkRqNAdgmnnxx57TAMGDFB5ebl27dql733ve9qyZYvat28fgQq9we3XPAKQpMTE\\\n",
       "RFVVVTW9r6qqauq+PtMx1dXVSkxMjFiNsS6YNpakyspKTZs2TWVlZWftnsWpgmnjDRs2KD8/X5IZ\\\n",
       "RLp06VLFx8dr/PjxEa01VgXTxsnJyerSpYvatm2rtm3basSIEdqyZQsBqAWCaefVq1frwQcflCT1\\\n",
       "7t1bPXv21I4dOzRo0KCI1upWnrjm2R2CFB3q6uqcXr16Obt373aOHj16zkHQa9asceWAsHAKpo0/\\\n",
       "++wzp3fv3s6aNWssVRnbgmnjE915553O66+/HsEKY18wbbx9+3Zn1KhRTn19vXPw4EEnOzvb2bp1\\\n",
       "q6WKY1Mw7fyzn/3MmTNnjuM4jvPFF184iYmJztdff22j3Ji1e/fuoAZBu/WaRw+QJL/fr8LCQo0e\\\n",
       "PVoNDQ2aOnWqMjMzVVRUJEmaPn26xo4dq9LSUqWmpqpdu3ZasGCB5apjSzBt/Mgjj2jv3r1N41Pi\\\n",
       "4+NVUVFhs+yYEkwb4/wE08YZGRkaM2aM+vfvr7i4OE2bNk1ZWVmWK48twbTzAw88oClTpignJ0eN\\\n",
       "jY164okn1KlTJ8uVx47bbrtNK1euVG1trZKTk/Xwww+rrq5OkneueSyGCgAAPIenwAAAgOcQgAAA\\\n",
       "gOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQ\\\n",
       "gAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAAgOcQgAAA\\\n",
       "gOcQgAAAgOcQgAAAgOf8P7UjM3nvS3ppAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[14] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0VNWhx/HfQKIgKvKwaCa5Bkiah5HwDkilQeUhrfah\\\n",
       "LbG9FdSLlEotratqtV2i69Yrem/XsubWFVcVWqu5rY8aWkOspEarGIPyCPIqVtRJVDQ8CgpCEs79\\\n",
       "Y3fykAQmZGb2zNnfz1qzzkxyMvPraeT8ss8+5wQ8z/MEAADgkD62AwAAAMQbBQgAADiHAgQAAJxD\\\n",
       "AQIAAM6hAAEAAOdQgAAAgHMoQAAAwDkUIAAA4BwKEAAAcA4FCAAAOIcCBAAAnEMBAgAAzqEAAQAA\\\n",
       "51CAAACAcyhAAADAORQgAADgHAoQAABwDgUIAAA4hwIEAACcQwECAADOoQABAADnUIAAAIBzKEAA\\\n",
       "AMA5FCAAAOAcChAAAHAOBQgAADiHAgQAAJyTYjtAIgsEArYjAAAQd57n2Y4Qc4wAAQAA51CAIuB5\\\n",
       "Ho8YPm6//XbrGVx4sJ3Zxn54sI1j+3AJBQgAADiHAgQAAJxDAYJ1xcXFtiM4ge0ce2zj2GMbI1oC\\\n",
       "nmsH/XogfBYYmwgA4AKX9nuMAAEAAOdQgAAAgHMoQAAAwDkUIAAA4BwKEAAAcA4FCAAAOIcCBAAA\\\n",
       "nOPbAnTNNddo2LBhOu+887pd54YbblB2drYKCwu1bt26OKYDAAA2+bYAXX311aqqqur2+5WVlXrz\\\n",
       "zTe1fft2Pfjgg1q4cGEc0wEAAJt8W4AuuOACDRo0qNvvr1ixQnPnzpUkFRUVae/evdq5c2e84gEA\\\n",
       "AIt8W4COp7GxURkZGW2v09PT1dDQYDERAACIlxTbAWz67L1OwvdAARBbra3SH/8orV4tnXaadPnl\\\n",
       "0qhRtlMBcImzBSgYDCoUCrW9bmhoUDAY7HLdJUuWtD0vLi7mbsRAL7zzjvTVr0rr17d/7c47pR/8\\\n",
       "QPrv/5ZSnP1XCbCjpqZGNTU1tmPEna/vBv/222/r0ksv1caNG4/6XmVlpUpLS1VZWana2lotXrxY\\\n",
       "tbW1ndZx6a64QDy8/75UVCSFQtI550jXXGO+9tBDUnOzNG+e9PDDEoOxgB0u7fd8+7fWlVdeqRde\\\n",
       "eEFNTU3KyMjQHXfcoebmZknSggULNHv2bFVWViorK0sDBgzQsmXLLCcG/O3IEemb3zTlZ9IkaeVK\\\n",
       "6YwzzPe+9S1p1ixp+XJp/Hjp+uutRgXgAF+PAPWWS00YiLUHHpC+9z3p7LOlDRukM8/s/P3HHzcF\\\n",
       "qX9/afNmKTPTSkzAaS7t95w9CwxA/Hz4oXTLLeb5/fcfXX4k6RvfkObMkQ4elH760/jmA+AeChCA\\\n",
       "mPvFL6R9+8xhrq9/vfv17r5bOukk6dFHpbVr45cPgHsoQABiatcu6X//1zy/885jT3DOzJQWLTLP\\\n",
       "77or5tEAOIwCBCCmfvUr6eOPpZkzpQkTjr/+jTdKqanmOkFvvx3zeAAcRQECEDMtLdKDD5rnP/5x\\\n",
       "ZD+TlmbmAh05IpWWxi4bALdxFtgxuDQbHoiFP/9ZuvRSKStL+vvfI7++z2uvmdGiQYPMdYJOPjm2\\\n",
       "OQEYLu33GAECEDPh0Z/rruvZxQ3Hj5dGj5b27DElCgCijQIEICaamqTKSnNri7lze/7zV11llr/9\\\n",
       "bXRzAYBEAQIQI08+aW56On269LnP9fznv/UtqW9fU6I++ij6+QC4jQIEICb+7//MsqTkxH5+2DBp\\\n",
       "xgwzkbqiInq5AECiAAGIgfffl154wUxe/spXTvx9vvY1s3z66ejkAoAwChCAqPvTnyTPM9f+GTjw\\\n",
       "xN/nssvM5OnnnpP2749ePgCgAAGIuvCZW5de2rv3GTZMmjJFOnxYqqrqfS4ACKMAAYiqgwelVavM\\\n",
       "89mze/9+X/2qWf7xj71/LwAIowABiKq//tWUoHHjzFWdeytcgJ55Rmpu7v37AYBEAQIQZeHDX1/+\\\n",
       "cnTeb+RIKS/P3E3+1Vej854AQAECEDWeF735Px3NmGGWf/lL9N4TgNsoQACiZutWqaHBXPhwzJjo\\\n",
       "vW+4AD37bPTeE4DbKEAAouavfzXLCy+U+kTxX5cvflFKTZXWrJF2747e+wJwFwUIQNR0LEDRNGCA\\\n",
       "9IUvmENs1dXRfW8AbqIAAYiK1lbp+efN84suiv77Mw8IQDRRgABExYYN0p490jnnSMOHR//9p083\\\n",
       "S0aAAEQDBQhAVHQ8/BUIRP/9R4+WTj9d2rFDCoWi//4A3EIBAhAV4ZGZWBz+kqS+fc08IEn6299i\\\n",
       "8xkA3EEBAtBrhw+3l5Jp02L3OVOnmuWLL8buMwC4gQIEoNdee0365BMpNzc6t7/ozhe/aJYvvBC7\\\n",
       "zwDgBgoQgF576SWzDI/QxMrYsdIpp5gLLn74YWw/C4C/UYAA9Nrq1WY5ZUpsP+ekk6TJk81z5gEB\\\n",
       "6A0KEIBe8bz4FSCp/TAY84AA9IZvC1BVVZVyc3OVnZ2tpUuXHvX9pqYmzZo1S6NHj1ZBQYGWL18e\\\n",
       "/5CAD2zfLn30kbn/14gRsf+88GE25gEB6A1fFqDW1lYtWrRIVVVV2rx5s8rLy7Vly5ZO65SWlmrM\\\n",
       "mDFav369ampqdOONN6qlpcVSYiB5dRz9icX1fz6rqMgcCquvl/75z9h/HgB/8mUBqqurU1ZWljIz\\\n",
       "M5WamqqSkhJVVFR0Wufss8/Wvn37JEn79u3TkCFDlJKSYiMukNReftks43H4S5L69TOToT1PqquL\\\n",
       "z2cC8B9fFqDGxkZlZGS0vU5PT1djY2OndebPn69NmzYpLS1NhYWFuu++++IdE/CF8AjQ+efH7zMn\\\n",
       "TTLL2tr4fSYAf/FlAQpEMA5/1113afTo0Xrvvfe0fv16XX/99dq/f38c0gH+sXu3tHmzdPLJZlQm\\\n",
       "XsIF6JVX4veZAPzFl8d8gsGgQh1uFhQKhZSent5pndWrV+u2226TJI0cOVLDhw/Xtm3bNH78+KPe\\\n",
       "b8mSJW3Pi4uLVVxcHJPcQLIJF5AJE0wJipfwqfC1teZQWDzmHgF+VVNTo5qaGtsx4i7geZ5nO0S0\\\n",
       "tbS0KCcnR9XV1UpLS9PEiRNVXl6uvLy8tnV+9KMfaeDAgbr99tu1c+dOjRs3TvX19Ro8eHDbOuGR\\\n",
       "JB9uIiAqbrtNuusu6eabpbvvjt/nep4UDErvvy9t2yZ9/vPx+2zAz1za7/nyEFhKSopKS0s1c+ZM\\\n",
       "5efna86cOcrLy1NZWZnKysokSbfeeqtee+01FRYW6uKLL9Y999zTqfwAOL7wBOh4zv+RzIgPh8EA\\\n",
       "9IYvR4CixaUmDPRUS4s0cKB04IC5DtDQofH9/HvvlW66Sfrud6UHHojvZwN+5dJ+z5cjQABib+tW\\\n",
       "U36GD49/+ZE4EwxA71CAAJyQ114zyy7OG4iLceOklBRzQcSPP7aTAUDyogABOCG2C9App0iFhdKR\\\n",
       "I+1ZACBSFCAAJ+T1181y3Dh7GTgMBuBEUYAA9Fhzs7R+vXkezwsgfhYFCMCJogAB6LHNm6VPP5Wy\\\n",
       "sqRBg+zlmDjRLNessZcBQHKiAAHoMdvzf8KysqTTT5fee888ACBSFCAAPZYoBahPn/Y5SOE5SQAQ\\\n",
       "CQoQgB5LlAIkmfuQSZwJBqBnKEAAeuTwYXPtHUkaM8ZuFqm9hFGAAPQEBQhAj7zxhilBOTlm/o1t\\\n",
       "4QK0Zo25SSoARIICBKBHEunwlyRlZkpDhpj7kYVCttMASBYUIAA9kmgFKBDgMBiAnqMAAeiRRCtA\\\n",
       "EgUIQM9RgABE7NNPpY0bzenno0fbTtOOAgSgpyhAACJWXy+1tEh5edKpp9pO065jAWIiNIBIUIAA\\\n",
       "RCwRboDalWBQOussac8e6a23bKcBkAwoQAAilojzfyQmQgPoOQoQgIglagGSKEAAeoYCBCAiBw5I\\\n",
       "mzZJfftKhYW20xwtfEsM7gwPIBIUIAAR2bBBam2Vzj1XOuUU22mO1vGmqEeO2M0CIPFRgABEJJEP\\\n",
       "f0nSsGFSRob08cfStm220wBIdBQgABFJ1DPAOgqXs3BWAOgOBQhARBJ9BEhiIjSAyFGAABzXxx9L\\\n",
       "W7ZIKSnSqFG203Sv4zwgADgWChCA41q/3kwsPu88qV8/22m6Fy5Aa9eaCdsA0B0KEIDjSobDX5I0\\\n",
       "dKiUmWlO2WciNIBjoQABOK5kKUBS+ygQ84AAHItvC1BVVZVyc3OVnZ2tpUuXdrlOTU2NxowZo4KC\\\n",
       "AhUXF8c3IJBEkqkAMREaQCQCnue/eye3trYqJydHq1atUjAY1IQJE1ReXq68vLy2dfbu3aspU6bo\\\n",
       "2WefVXp6upqamjR06NBO7xMIBCRJPtxEQMT27ZPOOENKTZX275dOOsl2omN77jlpxgzp/POll1+2\\\n",
       "nQZILi7t93w5AlRXV6esrCxlZmYqNTVVJSUlqqio6LTOY489pssvv1zp6emSdFT5AWCsWyd5njn7\\\n",
       "K9HLj9R+CGzdOqmlxW4WAInLlwWosbFRGRkZba/T09PV2NjYaZ3t27dr9+7dmjZtmsaPH69HHnkk\\\n",
       "3jGBpJBMh78kafBgacQI6eBBaetW22kAJKoU2wFiITyEdyzNzc1au3atqqurdeDAAU2ePFmTJk1S\\\n",
       "dnZ2HBICySPZCpBkRoHeestkLyiwnQZAIvJlAQoGgwqFQm2vQ6FQ26GusIyMDA0dOlT9+/dX//79\\\n",
       "NXXqVG3YsKHLArRkyZK258XFxUyYhlOSsQCNHy89/rjJPm+e7TRAYqupqVFNTY3tGHHny0nQLS0t\\\n",
       "ysnJUXV1tdLS0jRx4sSjJkFv3bpVixYt0rPPPqtDhw6pqKhIv//975Wfn9+2jkuTwYCu7NljDin1\\\n",
       "62cmQ6em2k4Umepq6eKLpUmTpFdesZ0GSB4u7fd8OQKUkpKi0tJSzZw5U62trbr22muVl5ensrIy\\\n",
       "SdKCBQuUm5urWbNmadSoUerTp4/mz5/fqfwAMFdUlqTCwuQpP5I0dqxZrl8vNTcnV3YA8eHLEaBo\\\n",
       "cakJA1255x7p5pul66+XSkttp+mZrCzpH/8wJaiw0HYaIDm4tN/z5VlgAKIjGef/hIUzc2NUAF2h\\\n",
       "AAHolh8KEFeEBtAVChCALu3aJe3YIZ1yipSbaztNz4UviMgIEICuUIAAdClcHMaMkVKS8HSJ8ETo\\\n",
       "DRukw4ftZgGQeChAALqUzIe/JGngQCk7Wzp0SNq0yXYaAImGAgSgS+ERoPChpGTERGgA3aEAAehS\\\n",
       "so8ASUyEBtA9ChCAo3z4ofTuu9Kpp0qf/7ztNCeOidAAukMBAnCUjhOg+/a1m6U3xoyRAgEzEfrQ\\\n",
       "IdtpACQSChCAo6xZY5YTJtjN0Vunn25GsJqbpTfesJ0GQCKhAAE4il8KkMREaABdowAB6MTz/FmA\\\n",
       "mAgNoCMKEIBOGhqknTulQYOkESNsp+m98ERoChCAjihAADrpePr7v24MndTCE6HfeEP69FPbaQAk\\\n",
       "CgoQgE78dPhLMqfy5+aaidAbN9pOAyBRUIAAdOK3AiQxERrA0ShAANp4nj+uAP1ZTIQG8FkUIABt\\\n",
       "3nxT2rtXOussKRi0nSZ6mAgN4LMoQADahAvChAn+mAAdNnq01KePuSv8wYO20wBIBBQgAG38OP9H\\\n",
       "kgYMkPLypJYWqb7edhoAiYACBKBNuAD5af5PGBOhAXREAQIgyYyOrF1rnvttBEhiIjSAzihAACRJ\\\n",
       "W7ZIBw5ImZnS0KG200QfE6EBdEQBAiCp8wRoPyoslPr2lTZvNkUPgNsoQAAk+Xv+jySdcoqUny+1\\\n",
       "tkrr19tOA8A2ChAASf49A6yj8P+2ujq7OQDYRwECoIMHzahIINA+V8aPJk82y9pauzkA2EcBAqC1\\\n",
       "a81ZYAUF0umn204TO5MmmeUrr9jNAcA+3xagqqoq5ebmKjs7W0uXLu12vTVr1iglJUVPPfVUHNMB\\\n",
       "iSU8IhIuCH6Vn28K3rvvSu+9ZzsNAJt8WYBaW1u1aNEiVVVVafPmzSovL9eWLVu6XO/mm2/WrFmz\\\n",
       "5HmehaRAYgiPiIQPEflVnz7SxInmOYfBALf5sgDV1dUpKytLmZmZSk1NVUlJiSoqKo5a7/7779cV\\\n",
       "V1yhM88800JKIHG4MgIktZc8DoMBbvNlAWpsbFRGRkbb6/T0dDU2Nh61TkVFhRYuXChJCvjpzo9A\\\n",
       "D4RCUmOjdMYZUk6O7TSxFy55jAABbvNlAYqkzCxevFh33323AoGAPM/jEBicFS4CRUXmEJHfhQvQ\\\n",
       "a69Jhw/bzQLAnhTbAWIhGAwqFAq1vQ6FQkpPT++0zuuvv66SkhJJUlNTk1auXKnU1FRddtllR73f\\\n",
       "kiVL2p4XFxeruLg4JrkBG8IFyO/zf8IGDzYjXdu2mTvD+/XCj0CkampqVFNTYztG3AU8Hw59tLS0\\\n",
       "KCcnR9XV1UpLS9PEiRNVXl6uvLy8Lte/+uqrdemll+rrX/96p6+HR5J8uImANuefb+bDPPusNGOG\\\n",
       "7TTxMW+e9JvfSL/8pfT979tOAyQOl/Z7vhzwTklJUWlpqWbOnKn8/HzNmTNHeXl5KisrU1lZme14\\\n",
       "QMI4dKj9DvDhs6NcwERoAL4cAYoWl5ow3PTqq2ZOTH6+tGmT7TTxs2GDNHq0NHy49NZbttMAicOl\\\n",
       "/Z4vR4AARMal0987KiiQBgyQduyQdu60nQaADRQgwGEvvWSWrkyADuvblwsiAq6jAAGO8jzpb38z\\\n",
       "z6dOtZvFhvPPN8twCQTgFgoQ4Kjt283hn899TsrOtp0m/i64wCzDJRCAWyhAgKPCO/4LLpBcvBD6\\\n",
       "+eebCz++/rr08ce20wCINwoQ4CiXD39J0mmnSWPHSi0tzAMCXEQBAhz14otmGT4U5KJw+QtvCwDu\\\n",
       "oAABDmpoMKeAn366NGqU7TT2UIAAd1GAAAeFD39NmWJOCXfVF75glrW15qrYANxBAQIc1HECtMuG\\\n",
       "DDEXRTx0SFqzxnYaAPFEAQIcxPyfdhwGA9xEAQIcs2uXue/XySdLEybYTmMfBQhwEwUIcEx4R19U\\\n",
       "ZEqQ68KjYKtXm1PiAbiBAgQ4ZtUqs7zoIrs5EkVampSVJe3fby6KCMANFCDAMdXVZnnxxXZzJJLw\\\n",
       "tghvGwD+RwECHNLQIG3bJp16KvN/OgoXoOees5sDQPxQgACHhEc4ioul1FSrURLKtGnmfmirV0uf\\\n",
       "fGI7DYB4oAABDgkXIOb/dDZ4sDRunHT4sPTSS7bTAIgHChDgCM9rnwDN/J+jhbdJeBsB8DcKEOCI\\\n",
       "rVul99+Xhg2Tzj3XdprEQwEC3EIBAhzR8fT3QMBulkQ0ZYrUr5+0fr300Ue20wCINQoQ4IjKSrOc\\\n",
       "McNujkTVr1/7RREZBQL8jwIEOOCTT6TnnzcjP5dcYjtN4po1yyyfecZuDgCxRwECHPDXv5o7nk+Y\\\n",
       "IH3uc7bTJK4vfcksV66UWlvtZgEQWxQgwAHhw1/hHTy69vnPm9ti7N4t1dbaTgMglihAgM95Xvsh\\\n",
       "ndmz7WZJdIFAe0n885/tZgEQWxQgwOfeeEMKhczp72PH2k6T+L78ZbNkHhDgbxQgwOfCh79mz5b6\\\n",
       "8F/8cU2dau6VtnGj9M47ttMAiBVf/3NYVVWl3NxcZWdna+nSpUd9/9FHH1VhYaFGjRqlKVOmqL6+\\\n",
       "3kJKILZWrDBLDn9F5qST2i8VwCgQ4F++LUCtra1atGiRqqqqtHnzZpWXl2vLli2d1hkxYoRefPFF\\\n",
       "1dfX62c/+5muu+46S2mB2GhsNDf47Nev/RRvHN+ll5rl00/bzQEgdnxbgOrq6pSVlaXMzEylpqaq\\\n",
       "pKREFRUVndaZPHmyBg4cKEkqKipSQ0ODjahAzPzxj2Y5a5Y5rIPIXHaZlJJiLh/Q1GQ7DYBY8G0B\\\n",
       "amxsVEZGRtvr9PR0NTY2drv+Qw89pNkcI4DPPPGEWV5xhd0cyWbwYHPLkNZWRoEAv/JtAQr04GZH\\\n",
       "zz//vB5++OEu5wkByWrnTunFF82clvCZTYhcuDQ+/rjdHABiI8V2gFgJBoMKhUJtr0OhkNLT049a\\\n",
       "r76+XvPnz1dVVZUGDRrU5XstWbKk7XlxcbGKi4ujHReIuqefNtcAmj5d+teRXvTAV78qffe7UnW1\\\n",
       "tGuXNGSI7URAbNTU1KimpsZ2jLgLeJ7n2Q4RCy0tLcrJyVF1dbXS0tI0ceJElZeXKy8vr22dd999\\\n",
       "VxdeeKF+97vfadKkSUe9R3gUyaebCD43fbq5qeeyZdK8ebbTJKcZM6TnnpN+/Wvp2mttpwFiz6X9\\\n",
       "nm8PgaWkpKi0tFQzZ85Ufn6+5syZo7y8PJWVlamsrEySdOedd2rPnj1auHChxowZo4kTJ1pODUTH\\\n",
       "Bx+YCbwpKWZCL07MN75hln/4g90cAKLPtyNA0eBSE4a//OIX0o03Sl/5CpN4e2PXLunss81k6FBI\\\n",
       "SkuznQiILZf2e74dAQJc9tvfmuVVV9nNkeyGDDHXBDpyRHrkEdtpAEQTBQjwmQ0bzGPQIO7+Hg3h\\\n",
       "+VPLl5tJ5QD8gQIE+Ex49KekRDr5ZLtZ/OCSS8yNZLdulV591XYaANFCAQJ85NCh9gI0d67dLH6R\\\n",
       "kiJ95zvm+fLlVqMAiCIKEOAjTzxhbt0werTESY3REz4MVl4uffKJ1SgAooQCBPjIAw+Y5cKFUg8u\\\n",
       "ho7jOPdcadIkad8+6dFHbacBEA2cBn8MLp0OiOS3caM0apR02mnSe+9x89Noe+wx6dvfNmVo40YK\\\n",
       "JvzJpf0eI0CAT9x/v1ledRXlJxauuEI66yxp0ybJwbsGAL5DAQJ84IMPpN/8xoxKfP/7ttP400kn\\\n",
       "mUOLknTffXazAOg9ChDgA7/8pXT4sLmBZ06O7TT+tWCBubRARYUZCQKQvChAQJLbv1/61a/M85tu\\\n",
       "spvF74YNa78p6n/9l90sAHqHAgQkuV/+UvrnP6UvfMGcqYTYuukmc22g8nLpzTdtpwFwoihAQBLb\\\n",
       "vVu6917z/I477GZxxTnnmInmR45I//mfttMAOFEUICCJ3XuvGf256CLpwgttp3HHrbdKqanmqtsb\\\n",
       "NthOA+BEUICAJBUKtZ+N9POf283impEjpe99z9wc9cc/tp0GwImgAAFJ6sYbpYMHpcsvl4qKbKdx\\\n",
       "z89+Jg0cKD33nFRZaTsNgJ6iAAFJaNUq6fHHpVNOkX7xC9tp3DRkiClBknT99dwjDEg2FCAgyRw4\\\n",
       "YHa4kvTTn0r/9m9287jshhukwkLp7beZhA4kG+4Fdgwu3RMFyeP735dKS6X8fGntWnNhPtizZo05\\\n",
       "BNmnj/TyyxyORHJzab/HCBCQRP7yF1N+UlKk3/2O8pMIJkyQfvQjqbVVuvJKc1YegMRHAQKSxLvv\\\n",
       "mruRS9KSJdKYMVbjoIOf/9z8/7Fjh3TddebsMACJjQIEJIGDB6WvfU1qapJmzJBuucV2InR08snS\\\n",
       "738vnXqq9Ic/cFkCIBlQgIAE19wslZSY+T4jRphbMPTtazsVPis7W3r0USkQMGeHPfaY7UQAjoUC\\\n",
       "BCSw1lbp6qulFSukQYPMcvBg26nQncsuk/7nf8zzq66SnnzSbh4A3aMAAQnq00+lb37TjCqceqpU\\\n",
       "VSWde67tVDiexYuln/zElNc5cxgJAhIVBQhIQB98YOb6PPWUudpwZaU0caLtVIhEIGDmAIVL0Le/\\\n",
       "ba4RdOSI7WQAOuI6QMfg0vUQkDhWrZL+/d+lnTultDQz8nPeebZToac8T7r/fumHPzTlZ+ZMadky\\\n",
       "6eyzbScDuufSfo8RICBBfPih9J3vSNOnm/JTXCy9/jrlJ1kFAuZK0X/6k7ltxrPPSgUF0q9+JbW0\\\n",
       "2E4HwLcFqKqqSrm5ucrOztbSpUu7XOeGG25Qdna2CgsLtW7dujgnBIymJum226SsLHNxw379zCGU\\\n",
       "556TzjrLdjr01uzZUn29GQHavdvcxmTMGHPaPEUIsMeXh8BaW1uVk5OjVatWKRgMasKECSovL1de\\\n",
       "Xl7bOpWVlSotLVVlZaVeffVV/eAHP1BtbW2n93FpKBDxdeSI9NJL5pDIH/5g7u8lSZdcYg6bjBxp\\\n",
       "Nx+iz/Okp5+WbrzRXDBRkjIzpf/4D+lb35KGD7caD5Dk1n7PlyNAdXV1ysrKUmZmplJTU1VSUqKK\\\n",
       "iopO66xYsUJz586VJBUVFWnv3r3auXOnjbhwwJEj0t//bkZ4rrrKjOx88YvS8uWm/MyaJa1ebSY7\\\n",
       "U378KRAwF7PcvFl64AEz4vf22+aGtiNGSGPHSjfdZA6V7d5tOy3gfym2A8RCY2OjMjIy2l6np6fr\\\n",
       "1VdfPe46DQ0NGjZsWNxywj+am6Vdu8yjqUlqbDR/5b/1lvTmm9L69dK+fZ1/5pxzzBlC8+aZi+jB\\\n",
       "Df36Sd/9rjR/vik7jz1mRobWrTOPe+8162VkmDvNZ2WZ35VzzpGCQTOfaPBgc3ZgH1/+CQvEhy8L\\\n",
       "UHgI73g+O8TX3c/Nn//Zn+vqvfian7925Ii5Ls+nn5rbUoSX4cf+/Uf/zGcFg9K4cdLUqWZeSG6u\\\n",
       "GRWAm/r2Nb8Hs2eb36GXXzZnANbUmDlDoZB5dCcQkM44QxowQOrf3xSrjo+TTjIFqatH376dXwcC\\\n",
       "vf9dtPnz/HeEE+HLAhQMBhXq8C9HKBRSenr6MddpaGhQMBjs8v1+/eslHV4V/+sBtOvTx/xlPmSI\\\n",
       "NHSoNGyYOawRfpx3Hqc/o3v9+0sXX2wekrl+0Pbtpgi9/bb0zjvmZriNjdKePebxz3+2Pwd6p+Zf\\\n",
       "D7f4chJ0S0uLcnJyVF1drbS0NE2cOPGYk6Bra2u1ePHibidBP/jg0Zuoq784+Jp/vxYItP9l3b9/\\\n",
       "+1/c4eenncbhCMRXS4u0d6+ZQxYenew4MtnSYkYuP/tobe36673R271Ib37ef3swuxYscGcStC8L\\\n",
       "kCStXLlSixcvVmtrq6699lr95Cc/UVlZmSRpwYIFkqRFixapqqpKAwYM0LJlyzR27NhO7+HSbHgA\\\n",
       "AFza7/m2AEWDS78IAAC4tN9j0B4AADiHAgQAAJxDAQIAAM6hAAEAAOdQgAAAgHMoQAAAwDkUIAAA\\\n",
       "4BwKEAAAcA4FCAAAOIcCBAAAnEMBAgAAzqEAwbqamhrbEZzAdo49tnHssY0RLRQgWMc/aPHBdo49\\\n",
       "tnHssY0RLRQgAADgnIDnwj3vT1AgELAdAQCAuHOhGjACBAAAnJNiO0Aic6EBAwDgIkaAAACAcyhA\\\n",
       "AADAORSjcnO9AAAFAElEQVSgf6mqqlJubq6ys7O1dOnSLte54YYblJ2drcLCQq1bty7OCZPf8bbx\\\n",
       "o48+qsLCQo0aNUpTpkxRfX29hZTJLZLfY0las2aNUlJS9NRTT8UxnT9Eso1ramo0ZswYFRQUqLi4\\\n",
       "OL4BfeJ427mpqUmzZs3S6NGjVVBQoOXLl8c/ZBK75pprNGzYMJ133nndruP7fZ4Hr6WlxRs5cqS3\\\n",
       "Y8cO7/Dhw15hYaG3efPmTus888wz3iWXXOJ5nufV1tZ6RUVFNqImrUi28erVq729e/d6nud5K1eu\\\n",
       "ZBv3UCTbOLzetGnTvC996UveE088YSFp8opkG+/Zs8fLz8/3QqGQ53me99FHH9mImtQi2c633367\\\n",
       "d8stt3ieZ7bx4MGDvebmZhtxk9KLL77orV271isoKOjy+y7s8xgBklRXV6esrCxlZmYqNTVVJSUl\\\n",
       "qqio6LTOihUrNHfuXElSUVGR9u7dq507d9qIm5Qi2caTJ0/WwIEDJZlt3NDQYCNq0opkG0vS/fff\\\n",
       "ryuuuEJnnnmmhZTJLZJt/Nhjj+nyyy9Xenq6JGno0KE2oia1SLbz2WefrX379kmS9u3bpyFDhigl\\\n",
       "hfN6InXBBRdo0KBB3X7fhX0eBUhSY2OjMjIy2l6np6ersbHxuOuwg45cJNu4o4ceekizZ8+ORzTf\\\n",
       "iPT3uKKiQgsXLpTEta56KpJtvH37du3evVvTpk3T+PHj9cgjj8Q7ZtKLZDvPnz9fmzZtUlpamgoL\\\n",
       "C3XffffFO6avubDPoy4r8p2A95nT4tl5RK4n2+r555/Xww8/rJdffjmGifwnkm28ePFi3X333QoE\\\n",
       "AvI8j0s99FAk27i5uVlr165VdXW1Dhw4oMmTJ2vSpEnKzs6OQ0J/iGQ733XXXRo9erRqamr0j3/8\\\n",
       "Q9OnT9eGDRt02mmnxSGhG/y+z6MASQoGgwqFQm2vQ6FQ2/B1d+s0NDQoGAzGLWOyi2QbS1J9fb3m\\\n",
       "z5+vqqqqYw7P4miRbOPXX39dJSUlkswk0pUrVyo1NVWXXXZZXLMmq0i2cUZGhoYOHar+/furf//+\\\n",
       "mjp1qjZs2EAB6oFItvPq1at12223SZJGjhyp4cOHa9u2bRo/fnxcs/qVE/s8u1OQEkNzc7M3YsQI\\\n",
       "b8eOHd6hQ4eOOwn6lVde8eWEsFiKZBu/88473siRI71XXnnFUsrkFsk27mjevHnek08+GceEyS+S\\\n",
       "bbxlyxbvoosu8lpaWrxPPvnEKygo8DZt2mQpcXKKZDv/8Ic/9JYsWeJ5nud98MEHXjAY9Hbt2mUj\\\n",
       "btLasWNHRJOg/brPYwRIUkpKikpLSzVz5ky1trbq2muvVV5ensrKyiRJCxYs0OzZs1VZWamsrCwN\\\n",
       "GDBAy5Yts5w6uUSyje+8807t2bOnbX5Kamqq6urqbMZOKpFsY/ROJNs4NzdXs2bN0qhRo9SnTx/N\\\n",
       "nz9f+fn5lpMnl0i286233qqrr75ahYWFOnLkiO655x4NHjzYcvLkceWVV+qFF15QU1OTMjIydMcd\\\n",
       "d6i5uVmSO/s8boYKAACcw1lgAADAORQgAADgHAoQAABwDgUIAAA4hwIEAACcQwECAADOoQABAADn\\\n",
       "UIAAAIBzKEAAAMA5FCAAAOAcChAAAHAOBQgAADiHAgQAAJxDAQIAAM6hAAEAAOdQgAAAgHMoQAAA\\\n",
       "wDkUIAAA4BwKEAAAcA4FCAAAOIcCBAAAnEMBAgAAzqEAAQAA5/w/LGAy9BvmRE8AAAAASUVORK5C\\\n",
       "YII=\\\n",
       "\"\n",
       "  frames[15] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VGWexvEnkKgRAdkEkgoGk5hFIIBAQBaDy4C4jLZ6\\\n",
       "DDoOKtI0pxmatnu6XbqH2D1tizNzTnuMHrFbcdolo3ZrB4cQRpa4sQTZoiyKiFoJsgQIQUFMipo/\\\n",
       "3q5AJCkqSVXd1H2/n3Pq3FvJperHPYH3yfv+6t44v9/vFwAAgEU6OV0AAABAtBGAAACAdQhAAADA\\\n",
       "OgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAA\\\n",
       "ALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcA\\\n",
       "BAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOvFOF9CRxcXFOV0CAABR5/f7nS4h4pgBAgAA1iEA\\\n",
       "hcDv9/OI4GPevHmO12DDg/PMOXbDg3Mc2YdNCEAAAMA6BCAAAGAdAhAcl5+f73QJVuA8Rx7nOPI4\\\n",
       "xwiXOL9ti36tEPgUGKcIAGADm8Y9ZoAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxD\\\n",
       "AAIAANZxbQC655571LdvXw0ePLjFY+bMmaOMjAzl5uZq48aNUawOAAA4ybUB6O6771ZZWVmL3y8t\\\n",
       "LdWnn36qHTt26JlnntGsWbOiWB0AAHCSawPQ+PHj1aNHjxa/v2jRIk2bNk2SlJeXp9raWu3duzda\\\n",
       "5QEAAAe5NgCdSXV1tVJSUhqfezweVVVVOVgRAACIlninC3DS9+91ErgHCgDnnTghLV0qrVwpxcdL\\\n",
       "114rjR3rdFUA3MLaAJScnCyv19v4vKqqSsnJyc0eW1hY2Lifn5/P3YiBCNu/XyookFasOPm13/9e\\\n",
       "mjpVeu456ZxznKsNcJvy8nKVl5c7XUbUufpu8J9//rmuv/56ffjhh6d9r7S0VEVFRSotLdWaNWs0\\\n",
       "d+5crVmzpskxNt0VF+goDh+WLr9c2rxZ6tNH+uEPpaNHpWeekb75RvqHf5AWLzazQgDCy6Zxz7UB\\\n",
       "aOrUqXr77bdVU1Ojvn376uGHH1Z9fb0kaebMmZKk2bNnq6ysTF26dNHChQs1fPjwJq9h0w8C0FHc\\\n",
       "cYf08svSxReb5a+kJPP1jz6SrrjCzA794hfS/PnO1gm4kU3jnmsDUDjY9IMAdAR/+5t0001SYqKZ\\\n",
       "AcrIaPr9994zs0OStHq1NGpU9GsE3Mymcc/aT4EB6FiOH5fmzDH7jz56eviRpHHjpPvuMw3S990n\\\n",
       "WfB/NIAIYQYoCJuSMOC0J5+UZs+WBg0ysz+dWvj1rK5Ouugi6cABqbRUuuaa6NYJuJlN4x4zQAAc\\\n",
       "9+230iOPmP2HH245/EhSt27S/feb/X/7N2aBALQNM0BB2JSEASf9+c/StGlSbq60caN0pktyHTsm\\\n",
       "DRgg1dRI778vXXZZdOoE3M6mcY8ZIACOe+ops50z58zhRzJN0jNmmP2iosjVBcC9mAEKwqYkDDhl\\\n",
       "/XppxAipRw+pqko699zQ/tyXX0oDB5rlMq9X6tcvsnUCNrBp3GMGCICjnnvObO+6K/TwI5klsOuu\\\n",
       "kxoazHWDAKA1CEAAHNPQIL32mtn/539u/Z+/806zfeml8NUEwA4EIACOWbHCXNk5K8s0QLfWddeZ\\\n",
       "T4Vt2CBt2xb++gC4FwEIgGP+53/MtqAgtObn7zvnHOnWW80+y2AAWoMABMARx49Lr79u9gsK2v46\\\n",
       "t91mtm+80f6aANiDAATAEW+9Ze78PnSolJnZ9te5/HKzDLZli7RzZ/jqA+BuBCAAjvjf/zXbm25q\\\n",
       "3+ucdZY0ZYrZX7Sofa8FwB4EIABR5/dLixeb/Wuvbf/r/eM/mm1JSftfC4AduBBiEDZdEAqIpspK\\\n",
       "86mvfv2k6urg9/4KRW2t1KePuUv8vn1Sr17hqROwjU3jHjNAAKIusPw1ZUr7w48knX++lJ9vAtCS\\\n",
       "Je1/PQDuRwACEHXhXP4KCPQB/d//he81AbgXS2BB2DQVCETLwYNmuapzZ+nAAalr1/C87kcfSYMH\\\n",
       "S/37m2W1tlxXCLCdTeMeM0AAourtt81S1Zgx4Qs/knTJJaan6KuvpK1bw/e6ANyJAAQgqlauNNsr\\\n",
       "rgjv68bFSVddZfbfeiu8rw3AfQhAAKJqxQqzDXcAkqSrrzZbAhCAM6EHKAib1kKBaNi71yxTJSZK\\\n",
       "hw5JZ58d3tffvVtKTpa6dDG9RmedFd7XB9zOpnGPGSAAUVNebrbjxoU//EhSUpKUkyN9841UURH+\\\n",
       "1wfgHgQgAFETyeWvgMsvN9t3343cewCIfQQgAFETaICeODFy7zF+vNkSgAAEQw9QEDathQKR5vVK\\\n",
       "AwaYj74fPCjFx0fmfaqqpJQUc4f4gwfN9YYAhMamcY8ZIABR8c47ZjthQuTCjyR5PNLAgVJdnbnn\\\n",
       "GAA0hwAEICref99sx42L/HtNmGC2gdAFAN9HAAIQFatWme1ll0X+vegDAnAmrg1AZWVlysrKUkZG\\\n",
       "hubPn3/a92tqajR58mQNHTpUgwYN0vPPPx/9IgFL1NVJH35olr5GjIj8+506A2RBKwOANnBlAPL5\\\n",
       "fJo9e7bKysq0detWFRcXa9u2bU2OKSoq0rBhw7Rp0yaVl5frZz/7mRoaGhyqGHC3tWvN/b+GD5fO\\\n",
       "PTfy75eeLvXtK+3fL33ySeTfD0DscWUAqqioUHp6ulJTU5WQkKCCggKVlJQ0OaZ///6qq6uTJNXV\\\n",
       "1alXr16Kj2RnJmCxaC5/Sea+YIFZIJbBADTHlQGourpaKSkpjc89Ho+qq6ubHDNjxgxt2bJFSUlJ\\\n",
       "ys3N1eOPPx7tMgFrRDsAnfpea9ZE7z0BxA5XBqDAdQyCeeSRRzR06FDt3r1bmzZt0o9//GMdOXIk\\\n",
       "CtUBdvH5pNWrzf7YsdF739GjzZYABKA5rlzzSU5OltfrbXzu9Xrl8XiaHLNq1So99NBDkqS0tDQN\\\n",
       "HDhQH3/8sUY006FZWFjYuJ+fn6/8/PyI1A240ZYt0pEj0oUXmnt1RcuwYeZmqFu3mibsbt2i995A\\\n",
       "LCkvL1d54EZ9FnHllaAbGhqUmZmp5cuXKykpSaNGjVJxcbGys7Mbj7nvvvvUvXt3zZs3T3v37tWl\\\n",
       "l16qyspK9ezZs/EYm66ICUTK009Ls2ZJU6dKL78c3ffOyzM3RV22TLryyui+NxCLbBr3XLkEFh8f\\\n",
       "r6KiIk2aNEk5OTm67bbblJ2drQULFmjBggWSpAcffFAffPCBcnNzddVVV+mxxx5rEn4AhEfgAojR\\\n",
       "XP4KYBkMQEtcOQMULjYlYSBS0tKkzz6TNmwwy1LRVFws3X67dN110ptvRve9gVhk07hHAArCph8E\\\n",
       "IBJqaqQ+fcy1fw4fjuw9wJqza5d00UVS797Svn3m4/EAWmbTuOfKJTAAHcP69WY7bFj0w48kpaZK\\\n",
       "F1xggthnn0X//QF0XAQgABHzwQdmG43bXzQnLs40QkvmatQAEEAAAhAxTgcgiUZoAM0jAAGIGAIQ\\\n",
       "gI6KJuggbGoGA8Jt716pXz/pvPNMA3Qnh37dOnJE6t5d6tzZ7J9zjjN1ALHApnGPGSAAERFogB4+\\\n",
       "3LnwI0ldu0o5OVJDg7R5s3N1AOhYCEAAIqIjLH8FBGoI1AQABCAAEUEAAtCREYAAREQgbFx6qbN1\\\n",
       "SAQgAKejCToIm5rBgHDavVtKTjZ3YD90yNkeIEk6dszUcuKEuTN8ly7O1gN0VDaNe8wAAQi7QAP0\\\n",
       "pZc6H34kKTFRGjTIBKBNm5yuBkBH0AH+awLgNh2p/yeAZTAApyIAAQg7AhCAjo4ABCCs/P6mS2Ad\\\n",
       "BQEIwKlogg7CpmYwIFyqqqSUFOn886WDB80NSTuC48dNI3R9vVRba/YBNGXTuMcMEICwOnX5q6OE\\\n",
       "H0k6+2xpyBAzQ7Vxo9PVAHAaAQhAWHXE/p8AlsEABBCAAIQVAQhALCAAAQibjtoAHUAAAhBAE3QQ\\\n",
       "NjWDAeHwxRdSaqrUq5e0f3/H6gGSTAN0t27St9+aBu0ePZyuCOhYbBr3mAECEDYdtQE6ICFBGjrU\\\n",
       "7G/Y4GwtAJxFAAIQNh25/yeAZTAAEgEIQBh15P6fgEAAWrfO2ToAOIsABCAs/P7YmAEKhLNAWANg\\\n",
       "J5qgg7CpGQxor88+k9LSpAsukPbs6Zg9QJLU0CB17y4dPSrV1JiGbQCGTeMeM0AAwqKjN0AHxMdL\\\n",
       "w4aZfWaBAHsRgACERSwsfwUElsFohAbs5doAVFZWpqysLGVkZGj+/PnNHlNeXq5hw4Zp0KBBys/P\\\n",
       "j26BgMvEQgN0QCCkMQME2MuVPUA+n0+ZmZlatmyZkpOTNXLkSBUXFys7O7vxmNraWo0dO1ZLly6V\\\n",
       "x+NRTU2Nevfu3eR1bFoLBdrjxAmpZ0/p8GGpulpKSnK6ouC2bpUuuUQaMMBcvBGAYdO458oZoIqK\\\n",
       "CqWnpys1NVUJCQkqKChQSUlJk2Nefvll3XzzzfJ4PJJ0WvgBELqdO0346d+/44cfScrMlLp0kb78\\\n",
       "0lyxGoB9XBmAqqurlZKS0vjc4/Gourq6yTE7duzQwYMHNXHiRI0YMUIvvPBCtMsEXCOW+n8kqXNn\\\n",
       "GqEB27kyAMWF8BGU+vp6bdiwQaWlpVq6dKl++9vfaseOHVGoDnCfWOr/CeCK0IDd4p0uIBKSk5Pl\\\n",
       "9Xobn3u93salroCUlBT17t1biYmJSkxM1IQJE7R582ZlZGSc9nqFhYWN+/n5+TRMA98TazNAEo3Q\\\n",
       "QEB5ebnKy8udLiPqXNkE3dDQoMzMTC1fvlxJSUkaNWrUaU3Q27dv1+zZs7V06VIdP35ceXl5euWV\\\n",
       "V5STk9N4jE3NYEBbnThhLiz49dfSV19J/fo5XVFotm+XsrMlj0c65fclwGo2jXuunAGKj49XUVGR\\\n",
       "Jk2aJJ/Pp+nTpys7O1sLFiyQJM2cOVNZWVmaPHmyhgwZok6dOmnGjBlNwg+A0HzyiQk/Hk/shB9J\\\n",
       "uvhi6bzzpKoqae9eqW9fpysCEE2unAEKF5uSMNBWL74o3XmndOON0htvOF1N61x+ufTOO9LixdKU\\\n",
       "KU5XAzjPpnHPlU3QAKInFhugA2iEBuxFAALQLrHYAB3AneEBe7EEFoRNU4FAW/h8Urdu5s7q+/ZJ\\\n",
       "ffo4XVHrfPKJuShiUpK5gjVgO5vGPWaAALTZ9u0m/Fx4YeyFH0lKTzcBbvdu8wk2APYgAAFos1ju\\\n",
       "/5GkTp2k4cPNPstggF0IQADaLJb7fwK4ICJgJwIQgDZzQwAKzF7xSTDALjRBB2FTMxjQWg0Npn/m\\\n",
       "2DGppkbq1cvpitrm00+ljAxzEUf6gGA7m8Y9ZoAAtMmWLSb8XHRR7IYfSUpLM7fy2LPHNEMDsAMB\\\n",
       "CECbBJaMRo50to72iotjGQywEQEIQJusW2e2sdz/E0AjNGAfAhCANgkEoFifAZKYAQJsRBN0EDY1\\\n",
       "gwGt8e23pgG6oUE6fFjq2tXpitrns89ML1DfvqYR+u//9AHr2DTuMQMEoNUqK6X6eikrK/bDjyQN\\\n",
       "HCj16CHt3cstMQBbEIAAtJpbGqADaIQG7EMAAtBqbmqADuDO8IBdCEAAWs1tM0DSyTDHDBBgB5qg\\\n",
       "g7CpGQwI1TffmAboTp2kujopMdHpisLj889NL1CfPqYXiEZo2MimcY8ZIACtsmGDdOKENGiQe8KP\\\n",
       "JF14odSzp7R/v+T1Ol0NgEgjAAFoFTcuf0lmxocLIgL2IAABaBU3NkAH8EkwwB4EIACt4tYZIIlG\\\n",
       "aMAmNEEHYVMzGBCK2lpzwcCzz5aOHJESEpyuKLy++EJKTTV3t9+/n0Zo2MemcY8ZIAAhC/TGDB3q\\\n",
       "vvAjSQMGSL17SwcOmDAEwL0IQABC5ub+H6lpI3RFhbO1AIgsAhCAkK1ZY7Z5ec7WEUmjR5tt4O8K\\\n",
       "wJ0IQABC4vefDAWBkOBGBCDADjRBB2FTMxhwJoErJbu9QfjURu/Dh80WsIVN455rZ4DKysqUlZWl\\\n",
       "jIwMzZ8/v8Xj1q1bp/j4eL3++utRrA6IPafO/rg1/EjS+edL2dnS8ePSpk1OVwMgUlwZgHw+n2bP\\\n",
       "nq2ysjJt3bpVxcXF2rZtW7PH/fKXv9TkyZOtSLtAe9iw/BXAMhjgfq4MQBUVFUpPT1dqaqoSEhJU\\\n",
       "UFCgkpKS04574okndMstt6hPnz4OVAnEFpsC0JgxZksAAtzLlQGourpaKSkpjc89Ho+qq6tPO6ak\\\n",
       "pESzZs2SdHLdE8Dpjh+XNm40S19uvAL09zEDBLifKwNQKGFm7ty5evTRRxUXFye/388SGBDExo3S\\\n",
       "d99JOTlS9+5OVxN5OTnSeeeZxu89e5yuBkAkxDtdQCQkJyfL6/U2Pvd6vfJ4PE2OWb9+vQoKCiRJ\\\n",
       "NTU1WrJkiRISEnTDDTec9nqFhYWN+/n5+crPz49I3UBHZdPylyR17iyNGiWtWGH+7jfe6HRFQOSU\\\n",
       "l5ervLzc6TKizpUfg29oaFBmZqaWL1+upKQkjRo1SsXFxcrOzm72+LvvvlvXX3+9fvCDHzT5uk0f\\\n",
       "BwSCKSiQXnlF+uMfpXvvdbqa6PjVr6Tf/U765S+lRx91uhogOmwa91w5AxQfH6+ioiJNmjRJPp9P\\\n",
       "06dPV3Z2thYsWCBJmjlzpsMVArHFthkg6eTfdfVqZ+sAEBmunAEKF5uSMNCSr76SkpKkrl2lQ4fM\\\n",
       "8pAN9u+XLrhASkyU6uqkeFf+ugg0ZdO458omaADh8/77ZpuXZ0/4kaQ+faT0dOnYMenDD52uBkC4\\\n",
       "EYAABPXuu2Y7fryzdTghsAy2apWzdQAIPwIQgKBsDkDjxplt4BwAcA96gIKwaS0UaE5dnbkxaOfO\\\n",
       "5iah557rdEXRtW2buSZQ//5SdbW774EGSHaNe8wAAWjRqlXSiRPSpZfaF34kKStL6t3bNILv3Ol0\\\n",
       "NQDCiQAEoEU2L39JZsYn8HdnGQxwFwIQgBbZHoCkk3/3d95xtg4A4UUAAtCs48eligqzf9llztbi\\\n",
       "pAkTzJYZIMBdCEAAmrVunQlBl1wi9erldDXOyc01N0bduVPavdvpagCECwEIQLPee89sbV7+kswV\\\n",
       "oMeONfvMAgHuQQAC0Cz6f06iDwhwHwIQgNM0NDADdCr6gAD3IQABOM0HH5iLIGZkSCkpTlfjvJEj\\\n",
       "pbPPNvcEO3DA6WoAhAMBCMBpVqww2yuucLaOjuKcc05+Em7lSmdrARAeBCAAp1m+3GyvvNLZOjqS\\\n",
       "q64y22XLnK0DQHhwL7AgbLonChBw7Ji5/9fx49L+/eZWEJDWrjV3h09Lkz791OlqgMiwadxjBghA\\\n",
       "E6tXm/CTm0v4OdWll0rdu5vrAX3+udPVAGgvAhCAJlj+al58vDRxotkPnCMAsYsABKAJAlDL6AMC\\\n",
       "3IMeoCBsWgsFJOnwYXPbi7g46eBBqWtXpyvqWLZvl7KzpT59pD17pE78CgmXsWnc458vgEbLlkk+\\\n",
       "nzRmDOGnOZmZUnKyaQ7/8EOnqwHQHgQgAI1KS812yhRn6+io4uKkq682+2VlztYCoH0IQAAkSX4/\\\n",
       "ASgU115rtosXO1sHgPahBygIm9ZCgY0bpeHDzRKP12tmO3C6w4fN5QH8frMU1qOH0xUB4WPTuMcM\\\n",
       "EABJ0pIlZnvNNYSfYLp3NzeI9fmkpUudrgZAWxGAAEhi+as1AueIZTAgdrEEFoRNU4Gw28GD5qPd\\\n",
       "nTqZu5136+Z0RR3btm1STo65ZMDevVLnzk5XBISHTeMeM0AAVFYmnTghjRtH+AlFVpY0cKAJixUV\\\n",
       "TlcDoC1cHYDKysqUlZWljIwMzZ8//7Tvv/TSS8rNzdWQIUM0duxYVVZWOlAl4LzXXzfbG290to5Y\\\n",
       "ERd38tNgb77pbC0A2sa1S2A+n0+ZmZlatmyZkpOTNXLkSBUXFys7O7vxmNWrVysnJ0fdu3dXWVmZ\\\n",
       "CgsLtWbNmsbv2zQVCHsdPWqWv44elb78UkpJcbqi2LB8ubk1xsUXmytE0zgON7Bp3HPtDFBFRYXS\\\n",
       "09OVmpqqhIQEFRQUqKSkpMkxY8aMUffu3SVJeXl5qqqqcqJUwFFLl5rwM3Ik4ac1Lr/c9AB98om0\\\n",
       "ZYvT1QBoLdcGoOrqaqWc8r+5x+NRdXV1i8c/++yzmsLHX2ChwPLXzTc7W0esiY+XbrrJ7P/lL87W\\\n",
       "AqD1XBuA4loxH71y5Uo999xzzfYJAW723Xcne1h+8ANna4lFt95qtgQgIPbEO11ApCQnJ8vr9TY+\\\n",
       "93q98ng8px1XWVmpGTNmqKysTD1auKRrYWFh435+fr7y8/PDXS7giBUrzJWNBw+WMjKcrib2TJxo\\\n",
       "rgS9ZYv5aPwpLYZAzCgvL1d5ebnTZUSda5ugGxoalJmZqeXLlyspKUmjRo06rQn6yy+/1BVXXKEX\\\n",
       "X3xRo0ePPu01bGoGg53uuUdauFAqLJTmzXO6mtgUOIe//a30q185XQ3QPjaNe64NQJK0ZMkSzZ07\\\n",
       "Vz6fT9OnT9cDDzygBQsWSJJmzpype++9V2+88YYGDBggSUpISFDFKRf1sOkHAfY5dkzq21c6csR8\\\n",
       "iikz0+mKYlNpqflIfE6O9NFHfBoMsc2mcc/VAai9bPpBgH1eeUUqKDCf/uJifm1XX29uILt/v7Ru\\\n",
       "nTRihNMVAW1n07jn2iZoAMG98ILZ/tM/OVtHrEtIkO64w+z/9387WwuA0DEDFIRNSRh22b9f6t/f\\\n",
       "7O/eLV1wgbP1xLrNm6WhQ6WePc35PPtspysC2samcY8ZIMBCL74o+XzSpEmEn3DIzTWPgwe5QzwQ\\\n",
       "KwhAgGX8funvnwXQvfc6W4ub3HWX2T7/vJNVAAgVS2BB2DQVCHu8/baUn2+WwL74wvSwoP327TPN\\\n",
       "0H6/9PnnUjOXHQM6PJvGPWaAAMsEZn+mTyf8hNMFF5iraft8J88xgI6LGaAgbErCsMO+feaGp/X1\\\n",
       "0q5d0oUXOl2Ru7z3njR+vAlDX35JMzRij03jHjNAgEWefNLc/+u66wg/kTB2rGmG3rdPeu01p6sB\\\n",
       "EAwBCLDE0aPSU0+Z/Z//3Nla3CouTvqXfzH7f/iD6QcC0DERgABL/PnPUk2NufLz+PFOV+Net99u\\\n",
       "lsDWr5feesvpagC0hAAEWKChQfqv/zL7P/8596uKpMRE6b77zP7vfudsLQBaRhN0EDY1g8HdFi40\\\n",
       "dy1PT5e2bZPi452uyN3q6kyPVW2t9O670rhxTlcEhMamcY8ZIMDlvvtO+s1vzH5hIeEnGrp1O9kL\\\n",
       "9Otf0wsEdETMAAVhUxKGez39tDRrlpSTI1VWSp07O12RHQ4dktLSzHbxYmnKFKcrAs7MpnGPGSDA\\\n",
       "xQ4flubNM/uFhYSfaOrRQ3roIbN///3mAokAOg4CEOBiDz9srkkzdqx0yy1OV2OfH/9YGjBA+vBD\\\n",
       "6dlnna4GwKlYAgvCpqlAuM/WreaifD6f+Uj2sGFOV2SnV1+VbrtNOv98aft2qW9fpysCWmbTuMcM\\\n",
       "EOBCPp+511dDgzRjBuHHSbfeKk2ebD4R9rOfOV0NgABmgIKwKQnDXf7jP6Rf/EJKSpI++sj0o8A5\\\n",
       "u3ZJl1wiHTsmvfGGdOONTlcENM+mcY8ZIMBlKivNR68l03dC+HHewIHS739v9qdPl6qqnK0HAAEI\\\n",
       "cJVDh6SbbpKOH5d++EOz9IKOYc4c6ZprpIMHpTvukOrrna4IsBtLYEHYNBWI2OfzSTfcIJWWSsOH\\\n",
       "S++9Z27LgI5j715p6FBpzx4TUJ9+mtuSoGOxadxjBghwAb9f+tGPTPjp2VP6618JPx1R377S3/4m\\\n",
       "nX229MwzJ+/PBiD6CEBAjPP7zYX2/vQn6ZxzpEWLpNRUp6tCS/LypOefN/v/+q/Sk086Wg5gLQIQ\\\n",
       "EMNOnDAX23vsMXOV59deMxc9RMdWUHAy+MyeLf3nf3K/MCDa6AEKwqa1UMSew4eladOkkhKzpPLq\\\n",
       "q6YHCLHjiSdMc7RkljAff1w66yxna4LdbBr3CEBB2PSDgNhSUWE+SfTpp+YKw2+8IeXnO10V2uKV\\\n",
       "V0yQPX5cGjFCKi6W0tOdrgq2smncYwkMiCFHjkg//ak0erQJP7m50gcfEH5i2W23SStXmnuGffCB\\\n",
       "NGSI9O//Ln37rdOVAe7m2gBUVlamrKwsZWRkaP78+c0eM2fOHGVkZCg3N1cbN26McoVA6L7+Wpo/\\\n",
       "31xQ7w9/kDp1Mg20q1ZJaWlOV4f2GjNG2rxZuv12c7XoX/9aysmR/vhHghAQKa5cAvP5fMrMzNSy\\\n",
       "ZcuUnJyskSNHqri4WNnZ2Y3HlJaWqqioSKWlpVq7dq1+8pOfaM2aNU1ex6apQHQ8fr+5ienChdKL\\\n",
       "L0p1debrl10mFRVxfy+3WrHC9AVt2WKe9+sn3XWXdOedJhQBkWTTuOfKGaCKigqlp6crNTVVCQkJ\\\n",
       "KigoUElJSZNjFi1apGnTpkmS8vLyVFtbq7179zpRLiDJBJ5du0wz849+JKWkSCNHSk89ZcLPZZdJ\\\n",
       "ZWXmAoeEH/e64gpp0ybppZfMEueePdKjj5p7iWVnm3D05pvm6wDaLt7pAiKhurpaKSkpjc89Ho/W\\\n",
       "rl17xmOqqqrUt2/fqNUJu/h85jYINTXS/v3mqsCffSbt3GkelZXme6dKSpJuvtnc0X3wYGfqRvTF\\\n",
       "x5vlsKlTpXffNTOAr74qbd9uHk88YY7r189cWTo93Vz76cILJY9H6tXLXBDz/PPN5REAnM6VASgu\\\n",
       "xGvLf3+Kr6U/N2PGqX+mudfha3zNfO2770wPx7ffmu2pj6+/PvO1Xvr0MbM+Y8ZI115rBjdulWCv\\\n",
       "uDhpwgTzePJJae1a6a23pPJyM0u0Z4+ZFQz257t3l7p0MRfJTEw028B+QoLpJws8Ondu+XlcXPt+\\\n",
       "Ftv7c+zke8OdXBmAkpOT5fV6G597vV55PJ6gx1RVVSk5ObnZ1/vTnwpPeZb/9wfQej17mpDTu7fZ\\\n",
       "DhxompjT0qSsLPMbPP9ZozkJCdK4ceYhmYtg7tplZg537ZK++EL6/HNp925zU9wDB6Ta2pMPoGXl\\\n",
       "f3/YxZVN0A0NDcrMzNTy5cuVlJSkUaNGBW2CXrNmjebOndtiE/Qzz3x/puj09+RrfE0yF7EL/Hb9\\\n",
       "/UeXLmbmvKgzAAAGJklEQVRpA4gWn8+En8AsZGBmMrBtaDBB6sQJc2xgv7nnJ060vY72jjLt+fPu\\\n",
       "G+Eia+ZMe5qgXRmAJGnJkiWaO3eufD6fpk+frgceeEALFiyQJM2cOVOSNHv2bJWVlalLly5auHCh\\\n",
       "hg8f3uQ1bOqGBwDApnHPtQEoHGz6QQAAwKZxz5UfgwcAAAiGAAQAAKxDAAIAANYhAAEAAOsQgAAA\\\n",
       "gHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAwXHl5eVOl2AFznPkcY4jj3OM\\\n",
       "cCEAwXH8hxYdnOfI4xxHHucY4UIAAgAA1onz23DP+zaKi4tzugQAAKLOhmjADBAAALBOvNMFdGQ2\\\n",
       "JGAAAGzEDBAAALAOAQgAAFiHAPR3ZWVlysrKUkZGhubPn9/sMXPmzFFGRoZyc3O1cePGKFcY+850\\\n",
       "jl966SXl5uZqyJAhGjt2rCorKx2oMraF8nMsSevWrVN8fLxef/31KFbnDqGc4/Lycg0bNkyDBg1S\\\n",
       "fn5+dAt0iTOd55qaGk2ePFlDhw7VoEGD9Pzzz0e/yBh2zz33qG/fvho8eHCLx7h+zPPD39DQ4E9L\\\n",
       "S/Pv2rXL/9133/lzc3P9W7dubXLM4sWL/ddcc43f7/f716xZ48/Ly3Oi1JgVyjletWqVv7a21u/3\\\n",
       "+/1LlizhHLdSKOc4cNzEiRP91157rf8vf/mLA5XGrlDO8aFDh/w5OTl+r9fr9/v9/v379ztRakwL\\\n",
       "5TzPmzfPf//99/v9fnOOe/bs6a+vr3ei3Jj0zjvv+Dds2OAfNGhQs9+3YcxjBkhSRUWF0tPTlZqa\\\n",
       "qoSEBBUUFKikpKTJMYsWLdK0adMkSXl5eaqtrdXevXudKDcmhXKOx4wZo+7du0sy57iqqsqJUmNW\\\n",
       "KOdYkp544gndcsst6tOnjwNVxrZQzvHLL7+sm2++WR6PR5LUu3dvJ0qNaaGc5/79+6uurk6SVFdX\\\n",
       "p169eik+ns/1hGr8+PHq0aNHi9+3YcwjAEmqrq5WSkpK43OPx6Pq6uozHsMAHbpQzvGpnn32WU2Z\\\n",
       "MiUapblGqD/HJSUlmjVrliSuddVaoZzjHTt26ODBg5o4caJGjBihF154IdplxrxQzvOMGTO0ZcsW\\\n",
       "JSUlKTc3V48//ni0y3Q1G8Y84rJCHwT83/tYPINH6FpzrlauXKnnnntO77//fgQrcp9QzvHcuXP1\\\n",
       "6KOPKi4uTn6/n0s9tFIo57i+vl4bNmzQ8uXLdfToUY0ZM0ajR49WRkZGFCp0h1DO8yOPPKKhQ4eq\\\n",
       "vLxcO3fu1NVXX63Nmzera9euUajQDm4f8whAkpKTk+X1ehufe73exunrlo6pqqpScnJy1GqMdaGc\\\n",
       "Y0mqrKzUjBkzVFZWFnR6FqcL5RyvX79eBQUFkkwT6ZIlS5SQkKAbbrghqrXGqlDOcUpKinr37q3E\\\n",
       "xEQlJiZqwoQJ2rx5MwGoFUI5z6tWrdJDDz0kSUpLS9PAgQP18ccfa8SIEVGt1a2sGPOcbUHqGOrr\\\n",
       "6/0XXXSRf9euXf7jx4+fsQl69erVrmwIi6RQzvEXX3zhT0tL869evdqhKmNbKOf4VHfddZf/r3/9\\\n",
       "axQrjH2hnONt27b5r7zySn9DQ4P/m2++8Q8aNMi/ZcsWhyqOTaGc55/+9Kf+wsJCv9/v9+/Zs8ef\\\n",
       "nJzsP3DggBPlxqxdu3aF1ATt1jGPGSBJ8fHxKioq0qRJk+Tz+TR9+nRlZ2drwYIFkqSZM2dqypQp\\\n",
       "Ki0tVXp6urp06aKFCxc6XHVsCeUc/+Y3v9GhQ4ca+1MSEhJUUVHhZNkxJZRzjPYJ5RxnZWVp8uTJ\\\n",
       "GjJkiDp16qQZM2YoJyfH4cpjSyjn+cEHH9Tdd9+t3NxcnThxQo899ph69uzpcOWxY+rUqXr77bdV\\\n",
       "U1OjlJQUPfzww6qvr5dkz5jHzVABAIB1+BQYAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAA\\\n",
       "AIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoE\\\n",
       "IAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOv8PdkGvr7jyklcA\\\n",
       "AAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[16] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0lNW9xvEnmKAQlFsQzEw8QTLmYiBBgYBUDV4K4q2K\\\n",
       "PcbjOaVKMfVIOVTPqlXXKlhdHnG1XctKTxtPVY631NZaY2sIR6jjDWIQkFhuoqJOgqJcYlQkJMN7\\\n",
       "/thOuCZMYGbemXd/P2vNet/Ay8zPd8XsJ3vvd+80x3EcAQAAWKSX2wUAAAAkGgEIAABYhwAEAACs\\\n",
       "QwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYhAAEA\\\n",
       "AOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhA\\\n",
       "AADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsk+52AcksLS3N7RIAAEg4x3HcLiHu6AECAADWIQBF\\\n",
       "wXEcXnF8zZ071/UabHhxn7nHXnhxj+P7sgkBCAAAWIcABAAArEMAguvKy8vdLsEK3Of44x7HH/cY\\\n",
       "sZLm2Dbo1wORp8C4RQAAG9jU7tEDBAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQ\\\n",
       "AACwjmcD0A033KChQ4dq5MiRXV4ze/ZsBQIBlZSUaPXq1QmsDgAAuMmzAej6669XXV1dl39fW1ur\\\n",
       "d999V5s2bdJDDz2km266KYHVAQAAN3k2AJ1zzjkaOHBgl3///PPPa/r06ZKksrIytbS0aOvWrYkq\\\n",
       "DwAAuMizAehImpublZOT0/m13+9XU1OTixUBAIBESXe7ADcdvNdJZA8UAKnj1VelRYukcFg6/3zp\\\n",
       "29+W+F8ZwJFYG4B8Pp9CoVDn101NTfL5fIe9dt68eZ3n5eXl7EYMJIGvvpKuv17605/2/dn990sX\\\n",
       "XST94Q/SoEHu1QakkmAwqGAw6HYZCefp3eA/+OADXXbZZXr77bcP+bva2lotWLBAtbW1qq+v15w5\\\n",
       "c1RfX3/ANTbtigukkj17pKlTpaVLpRNPlG68UTr+eKmqStq+XTrzTOmVV6TMTLcrBVKLTe2eZ3uA\\\n",
       "rr32Wr388svatm2bcnJydNddd6m9vV2SVFlZqalTp6q2tlZ5eXnKzMzUo48+6nLFAKJ1xx0m/Awd\\\n",
       "KgWDUkGB+fPKSmnSJGnVKnP+xBOulgkgiXm6B+hY2ZSEgVSxYoU0frw5f/31fecRGzaYHqCvv5ae\\\n",
       "e0664orE1wikKpvaPWufAgOQehxH+uEPpb17pVtuOTT8SKY36L/+y5z/5CdSR0diawSQGugB6oZN\\\n",
       "SRhIBc89J115pZSdLW3aJPXte/jr2tulM84w11RVmTlCAI7MpnaPHiAAKcFxpJ//3JzfdlvX4UeS\\\n",
       "MjKke+4x5/fcQy8QgEPRA9QNm5IwkOxefNGs8TNsmPT++1KfPt1fv3evVFQkbdwo/fGP0ne/m5g6\\\n",
       "gVRmU7tHDxCAlPC735njzTcfOfxIUq9e0o9+ZM5//ev41QUgNdED1A2bkjCQzLZskU491ZyHQtIp\\\n",
       "p0T37778UvL5pNZWac0aadSo+NUIeIFN7R49QACS3sKFZquL73wn+vAjSf36SdddZ84feywupQFI\\\n",
       "UQQgAEnvqafM8YYbev5vv/c9c3zySSZDA9iHAAQgqa1da14DB0oXXtjzf19WJgUC0iefmNWjAUAi\\\n",
       "AAFIck8/bY5XXSX17t3zf5+WJv3rv5rzP/whdnUBSG0EIABJy3H2BaBrrjn695k2zRz/+leGwQAY\\\n",
       "BCAASauxUXrnHWnIELPJ6dEqKpLy8sxO8cuWxa4+AKmLAAQgadXUmON3viOlpx/9+6SlmffY/z0B\\\n",
       "2I0ABCBp1daa46WXHvt7RQLQc8+ZoTUAdmMhxG7YtCAUkGw++0waOtTs67V9u1nT51iEw2YT1U8/\\\n",
       "NUNrI0fGpk7AS2xq9+gBApCUFi82PTXl5ccefiTpuOP29SQtWnTs7wcgtRGAACSlyPDX1Kmxe89v\\\n",
       "f9scX3wxdu8JIDUxBNYNm7oCgWQSDpsnv3buNE+BBQKxed9t26STTzbrCe3YIfXtG5v3BbzCpnaP\\\n",
       "HiAASefNN034GTEiduFHkrKypDPPlNrapFdfjd37Akg9BCAASeell8zxggti/94MgwGQCEAAklAk\\\n",
       "AB3L4odduegic/y//4v9ewNIHcwB6oZNY6FAstizx2x8umuX9PHH0rBhsX3/tjZp0KD4vT+Qymxq\\\n",
       "9+gBApBUVqww4aSwMD7h5PjjpYkTzTnzgAB7EYAAJJV4Dn9FnHuuOb7ySvw+A0ByIwABSCoEIACJ\\\n",
       "wBygbtg0Fgokg7Y2acAAafdusxVGVlZ8Pmf3bvM5e/aYtYEGDYrP5wCpxqZ2jx4gAEmjvt6Ek5Ej\\\n",
       "4xd+JOmEE6SyMrPVxuuvx+9zACQvAhCApPHaa+Z43nnx/yyGwQC7EYAAJI1ly8wx8pRWPEUC0Msv\\\n",
       "x/+zACQfzwaguro6FRQUKBAIaP78+Yf8/bZt2zRlyhSVlpaquLhYCxcuTHyRADrt3SstX27Ozz47\\\n",
       "/p83YYLZIX7VKumLL+L/eQCSiycDUDgc1qxZs1RXV6d169apurpa69evP+CaBQsWaPTo0XrrrbcU\\\n",
       "DAZ16623qqOjw6WKAWzcaPb/8vmknJz4f16/ftJZZ5mNVyPBC4A9PBmAGhoalJeXp9zcXGVkZKii\\\n",
       "okI1NTUHXHPKKaeotbVVktTa2qrBgwcrPT3djXIBaN/w19lnS988iBJ3kaE2AhBgH08GoObmZuXs\\\n",
       "9yuk3+9Xc3PzAdfMnDlTa9euVXZ2tkpKSvTAAw8kukwA+9k/ACXKhAnmWF+fuM8EkBw8GYDSovj1\\\n",
       "8d5771Vpaam2bNmit956SzfffLO+YCIA4Bo3AtD48eb4xhtmDhIAe3hyzMfn8ykUCnV+HQqF5Pf7\\\n",
       "D7hm2bJluvPOOyVJI0aM0PDhw7Vx40aNGTPmkPebN29e53l5ebnKy8vjUjdgq+3bpQ0bzPo8paWJ\\\n",
       "+1y/X8rOlrZskTZtkvLzE/fZQLIIBoMKBoNul5FwnlwJuqOjQ/n5+Vq6dKmys7M1btw4VVdXq7Cw\\\n",
       "sPOaW265Rf3799fcuXO1detWnXXWWWpsbNSg/ZaEtWlFTMBNL7wgXXqp9K1vJX6D0mnTpGeflRYu\\\n",
       "lKZPT+xnA8nGpnbPk0Ng6enpWrBggSZPnqyioiJdc801KiwsVFVVlaqqqiRJd9xxh958802VlJTo\\\n",
       "wgsv1P33339A+AGQOG4Mf0VEhsGYBwTYxZM9QLFiUxIG3DRpkhQMSs89J11xRWI/+9VXzaKIpaXS\\\n",
       "6tWJ/Wwg2djU7hGAumHTNwLglo4OqX9/adcuaetW6eSTE/v5u3ZJJ51k9gVrbZUyMxP7+UAysand\\\n",
       "8+QQGIDUsW6dCSHDhyc+/EhS375SSYl5CmzFisR/PgB3EIAAuOrNN81x7Fj3amAeEGAfAhAAV61c\\\n",
       "aY5nneVeDQQgwD4EIACuivQAHWYJroSJrAi9fLmZCwTA+5gE3Q2bJoMBbmhvl048UWprMxuhDhjg\\\n",
       "Th2OI2VlSTt2SB9+KJ16qjt1AG6zqd2jBwiAa9auNeEnEHAv/Ehm89VID1SkRwqAtxGAALgmEjbc\\\n",
       "nP8TQQAC7EIAAuCaZJj/ExF5Co0ABNiBAATANZEnwJIhAO3fA2TB9AfAekyC7oZNk8GARGtrMxOg\\\n",
       "29ulzz83qzG7yXGkU04xq1G/+640YoS79QBusKndowcIgCv+8Q8TfvLz3Q8/EhOhAdsQgAC4Ipnm\\\n",
       "/0QQgAB7EIAAuCKZ5v9EEIAAexCAALgimR6Bj4gEoJUrzeaoALyLSdDdsGkyGJBIu3ebCdDhsNTa\\\n",
       "KvXr53ZF++TkSE1N0vr1UkGB29UAiWVTu0cPEICEe/ttqaNDKixMrvAjMQwG2IIABCDhknECdAQB\\\n",
       "CLADAQhAwiXj/J8IAhBgBwIQgIRLxifAIiI1rV5thukAeBMBCEBCff21WQSxVy+ptNTtag41eLA0\\\n",
       "fLi0a5e0YYPb1QCIFwIQgIRas8Y8/VVUJPXt63Y1hxfpBVqxwt06AMQPAQhAQiXzBOgI5gEB3kcA\\\n",
       "ApBQyTz/J2L/BREBeBMBCEBCpUIP0JlnmuNbb5kNWwF4DwEIQMJ89ZW0bp103HHSqFFuV9O1AQOk\\\n",
       "vDyprc3UC8B7CEAAEmbNGrPHVnGx1KeP29V0L7JGEfOAAG8iAAFImFQY/opgHhDgbZ4NQHV1dSoo\\\n",
       "KFAgEND8+fMPe00wGNTo0aNVXFys8vLyxBYIWCiVAhA9QIC3eXI3+HA4rPz8fC1ZskQ+n09jx45V\\\n",
       "dXW1CgsLO69paWnRxIkTtXjxYvn9fm3btk1ZWVkHvI9Nu+ICiXDGGWZOTUODNHas29V07/PPzVyg\\\n",
       "4483O9b37u12RUD82dTuebIHqKGhQXl5ecrNzVVGRoYqKipUU1NzwDVPPfWUpk2bJr/fL0mHhB8A\\\n",
       "sfXll9L69VJGRnJPgI7o318KBMxE6LVr3a4GQKx5MgA1NzcrJyen82u/36/m5uYDrtm0aZN27Nih\\\n",
       "SZMmacyYMXr88ccTXSZgldWrJceRRo40vSqpgHlAgHd5MgBFuvC6097erlWrVqm2tlaLFy/W3Xff\\\n",
       "rU2bNiWgOsBOybwDfFeYBwR4V7rbBcSDz+dTKBTq/DoUCnUOdUXk5OQoKytLffr0UZ8+fXTuuedq\\\n",
       "zZo1CgQCh7zfvHnzOs/Ly8uZMA0chVRYAfpg9ADBBsFgUMFg0O0yEs6Tk6A7OjqUn5+vpUuXKjs7\\\n",
       "W+PGjTtkEvSGDRs0a9YsLV68WG1tbSorK9PTTz+toqKizmtsmgwGxFtBgbRxowkTkZWWk11rq5kL\\\n",
       "1Lu39MUXTISG99nU7nmyByg9PV0LFizQ5MmTFQ6HNWPGDBUWFqqqqkqSVFlZqYKCAk2ZMkWjRo1S\\\n",
       "r169NHPmzAPCD4DYaW014ad3b7MIYqo46SQpP9/U/o9/pE5wA3BknuwBihWbkjAQTy+/LJWXmyGl\\\n",
       "FSvcrqZnrrtOeuopqapKuvFGt6sB4sumds+Tk6ABJJdUWgDxYMwDAryJAAQg7lI5APEkGOBNBCAA\\\n",
       "cRfpPUmlR+AjRo+W0tKkt982iyIC8AYCEIC4ammRNm0yix+ecYbb1fTciSeaidDt7SYEAfAGAhCA\\\n",
       "uFq1yhxLS802GKmIeUCA9xCAAMRVKs//iWAeEOA9BCAAcZXK838i6AECvIcABCCuvNADVFq6byL0\\\n",
       "7t1uVwMgFghAAOJmxw7p/felPn2k/XaiSTn9+pn6Ozqkxka3qwEQCwQgAHET6f0ZPVpKT/GNdyJD\\\n",
       "eAyDAd5AAAIQN5FtL8aOdbeOWIgM4TERGvAGAhCAuPFSAKIHCPAWNkPthk2bwgHx4PdLzc3Shg1m\\\n",
       "McFU9tVXZnf4tDTpiy/MvCbAa2xq9+gBAhAXH39sws9JJ0mBgNvVHLvMTDMROhxmIjTgBQQgAHER\\\n",
       "Gf4aM0bq5ZGfNMwDArzDIz+WACSb/QOQVzAPCPAOAhCAuIj0knhhAnQEPUCAdzAJuhs2TQYDYslx\\\n",
       "pCFDpO3bpQ8+kP7pn9yuKDZ27TK7w6elSa2tUt++blcExJZN7R49QABi7oMPTPjJypJOPdXtamKn\\\n",
       "b1/pjDPMROg1a9yuBsCxIAABiLn91//55hdKz2AeEOANBCAAMefF+T8RzAMCvIEABCDmvPgEWAQ9\\\n",
       "QIA3MAm6GzZNBgNiZe9eacAAs1ryxx9Lw4a5XVFsff21mQjtOGYidGam2xUBsWNTu0cPEICYeucd\\\n",
       "E378fu+FH8lsgVFcbILe6tVuVwPgaBGAAMSUl4e/IsrKzPGNN9ytA8DRIwABiCkv7QDflfHjzbG+\\\n",
       "3t06ABw9AhCAmFq+3BwjIcGLCEBA6mMSdDdsmgwGxMLXX5vd38Nh6fPPzWRhL9q7Vxo0yPw3hkJm\\\n",
       "vhPgBTa1e57tAaqrq1NBQYECgYDmz5/f5XUrVqxQenq6nn322QRWB3jTqlVSR4eZJOzV8COZ3e2Z\\\n",
       "BwSkNk8GoHA4rFmzZqmurk7r1q1TdXW11q9ff9jrbrvtNk2ZMsWKtAvEW2RIaMIEd+tIBIbBgNTm\\\n",
       "yQDU0NCgvLw85ebmKiMjQxUVFaqpqTnkugcffFBXX321hgwZ4kKVgPfYMP8nggAEpDZPBqDm5mbl\\\n",
       "5OR0fu33+9Xc3HzINTU1Nbrpppsk7Rv3BHD0ImHAhgA0bpw5vvmm1N7ubi0Aes6TASiaMDNnzhzd\\\n",
       "d999SktLk+M4DIEBx6ipSWpuNqtA5+e7XU38DR4snX66tHs3O8MDqSjd7QLiwefzKRQKdX4dCoXk\\\n",
       "P+gxjZUrV6qiokKStG3bNi1atEgZGRm6/PLLD3m/efPmdZ6Xl5ervLw8LnUDqSwy/FVWZiYJ22D8\\\n",
       "eLPydX29txd+hLcFg0EFg0G3y0g4Tz4G39HRofz8fC1dulTZ2dkaN26cqqurVVhYeNjrr7/+el12\\\n",
       "2WW66qqrDvhzmx4HBI7VrbdKv/qVNHeutN/vDJ72299K//7v0nXXSU884XY1wLGzqd3zZA9Qenq6\\\n",
       "FixYoMmTJyscDmvGjBkqLCxUVVWVJKmystLlCgHvsekJsAgmQgOpy5M9QLFiUxIGjsWePWYBxLY2\\\n",
       "accOaeBAtytKjI4OqX9/adcu6dNPJR4oRaqzqd2zZKQeQDytXm3CT0GBPeFHktLT9+15Ri8QkFoI\\\n",
       "QACO2WuvmePEie7W4YazzzbHyD0AkBoIQACO2SuvmOM557hbhxsi/82vvupuHQB6hjlA3bBpLBQ4\\\n",
       "Wnv3mrkvO3ZI778vDR/udkWJ9fnnZtjvuOPMed++blcEHD2b2j16gAAck/XrTfjx+aTcXLerSbz+\\\n",
       "/aWSEjMhmo1RgdRBAAJwTCJDP+ecI9m6owzDYEDqIQABOCY2z/+JOPdccyQAAamDOUDdsGksFDga\\\n",
       "jiOdeqrZB+ztt6XiYrcrcsfWrdKwYVJmptTSYh6PB1KRTe0ePUAAjtqHH5rwM3CgVFTkdjXuGTpU\\\n",
       "CgSkr74yayIBSH4EIABHLTLk861v2bMBalciQ4CRIUEAyc3yH1kAjgXzf/ZhIjSQWghAAI5apLGP\\\n",
       "TAK2WSQAvfaaWRsJQHJjEnQ3bJoMBvRUc7Pk95uJvzt3ShkZblfkrv0nhL/1llkbCEg1NrV79AAB\\\n",
       "OCp//7s5nnce4UcyayBdcIE5X7rU3VoAHBkBCMBRiTTykUYfBCAglTAE1g2bugKBnmC45/C2bDFb\\\n",
       "gjAsiFRlU7tHDxCAHnvnHRN+srKkkSPdriZ5ZGdLhYVmPSD2BQOSGwEIQI9FhnjOP5/1fw7GMBiQ\\\n",
       "GvjRBaDHIo37hRe6W0cyIgABqYE5QN2waSwUiFY4LA0ZYua4vPeedNppbleUXFpapMGDpeOOM/co\\\n",
       "M9PtioDo2dTu0QMEoEdWrTINe24u4edwBgyQxoyR2tulYNDtagB0hQAEoEdeeMEcL77Y3TqSWeTe\\\n",
       "1Na6WweArhGAAPRIpFGfOtXdOpJZ5N7U1polAwAkH+YAdcOmsVAgGlu3SsOGSccfL23fzvyWruzd\\\n",
       "a+7TZ59J69aZR+OBVGBTu0cPEICo1dWZ46RJhJ/u9Oq1bxgsMmQIILkQgABEjeGv6O0/DAYg+TAE\\\n",
       "1g2bugKBI+noMCs/f/659O670ogRbleU3HbuNMsFpKWZ4cKTTnK7IuDIbGr36AECEJVly0z4yc8n\\\n",
       "/ERj4EDp7LNNcHzxRberAXAwTweguro6FRQUKBAIaP78+Yf8/ZNPPqmSkhKNGjVKEydOVGNjowtV\\\n",
       "AqnhuefM8ZJL3K0jlUTuVeTeAUgenh0CC4fDys/P15IlS+Tz+TR27FhVV1ercL/HMZYvX66ioiL1\\\n",
       "799fdXV1mjdvnurr6zv/3qauQKA7jiMNHy59+KH0+uumZwNHtmmTdPrpUv/+0qefSr17u10R0D2b\\\n",
       "2j3P9gA1NDQoLy9Pubm5ysjIUEVFhWpqag64ZsKECerfv78kqaysTE1NTW6UCiS9lStN+MnOlsaP\\\n",
       "d7ua1BEISKNGmaFD9gYDkotnA1Bzc7NycnI6v/b7/Wpubu7y+ocfflhTebQFOKxnnjHHK69k9/ee\\\n",
       "mjbNHCP3EEBy8OyPskg3XjReeuklPfLII4edJwTYznGkP//ZnF99tbu1pKJIAKqpMROiASSHdLcL\\\n",
       "iBefz6dQKNT5dSgUkt/vP+S6xsZGzZw5U3V1dRo4cOBh32vevHmd5+Xl5SovL491uUDSevtt89j7\\\n",
       "kCHSOee4XU3qKSoyT85t3Ci9/LJ0wQVuVwQcKBgMKmjhzr2enQTd0dGh/Px8LV26VNnZ2Ro3btwh\\\n",
       "k6A/+ugjnX/++XriiSc0/jATG2yaDAZ05Wc/k+6+W7rxRqmqyu1qUtOdd0r33itVVkq/+53b1QBd\\\n",
       "s6nd82wAkqRFixZpzpw5CofDmjFjhm6//XZVffMTvLKyUj/4wQ/0l7/8RaeeeqokKSMjQw0NDZ3/\\\n",
       "3qZvBOBwHMdM5H3vPbOWzYUXul1RalqzRiotlQYNkrZsMXupAcnIpnbP0wHoWNn0jQAczrJl0sSJ\\\n",
       "5umvjz6SjjvO7YpSV0mJ1Nho5lNddZXb1QCHZ1O759lJ0ACO3WOPmeN11xF+jtX06eb4v//rbh0A\\\n",
       "DHqAumFTEgYO1tYmDRsmtbSYidDFxW5XlNo++UTy+83eYFu2mEnlQLKxqd2jBwjAYf31ryb8lJYS\\\n",
       "fmJh2DBp8mTzKHx1tdvVACAAATishx4yx+9/39UyPCUyDLZwoatlABBDYN2yqSsQ2N+775qnv044\\\n",
       "wQzXdLFEFnpo924zoXznTumNN6Rx49yuCDiQTe0ePUAADhHp/amoIPzE0gknSDfcYM5/8xt3awFs\\\n",
       "Rw9QN2xKwkDE7t1msu727VJ9vVRW5nZF3vLee6Z3rXdvqalJyspyuyJgH5vaPXqAABzgySdN+Bk9\\\n",
       "miGaeBgxQrr4YvOU3cMPu10NYC8CEIBOe/dKv/iFOb/lFvPINmJv1ixzfPBBE4QAJB4BCECnF16Q\\\n",
       "NmyQcnKka65xuxrvmjzZLC3Q3Cw98YTb1QB2IgABkGT2/br/fnP+4x9LGRnu1uNlvXpJP/2pOZ8/\\\n",
       "XwqH3a0HsBGToLth02QwYMkS6aKLpAEDzL5fJ57odkXe1tEhnX66tHmz9PTT0j//s9sVAXa1e/QA\\\n",
       "AZDjSHfeac5/8hPCTyKkp0u33WbOf/YzE4gAJA49QN2wKQnDbs8/L11xhXTyydL770uZmW5XZIf2\\\n",
       "dqmoyCw8+dBD0syZblcE29nU7tEDBFiuvV26/XZzfscdhJ9EysiQ7rnHnM+dK+3a5W49gE0IQIDl\\\n",
       "FiyQ1q0z69P88IduV2Of735XOuss6eOPpXvvdbsawB4MgXXDpq5A2Onjj6X8fOmLL8wj8FOnul2R\\\n",
       "nZYtkyZOND1CjY1SQYHbFcFWNrV79AABlnIcafZsE34uu4zw46azz5Z+8AMzHHnTTWZBSgDxRQ9Q\\\n",
       "N2xKwrDPU09J110n9etneh2GD3e7Irtt3256frZtkx54wIRTINFsavcIQN2w6RsBdgmFpFGjpJYW\\\n",
       "6fe/l2bMcLsiSNJf/iJddZV0/PHSm2+a1aKBRLKp3WMIDLDM7t3S1Veb8HPJJdINN7hdESKuvNIM\\\n",
       "hbW1ma1IWlvdrgjwLnqAumFTEoYdHMesNfPww1JurullGDzY7aqwvy+/lMaNk9avly69VHruOem4\\\n",
       "49yuCrawqd2jBwiwyN13m/BzwgnSs88SfpJRv35mYcpBg6S//U265RYTXAHEFgEIsMQDD5jF9nr1\\\n",
       "MjuQjx7tdkXoSl6e9Mwz5rH4X//aLFBJCAJiiwAEeJzjmJ6fOXPM1//zP9K0ae7WhCObNEn64x/N\\\n",
       "8Nd990m33srj8UAsMQeoGzaNhcKbdu+WfvQj86RXr17Sf/+3VFnpdlXoiT/9ySxX0N5uguvChWaY\\\n",
       "DIgHm9o9AlA3bPpGgPds3Cj9y79Iq1aZx6qffJKen1T197+bx+M//1w6/XTp6ael0lK3q4IX2dTu\\\n",
       "MQQGeExbm3TXXWadn1WrzAKHy5YRflLZ+edLy5ebdYHeeUcaO1b6z/80q3gDODqeDUB1dXUqKChQ\\\n",
       "IBDQ/PnzD3vN7NmzFQgEVFJSotWrVye4QiC22tqk3/5WCgSkefOkPXvMGj8rV0pnnul2dThWhYVS\\\n",
       "Q4M0a5YUDku//KXpDfrlL82j8wB6xpNDYOFwWPn5+VqyZIl8Pp/Gjh2r6upqFRYWdl5TW1urBQsW\\\n",
       "qLa2Vm+88Yb+4z/+Q/X19Qe8j01dgUhNjmN2cl+4UHrsMenTT82fn3GG9JvfSOed52p5iJOVK6Wb\\\n",
       "b5beeMN8PXCg9G//Jn3veybsfvOjC+gxm9o9T/YANTQ0KC8vT7m5ucrIyFBFRYVqamoOuOb555/X\\\n",
       "9OnTJUllZWVqaWnR1q1b3SgX6JHmZrM43uzZ5nHp4mLpF78w4WfUKPPkUGMj4cfLzjrLDIn97W9m\\\n",
       "F/mdO83j8mPGmCHPykrzGP1HH/H4PNCVdLcLiIfm5mbl5OR0fu33+/VG5Felbq5pamrS0KFDE1Yn\\\n",
       "cLBw2GxRsW2beW3dKm3eLL3/vvTeeybYfPzxgf9m0CAzQXbGDKmsjN/+bZGWZrYyueQSM9frscek\\\n",
       "6mrpww+lhx4yL8ksdjl6tAnLubkmIPl85s8HDza9R+mebAmA7nny2z4tyhbg4C6+rv7dzJkH/7uu\\\n",
       "3i+6P+Nau6/ds0f6+mvz2r173/nXX5tJrUf6jb1/f/Ob/vjx0tSpJvSwVYLdzjzTvH71KxOGFi+W\\\n",
       "gkFzvn27tGSJeXXlpJOkzEyzQnifPuYVOc/IMEso9Oplvs/2Px583pPwHe21br8nvMuTAcjn8ykU\\\n",
       "CnV+HQqF5Pf7u72mqalJPp/vsO/3+9/P2++r8m9eQHwMGCBlZZnXkCHmN/bTTjOvggJpxAjT2AAH\\\n",
       "69XLhOMxY6Q77zRhOhSS1qwxPYkffGBeW7aYYLRjhxk+a21l41W7Bb952cWTk6A7OjqUn5+vpUuX\\\n",
       "Kjs7W+PGjet2EnR9fb3mzJnT5STohx469BZ19RvE4f6ca7l2f717H/gb9v7n/fqZ37iBRAmHzfpC\\\n",
       "B/dKRo4sEiCbAAAGBElEQVQdHeaavXvNq7vzaEXb6vSkdYrHe9qostKeSdCeDECStGjRIs2ZM0fh\\\n",
       "cFgzZszQ7bffrqqqKklS5TdL4c6aNUt1dXXKzMzUo48+qjMPelbYptnwAADY1O55NgDFgk3fCAAA\\\n",
       "2NTuMZMAAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiH\\\n",
       "AAQAAKxDAAIAANYhAMF1wWDQ7RKswH2OP+5x/HGPESsEILiOH2iJwX2OP+5x/HGPESsEIAAAYJ00\\\n",
       "x4Y9749SWlqa2yUAAJBwNkQDeoAAAIB10t0uIJnZkIABALARPUAAAMA6BCAAAGAdAtA36urqVFBQ\\\n",
       "oEAgoPnz5x/2mtmzZysQCKikpESrV69OcIWp70j3+Mknn1RJSYlGjRqliRMnqrGx0YUqU1s038eS\\\n",
       "tGLFCqWnp+vZZ59NYHXeEM09DgaDGj16tIqLi1VeXp7YAj3iSPd527ZtmjJlikpLS1VcXKyFCxcm\\\n",
       "vsgUdsMNN2jo0KEaOXJkl9d4vs1z4HR0dDgjRoxwNm/e7OzZs8cpKSlx1q1bd8A1L7zwgnPxxRc7\\\n",
       "juM49fX1TllZmRulpqxo7vGyZcuclpYWx3EcZ9GiRdzjHormHkeumzRpknPJJZc4zzzzjAuVpq5o\\\n",
       "7vHOnTudoqIiJxQKOY7jOJ999pkbpaa0aO7z3LlznZ/+9KeO45h7PGjQIKe9vd2NclPSK6+84qxa\\\n",
       "tcopLi4+7N/b0ObRAySpoaFBeXl5ys3NVUZGhioqKlRTU3PANc8//7ymT58uSSorK1NLS4u2bt3q\\\n",
       "RrkpKZp7PGHCBPXv31+SucdNTU1ulJqyornHkvTggw/q6quv1pAhQ1yoMrVFc4+feuopTZs2TX6/\\\n",
       "X5KUlZXlRqkpLZr7fMopp6i1tVWS1NraqsGDBys9ned6onXOOedo4MCBXf69DW0eAUhSc3OzcnJy\\\n",
       "Or/2+/1qbm4+4jU00NGL5h7v7+GHH9bUqVMTUZpnRPt9XFNTo5tuukkSa131VDT3eNOmTdqxY4cm\\\n",
       "TZqkMWPG6PHHH090mSkvmvs8c+ZMrV27VtnZ2SopKdEDDzyQ6DI9zYY2j7is6BsB56DH4mk8oteT\\\n",
       "e/XSSy/pkUce0euvvx7Hirwnmns8Z84c3XfffUpLS5PjOCz10EPR3OP29natWrVKS5cu1a5duzRh\\\n",
       "wgSNHz9egUAgARV6QzT3+d5771VpaamCwaDee+89XXTRRVqzZo1OPPHEBFRoB6+3eQQgST6fT6FQ\\\n",
       "qPPrUCjU2X3d1TVNTU3y+XwJqzHVRXOPJamxsVEzZ85UXV1dt92zOFQ093jlypWqqKiQZCaRLlq0\\\n",
       "SBkZGbr88ssTWmuqiuYe5+TkKCsrS3369FGfPn107rnnas2aNQSgHojmPi9btkx33nmnJGnEiBEa\\\n",
       "Pny4Nm7cqDFjxiS0Vq+yos1zdwpScmhvb3dOO+00Z/PmzU5bW9sRJ0EvX77ckxPC4imae/zhhx86\\\n",
       "I0aMcJYvX+5Slaktmnu8v+9///vOn//85wRWmPqiucfr1693LrjgAqejo8P56quvnOLiYmft2rUu\\\n",
       "VZyaornPP/7xj5158+Y5juM4n3zyiePz+Zzt27e7UW7K2rx5c1SToL3a5tEDJCk9PV0LFizQ5MmT\\\n",
       "FQ6HNWPGDBUWFqqqqkqSVFlZqalTp6q2tlZ5eXnKzMzUo48+6nLVqSWae/zzn/9cO3fu7JyfkpGR\\\n",
       "oYaGBjfLTinR3GMcm2jucUFBgaZMmaJRo0apV69emjlzpoqKilyuPLVEc5/vuOMOXX/99SopKdHe\\\n",
       "vXt1//33a9CgQS5XnjquvfZavfzyy9q2bZtycnJ01113qb29XZI9bR6boQIAAOvwFBgAALAOAQgA\\\n",
       "AFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMA\\\n",
       "AgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADr\\\n",
       "EIAAAIB1CEAAAMA6/w+ka86P3rwtFwAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[17] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0ldWdxvHnQKIiKoJcNBeMJjEJBAIIBEQw4IUURR21\\\n",
       "S1x2pIhIqUhxOrOstwU6My5xOp3VMXYmraj1lrZe4yhEJRrwFoJclZuAiCdB0CgBFAUS3vlj9w2E\\\n",
       "6wFyzn4v389aZ73nJG/O+XUX8z7Ze797RxzHcQQAABAibWwXAAAAkGgEIAAAEDoEIAAAEDoEIAAA\\\n",
       "EDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoE\\\n",
       "IAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAA\\\n",
       "EDoEIAAAEDoEIAAAEDoEIAAAEDoEIAAAEDpJtgvwskgkYrsEAAASznEc2yXEHT1AAAAgdAhAMXAc\\\n",
       "h0ccH9OmTbNeQxgetDNtHIQHbRzfR5gQgAAAQOgQgAAAQOgQgGBdUVGR7RJCgXaOP9o4/mhjtJaI\\\n",
       "E7ZBv6Pg3gVGEwEAwiBM1z16gAAAQOgQgAAAQOgQgAAAQOgQgAAAQOgQgAAAQOgQgAAAQOgQgAAA\\\n",
       "QOgENgDdfPPN6tatm3r16nXIc6ZMmaLs7GwVFBRo8eLFCawOAADYFNgANG7cOFVUVBzy+7NmzdLa\\\n",
       "tWu1Zs0a/fGPf9SkSZMSWB0AALApsAFo6NCh6tix4yG//+qrr2rs2LGSpMLCQjU0NGjz5s2JKg8A\\\n",
       "AFgU2AB0JHV1dUpPT29+nZaWptraWosVAQCAREmyXYBN++914u6BAiBYFi2SXnlF+v576cILpdGj\\\n",
       "paRQ//YDENpfAampqYpGo82va2trlZqaetBzp0+f3vy8qKiI3YgBn2hslH71K+kPf9j7td/9Thow\\\n",
       "QHrhBal7d3u1AV5RVVWlqqoq22UkXKB3g//88881evRoffzxxwd8b9asWSopKdGsWbNUXV2tqVOn\\\n",
       "qrq6usU5YdoVFwgax5FuvFEqK5NOOEG65Rapa1fpscek2lopM1N67z3pzDNtVwp4R5iue4ENQDfc\\\n",
       "cIPmzp2r+vp6devWTffff792794tSZo4caIkafLkyaqoqFD79u31xBNPqF+/fi3eI0z/EICg+c//\\\n",
       "lP75n6VTTpHefFMaPNh8/dtvpcsukxYulEaMkN56S2oT2tmQQEthuu4FNgC1hjD9QwCC5NNPpYIC\\\n",
       "6ccfzdyfq65q+f3Nm6XevaWvvpIefVT65S/t1Al4TZiue/zdAyBw7rzThJ+bbjow/EhSt2575wVN\\\n",
       "myZt3ZrY+gDYRwACECgffWR6fdq1k2bMOPR511xj7girr5ceeihx9QHwBgIQgECZNs0cb7/98BOc\\\n",
       "IxHpt781zx99VNq2Lf61AfAOAhCAwPj0U2nWLNP78y//cuTzCwuliy6Stm+XZs6Mf30AvIMABCAw\\\n",
       "3Hk9N94ode4c28/ccYc5/vd/m3WDAIQDd4EdRphmwwN+9/33UkqKGcpavFjq0ye2n2tqks47T/rs\\\n",
       "M2n2bKm4OL51Al4WpusePUAAAuGVV0z4GTw49vAjSW3bSuPGmed//nN8agPgPQQgAIFQVmaOP/vZ\\\n",
       "0f/sTTeZSdEvvyw1NLRuXQC8iQAEwPe++UZ64w3Tm/PTnx79z3fvLg0fLu3cKT3/fOvXB8B7CEAA\\\n",
       "fO+FF8wE5ksvlbp0Obb3uPFGc3zxxdarC4B3EYAA+J47/HXDDcf+HqNHmz3B3n6blaGBMCAAAfC1\\\n",
       "r7+W5s0zO75fffWxv0+XLtLQodLu3dLrr7defQC8iQAEwNdmz5Ycx8zhOe2043uvf/gHc3z55eOv\\\n",
       "C4C3EYAA+Nprr5njFVcc/3u5PUizZ0s//HD87wfAuwhAAHxr1y5z95ckXX758b/f2WdL/fqZRRXf\\\n",
       "eef43w+AdxGAAPjWe++ZxQ979JDOOad13nPUKHN8883WeT8A3kQAAuBbrTn85Ro50hzdniUAwUQA\\\n",
       "AuBbbkhxe21aQ2GhdOqp0qpV0hdftN77AvAWAhAAX9q0SVqxQjr5ZLP/V2tJTpZGjDDPGQYDgosA\\\n",
       "BMCX3EnKQ4eaNYBakzsMRgACgosABMCX3n7bHN3emtZ02WXmOGeO1NTU+u8PwD4CEABfimcAysyU\\\n",
       "MjKkLVukZcta//0B2EcAAuA7n38uffaZ1KGD1LdvfD7joovMce7c+Lw/ALsIQAB8x53/U1QktW0b\\\n",
       "n89wA9C8efF5fwB2EYAA+E48h79cw4aZ47x50p498fscAHYQgAD4iuMkJgCde66Umip98420cmX8\\\n",
       "PgeAHQQgAL6yfr20caN0xhlSz57x+5xIhHlAQJARgAD4ygcfmOMFF5iQEk/7DoMBCBYCEABfef99\\\n",
       "cxwyJP6ftW8PkOPE//MAJE5gA1BFRYVyc3OVnZ2tGTNmHPD9+vp6FRcXq0+fPsrPz9eTTz6Z+CIB\\\n",
       "HLV9e4DiLSdH6trVbLuxZk38Pw9A4gQyADU1NWny5MmqqKjQihUrVFZWppX7zWIsKSlR3759tWTJ\\\n",
       "ElVVVenXv/61GhsbLVUMIBZbt0off2z26+rfP/6fF4mYrTakvcELQDAEMgDV1NQoKytLGRkZSk5O\\\n",
       "1pgxY1ReXt7inLPOOkvbtm2TJG3btk1nnHGGkpKSbJQLIEbV1WYoql8/qV27xHymu9Hqhx8m5vMA\\\n",
       "JEYgr/h1dXVKT09vfp2Wlqb58+e3OGfChAkaMWKEUlJStH37dv3tb39LdJkAjpLbC5OI+T+uQYPM\\\n",
       "sbo6cZ8JIP4C2QMUieHWkAcffFB9+vTRxo0btWTJEt12223avn17AqoDcKzcCdCJmP/j6tfPDLl9\\\n",
       "8onErwggOALZA5SamqpoNNr8OhqNKi0trcU5H3zwge655x5JUmZmps455xytXr1a/Q8ysWD69OnN\\\n",
       "z4uKilRUVBSXugEcWmOj5HbkJrIHqF07qU8facEC84jn4ouADVVVVaqqqrJdRsJFHCd4N3c2NjYq\\\n",
       "JydHlZWVSklJ0cCBA1VWVqa8vLzmc/7pn/5JHTp00LRp07R582adf/75WrZsmTp16tR8jtuTFMAm\\\n",
       "Anxn8WLTG3PuudK6dYn97ClTpEcekf7t36S//90EBFKYrnuBHAJLSkpSSUmJRo4cqR49euj6669X\\\n",
       "Xl6eSktLVVpaKkm6++679dFHH6mgoECXXHKJHn744RbhB4C3JPL29/25E6GZBwQERyB7gFpLmJIw\\\n",
       "4HU33ig995z0hz9IkyYl9rPXrzc9T507S199Ff8VqAFbwnTdC2QPEIDg+egjcywsTPxnZ2RI3bpJ\\\n",
       "9fWJH34DEB8EIACet3Wr9Omn0gknSPn5if/8SGTv7fCsBwQEAwEIgOctWmSOBQUmBNnAPCAgWAhA\\\n",
       "ADzPHf5KxPYXh0IPEBAsBCAAnueFANS/v9SmjbRsmbRjh706ALQOAhAAz1u40BzPP99eDe3bSz17\\\n",
       "Sk1N0tKl9uoA0DoIQAA8bcsWc+fVSSdJPXrYrcXtgXJ7pAD4FwEIgKe5vT99+pg9uWwiAAHBQQAC\\\n",
       "4GlemP/jGjDAHBcssFsHgONHAALgaV4KQL17m16oVavYGR7wOwIQAE9zh8C8EIBOPFHq1UtyHLM5\\\n",
       "KwD/IgAB8Kz6eunzz6WTT5Zyc21XY7jDYMwDAvyNAATAs9zen759pbZt7dbicnuimAcE+BsBCIBn\\\n",
       "eWn+j4s7wYBgIAAB8CwvBqCePc2aRGvXmjWKAPgTAQiAZ3lpArQrOdmsSSTtrQ+A/xCAAHjS5s1S\\\n",
       "NCqdcop03nm2q2mJYTDA/whAADzJ7V3p189sQuol3AkG+J/Hfq0AgOHF+T8ueoAA/yMAAfAkLweg\\\n",
       "nByzO/yGDdLXX9uuBsCxIAAB8CQvToB2tW0rnX++eU4vEOBPBCAAnrNxo3l06CBlZtqu5uBYEBHw\\\n",
       "NwIQAM/x8gRolxuAuBUe8CeP/moBEGZenv/jcofACECAPxGAAHiOl+f/uLKypNNOk+rqpC+/tF0N\\\n",
       "gKNFAALgKY7jjx6gNm3oBQL8jAAEwFPq6swq0B07SuecY7uawyMAAf5FAALgKW7vz/nnS5GI3VqO\\\n",
       "hAURAf8KbACqqKhQbm6usrOzNWPGjIOeU1VVpb59+yo/P19FRUWJLRDAQflh+MtFDxDgX0m2C4iH\\\n",
       "pqYmTZ48WXPmzFFqaqoGDBigK6+8Unl5ec3nNDQ06LbbbtMbb7yhtLQ01dfXW6wYgMsPE6BdmZlm\\\n",
       "raIvvzTrFqWk2K4IQKwC2QNUU1OjrKwsZWRkKDk5WWPGjFF5eXmLc5577jlde+21SktLkyR17tzZ\\\n",
       "RqkA9uGXCdCuSIQVoQG/CmQAqqurU3p6evPrtLQ01dXVtThnzZo1+vbbbzV8+HD1799fTz/9dKLL\\\n",
       "BLCfL76Q6uulzp2l7t1tVxMbFkQE/CmQQ2CRGGZO7t69W4sWLVJlZaV27NihwYMHa9CgQcrOzk5A\\\n",
       "hQAOZt/eH69PgHYxERrwp0AGoNTUVEWj0ebX0Wi0eajLlZ6ers6dO6tdu3Zq166dhg0bpqVLlx40\\\n",
       "AE2fPr35eVFREROmgTjZ9w4wv9h3IrTj+Ce4Aa6qqipVVVXZLiPhIo7jOLaLaG2NjY3KyclRZWWl\\\n",
       "UlJSNHDgQJWVlbWYBL1q1SpNnjxZb7zxhnbu3KnCwkL99a9/VY8ePZrPcXuSAthEgCdddpn01lvS\\\n",
       "yy9LV19tu5rYOI50xhnSli1SNCrt97cW4Cthuu4FsgcoKSlJJSUlGjlypJqamjR+/Hjl5eWptLRU\\\n",
       "kjRx4kTl5uaquLhYvXv3Vps2bTRhwoQW4QdAYvltArTLnQg9Z47pBSIAAf4QyB6g1hKmJAzY9tln\\\n",
       "5rbybt3MbeV+Gkq66y7poYeke++V/vVfbVcDHLswXfcCeRcYAP/x4wRoF7fCA/5DAALgCX6cAO3a\\\n",
       "91b4EPzhDAQCAQiAJ/hpBej9nX22mQj99ddmIjQA7yMAAbBuz569AciPPUD7rgjNgoiAPxCAAFi3\\\n",
       "bp20davZS8uv+2mxICLgLwQgANb58fb3/TERGvAXAhAA64IQgJgIDfgLAQiAdX6e/+NKTzebuH7z\\\n",
       "jbRhg+1qABwJAQiAVXv2SIsWmed+DkCRCDvDA35CAAJg1erV0vbtpgelWzfb1RwfJkID/kEAAmDV\\\n",
       "ggXmOGCA3TpaA7fCA/5BAAJgVZAC0L49QEyEBryNAATAKjcA+fkOMFdqqtS1q7Rli7R+ve1qABwO\\\n",
       "AQiANbt2SUuWmOdBCEBMhAb8gwAEwJrly6WdO6XsbOn0021X0zpYEBHwBwIQAGuCNP/HRQ8Q4A8E\\\n",
       "IADWBDkAMREa8DYCEABrghiAUlKkM880m7uuW2e7GgCHQgACYMWOHdInn0ht2kh9+tiupnUxDAZ4\\\n",
       "HwEIgBVLlkhNTVLPnlL79raraV1MhAa8jwAEwIogDn+56AECvI8ABMCKIAegfbfE2LPHbi0ADo4A\\\n",
       "BMAKd3goiAHorLPMZOht26S1a21XA+BgCEAAEm7rVrML/AknSL162a4mPhgGA7yNAAQg4dxQUFBg\\\n",
       "QlAQucNg7lAfAG8hAAFIuCDP/3ENHGiO8+fbrQPAwRGAACRcTY05BjkAFRaa48KFZtNXAN5CAAKQ\\\n",
       "UI4jffiheT5okN1a4qljRyk312z26u54D8A7AhuAKioqlJubq+zsbM2YMeOQ5y1YsEBJSUl66aWX\\\n",
       "ElgdEF7RqPTllyYgnHee7Wria/Bgc6yutlsHgAMFMgA1NTVp8uTJqqio0IoVK1RWVqaVK1ce9Lw7\\\n",
       "77xTxcXFcti1EEiIfXt/2gTyN9Bebg+X+78ZgHcE8tdPTU2NsrKylJGRoeTkZI0ZM0bl5eUHnPfI\\\n",
       "I4/ouuuuU5cuXSxUCYST2xsS5OEvFz1AgHcFMgDV1dUpPT29+XVaWprq6uoOOKe8vFyTJk2SJEUi\\\n",
       "kYTWCISV2xvihoMg69FDOvVU6fPPpU2bbFcDYF+BDECxhJmpU6fqoYceUiQSkeM4DIEBCbBzp7R4\\\n",
       "sRSJ7L1NPMjatt37v5NeIMBbkmwXEA+pqamKRqPNr6PRqNLS0lqcs3DhQo0ZM0aSVF9fr9mzZys5\\\n",
       "OVlXXnnlAe83ffr05udFRUUqKiqKS91A0C1aZG4J79lT6tDBdjWJMWiQVFlper6uvtp2NcCBqqqq\\\n",
       "VFVVZbuMhIs4Aez6aGxsVE5OjiorK5WSkqKBAweqrKxMeXl5Bz1/3LhxGj16tK655poWX3d7kgLY\\\n",
       "RIAVv/ud9OtfS7fcIv3pT7arSYzXX5euuEIaNkyaO9d2NcDhhem6F8geoKSkJJWUlGjkyJFqamrS\\\n",
       "+PHjlZeXp9LSUknSxIkTLVcIhJM7DBSG+T8ud0HEBQuk3bul5GS79QAwAtkD1FrClISBREhPl2pr\\\n",
       "peXLzQThsMjONrvCL1wo9etnuxrg0MJ03QvkJGgA3lNbax6nn25WSA4Tt8eL9YAA7yAAAUgI9+Jf\\\n",
       "WBj8BRD3x4KIgPeE7NcQAFvmzTPHCy+0W4cNQ4aY43vv2a0DwF4EIAAJ8e675jhsmN06bMjPN0N/\\\n",
       "GzZIX3xhuxoAEgEIQAI0NEjLlkknnBCOBRD317bt3l4gNwgCsIsABCDu3n9fchwTfk46yXY1drg9\\\n",
       "X+5QIAC7CEAA4s696A8darcOmwhAgLcQgADEnXvRD+P8H1e/ftLJJ0urVklffWW7GgAEIABxtWOH\\\n",
       "9NFH5tb3Cy6wXY09J5ywdz0g7gYD7CMAAYir6mqpsVHq00c67TTb1djlDgEyDAbYRwACEFfM/9mL\\\n",
       "eUCAdxCAAMRVmNf/2V9hodkMdckSaetW29UA4UYAAhA3O3fu3f4hjCtA7+/kk6UBA8ySAO+/b7sa\\\n",
       "INwIQADiprpa+uEHsxJy1662q/GGiy4yx7fftlsHEHYEIABxM2eOOV5yid06vMRtC7dtANhBAAIQ\\\n",
       "NwSgA11wgVkNe+lS1gMCbCIAAYiLrVulBQukpCQmQO/rpJP23hHHMBhgDwEIQFzMnSs1NZk7n049\\\n",
       "1XY13uL2iFVW2q0DCDMCEIC4YPjr0Nw2eestc0cYgMQjAAGIC7d3gwB0oD59pE6dpA0bpM8+s10N\\\n",
       "EE4EIACtbuNGacUKqX17aeBA29V4T5s20sUXm+fcDQbYQQAC0OoqKsyxqMhsAooDuT1jb7xhtw4g\\\n",
       "rAhAAFrd66+b4+WX263Dy4qLzfGtt8yK2QASiwAEoFXt2mUu6hIB6HC6d5d69ZK++47NUQEbCEAA\\\n",
       "WtW770rbt5vtL7p3t12Nt11xhTm6PWYAEocABKBVMfwVO7eNXnuN2+GBRCMAAWhVBKDYDRpkbodf\\\n",
       "t0769FPb1QDhQgAC0GrWrjUX8tNPlwYPtl2N97VtK/3kJ+Y5w2BAYgU6AFVUVCg3N1fZ2dmaMWPG\\\n",
       "Ad9/9tlnVVBQoN69e2vIkCFatmyZhSqB4HjtNXMcOdLsAYYj23cYDEDiBDYANTU1afLkyaqoqNCK\\\n",
       "FStUVlamlStXtjjn3HPP1bx587Rs2TLdd999uvXWWy1VCwTDiy+a41VX2a3DT4qLTVicN0+qr7dd\\\n",
       "DRAegQ1ANTU1ysrKUkZGhpKTkzVmzBiVl5e3OGfw4MHq0KGDJKmwsFC1tbU2SgUCYeNG6f33pRNP\\\n",
       "3Ht3E46sY0ezKnRTk/TKK7arAcIjsAGorq5O6enpza/T0tJUV1d3yPNnzpypUaNGJaI0IJBeftnc\\\n",
       "yVRczO7vR+unPzXH55+3WwcQJoENQJFIJOZz33nnHT3++OMHnScEIDYvvGCO111ntw4/uuoqMyG6\\\n",
       "slL65hvb1QDhENhpiqmpqYpGo82vo9Go0tLSDjhv2bJlmjBhgioqKtSxY8eDvtf06dObnxcVFamo\\\n",
       "qKi1ywV8bfNmM4clOVkaPdp2Nf7TubM0YoRZQbu8XLr5ZtsVIUyqqqpUVVVlu4yEizhOMJffamxs\\\n",
       "VE5OjiorK5WSkqKBAweqrKxMeXl5zed88cUXGjFihJ555hkNGjTogPdwe5EC2kRAqyktlX7xC3NH\\\n",
       "E3czHZs//Um69VZzW/ysWbarQViF6boX2CGwpKQklZSUaOTIkerRo4euv/565eXlqbS0VKWlpZKk\\\n",
       "Bx54QFu2bNGkSZPUt29fDRw40HLVgD/95S/myPDXsbv6ajMM9tZbDIMBiRDYHqDWEKYkDByrDRuk\\\n",
       "jAzppJOkTZukv99YiWNQXCy98YZUUiLddpvtahBGYbruBbYHCEBiPPOMOV59NeHneP385+b45JM2\\\n",
       "qwDCgR6gwwhTEgaOheNIOTnSmjXS7NmmBwPH7ocfpLPOkrZulT7+WMrPt10RwiZM1z16gAAcs/nz\\\n",
       "Tfg580zpkktsV+N/7dpJN9xgntMLBMQXAQjAMXvsMXO88Ub2/mot7jDYM89Iu3dbLQUINIbADiNM\\\n",
       "XYHA0WpokFJSzLDN6tXSeefZrigYHEfq0UNatcpsjcG+akikMF336AECcEz+/GcTfi65hPDTmiIR\\\n",
       "acIE87ykxG4tQJDRA3QYYUrCwNFwHCkvz/T8vPiidM01tisKloYGKTVV2rFDWr7c9AgBiRCm6x49\\\n",
       "QACO2pw5JvykpEhXXmm7muA5/XTpH//RPKcXCIgPAhCAo/bww+Z4221Mfo6X2283x6eekrZssVsL\\\n",
       "EEQEIABHZeFC0wN0yinSpEm2qwmunj2lSy+Vvv9eeuQR29UAwUMAAnBU3N6fW2+VOna0W0vQ3X23\\\n",
       "Of7+99J339mtBQgaAhCAmK1cKb3wgpScLN1xh+1qgu+ii6QhQ6Rvv5X+939tVwMECwEIQMzuvVfa\\\n",
       "s0e6+WYpLc12NcEXiUj33GOe/8d/SNu3260HCBICEICYLFggvfSS2fX9vvtsVxMexcXSoEHSV19J\\\n",
       "v/2t7WqA4CAAATgix5Huuss8v/12s0YNEiMSMb0/kglAGzfarQcICgIQgCN68UWpstJMer7zTtvV\\\n",
       "hM+FF0pXX20WRrz3XtvVAMHAStCHEaYVMYFD+e47KTdXqquT/ud/pF/8wnZF4fTpp1KvXtKuXdLc\\\n",
       "udKwYbYrQhCF6bpHDxCAw5o2zYSf/v337lGFxDvvvL3DkLfeKu3cabcewO/oATqMMCVh4GCqqqQR\\\n",
       "I6Q2baTqahOCYM/OnVJBgdmG5M47pYcesl0RgiZM1z16gAAc1Nat0tixZgL0vfcSfrzgxBOlmTNN\\\n",
       "IH34YbMiN4BjQwACcIA9e8xmnF98IQ0YsHctGtg3ZIgZlnQc8//Rpk22KwL8iQAE4AD33y/93/+Z\\\n",
       "u77KyszKz/COe+4xk6A3bZKuukr64QfbFQH+QwAC0MLjj0sPPGCGWf7yFykz03ZF2F/bttLzz0sZ\\\n",
       "GVJNjXTTTVJTk+2qAH8hAAFo9re/7b3T67/+S7rsMrv14NC6djW9dKeeavZnGzeOEAQcDQIQAEnS\\\n",
       "Y49JN9xg5v888IA0ZYrtinAk+fnSa69J7dtLTz9teoK4PR6IDQEICLmmJnOX14QJJvzcdx+rDfvJ\\\n",
       "sGHSrFkmBD33nOm1q6+3XRXgfawDdBhhWg8B4bRxo7mT6O23zZyfRx9lpWe/WrRIGj3a/H+amio9\\\n",
       "9ZRZwwk4GmG67tEDBIRQY6PZ1iIvz4Sfrl2lN98k/PhZv37S/PnS4MFm5e5LLpFuucXsIg/gQIEN\\\n",
       "QBUVFcrNzVV2drZmzJhx0HOmTJmi7OxsFRQUaPHixQmuEEi8piZzW3vPntIvfylt22Z6DZYskS6+\\\n",
       "2HZ1OF5padK8edL06eZOsZkzpexsM6eLYTGgpUAOgTU1NSknJ0dz5sxRamqqBgwYoLKyMuXl5TWf\\\n",
       "M2vWLJWUlGjWrFmaP3++fvWrX6m6urrF+4SpKxDB9tlnZpLszJlSNGq+du65ZjXha66R/v5PHQGy\\\n",
       "erV0xx3S7Nnmdbt20o03Sj/7mTR0qBnyBPYXputeIP8TqKmpUVZWljIyMpScnKwxY8aovLy8xTmv\\\n",
       "vvqqxo4dK0kqLCxUQ0ODNm/ebKNcoNV99ZW5O+g3vzG9PZmZplcgGpWysswdX6tWSddeS/gJqpwc\\\n",
       "Mzn6nXekUaPMYomPPSYVFZmeorFjpWeekdavN6tKA2GTZLuAeKirq1N6enrz67S0NM2fP/+I59TW\\\n",
       "1qpbt24JqxM4Fnv2SA0NZkijvl76+mvp88+ltWuldeuklSvN632ddpp0+eXS+PHS8OH89R8mRUXm\\\n",
       "sXKl6QV87jlpwwYzSfqpp8w5p51mNlnNzTWLK559ttS9u9Sli9Spk1kRnNXAETSBDECRGP+k3b+L\\\n",
       "71A/5y4M1/JnD/WefL01v+7FmhLx9V27zF/sP/649+g+37rVhKDDOflks3lpYaE0cqQZ8jjhhMP/\\\n",
       "DIItL0968EHp3/9d+uQTs5FqZaX00UfS5s3Su++ax6GccopZdLFdO+mkk1o+TjzRhOo2bczcI/f5\\\n",
       "wV63aXP8vY7H8/M2PxveEsgAlJqaqqg70UFSNBpVWlraYc+pra1VamrqQd/vscem7/Oq6O8PwJ7T\\\n",
       "T5fOOEPq3Nkcu3c3Q1uZmWbSa06OlBTI/7pxvCIRqVcv87jjDvO1TZvMRPi1a03v0IYNZrj022/N\\\n",
       "Y8sW6bvvzANBVPX3R7gEchJ0Y2OjcnJyVFlZqZSUFA0cOPCwk6Crq6s1derUQ06C/uMfD95Eh/pL\\\n",
       "gK8f29e9WJOtr594ovnL2v1re9+/uk87jeEIJJbjmDsGv//+wB7JH380q0/v2XPgo6np4K+PtxYb\\\n",
       "P9saP+8HEyeGZxJ0IAOQJM2ePVtTp05VU1OTxo8fr7vuukulpaWSpIkTJ0qSJk+erIqKCrVv315P\\\n",
       "PPGE+vXr1+I9wjQbHgCAMF33AhuAWkOY/iEAABCm6x73ggAAgNAhAAEAgNAhAAEAgNAhAAEAgNAh\\\n",
       "AAEAgNAhAAEAgNAhAAEAgNAhAAEAgNAhAAEAgNAhAAEAgNAhAAEAgNAhAMG6qqoq2yWEAu0cf7Rx\\\n",
       "/NHGaC0EIFjHL7TEoJ3jjzaOP9oYrYUABAAAQifihGHP+2MUiURslwAAQMKFIRrQAwQAAEInyXYB\\\n",
       "XhaGBAwAQBjRAwQAAEKHAAQAAEKHAPR3FRUVys3NVXZ2tmbMmHHQc6ZMmaLs7GwVFBRo8eLFCa7Q\\\n",
       "/47Uxs8B3aDwAAAE3ElEQVQ++6wKCgrUu3dvDRkyRMuWLbNQpb/F8u9YkhYsWKCkpCS99NJLCawu\\\n",
       "GGJp46qqKvXt21f5+fkqKipKbIEBcaR2rq+vV3Fxsfr06aP8/Hw9+eSTiS/Sx26++WZ169ZNvXr1\\\n",
       "OuQ5gb/mOXAaGxudzMxMZ/369c6uXbucgoICZ8WKFS3Oef31152f/OQnjuM4TnV1tVNYWGijVN+K\\\n",
       "pY0/+OADp6GhwXEcx5k9ezZtfJRiaWP3vOHDhzuXX36588ILL1io1L9iaeMtW7Y4PXr0cKLRqOM4\\\n",
       "jvP111/bKNXXYmnnadOmOb/5zW8cxzFt3KlTJ2f37t02yvWlefPmOYsWLXLy8/MP+v0wXPPoAZJU\\\n",
       "U1OjrKwsZWRkKDk5WWPGjFF5eXmLc1599VWNHTtWklRYWKiGhgZt3rzZRrm+FEsbDx48WB06dJBk\\\n",
       "2ri2ttZGqb4VSxtL0iOPPKLrrrtOXbp0sVClv8XSxs8995yuvfZapaWlSZI6d+5so1Rfi6Wdzzrr\\\n",
       "LG3btk2StG3bNp1xxhlKSuK+nlgNHTpUHTt2POT3w3DNIwBJqqurU3p6evPrtLQ01dXVHfEcLtCx\\\n",
       "i6WN9zVz5kyNGjUqEaUFRqz/jsvLyzVp0iRJrHV1tGJp4zVr1ujbb7/V8OHD1b9/fz399NOJLtP3\\\n",
       "YmnnCRMmaPny5UpJSVFBQYF+//vfJ7rMQAvDNY+4rNgvAs5+t8Vz8Yjd0bTVO++8o8cff1zvv/9+\\\n",
       "HCsKnljaeOrUqXrooYcUiUTkOA5LPRylWNp49+7dWrRokSorK7Vjxw4NHjxYgwYNUnZ2dgIqDIZY\\\n",
       "2vnBBx9Unz59VFVVpXXr1unSSy/V0qVLdeqppyagwnAI+jWPACQpNTVV0Wi0+XU0Gm3uvj7UObW1\\\n",
       "tUpNTU1YjX4XSxtL0rJlyzRhwgRVVFQctnsWB4qljRcuXKgxY8ZIMpNIZ8+ereTkZF155ZUJrdWv\\\n",
       "Ymnj9PR0de7cWe3atVO7du00bNgwLV26lAB0FGJp5w8++ED33HOPJCkzM1PnnHOOVq9erf79+ye0\\\n",
       "1qAKxTXP7hQkb9i9e7dz7rnnOuvXr3d27tx5xEnQH374YSAnhMVTLG28YcMGJzMz0/nwww8tVelv\\\n",
       "sbTxvn7+8587L774YgIr9L9Y2njlypXOxRdf7DQ2Njrff/+9k5+f7yxfvtxSxf4USzvfcccdzvTp\\\n",
       "0x3HcZxNmzY5qampzjfffGOjXN9av359TJOgg3rNowdIUlJSkkpKSjRy5Eg1NTVp/PjxysvLU2lp\\\n",
       "qSRp4sSJGjVqlGbNmqWsrCy1b99eTzzxhOWq/SWWNn7ggQe0ZcuW5vkpycnJqqmpsVm2r8TSxjg+\\\n",
       "sbRxbm6uiouL1bt3b7Vp00YTJkxQjx49LFfuL7G08913361x48apoKBAe/bs0cMPP6xOnTpZrtw/\\\n",
       "brjhBs2dO1f19fVKT0/X/fffr927d0sKzzWPzVABAEDocBcYAAAIHQIQAAAIHQIQAAAIHQIQAAAI\\\n",
       "HQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQ\\\n",
       "AAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAIHQIQAAAI\\\n",
       "nf8HRsxWHqnBKqEAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[18] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VeWBx/HfhUSNUZGtKLnBCIkkGAkgBFChAe2E4kBH\\\n",
       "cYnT6SDy0Aw1OtgZW5f2AZ0ZFcf2GR/TqTgqWpeMfdRpqIa4RK4LGELZkUVELUmqWJAIsoQsZ/54\\\n",
       "vYFoIgHuve9Zvp/nuc85SQ73/jylOT/e855zQo7jOAIAAAiQbrYDAAAAJBoFCAAABA4FCAAABA4F\\\n",
       "CAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAA\\\n",
       "BA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABA4F\\\n",
       "CAAABA4FCAAABA4FCAAABA4FCAAABA4FCAAABE6S7QBuFgqFbEcAACDhHMexHSHuGAECAACBQwHq\\\n",
       "AsdxeMXxNXfuXOsZgvBiP7OP/fBiH8f3FSQUIAAAEDgUIAAAEDgUIFhXUFBgO0IgsJ/jj30cf+xj\\\n",
       "xErICdpJv2MQvQqMXQQACIIgHfcYAQIAAIFDAQIAAIFDAQIAAIFDAQIAAIFDAQIAAIFDAQIAAIFD\\\n",
       "AQIAAIHj2wJ0ww03qF+/frrgggs63ebmm29WVlaW8vLytHr16gSmAwAANvm2AM2YMUOVlZWd/ryi\\\n",
       "okIffPCBtm7dqkceeUSzZ89OYDoAAGCTbwvQuHHj1LNnz05/vmjRIk2fPl2SNHr0aDU0NGjHjh2J\\\n",
       "igcAACzybQE6mvr6eqWnp7d9HQ6HVVdXZzERAABIlCTbAWz6+rNOos9AARA8778vPfectGuXNHKk\\\n",
       "dM010kkn2U4FIF4CW4DS0tJUW1vb9nVdXZ3S0tI63HbevHlt6wUFBTyNGPARx5H+7d+kefPMetTd\\\n",
       "d0vl5VJOjrVoQEJEIhFFIhHbMRLO10+D//jjjzVlyhStX7/+Gz+rqKhQaWmpKioqVF1drTlz5qi6\\\n",
       "urrdNkF6Ki4QVD//uXT//VIoJE2fLmVlSb/7nbRli9S7t1RdLWVm2k4JJEaQjnu+LUDXXXed3nzz\\\n",
       "Te3cuVP9+vXTXXfdpaamJklScXGxJKmkpESVlZVKTU3VwoULNWLEiHbvEaS/CEAQ/d//SVdeKSUl\\\n",
       "SS+8IE2dar6/f780bZpUWSkNGSKtXCmdcordrEAiBOm459sCFAtB+osABM2uXdL550s7dkgPPijd\\\n",
       "fHP7n+/dK40aZUaCbrtNuvdeOzmBRArScY8C9C2C9BcBCJobb5T++7+l8eOlJUukbh1cE1tdLV10\\\n",
       "kZScbCZJn3NO4nMCiRSk415gL4MHEFzbt0v/8z9m3s9vf9tx+ZGkMWOk666TDh0yk6IB+AcFCEDg\\\n",
       "3Huv1NQkFRWZOT7f5q67zByhJ56Qtm1LSDwACUABAhAou3ZJCxea0Z9f/vLo22dmSj/8odTaKv3m\\\n",
       "N/HPByAxKEAAAmXhQqmxUZo0qev3+LnpJrN8/HHpyy/jlw1A4lCAAARGa6v08MNm/Vief3zhhWYy\\\n",
       "9BdfSM88E59sABKLAgQgMCIRM49nwABp8uRj+7PRwvS738U8FgALKEAAAuN//9csf/QjqXv3Y/uz\\\n",
       "V1whpaZKy5ZJH34Y+2wAEosCBCAQDh0yd3uWzNVfxyo11ZQgSXr66djlAmAHBQhAILz+uvT55+ay\\\n",
       "99zc43uPf/gHs3z22djlAmAHBQhAIERPfx3P6E/UpZdKPXuax2Ns3hybXADsoAAB8L3GRukPfzDr\\\n",
       "1157/O+TlCT97d+a9fLyE88FwB4KEADfe/tt83DT3FzpvPNO7L1+8AOzpAAB3kYBAuB7L79slpdf\\\n",
       "fuLvVVgonXyyeVDqp5+e+PsBsIMCBMD3YlmATjtNuuwyyXGkP/7xxN8PgB0UIAC+tnWrefXsKY0d\\\n",
       "G5v3jJ4Ge+ml2LwfgMSjAAHwtYoKsywsNJOYY6Gw0CyXLDFPlQfgPRQgAL4WLUCxOP0VNWCANHiw\\\n",
       "mVhdUxO79wWQOBQgAL7V2Ci99ZZZ/5u/ie17f+97Zvnaa7F9XwCJQQEC4FvLl0sHD5rL37/zndi+\\\n",
       "NwUI8DYKEADfeuMNs5w4MfbvXVBgHqi6fLn0xRexf38A8UUBAuBbS5aY5YQJsX/vM86QxoyRWlqk\\\n",
       "SCT27w8gvihAAHxp/37p3XelUEj67nfj8xmXXWaWFCDAeyhAAHxp2TJzifrw4eYeQPEwfrxZRida\\\n",
       "A/AOChAAX4rn6a+oMWPMvYXWrJH27Inf5wCIPQoQAF+KToCOZwE69VRp5EiptdWMOAHwDgoQAN/5\\\n",
       "8ktpxQpzlda4cfH9LE6DAd5EAQLgOzU15uqsYcPM1VrxRAECvIkCBMB3oqejLroo/p918cXmSrMV\\\n",
       "K6QDB+L/eQBiw7cFqLKyUtnZ2crKytL8+fO/8fOdO3dq0qRJGjZsmHJzc/XEE08kPiSAuIgWoIsv\\\n",
       "jv9nnXmmNHSodOgQzwUDvMSXBailpUUlJSWqrKzUxo0bVVZWpk2bNrXbprS0VMOHD9eaNWsUiUT0\\\n",
       "L//yL2pubraUGECstLaa+/9IiRkBkjgNBniRLwtQTU2NMjMzlZGRoeTkZBUVFam8vLzdNmeffbb2\\\n",
       "fHXd6p49e9S7d28lJSXZiAsghjZvlhoapHBYSk9PzGdGJ1q/805iPg/AifPlEb++vl7pR/zmC4fD\\\n",
       "Wr58ebttZs2apYkTJ6p///7au3evfv/73yc6JoA4WLrULBM1+iNJY8eaZU2NGYHq5st/WgL+4sv/\\\n",
       "m4ZCoaNuc88992jYsGH6y1/+ojVr1ujGG2/U3r17E5AOQDwlcgJ0VDgspaWZkaf330/c5wI4fr4c\\\n",
       "AUpLS1NtbW3b17W1tQqHw+22WbZsme68805J0qBBg3Tuuedqy5YtGjly5Dfeb968eW3rBQUFKigo\\\n",
       "iEtuACfORgGSzF2hX3hBqq6WsrMT+9nAiYhEIooE8IF2IcdxHNshYq25uVmDBw9WVVWV+vfvr/z8\\\n",
       "fJWVlSknJ6dtm5/+9Kfq0aOH5s6dqx07dujCCy/UunXr1KtXr7ZtoiNJPtxFgC/t3Cn17SulpEhf\\\n",
       "fCElJyfusx94QLr1Vqm4WHr44cR9LhBLQTru+XIEKCkpSaWlpSosLFRLS4tmzpypnJwcLViwQJJU\\\n",
       "XFysO+64QzNmzFBeXp5aW1t1//33tys/ALwnevVXfn5iy49kRoAkMwIEwP18OQIUK0FqwoAf3H67\\\n",
       "dN99ZnnPPYn97P37pR49zCToL76QTjstsZ8PxEKQjnu+nAQNIJiiI0DRq7IS6dRTzQ0RW1ulP/0p\\\n",
       "8Z8P4NhQgAD4QmurtHKlWR81yk4GToMB3kEBAuAL779vngIfDktnnWUnQ7QAfe22YwBciAIEwBei\\\n",
       "oz8XXmgvw5EjQAGYQgF4GgUIgC9E5910cCuvhMnMlHr1kj79VNq+3V4OAEdHAQLgC24oQKEQ84AA\\\n",
       "r6AAAfC8lhZp1SqzbvMUmHR4AjZXggHuRgEC4Hlbtpj78AwYYO4EbVN0BIoCBLgbBQiA57nh9FdU\\\n",
       "NMPKlebSfADuRAEC4HluKkBnnWUuxd+7V9q61XYaAJ2hAAHwPDcVIInTYIAXUIAAeFpzs7RmjVkf\\\n",
       "McJuligKEOB+FCAAnrZpk3TggHTuuVLv3rbTGNECtGKF3RwAOkcBAuBpbjv9JR2+FH/1ajNCBcB9\\\n",
       "KEAAPM2NBahPHykjw1yav3mz7TQAOkIBAuBpbngGWEeYBwS4GwUIgGc1NblvAnQUBQhwNwoQAM96\\\n",
       "7z2psdE8hLRnT9tp2qMAAe5GAQLgWW6c/xMVPSW3Zo0ZqQLgLhQgAJ7l1vk/knTmmVJWlhmheu89\\\n",
       "22kAfB0FCIBnuXkESOI0GOBmFCAAntTYKK1da9bdNgE6igIEuBcFCIAnbdhg5tYMHiydcYbtNB3j\\\n",
       "jtCAe1GAAHiSm+f/RA0fLoVC0vr1ZsQKgHtQgAB4ktvn/0jS6aebEaqmJlOCALgHBQiAJ3mhAEnM\\\n",
       "AwLcigIEwHMOHjQjKqGQOc3kZtFTdNFTdgDcgQIEwHPWrzdPWc/Olk47zXaab8cIEOBOvi1AlZWV\\\n",
       "ys7OVlZWlubPn9/hNpFIRMOHD1dubq4KCgoSGxDAcfPK6S9JGjbMjFRt2GBGrgC4Q5LtAPHQ0tKi\\\n",
       "kpISvf7660pLS9OoUaM0depU5eTktG3T0NCgG2+8Ua+88orC4bB27txpMTGAY+GlAnTaaVJOjrRx\\\n",
       "o7RunZSfbzsRAMmnI0A1NTXKzMxURkaGkpOTVVRUpPLy8nbbPPvss5o2bZrC4bAkqU+fPjaiAjgO\\\n",
       "0QLk5kvgjxQtaswDAtzDlwWovr5e6enpbV+Hw2HV19e322br1q36/PPPNWHCBI0cOVJPPfVUomMC\\\n",
       "OA4HDphna3XrZk4veUG0qDEPCHAPX54CC4VCR92mqalJq1atUlVVlfbv36+xY8dqzJgxysrKSkBC\\\n",
       "AMdr7VqppUXKzZVSU22n6RpGgAD38WUBSktLU21tbdvXtbW1bae6otLT09WnTx+lpKQoJSVF48eP\\\n",
       "19q1azssQPPmzWtbLygoYMI0YJGX5v9EDRtmRqw2bDAjWCkpthMBh0UiEUUiEdsxEi7kOI5jO0Ss\\\n",
       "NTc3a/DgwaqqqlL//v2Vn5+vsrKydpOgN2/erJKSEr3yyitqbGzU6NGj9dxzz2nIkCFt20RHkny4\\\n",
       "iwDPuv566cknpYcekkpKbKfpugsuMAWouloaPdp2GqBjQTru+XIEKCkpSaWlpSosLFRLS4tmzpyp\\\n",
       "nJwcLViwQJJUXFys7OxsTZo0SUOHDlW3bt00a9asduUHgDtFTyN5aQRIMvOANmwwI1gUIMA+X44A\\\n",
       "xUqQmjDgBfv2mSe/h0LS3r3eOpVUWirddJMZwVq40HYaoGNBOu758iowAP60Zo3U2momQHup/Eg8\\\n",
       "EgNwGwoQAM/w2v1/jpSXJ3Xvbi7h37/fdhoAFCAAnuHV+T+SdOqp0pAhZgRr7VrbaQBQgAB4hhcv\\\n",
       "gT8SD0YF3IMCBMAT9u6VNm+WkpOloUNtpzk+3BARcA8KEABPWL1achwzAfrkk22nOT48EgNwDwoQ\\\n",
       "AE/w8vyfqKFDpaQkadMmc0k/AHsoQAA8wctXgEWlpEjnn28mQq9ZYzsNEGwUIACesGKFWY4aZTfH\\\n",
       "iWIeEOAOFCAArtfQIG3daub+5ObaTnNimAcEuAMFCIDrRUdL8vKkk06ym+VEMQIEuAMFCIDr+eX0\\\n",
       "l2SeCh+dCP3ll7bTAMFFAQLgetHTRX4oQKecYkqQ45hL+wHYQQEC4HrRESAvXwJ/JB6MCthHAQLg\\\n",
       "ap99Jm3fLqWmStnZttPEBo/EAOyjAAFwtSPv/9O9u90sscJEaMA+ChAAV/Pb6S/JXMqfnCxt2WKe\\\n",
       "cQYg8ShAAFzNTxOgo04+2TwWg4nQgD0UIACu5Tj+ugT+SNwQEbCLAgTAterqpB07pJ49pYEDbaeJ\\\n",
       "LeYBAXZRgAC4VnR0ZORIKRSymyXWGAEC7KIAAXAtP06AjsrNNY/1eP99ac8e22mA4KEAAXAtv87/\\\n",
       "kUz5GTrUrK9aZTcLEEQUIACu5Dj+vALsSNwQEbCHAgTAlbZtkxoapH79pLQ022niI1rsli+3mwMI\\\n",
       "IgoQAFeqqTHLUaP8NwE6auxYs6yutpsDCCIKEABXevdds4yWBD8aPFjq0cNc7l9XZzsNECwUIACu\\\n",
       "FB0VGTPGbo546tZNGj3arHMaDEgs3xagyspKZWdnKysrS/Pnz+90uxUrVigpKUkvvvhiAtMB+DYH\\\n",
       "Dkhr1piC4NcJ0FHRgsdpMCCxfFmAWlpaVFJSosrKSm3cuFFlZWXatGlTh9v9/Oc/16RJk+Q4joWk\\\n",
       "ADqyapXU3GzulXP66bbTxFe0AEVP+QFIDF8WoJqaGmVmZiojI0PJyckqKipSeXn5N7Z76KGHdNVV\\\n",
       "V6lv374WUgLoTBBOf0VFT4GtXCkdOmQ3CxAkvixA9fX1Sk9Pb/s6HA6rvr7+G9uUl5dr9uzZkqSQ\\\n",
       "Xy8zATwoSAWoVy8zGfrgQWndOttpgODwZQHqSpmZM2eO7rvvPoVCITmOwykwwEWip4OCUIAk5gEB\\\n",
       "NiTZDhAPaWlpqq2tbfu6trZW4XC43TYrV65UUVGRJGnnzp1avHixkpOTNXXq1G+837x589rWCwoK\\\n",
       "VFBQEJfcAMzl4PX10plnmpGRIBgzRnrySVOASkpsp0HQRCIRRSIR2zESLuT4cOijublZgwcPVlVV\\\n",
       "lfr376/8/HyVlZUpJyenw+1nzJihKVOm6Morr2z3/ehIkg93EeBazz8vXX21VFgoVVbaTpMYa9ZI\\\n",
       "w4dLAweaO2ADtgTpuOfLEaCkpCSVlpaqsLBQLS0tmjlzpnJycrRgwQJJUnFxseWEADoTpPk/Ubm5\\\n",
       "Umqq9OGH0mefSd/5ju1EgP/5cgQoVoLUhAG3uOQSaelSafFiadIk22kSZ8IEKRKRFi2SpkyxnQZB\\\n",
       "FaTjni8nQQPwpsbGw09Gz8+3myXRuB8QkFgUIACusWKFKUG5ueby8CCJPvNs6VK7OYCgoAABcI23\\\n",
       "3zbLcePs5rDh4ovNcvlyUwIBxBcFCIBrBLkA9e4tnX9++9OAAOKHAgTAFVpaDp/+CWIBkg7/d7/1\\\n",
       "lt0cQBBQgAC4wvr10p49UkaG9LX7lgbG+PFmGR0JAxA/FCAArhDk019R0f/2pUvNiBiA+KEAAXAF\\\n",
       "CpAZ+crIMCNhPBgViC8KEADrHIcCFMVpMCAxKEAArNu2Tfr0U6lv3+A8ALUzTIQGEoMCBMC66GjH\\\n",
       "JZdIX92JP7CiBejtt83IGID4oAABsC462hH001+SdN555mGon30mbd1qOw3gXxQgAFY5jlRVZdYn\\\n",
       "TLCbxQ1CocPzgJYssZsF8DMKEACrPvhAqq2V+vSRhg61ncYdJk40y2gxBBB7FCAAVh05+tON30iS\\\n",
       "pMsuM8s33pBaW+1mAfyKXzcArIoWoEsvtZvDTTIzpfR0adcuae1a22kAf6IAAbCmtfXwPBcK0GGh\\\n",
       "0OFRIE6DAfFBAQJgzdq1ZpRjwABp0CDbadyFAgTEFwUIgDXRg/vEidz/5+uiE6Hfeks6dMhuFsCP\\\n",
       "KEAArGH+T+fOOkvKzZX275eqq22nAfyHAgTAigMHpDffNOsUoI5F98trr9nNAfgRBQiAFW++aUrQ\\\n",
       "iBHS2WfbTuNOhYVmuXix3RyAH1GAAFhRUWGWkyfbzeFmBQVSSoq0cqX0ySe20wD+QgECkHCOI738\\\n",
       "slmnAHUuJeXwZGhGgYDYogABSLitW6UPP5R69ZLy822ncbfLLzfL6IgZgNigAAFIuOjBfNIkqXt3\\\n",
       "u1ncLjpC9uqrXA4PxBIFCEDCMf+n6845Rzr/fGnvXumdd2ynAfyDAgQgofbuNVeAhUKHr3LCt+M0\\\n",
       "GBB7vi5AlZWVys7OVlZWlubPn/+Nnz/zzDPKy8vT0KFDdfHFF2vdunUWUgLBUlFhTuWMHSv16WM7\\\n",
       "jTdEC9CiRWYCOYAT59sC1NLSopKSElVWVmrjxo0qKyvTpk2b2m0zcOBAvfXWW1q3bp1++ctf6sc/\\\n",
       "/rGltEBwvPCCWU6bZjeHl1x0kdS3r5k8vmGD7TSAP/i2ANXU1CgzM1MZGRlKTk5WUVGRysvL220z\\\n",
       "duxY9ejRQ5I0evRo1dXV2YgKBMaBA4dP41x5pd0sXpKUJF1xhVl//nm7WQC/8G0Bqq+vV3p6etvX\\\n",
       "4XBY9fX1nW7/2GOPaTIzMoG4evVVad8+6cILpYwM22m8JTpiRgECYiPJdoB4CR3Do6WXLFmixx9/\\\n",
       "XEuXLo1jIgCc/jp+EyZIPXtKGzdKmzZJOTm2EwHe5tsClJaWptra2rava2trFQ6Hv7HdunXrNGvW\\\n",
       "LFVWVqpnz54dvte8efPa1gsKClRQUBDruIDvHTpkJvFKFKDjkZws/d3fSQsXmiL5i1/YTgS/iEQi\\\n",
       "ikQitmMkXMhx/HlNQXNzswYPHqyqqir1799f+fn5KisrU84R/2zavn27Jk6cqKefflpjxoz5xntE\\\n",
       "R5F8uouAhFq82Nz3JzdXWr/edhpvqqgwV4QNHSqtXWs7DfwoSMc9344AJSUlqbS0VIWFhWppadHM\\\n",
       "mTOVk5OjBQsWSJKKi4t19913a/fu3Zo9e7YkKTk5WTU1NTZjA7711FNmee21dnN42aWXSj16SOvW\\\n",
       "mVNhQ4bYTgR4l29HgGIhSE0YiKe9e6V+/cxVYB99xAToE1FcLD3yiPSzn0kd3N4MOCFBOu759iow\\\n",
       "AO7x4oum/IwbR/k5UdOnm+XTT0stLXazAF5GAQIQd9HTXz/6kd0cfjB2rJSVJf3lL9Jrr9lOA3gX\\\n",
       "BQhAXG3fLr3xhnTyydLVV9tO432hkPSP/2jWn3zSbhbAyyhAAOLq0UfN86uuuEI680zbafwhOpL2\\\n",
       "hz9IDQ12swBeRQECEDdNTaYASdJXF1siBs45R5o4UTp40MwFAnDsKEAA4uall6RPPjF3LR43znYa\\\n",
       "f4kWytJSnhAPHA8KEIC4efhhsywuNnNXEDs/+IGUliZt2SJVVdlOA3gPBQhAXGzYYB5+euqpXP0V\\\n",
       "D8nJ0j/9k1kvLbWbBfAiChCAuPjVr8zyhhukXr3sZvGrWbNMEVq0SNq61XYawFsoQABirr5eeuYZ\\\n",
       "qVs36ZZbbKfxr379zCXxjiPdf7/tNIC3UIAAxNyDD5orwKZNkwYOtJ3G3372MzO/6sknpbo622kA\\\n",
       "76AAAYipHTuk3/zGrN96q90sQXDeeeYGk01N0gMP2E4DeAcFCEBM3XeftH+/NHWqNGqU7TTBcPvt\\\n",
       "Zvnww1Jtrd0sgFdQgADETF2d9NvfmvW777abJUiGDZOuuUZqbJTmzrWdBvAGChCAmLnjDnMQvuYa\\\n",
       "KS/Pdppg+Y//kJKSzFygDRtspwHcjwIEICaWLTNPfT/5ZOnee22nCZ7MTHNfoNZWac4c7g4NHA0F\\\n",
       "CMAJa2mRbrrJrN96K1d+2TJ3rrnnUlWVVFZmOw3gbhQgACfsv/5LWrVKSk8/PCEXidenj/Sf/2nW\\\n",
       "b7lF2r3bbh7AzUKOw0BpZ0JfPbyIXQR0buNGacQIM/fnpZekyy+3nSjYWlul735Xeucd6brrzA0p\\\n",
       "eQ4buipIxz1GgAAct8ZGcyfixkZp5kzKjxt06yY99ph5BltZmfT007YTAe5EAQJw3P75n6WVK6Vz\\\n",
       "zpF+/WvbaRB13nnSQw+Z9Z/8RNq0yW4ewI0oQACOy2OPSQsWmKu+XnhBOuMM24lwpBkzpGuvlb78\\\n",
       "UpoyRdq1y3YiwF0oQACO2csvS8XFZv3hh6ULL7SbB98UCpmSOny4tG2beS7bgQO2UwHuQQECcEze\\\n",
       "fFO66ipz6fttt0nXX287ETqTmiotWiSdfbb53+2KK6SDB22nAtyBAgSgy/74R2nSJHMQnTVLuuce\\\n",
       "24lwNOGw9PrrUt++0iuvmGe07dljOxVgHwUIwFE5jvTgg4dHEIqLzTO/uLzaG4YMMTdH7NtXeu01\\\n",
       "6ZJLpD//2XYqwC4KEIBvtWuXuZ/MnDnmtNedd5ry07277WQ4FhdcIFVXS4MHS+vXmweoPv+87VSA\\\n",
       "PRQgAB1yHOnZZ6WcHOm556TTTpN+/3vp3/+dkR+vGjjQPLNtyhSpoUG6+mozOZrRIASRbwtQZWWl\\\n",
       "srOzlZWVpfnz53e4zc0336ysrCzl5eVp9erVCU4IuJPjmDs6jxol/fCH0l//au4svGqVOWDC23r1\\\n",
       "ksrLzX2CUlOlF1+UsrOlf/1Xqb7edjogcXxZgFpaWlRSUqLKykpt3LhRZWVl2vS1O4FVVFTogw8+\\\n",
       "0NatW/XII49o9uzZltIC7vDJJ9IDD5gRnylTzA0O+/WTHn1UWrJEysqynRCxEgpJJSXSli3m9ObB\\\n",
       "g9KvfiWde670938vVVZKzc22UwLx5csCVFNTo8zMTGVkZCg5OVlFRUUqLy9vt82iRYs0ffp0SdLo\\\n",
       "0aPV0NCgHTt22IgLWLF7t5kQO3euNHKk1L+/eZL7li3msulf/1r68EPziAtOeflTWpo5zblypXTN\\\n",
       "NWaOV1mZ9P3vS2edJRUVmXsJbd5sfgb4SZLtAPFQX1+v9PT0tq/D4bCWL19+1G3q6urUr1+/hOUE\\\n",
       "4sVxpL17zemrnTvN8uOPzQ3xPvzQPMD0gw/a/5lTTpEKC6UbbpAmT5aSfPnbAR0ZMcLM8/r4Y/Ps\\\n",
       "sKeekt5/33zvuefMNqeeKuXlmRHCjAzzGjDAPIG+Vy/zOvlki/8RwDHy5a+4UBf/ufr1p9129udm\\\n",
       "zeroz3b2nvH9Pp/tnu/b/uzmZnNn345e+/ZJTU2d/1nJHKyGD5fy803xmTBBSkn59j8Df8vIkH7x\\\n",
       "C3Ol37Zt0quvmnsI/elPUm2t9O675tWZ1FTp9NNNmU5JMcvo+kknmQe1du9ult+23u0Yzk0cy+hk\\\n",
       "PLZldNS7fFmA0tLSVFtb2/Z1bW2twuHwt25TV1entLS0Dt/v0UfnHfFVwVcvwN1OO8386zz6GjBA\\\n",
       "GjTIXAmUlWXuDZOcbDsl3CgUkjIzzesnPzHf27lTWrPGFKOPPzZXjm3fLn3+ublVwuefm+K9b5/V\\\n",
       "6Dguka9ewRJyvj4M4gPNzc0aPHiwqqqq1L9/f+Xn56usrEw5OTlt21RUVKi0tFQVFRWqrq7WnDlz\\\n",
       "VF1d3e59oiNCjzzS8S7qrPnH+/t8tnu+b/Ozu3c3/7Lu6JWayukIJFb0tOu+fWYU8uBB84quNzZK\\\n",
       "ra2HXy0tna939ah0LEeveGzrv6OnVFxsfuH4sBp8gy8LkCQtXrxYc+bMUUtLi2bOnKnbb79dCxYs\\\n",
       "kCQVf/UUx+iVYqmpqVq4cKFGjBjR7j2iBcinuwgAgHaCdNzzbQGKhSD9RQAAIEjHPV9eBg8AAPBt\\\n",
       "KEAAACBwKEAAACBwKEAAACBwKEAAACBwKEAAACBwKEAAACBwKEAAACBwKEAAACBwKEAAACBwKEAA\\\n",
       "ACBwKECwLhKJ2I4QCOzn+GMfxx/7GLFCAYJ1/EJLDPZz/LGP4499jFihAAEAgMAJOUF45v1xCoVC\\\n",
       "tiMAAJBwQagGjAABAIDASbIdwM2C0IABAAgiRoAAAEDgUIAAAEDgUIC+UllZqezsbGVlZWn+/Pkd\\\n",
       "bnPzzTcEPC0VAAAE8klEQVQrKytLeXl5Wr16dYITet/R9vEzzzyjvLw8DR06VBdffLHWrVtnIaW3\\\n",
       "deXvsSStWLFCSUlJevHFFxOYzh+6so8jkYiGDx+u3NxcFRQUJDagTxxtP+/cuVOTJk3SsGHDlJub\\\n",
       "qyeeeCLxIT3shhtuUL9+/XTBBRd0uo3vj3kOnObmZmfQoEHORx995Bw6dMjJy8tzNm7c2G6bl19+\\\n",
       "2fn+97/vOI7jVFdXO6NHj7YR1bO6so+XLVvmNDQ0OI7jOIsXL2YfH6Ou7OPodhMmTHAuv/xy5/nn\\\n",
       "n7eQ1Lu6so93797tDBkyxKmtrXUcx3H++te/2ojqaV3Zz3PnznVuu+02x3HMPu7Vq5fT1NRkI64n\\\n",
       "vfXWW86qVauc3NzcDn8ehGMeI0CSampqlJmZqYyMDCUnJ6uoqEjl5eXttlm0aJGmT58uSRo9erQa\\\n",
       "Ghq0Y8cOG3E9qSv7eOzYserRo4cks4/r6upsRPWsruxjSXrooYd01VVXqW/fvhZSeltX9vGzzz6r\\\n",
       "adOmKRwOS5L69OljI6qndWU/n3322dqzZ48kac+ePerdu7eSkriup6vGjRunnj17dvrzIBzzKECS\\\n",
       "6uvrlZ6e3vZ1OBxWfX39UbfhAN11XdnHR3rsscc0efLkRETzja7+PS4vL9fs2bMlca+rY9WVfbx1\\\n",
       "61Z9/vnnmjBhgkaOHKmnnnoq0TE9ryv7edasWXrvvffUv39/5eXl6cEHH0x0TF8LwjGPuqyuHwSc\\\n",
       "r10Wz8Gj645lXy1ZskSPP/64li5dGsdE/tOVfTxnzhzdd999CoVCchyHWz0co67s46amJq1atUpV\\\n",
       "VVXav3+/xo4dqzFjxigrKysBCf2hK/v5nnvu0bBhwxSJRLRt2zZ973vf09q1a3X66acnIGEw+P2Y\\\n",
       "RwGSlJaWptra2rava2tr24avO9umrq5OaWlpCcvodV3Zx5K0bt06zZo1S5WVld86PItv6so+Xrly\\\n",
       "pYqKiiSZSaSLFy9WcnKypk6dmtCsXtWVfZyenq4+ffooJSVFKSkpGj9+vNauXUsBOgZd2c/Lli3T\\\n",
       "nXfeKUkaNGiQzj33XG3ZskUjR45MaFa/CsQxz+4UJHdoampyBg4c6Hz00UdOY2PjUSdBv/vuu76c\\\n",
       "EBZPXdnHf/7zn51BgwY57777rqWU3taVfXyk66+/3nnhhRcSmND7urKPN23a5Fx66aVOc3Ozs2/f\\\n",
       "Pic3N9d57733LCX2pq7s51tuucWZN2+e4ziO8+mnnzppaWnOrl27bMT1rI8++qhLk6D9esxjBEhS\\\n",
       "UlKSSktLVVhYqJaWFs2cOVM5OTlasGCBJKm4uFiTJ09WRUWFMjMzlZqaqoULF1pO7S1d2cd33323\\\n",
       "du/e3TY/JTk5WTU1NTZje0pX9jFOTFf2cXZ2tiZNmqShQ4eqW7dumjVrloYMGWI5ubd0ZT/fcccd\\\n",
       "mjFjhvLy8tTa2qr7779fvXr1spzcO6677jq9+eab2rlzp9LT03XXXXepqalJUnCOeTwMFQAABA5X\\\n",
       "gQEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEA\\\n",
       "gMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMChAAEAgMCh\\\n",
       "AAEAgMChAAEAgMChAAEAgMChAAEAgMD5f9jZPIjhQJDZAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[19] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VOWdx/FPIFGQKuV3yQ8bIGkSDAQQCahoFC2I1bZq\\\n",
       "NfW0VUopy0JZ2u7Wbd0WalsX7O7peozdxq3S1mr6Q9uG1hBtI+MvwCBBIhAR5dckKhoBAVFMwt0/\\\n",
       "HicJQuJAZuaZe5/365w5905yZ+bLNeZ+8tzvfW6K53meAAAAHNLLdgEAAACJRgACAADOIQABAADn\\\n",
       "EIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAA\\\n",
       "wDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQ\\\n",
       "AABwDgEIAAA4hwAEAACcQwACAADOIQABAADnpNouIJmlpKTYLgEAgITzPM92CXHHCBAAAHAOASgK\\\n",
       "nufxiONj8eLF1mtw4cF+Zh8H4cE+ju/DJQQgAADgHAIQAABwDgEI1pWUlNguwQns5/hjH8cf+xix\\\n",
       "kuK5dtLvJESuAmMXAQBc4NJxjxEgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAA\\\n",
       "AIBzAhuAvvrVr2rYsGEaM2ZMl9ssXLhQubm5Kioq0oYNGxJYHQAAsCmwAWjWrFmqrq7u8vtVVVV6\\\n",
       "+eWXtW3bNt1zzz2aN29eAqsDAAA2BTYATZ06VQMGDOjy+ytWrNBNN90kSSouLtb+/fu1Z8+eRJUH\\\n",
       "AAAsCmwA+ihNTU3Kyspqf56ZmanGxkaLFQEAgERJtV2ATR++10nkHigAcCLhsFRRITU1SYWF0o03\\\n",
       "Sv362a4KwKlwNgBlZGQoHA63P29sbFRGRsYJt12yZEn7eklJCXcjBhz0i19IixZJR450fG3xYumh\\\n",
       "h6Tzz7dXF9BToVBIoVDIdhkJF+i7we/cuVNXXXWVXnjhheO+V1VVpbKyMlVVVWnt2rVatGiR1q5d\\\n",
       "e8w2Lt0VF0DX7rpLWrjQrF97rTRxovTww9Jzz0l9+0qrVknFxXZrBGLBpeNeYAPQF7/4RT3xxBNq\\\n",
       "bm7WsGHD9MMf/lAtLS2SpLlz50qSFixYoOrqavXr10/Lly/XhAkTjnkPl34QAJzY009LF18sHT0q\\\n",
       "/d//SV/7mvl6a6s0e7b0m99Iw4dLmzZJAwfarRXoKZeOe4ENQLHg0g8CgOMdOSKNHy81NEi33CIt\\\n",
       "XXrs91tapEsvNSHpS1+S7r/fTp1ArLh03CMAdcOlHwQAx7v9dunWW6VPfUrauFHq0+f4bbZvl0aP\\\n",
       "NmHpueekc89NfJ1ArLh03HP2MngA6M6BA9JPf2rW7777xOFHkkaOlL7xDbP+ne9IDhw3gEAgAAHA\\\n",
       "Cdx9t7R/vzR1qnTZZd1v+93vSh//uPT449KaNYmpD0DPEIAA4EOOHJF+9jOz/v3vf/T2AwdKkbvp\\\n",
       "3Hln/OoCEDv0AHXDpXOhADpUVJhJDouKpA0bpGjmSG1slLKzzfr27dLZZ8e1RCAuXDruMQIEAB9S\\\n",
       "Xm6Wc+dGF34kKTNT+sIXpLY2c7k8gOTGCFA3XErCAIytW6X8fHOLi1dflc46K/rXPv64NG2aGQl6\\\n",
       "5RWpF39iwmdcOu7xvycAdPLAA2Z5/fUnF34kqaREysqSdu40cwMBSF4EIAD4gOdJv/udWb/xxpN/\\\n",
       "fa9e0pe/bNZ/85vY1QUg9jgF1g2XhgIBSHV1ZiLDoUPNHd9TT+F20Q0NZmLEgQOlPXtO7T0AW1w6\\\n",
       "7jECBAAfiIz+XH/9qQeXggLTQ7R3r/TUU7GrDUBsEYAA4AMrVpjlddf17H0+9zmz/POfe/Y+AOKH\\\n",
       "U2DdcGkoEHDdtm3mnl8DBkhvvNGzU1e1tVJxsWmI3rUr+kvpAdtcOu4xAgQAkv72N7O84oqe9+1M\\\n",
       "nCilp0vhsOkrApB8CEAAIOmvfzXLz3ym5+/Vq5f02c+a9b/8pefvByD2CEAAnLd/v2lY7t1bmjEj\\\n",
       "Nu951VVm+eijsXk/ALFFAALgvMcek1pbpQsvND1AsXDRRdJpp0nPPSe99VZs3hNA7BCAADjv7383\\\n",
       "yyuuiN179utnApXnSTU1sXtfALFBAALgvMcfN8tp02L7vp/+tFk+9lhs3xdAz3EZfDdcuhwQcNXO\\\n",
       "ndKIEdLHPy41N5s+oFjZsEGaMIHL4eEfLh33GAEC4LTI6E9JSWzDjyQVFUlDhpjL4bduje17A+gZ\\\n",
       "AhAAp0X6cy69NPbv3auXdNllZv0f/4j9+wM4dQQgAM7yvI4RoHgEIMmMLEncFwxINgQgAM5qaJBe\\\n",
       "f10aNszcwT0eLrrILJ94wgQuAMmBAATAWZ1Hf+LVoJyXJw0dKu3ZY+43BiA5EIAAOGvVKrOM1+kv\\\n",
       "yQSryCjQk0/G73MAnBwCEAAneZ70zDNmPRJQ4oUABCQfAhAAJ23fbk5LDR4s5ebG97M69wEBSA4E\\\n",
       "IABOioz+nH9+/CcoHDPGTLS4e7eZEBGAfYENQNXV1crPz1dubq6WLVt23Pebm5s1Y8YMjRs3ToWF\\\n",
       "hfrVr36V+CIBWLN6tVlecEH8P6tXL2nqVLPOaTAgOQQyALW1tWnBggWqrq7Wli1bVFFRoYaGhmO2\\\n",
       "KSsr0/jx4/X8888rFArp29/+tlpbWy1VDCDRIiNAiQhAEn1AQLIJZACqra1VTk6OsrOzlZaWptLS\\\n",
       "UlVWVh6zzfDhw3XgwAFJ0oEDBzRo0CClpqbaKBdAgu3fL23eLJ12mnTuuYn5zPPPN8u1axPzeQC6\\\n",
       "F8gA1NTUpKysrPbnmZmZampqOmabOXPmaPPmzUpPT1dRUZHuvPPORJcJwJI1a8xVYBMnSn36JOYz\\\n",
       "J0yQ0tJM8Prgby8AFgUyAKVE0dF4++23a9y4cXr11Vf1/PPPa/78+Tp48GACqgNgW6T/JzIqkwh9\\\n",
       "+kjjx5vgtW5d4j4XwIkF8pxPRkaGwuFw+/NwOKzMzMxjtlm9erVuvfVWSdKoUaM0YsQIbd26VRMn\\\n",
       "Tjzu/ZYsWdK+XlJSopLIzX0A+FKi+38iJk+WamvNCNS0aYn9bKAroVBIoVDIdhkJl+J5wbs7TWtr\\\n",
       "q/Ly8lRTU6P09HRNmjRJFRUVKigoaN/mW9/6lvr376/Fixdrz549Ovfcc1VfX6+BAwe2bxMZSQrg\\\n",
       "LgKc1dJiLkk/fNjMAzR0aOI+u6JCuvFG6corpb/9LXGfC0TLpeNeIEeAUlNTVVZWpunTp6utrU2z\\\n",
       "Z89WQUGBysvLJUlz587V9773Pc2aNUtFRUU6evSo7rjjjmPCD4Bgqq834Sc3N7HhRzIjQJJphPa8\\\n",
       "+M8/BKBrgRwBihWXkjDgip//XJo/X/rKV6Rf/zqxn+150vDhHTdGzclJ7OcDH8Wl414gm6ABoCvP\\\n",
       "PWeW552X+M9OSekYBVqzJvGfD6ADAQiAUyIB6ATXOyRE59NgAOwhAAFwxuHDZh6e3r2loiI7NRCA\\\n",
       "gORAAALgjOefl44elQoLpb597dRw3nnm3mAbN5pABsAOAhAAZ9g+/SVJ/fpJY8dKbW0d9QBIPAIQ\\\n",
       "AGckQwCSpEmTzJIABNhDAALgjEjgSNQNULsSCWAEIMAeAhAAJxw6JL34orkh6dixdmuJXIJPAALs\\\n",
       "IQABcMKGDWYiwjFjpNNPt1vLOeeYGrZtk/bvt1sL4CoCEAAnJEv/j2RGocaNM+vr19utBXAVAQiA\\\n",
       "E5IpAEn0AQG2EYAAOIEABKAzAhCAwHv7bemll0zfzTnn2K7GiDRCr1tntw7AVQQgAIFXV2eWRUXS\\\n",
       "aafZrSUiP1864wxp1y7pzTdtVwO4hwAEIPAijca25//prHdvacIEs04jNJB4BCAAgZds/T8R9AEB\\\n",
       "9hCAAAResgYg+oAAe1I8z/NsF5GsUlJSJEnsIsC/9u2TBg6U+vSRDh6UUlNtV9ThpZekvDwpPV1q\\\n",
       "arJdDeDWcY8RIACBFumvGT8+ucKPJOXkSGedJb36qnkASBwCEIBAS9bTX5LUq1dHYzaN0EBiEYAA\\\n",
       "BFoyByCJPiDAFgIQgEBLxkvgO+NKMMAOmqC74VIzGBBEzc3SkCFmwsEDB8zcO8lmxw5p5EhT5549\\\n",
       "0ge/dgArXDruMQIEILAioz8TJiRn+JGk7Gxzldqbb0qNjbarAdxBAAIQWMne/yOZEZ/I6TlOgwGJ\\\n",
       "QwACEFh+CEASfUCADQQgAIHllwDEpfBA4tEE3Q2XmsGAoNmzR/rEJ6Qzz5T27zdz7iSrXbtML9Cg\\\n",
       "QaYXiEZo2OLScS+JfyX0THV1tfLz85Wbm6tly5adcJtQKKTx48ersLBQJSUliS0QQFx1boBO5vAj\\\n",
       "SWefLQ0eLL31lrR7t+1qADck+a+FU9PW1qYFCxaourpaW7ZsUUVFhRoaGo7ZZv/+/Zo/f77++te/\\\n",
       "atOmTXrooYcsVQsgHvxy+kuiERqwIZABqLa2Vjk5OcrOzlZaWppKS0tVWVl5zDYPPvigrr32WmVm\\\n",
       "ZkqSBg8ebKNUAHHipwAk0QgNJFogA1BTU5OysrLan2dmZqrpQ7da3rZtm/bu3atLLrlEEydO1P33\\\n",
       "35/oMgHEkd8CEI3QQGIl2b2RYyMlig7ClpYW1dXVqaamRocPH9aUKVM0efJk5ebmJqBCAPH06qvS\\\n",
       "a69J/ftLo0bZriY6nUeAPI9GaCDeAhmAMjIyFA6H25+Hw+H2U10RWVlZGjx4sPr27au+ffvqoosu\\\n",
       "0saNG08YgJYsWdK+XlJSQsM0kOQ6j/74JUhkZkpDh0pvvNFxewwgEUKhkEKhkO0yEi6Ql8G3trYq\\\n",
       "Ly9PNTU1Sk9P16RJk1RRUaGCgoL2bV588UUtWLBAjz76qI4cOaLi4mL9/ve/1+jRo9u3celyQCBI\\\n",
       "fvAD6Uc/km65RVq61HY10Zs5U1q5UvrDH6QvfMF2NXCRS8e9QPYApaamqqysTNOnT9fo0aN1ww03\\\n",
       "qKCgQOXl5SovL5ck5efna8aMGRo7dqyKi4s1Z86cY8IPAP9K9jvAd4VGaCBxAjkCFCsuJWEgKDzP\\\n",
       "TID4xhvS9u3SiBG2K4peZaX0uc9J06ZJ//iH7WrgIpeOewSgbrj0gwAERThsJhYcOFBqbvZPD5Ak\\\n",
       "NTWZXqD+/aV9+/xVO4LBpeNeIE+BAXCXHxugI9LTzejV229Lr7xiuxog2AhAAALFb/P/dNZ5Rmjm\\\n",
       "AwLiiwAEIFD8HIAkGqGBRCEAAQgMzwtOAGIECIgvmqC74VIzGBAEO3eaq76GDJH27PFfD5BkZrBO\\\n",
       "T5fOOss0Qif7newRLC4d9/hfC0Bg+LkBOmL4cBOADhyQXn7ZdjVAcBGAAASG309/RdAIDcQfAQhA\\\n",
       "YKxbZ5Z+mwH6w2iEBuKPAAQgEI4e7RgxOe88u7X0FI3QQPwRgAAEwssvmwkE09PNw886nwI7etRu\\\n",
       "LUBQEYAABELk9JffR38kadgwc0uMQ4ekl16yXQ0QTAQgAIEQCUB+b4COoBEaiC8CEIBAiDQMB2EE\\\n",
       "SKIRGog3AhAA32ttlerqzHpQRoBohAbiiwAEwPe2bJHefVcaOVIaNMh2NbEROQVWVye1tdmtBQgi\\\n",
       "AhAA3wta/49kbudx9tnSO+9IW7fargYIHgIQAN8L0hVgndEIDcQPAQiA7wWtATqCRmggfghAAHzt\\\n",
       "yBGpvt7c/HTCBNvVxBaN0ED8EIAA+NrGjVJLi5SfL515pu1qYityCmzDBnOlG4DYIQAB8LWg9v9I\\\n",
       "5oq27Gzp8GHpxRdtVwMECwEIgK8Ftf8ngtNgQHwQgAD4WpBHgKSO02A0QgOxRQAC4FuHDkkNDVJq\\\n",
       "qlRUZLua+OBKMCA+CEAAfKuuTjp6VBozRurTx3Y18dG5Efr99+3WAgQJAQiAbz37rFlOmmS3jnga\\\n",
       "MEDKyzOX+2/caLsaIDgIQAB8a80as5wyxW4d8Rb590X+vQB6LrABqLq6Wvn5+crNzdWyZcu63G7d\\\n",
       "unVKTU3Vn/70pwRWB6CnPK8jEEyebLeWeCMAAbEXyADU1tamBQsWqLq6Wlu2bFFFRYUaGhpOuN0t\\\n",
       "t9yiGTNmyPM8C5UCOFW7d0uvv25OEX3qU7aria9IwFu71m4dQJAEMgDV1tYqJydH2dnZSktLU2lp\\\n",
       "qSorK4/b7q677tJ1112nIUOGWKgSQE9EwsDkyeY2GEF2zjnSxz4m7dxpQh+AngtkAGpqalJWVlb7\\\n",
       "88zMTDU1NR23TWVlpebNmydJSgn6b1AgYCIBKOj9P5LUu3dHozejQEBsBDIARRNmFi1apKVLlyol\\\n",
       "JUWe53EKDPAZV/p/IugDAmIr1XYB8ZCRkaFwONz+PBwOKzMz85ht1q9fr9LSUklSc3OzVq5cqbS0\\\n",
       "NF199dXHvd+SJUva10tKSlRSUhKXugFE58gRMy9OSkqwL4HvLBL0CECItVAopFAoZLuMhEvxAjj0\\\n",
       "0draqry8PNXU1Cg9PV2TJk1SRUWFCgoKTrj9rFmzdNVVV+maa6455uuRkaQA7iLA19askc4/3/TG\\\n",
       "bNpku5rEaG6WhgyR+vaV3n5bSkuzXRGCyKXjXiBPgaWmpqqsrEzTp0/X6NGjdcMNN6igoEDl5eUq\\\n",
       "Ly+3XR6AHurcAO2KwYOl3Fzp3Xel+nrb1QD+F8gRoFhxKQkDfnL99dIf/yj98pfS7Nm2q0mcr3xF\\\n",
       "uv9+qaxMmj/fdjUIIpeOe4EcAQIQbC6OAEk0QgOxRAAC4Cu7d0vhsNS/v9RFW19g0QgNxA4BCICv\\\n",
       "PPWUWV54odTLsd9gY8ZI/fpJ27czISLQU479+gDgd08+aZZTp9qtw4bUVHP1m9QRBAGcGgIQAF+J\\\n",
       "HPgvushuHbZE/t2RIAjg1BCAAPjGm29KDQ1mLpxzz7VdjR0EICA2CEAAfOPpp81y8mTptNPs1mLL\\\n",
       "pEnm3/7CC9LevbarAfyLAATANyKnv1zs/4no00cqLpY8T3rmGdvVAP5FAALgGy43QHfGaTCg5whA\\\n",
       "AHzh4EFzA9TU1I4JAV1FAAJ6jgAEwBdWr5aOHpUmTDBz4bhsyhSpd29p/Xrp0CHb1QD+RAAC4Auu\\\n",
       "X/7e2ZlnmiDY1sas0MCpIgAB8IVQyCxd7/+J4DQY0DMEIABJ7+BB6dlnzWmfiy+2XU1yiASgVavs\\\n",
       "1gH4FQEIQNJ78kmptVU67zxzE1SYINi7twmGBw/argbwHwIQgKT3j3+Y5WWX2a0jmfTvbyZFbG2V\\\n",
       "nnjCdjWA/xCAACS9mhqznDbNbh3JJhIIIwERQPQIQACS2p495rYPffsy/8+HEYCAU0cAApDUHn/c\\\n",
       "LKdOlU4/3W4tyWbyZOmMM6TNm6XXXrNdDeAvBCAASS1y+ov+n+OddlrHVXGMAgEnhwAEIGl5nvT3\\\n",
       "v5t1+n9O7PLLzZIABJwcAhCApLVli7R7tzR0qDRunO1qklNkZOzvfzeBEUB0CEAAklZVlVlecYXU\\\n",
       "i99WJ1RYKKWnmx6g55+3XQ3gH/xKAZC0HnnELGfOtFtHMktJka680qxH9heAj0YAApCU3n5bevpp\\\n",
       "M9vxpz9tu5rkFglAf/ub3ToAPyEAAUhKjz1m7nZ+wQXSxz9uu5rkNm2amSKgtlZ64w3b1QD+QAAC\\\n",
       "kJQip3Mioxvo2sc+Jl1yiWmCXrnSdjWAPxCAACSdo0c7DuQEoOhwGgw4OYEOQNXV1crPz1dubq6W\\\n",
       "LVt23PcfeOABFRUVaezYsbrgggtUX19voUoAHxY5lXP22dLo0bar8YdIAHr0Uen99+3WAvhBYANQ\\\n",
       "W1ubFixYoOrqam3ZskUVFRVqaGg4ZpuRI0fqySefVH19vb7//e/r61//uqVqAXT20ENmec015ion\\\n",
       "fLQRI6RzzpEOHpRWrbJdDZD8AhuAamtrlZOTo+zsbKWlpam0tFSVlZXHbDNlyhT1799fklRcXKzG\\\n",
       "xkYbpQLoxPOkhx8269ddZ7cWv7n2WrP84x/t1gH4QWADUFNTk7KystqfZ2Zmqqmpqcvt7733Xs1k\\\n",
       "shHAuro6aedOafhw7v5+sr7wBbP885+llha7tQDJLrABKOUkxs1XrVql++6774R9QgASq/PpL2Z/\\\n",
       "PjnnnCPl50t793IaDPgoqbYLiJeMjAyFw+H25+FwWJmZmcdtV19frzlz5qi6uloDBgw44XstWbKk\\\n",
       "fb2kpEQlJSWxLheAzOmvSACKnM5B9FJSzCjQj35kToMxgSSiEQqFFAqFbJeRcCmeF8zb57W2tiov\\\n",
       "L081NTVKT0/XpEmTVFFRoYKCgvZtdu/erUsvvVS//e1vNXny5OPeIzKKFNBdBCSd+nqpqEgaMkR6\\\n",
       "9VUpNbB/osXPCy9IY8dKgwaZ+4OlpdmuCH7i0nEvsL9eUlNTVVZWpunTp6utrU2zZ89WQUGBysvL\\\n",
       "JUlz587Vbbfdpn379mnevHmSpLS0NNXW1tosG3BaRYVZfv7zhJ9TVVgo5eVJW7ea02CMAgEnFtgR\\\n",
       "oFhwKQkDtrW1SdnZUmOj9NRT0oUX2q7IvxYvlm67TfrSl6T777ddDfzEpeMeAagbLv0gALbV1EiX\\\n",
       "XWbms3nlFeb/6Ynt26VRo6S+fc1psA9m+wA+kkvHPa6xAJAUIiMVX/4y4aenRo6ULr5Yevdd5gQC\\\n",
       "ukIAAmDdoUMdV399+ct2awmKWbPMcvlyu3UAyYoABMC6igrpnXekCy6QcnJsVxMM114r9esnrV5t\\\n",
       "GqIBHIsABMAqz5P+93/N+j/9k91aguRjH5Ouv96sMwoEHI8m6G641AwG2FJbKxUXm3lrGhulPn1s\\\n",
       "VxQcq1ebUbVBg6Rw2DRFA91x6bjHCBAAqyKjP7NmEX5ibcoUacIE6a23pN/9znY1QHJhBKgbLiVh\\\n",
       "wIY33pA++Unpvfekbdvo/4mHX/9auvlmafx4af16rrBD91w67jECBMCau+4y4efqqwk/8XLDDebW\\\n",
       "Ihs2SE8/bbsaIHkQgABYceiQdPfdZv0737FbS5D16dPRXL50qd1agGRCAAJgxb33Svv2Seefbxp1\\\n",
       "ET8LF0pnnCFVVUl1dbarAZIDAQhAwr37rrRsmVn/t3+zW4sLBg+WPrjns37yE7u1AMmCJuhuuNQM\\\n",
       "BiTSf/2XCT4TJkjr1km9+FMs7l57zdxn7cgR6fnnpaIi2xUhGbl03OPXDoCEOnBA+s//NOs//jHh\\\n",
       "J1GGD+/oBaLnCiAAAUiwO+6Q9u6VLrxQmjHDdjVu+Y//MHeGf+wx6dFHbVcD2EUAApAw27ZJP/2p\\\n",
       "WV+2jDlpEm3wYOnWW836v/6r1NJitx7AJgIQgITwPOlf/kV6/30zMd/559uuyE3f+IbpBdq0Sfqf\\\n",
       "/7FdDWAPTdDdcKkZDIi3P/zBTMrXv7/00kvS0KG2K3JXdbV0xRXm3mCbNkkjR9quCMnCpeMeI0AA\\\n",
       "4u611zouw166lPBj24wZ0o03mukIvvY1qa3NdkVA4hGAAMTV0aPS7Nmm8Xn6dGnuXNsVQZJ+9jNz\\\n",
       "i4xVqzrmZAJcQgACEFe33y6tXCkNGGBmf6bxOTkMHSr95jdm/Qc/kJ55xm49QKIRgADEzSOPmINr\\\n",
       "Sor0299KGRm2K0JnM2aYCSnb2qRrrpF27rRdEZA4BCAAcVFba5qePU/60Y+kmTNtV4QT+clPpMsv\\\n",
       "l954Q7rySnN/NsAFXAXWDZe64YFYeuEFqaTE9P186UvmVAunvpLX22+baQm2bJEmTjQTJQ4YYLsq\\\n",
       "2ODScY8RIAAxtXq1dPHFJvxcdZV0332En2TXv7+5NH7kSOm558yI0J49tqsC4osABCBmfv976bLL\\\n",
       "zGmUq682z9PSbFeFaGRlSaGQCUHr10uTJpmRPCCoCEAAeuydd6QFC6TS0o65ZR5+2Ey0B//IyjJX\\\n",
       "g02eLO3eLRUXS7/4henjAoKGAASgRx55RDrnHOnuu6XTTjPLe+6RUlNtV4ZT8YlPmLmBbr7ZhNl5\\\n",
       "88wpsU2bbFcGxFZgA1B1dbXy8/OVm5urZV3M8rVw4ULl5uaqqKhIGzZsSHCFgL898YR06aXSZz4j\\\n",
       "7doljRtn+n/++Z/p+fG7Pn2k5cvNKcwBA6SaGvPfd+5cc0NbIAgCGYDa2tq0YMECVVdXa8uWLaqo\\\n",
       "qFBDQ8Mx21RVVenll1/Wtm3bdM8992heZJ5+AF3au1f6+c/NlUIlJWak4KyzpP/+b2ndOuncc21X\\\n",
       "iFi6/noTeObPN6fB7rlHysuTPvtZc4rzvfdsVwicukAGoNraWuXk5Cg7O1tpaWkqLS1VZWXlMdus\\\n",
       "WLFCN910kySpuLhY+/fv1x4uewCOceiQ9NRTZjbnqVPNrRPmzzdNsgMGSLfdZkZ/vvUtTnkF1aBB\\\n",
       "UlmZtHmzuaVJWpq0YoV03XXSsGHS5z9vvv/CC1JLi+1qgegF8ldWU1OTsrKy2p9nZmbq2Wef/cht\\\n",
       "GhsbNWzYsITVCdjkeSbgvPWW1NwsvfmmCTPbt5tHQ4N5dG6ATU2Vpk2TZs0yB74+fezVj8TKz5d+\\\n",
       "+Uvpxz+WHnhAevBBqa5O+stfzEOSTj/d9IMVFkrZ2dInP2kew4aZwDxwII3xSB6BDEApUTYgfHii\\\n",
       "p65eN2fOiV7b3fue3Nd5Da+Jx2sk8xf5e++ZZtbIMrJ+6JD0/vtdv1YygWfsWOm888yNTKdNM6e8\\\n",
       "4K5PfEL69rfNY+dO0x9UUyOtXSvt2GFCUV1d16/v08fMO9S3r1nv06dj/fTTpd69zaNXr+MfH/56\\\n",
       "T3vN/P569EwgA1BGRobC4XD783A4rMzMzG63aWxsVEYXNyr65S+XdHpW8sED8L8zzjCnOAYPNo+z\\\n",
       "zzbzwIwYIeXmmr/kGeVBV7KzzWmx2bPN87fflurrzcjh7t3msWuXGWHcu9c83nuP3qHkE/rg4ZZA\\\n",
       "3gqjtbVVeXl5qqmpUXp6uiZNmqSKigoVFBS0b1NVVaWysjJVVVVp7dq1WrRokdauXXvM+0RGhO65\\\n",
       "58S7qLv03tX3eA2vOdXXnMr79e5t/rqO/IXdedmvH6cjkFieJx0+bIJSJAh9+NHWJh09evzjw19v\\\n",
       "a+t5LX5+fbzMnevOrTACGYAkaeXKlVq0aJHa2to0e/Zsffe731V5ebkkae7cuZLUfqVYv379tHz5\\\n",
       "ck2YMOGY93DpnigAALh03AtsAIoFl34QAABw6bgXyMvgAQAAukMAAgAAziEAAQAA5xCAAACAcwhA\\\n",
       "AADAOQS0//bLAAAFg0lEQVQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIBgXSgU\\\n",
       "sl2CE9jP8cc+jj/2MWKFAATr+IWWGOzn+GMfxx/7GLFCAAIAAM5J8Vy45/0pSklJsV0CAAAJ50I0\\\n",
       "YAQIAAA4J9V2AcnMhQQMAICLGAECAADOIQABAADnEIA+UF1drfz8fOXm5mrZsmUn3GbhwoXKzc1V\\\n",
       "UVGRNmzYkOAK/e+j9vEDDzygoqIijR07VhdccIHq6+stVOlv0fwcS9K6deuUmpqqP/3pTwmsLhii\\\n",
       "2cehUEjjx49XYWGhSkpKEltgQHzUfm5ubtaMGTM0btw4FRYW6le/+lXii/Sxr371qxo2bJjGjBnT\\\n",
       "5TaBP+Z58FpbW71Ro0Z5O3bs8N5//32vqKjI27JlyzHbPPLII94VV1zheZ7nrV271isuLrZRqm9F\\\n",
       "s49Xr17t7d+/3/M8z1u5ciX7+CRFs48j211yySXelVde6T300EMWKvWvaPbxvn37vNGjR3vhcNjz\\\n",
       "PM978803bZTqa9Hs58WLF3v//u//7nme2ccDBw70WlpabJTrS08++aRXV1fnFRYWnvD7LhzzGAGS\\\n",
       "VFtbq5ycHGVnZystLU2lpaWqrKw8ZpsVK1bopptukiQVFxdr//792rNnj41yfSmafTxlyhT1799f\\\n",
       "ktnHjY2NNkr1rWj2sSTddddduu666zRkyBALVfpbNPv4wQcf1LXXXqvMzExJ0uDBg22U6mvR7Ofh\\\n",
       "w4frwIEDkqQDBw5o0KBBSk3lup5oTZ06VQMGDOjy+y4c8whAkpqampSVldX+PDMzU01NTR+5DQfo\\\n",
       "6EWzjzu79957NXPmzESUFhjR/hxXVlZq3rx5kpjr6mRFs4+3bdumvXv36pJLLtHEiRN1//33J7pM\\\n",
       "34tmP8+ZM0ebN29Wenq6ioqKdOeddya6zEBz4ZhHXFb0BwHvQ5fFc/CI3snsq1WrVum+++7TM888\\\n",
       "E8eKgieafbxo0SItXbpUKSkp8jyPqR5OUjT7uKWlRXV1daqpqdHhw4c1ZcoUTZ48Wbm5uQmoMBii\\\n",
       "2c+33367xo0bp1AopFdeeUWXX365Nm7cqDPPPDMBFboh6Mc8ApCkjIwMhcPh9ufhcLh9+LqrbRob\\\n",
       "G5WRkZGwGv0umn0sSfX19ZozZ46qq6u7HZ7F8aLZx+vXr1dpaakk00S6cuVKpaWl6eqrr05orX4V\\\n",
       "zT7OysrS4MGD1bdvX/Xt21cXXXSRNm7cSAA6CdHs59WrV+vWW2+VJI0aNUojRozQ1q1bNXHixITW\\\n",
       "GlROHPPstiAlh5aWFm/kyJHejh07vCNHjnxkE/SaNWsC2RAWT9Hs4127dnmjRo3y1qxZY6lKf4tm\\\n",
       "H3d28803ew8//HACK/S/aPZxQ0ODN23aNK+1tdV75513vMLCQm/z5s2WKvanaPbzN7/5TW/JkiWe\\\n",
       "53ne66+/7mVkZHhvvfWWjXJ9a8eOHVE1QQf1mMcIkKTU1FSVlZVp+vTpamtr0+zZs1VQUKDy8nJJ\\\n",
       "0ty5czVz5kxVVVUpJydH/fr10/Llyy1X7S/R7OPbbrtN+/bta+9PSUtLU21trc2yfSWafYyeiWYf\\\n",
       "5+fna8aMGRo7dqx69eqlOXPmaPTo0ZYr95do9vP3vvc9zZo1S0VFRTp69KjuuOMODRw40HLl/vHF\\\n",
       "L35RTzzxhJqbm5WVlaUf/vCHamlpkeTOMY+boQIAAOdwFRgAAHAOAQgAADiHAAQAAJxDAAIAAM4h\\\n",
       "AAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACA\\\n",
       "cwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5/w+K\\\n",
       "vsCzTGBokgAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[20] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0lPWdx/FPMBEDUuQmmovlkiwJIiGCCVShQUUuVl2L\\\n",
       "W2PtqY1sZNlyPPSyu1Xrgp6tKz1nt+uR7jmxVVxvOW7RNVQhVaODFy5BuUQBLVCok6iRCBEkCLk8\\\n",
       "+8fPCQTCMLnM/Gae3/t1zpxnxjzMfHkMeT75/b7P70nyPM8TAACAQ/rYLgAAACDWCEAAAMA5BCAA\\\n",
       "AOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4B\\\n",
       "CAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACc\\\n",
       "QwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOCcZNsFxLOkpCTbJQAAEHOe59kuIeoYAQIAAM4h\\\n",
       "AEXA8zweUXwsXrzYeg0uPDjOHGM/PDjG0X24hAAEAACcQwACAADOIQDBuqKiItslOIHjHH0c4+jj\\\n",
       "GKO3JHmuTfp1QegqMA4RAMAFLp33GAECAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAO\\\n",
       "AQgAADjHtwHo9ttv1/Dhw3XJJZecdp8777xT2dnZysvL0+bNm2NYHQAAsMm3AaikpESVlZWn/fqq\\\n",
       "Vau0a9cu7dy5U4888ogWLFgQw+oAAIBNvg1AU6dO1aBBg0779ZUrV+q2226TJBUWFqqxsVH19fWx\\\n",
       "Kg8AAFjk2wB0JnV1dcrMzGx/nZGRodraWosVAQCAWEm2XYBNJ9/rJHQPFADorn37pKeflv7yFyk7\\\n",
       "W/r+96UhQ2xXBeBkzgag9PR0BYPB9te1tbVKT0/vdN8lS5a0Py8qKuJuxAA69dxzUkmJdOjQ8f+2\\\n",
       "eLH0xBPSd75jry4gnEAgoEAgYLuMmPP13eD37t2r6667Tu+9994pX1u1apWWLVumVatWaf369Vq0\\\n",
       "aJHWr1/fYR+X7ooLoGdWrJC+9z3J86QZM6Srr5YqK6XXX5f69JFeeEG67jrbVQLhuXTe820AuuWW\\\n",
       "W7RmzRo1NDRo+PDhuu+++9Tc3CxJmj9/viRp4cKFqqysVP/+/bV8+XJdeumlHd7DpW8EAN23e7c0\\\n",
       "frzU1GRGfBYvlpKSTBi66y5p6VJpwABp0yYpK8t2tcDpuXTe820A6g0ufSMA6J62NqmoSHrzTam4\\\n",
       "WHrmGRN+QjzPjAytWGH2e+21jl8H4olL5z0CUBgufSMA6J6nn5Z+8APpgguk99/vvOG5oUEaO9Y0\\\n",
       "SD//vHTjjbGvE4iES+c9Zy+DB4CeammR7rvPPP/Vr05/tdfQodK//qt5fu+9UmtrbOoDcHoEIADo\\\n",
       "pqeeknbuNH09P/xh+H1LS6WLLpK2bZP+8IfY1Afg9AhAANANnif95jfm+S9/KSWfYVGRvn2lu+82\\\n",
       "zx96KLq1ATgzeoDCcGkuFEDXvP22dMUV0rBhUjBoAs6ZHD4sZWRIjY3SO+9IEydGv06gK1w67zEC\\\n",
       "BADd8Nvfmm1paWThR5L69zcLJZ745wHYwQhQGC4lYQCRa2yUhg+XmpulvXtNb0+kdu6U/uZvTBiq\\\n",
       "rzdbIF64dN5jBAgAuuiFF6Rjx6Tp07sWfiRzf7ApU8x0WEVFdOoDcGYEIADoovJysy0u7t6fv/VW\\\n",
       "s3366d6pB0DXMQUWhktDgQAi89lnUlqaWc25vl4aPLjr77Fvn3Thheb5J5+YRmogHrh03mMECAC6\\\n",
       "YMUKs5DhzJndCz+SCTxXX23e58UXe7c+AJEhAAFAF6xYYbbdnf4KueEGs125smfvA6B7mAILw6Wh\\\n",
       "QABn1thoRm88z9zf67zzuv9edXVmTaB+/cx7pab2Xp1Ad7l03mMECAAi9PLL5v5fV1zRs/AjSenp\\\n",
       "0qRJUlOT9OqrvVMfgMgRgAAgQi+9ZLbXXts773f99WbLNBgQe0yBheHSUCCA8FpbpQsuMNNV27ZJ\\\n",
       "Y8f2/D1raqS8PLOo4scfS334lRSWuXTe458bAERg40YTfkaOlHJze+c9L7nE9AHV10vvvdc77wkg\\\n",
       "MgQgAIjA6tVmO2eOWQOoNyQlmcvhJemVV3rnPQFEhgAEABF47TWzveaa3n3fUACiERqILXqAwnBp\\\n",
       "LhTA6R0+bK76amuTPv+851eAnai+3vQWpaZK+/dL55zTe+8NdJVL5z1GgADgDN56y1z+PnFi74Yf\\\n",
       "yTRAjx8vHTkirV3bu+8N4PQIQABwBq+/brbTp0fn/ekDAmKPAAQAZxDq/7nyyui8/4wZZltVFZ33\\\n",
       "B3AqeoDCcGkuFEDnGhulIUPMGj2NjVL//r3/GYcOmam1pCTzGeee2/ufAUTCpfMeI0AAEMYbb5jm\\\n",
       "58mToxN+JGnAACk/3yy2uH59dD4DQEcEIAAII9r9PyHTppntm29G93MAGAQgAAhjzRqzLSqK7udM\\\n",
       "nWq2b7wR3c8BYNADFIZLc6EATvXll9LAgaY354svojcFJkn79knnn2/WAfriC+nss6P3WcDpuHTe\\\n",
       "YwQIAE5jwwbT/5OfH93wI0nDhpl7jH31lfTOO9H9LAA+DkCVlZXKyclRdna2li5desrXGxoaNGvW\\\n",
       "LE2YMEHjxo3T448/HvsiAcS10MKE3/pWbD6PPiAgdnwZgFpbW7Vw4UJVVlZq+/btKi8v144dOzrs\\\n",
       "s2zZMuXn52vLli0KBAL62c9+ppaWFksVA4hHoQB0+eWx+bxQHxABCIg+Xwag6upqZWVlacSIEUpJ\\\n",
       "SVFxcbEqKio67HPhhRfq4MGDkqSDBw9qyJAhSk5OtlEugDjU1iatW2eex3oE6K23zOcDiB5fBqC6\\\n",
       "ujplZma2v87IyFBdXV2HfUpLS7Vt2zalpaUpLy9PDz30UKzLBBDHtm83zciZmVJGRmw+M/RZX3wh\\\n",
       "ffBBbD4TcJUvA1Coiz2cBx54QBMmTNDHH3+sLVu26Mc//rEOHToUg+oAJIK33zbbWE1/hUyebLYb\\\n",
       "NsT2cwHX+HLOJz09XcFgsP11MBhUxkm/wq1du1b33HOPJGn06NEaOXKkPvzwQ02aNOmU91uyZEn7\\\n",
       "86KiIhVFe0EQANbFugE6ZPJkacUKsyJ0SUlsPxtuCgQCCgQCtsuIOV+uA9TS0qIxY8aoqqpKaWlp\\\n",
       "KigoUHl5uXJzc9v3+elPf6qBAwdq8eLFqq+v18SJE1VTU6PBgwe37+PSeggAOsrOlnbtMpekT5wY\\\n",
       "u8996y3TDD1+vLR1a+w+F5DcOu/5MgBJ0urVq7Vo0SK1trZq3rx5uuuuu1RWViZJmj9/vhoaGlRS\\\n",
       "UqKPPvpIbW1tuuuuu/T973+/w3u49I0A4Lj6eumCC6R+/Uw/Tiyvj2hqMosvtrWZz+bGqIgll857\\\n",
       "vg1AvcGlbwQAx73wgnTjjeb+X6+9FvvPnzRJevddcx8yZtwRSy6d93zZBA0APVFdbbahhuRYC30u\\\n",
       "d4YHoocABAAnCd2K4rLL7Hx+YaHZEoCA6CEAAcAJPO94AOrkotCYOPFSeAdmIgArCEAAcIK9e6UD\\\n",
       "B8zNSWO1AOLJsrKkwYOlTz+VPvrITg2A3xGAAOAEJ47+RLCmalQkJdEHBEQbAQgATmB7+iuEPiAg\\\n",
       "ughAAHCCeAtAGzfarQPwK9YBCsOl9RAAmIbjQYPMAoR1dVJamr1aGhpMH5KNxRjhLpfOe4wAAcDX\\\n",
       "du82YeOCC+yGH0kaOlQaOdKsDM2d4YHeRwACgK/Fy/RXSKiOUF0Aeg8BCAC+RgAC3EEAAoCvEYAA\\\n",
       "d9AEHYZLzWCA69rapPPOkw4dkj75xPQB2dbYaJqy+/Y1daWk2K4IfufSeY8RIACQtHOnCRnp6fER\\\n",
       "fiQTyLKzpaNHpW3bbFcD+AsBCAAUf9NfIUyDAdFBAAIAEYAA1xCAAEAEIMA1NEGH4VIzGOCy1lZp\\\n",
       "4EDp8GHps8/MCszx4tAhU1tysnnet6/tiuBnLp33GAEC4LwPPzTh56KL4iv8SNKAAVJOjtTcLL33\\\n",
       "nu1qAP8gAAFwXrxOf4UwDQb0PgIQAOcRgAD3EIAAOI8ABLiHJugwXGoGA1zV0iJ94xvSkSNSQ4M0\\\n",
       "ZIjtik7V1GR6gZKSTCN0aqrtiuBXLp33GAEC4LQdO0z4GTkyPsOPJPXrJ118sblabcsW29UA/kAA\\\n",
       "AuC0eJ/+Cpk40WzffdduHYBfEIAAOC1RAhB9QEDvIgABcFqiBCBGgIDeRRN0GC41gwEuam42zcVH\\\n",
       "j0oHDpi7r8erI0dMrZ4nHTwo9e9vuyL4kUvnPd+OAFVWVionJ0fZ2dlaunRpp/sEAgHl5+dr3Lhx\\\n",
       "Kioqim2BAKzbts2En6ys+A4/krnya9w4qa1N2rrVdjVA4vNlAGptbdXChQtVWVmp7du3q7y8XDt2\\\n",
       "7OiwT2Njo3784x/rj3/8o95//32tWLHCUrUAbEmU6a+Q0DQYfUBAz/kyAFVXVysrK0sjRoxQSkqK\\\n",
       "iouLVVFR0WGfZ555RnPnzlVGRoYkaejQoTZKBWBRogUgGqGB3uPLAFRXV6fMzMz21xkZGaqrq+uw\\\n",
       "z86dO7V//35Nnz5dkyZN0pNPPhnrMgFYlmgBiEZooPck2y4gGkJNXOE0Nzdr06ZNqqqqUlNTk6ZM\\\n",
       "maLJkycrOzs7BhUCsO3oUammxjzPz7dbS6TGj5eSk83ijV9+KZ17ru2KgMTlywCUnp6uYDDY/joY\\\n",
       "DLZPdYVkZmZq6NChSk1NVWpqqqZNm6atW7d2GoCWLFnS/ryoqIiGacAH3n/fXAU2Zoy5FUYiOOcc\\\n",
       "6ZJLpM2bzYrQV1xhuyL4QSAQUCAQsF1GzPnyMviWlhaNGTNGVVVVSktLU0FBgcrLy5Wbm9u+zwcf\\\n",
       "fKCFCxfqT3/6k44eParCwkI9++yzGjt2bPs+Ll0OCLimrEz6h3+Qbr1Veuop29VErrRU+v3vpd/8\\\n",
       "Rlq0yHY18BuXznu+HAFKTk7WsmXLNHPmTLW2tmrevHnKzc1VWVmZJGn+/PnKycnRrFmzNH78ePXp\\\n",
       "00elpaUdwg8Af0u0/p+QSZNMAKIRGugZX44A9RaXkjDgmvx8M4305puJNZX0zjvSZZdJOTmmFwjo\\\n",
       "TS6d9whAYbj0jQC45KuvzKrKra1mVeVEaiY+etTU3tIiffGFeQ70FpfOe768DB4AwqmpMQEiNzex\\\n",
       "wo8k9e1rGqE9zzRDA+geAhAA5yRq/08ICyICPUcAAuAcvwQgFkQEuo8ABMA5oQAUWlk50XBPMKDn\\\n",
       "aIIOw6VmMMAVTU1m4UPPkw4dkvr1s11R1x07Zpqfjx2TGhulgQNtVwS/cOm8xwgQAKds3Wqu/rr4\\\n",
       "4sQMP5J09tnmthgSjdBAdxGAADgl0ae/QmiEBnqGAATAKRs3mu1ll9mto6dohAZ6hgAEwCl+CUA0\\\n",
       "QgM9QxN0GC41gwEuOHhQOu88KTnZNED37Wu7ou5rbjaN0EePSgcOmL8X0FMunfcYAQLgjE2bzNVf\\\n",
       "48cndviRpJQUKS/PPN+0yW4tQCIiAAFwRmi6KNGnv0JohAa6jwAEwBmh/p9EXQH6ZKE+IBqhga4j\\\n",
       "AAFwBiNAAEJogg7DpWYwwO8+/1waOlRKTTXN0MnJtivquZYW0wj91VfS/v3SoEG2K0Kic+m8xwgQ\\\n",
       "ACeEpony8/0RfiTz95gwwTxnGgzoGgIQACf4rf8nhGkwoHsIQACc4Lf+nxAaoYHuIQABcIJfVoA+\\\n",
       "GSNAQPfQBB2GS81ggJ998omUliZ94xtm1eQ+PvrVr6VFGjhQamqSGhqkIUNsV4RE5tJ5z0c/BgCg\\\n",
       "cyfeAd5P4UeiERroLp/9KACAU/m1ATqEO8MDXUcAAuB7fm2ADuHO8EDXEYAA+JrnuTMCVF1ttw4g\\\n",
       "kdAEHYZLzWCAX+3eLWVlSeefL336qfT1P2tfaWszq0AfPCjV1krp6bYrQqJy6bzHCBAAX1u/3mwn\\\n",
       "T/Zn+JFMY3dhoXke+vsCCI8ABMDXTgxAfjZlitkSgIDI+DYAVVZWKicnR9nZ2Vq6dOlp99u4caOS\\\n",
       "k5P1/PPPx7A6ALHiSgAK/f3WrbNbB5AofNkD1NraqjFjxujVV19Venq6LrvsMpWXlys3N/eU/WbM\\\n",
       "mKF+/fqppKREc+fO7fB1l+ZCAT86csQsftjWJjU2mjun+9X+/WYRxHPOkb74Qjr7bNsVIRG5dN7z\\\n",
       "5QhQdXW1srKyNGLECKWkpKi4uFgVFRWn7Pfwww/rpptu0rBhwyxUCSDaNm0yKyWPG+fv8CNJgwdL\\\n",
       "Y8ZIX30l1dTYrgaIf74MQHV1dcrMzGx/nZGRobq6ulP2qaio0IIFCyQdT70A/MOV6a8QpsGAyPky\\\n",
       "AEUSZhYtWqQHH3xQSUlJ8jzPieE+wDWuBiAaoYEzS7ZdQDSkp6crGAy2vw4Gg8rIyOiwz7vvvqvi\\\n",
       "4mJJUkNDg1avXq2UlBRdf/31p7zfkiVL2p8XFRWpqKgoKnUD6F2uBSCuBEN3BAIBBQIB22XEnC+b\\\n",
       "oFtaWjRmzBhVVVUpLS1NBQUFnTZBh5SUlOi6667Td7/73Q7/3aVmMMBvamulzExzp/T9+/13E9TO\\\n",
       "tLRI550nHT4s1debxR+BrnDpvOfLHwnJyclatmyZZs6cqbFjx+rmm29Wbm6uysrKVFZWZrs8ADGw\\\n",
       "YYPZFha6EX4kc2f40P3OGAUCwvPlFJgkzZ49W7Nnz+7w3+bPn9/pvsuXL49FSQBiKNQI7Mr0V8iU\\\n",
       "KVIgYAJQJzP6AL7myO9FAFzz1ltm+61v2a0j1rgSDIiML3uAeotLc6GAnzQ1md6ftjbpwAGzGKIr\\\n",
       "PvtMGj5c6tfPLP6YkmK7IiQSl857jAAB8J0NG0xDcF6eW+FHMo3P2dkmBG7ZYrsaIH4RgAD4zptv\\\n",
       "mu3UqXbrsGXaNLN94w27dQDxjAAEwHdcD0Chv3foOAA4FT1AYbg0Fwr4xYlr4Xz6qemHcc2ePdKo\\\n",
       "Ueb+YPv2ubMMAHrOpfMe/ywA+MqWLSb8ZGe7GX4kacQIKT3dLAC5fbvtaoD4RAAC4CuhaZ8rrrBb\\\n",
       "h01JScf7gJgGAzpHAALgK6H1f1zt/wkJ/f1phAY6RwAC4BueRwN0yIkjQA60cwBdRgAC4Bt//rNp\\\n",
       "+r3gAmn0aNvV2JWbKw0ZItXVmaZoAB0RgAD4RiBgtlOnmj4Yl/Xpc7wPimkw4FQEIAC+UVVltldd\\\n",
       "ZbeOeBGaBluzxm4dQDwiAAHwhbY26bXXzPMrr7RbS7yYPt1sq6roAwJORgAC4AvvvSd9/rmUmSll\\\n",
       "ZdmuJj7k5Zk+oGBQ2rXLdjVAfCEAAfCFE6e/XO//CenT5/hoWOj4ADAIQAB8IXSCZ/qro6uvNttX\\\n",
       "X7VbBxBvuBdYGC7dEwVIZM3N5r5XX35pLvtOS7NdUfz4y1/MkgCDBpklAs46y3ZFiGcunfcYAQKQ\\\n",
       "8DZuNOEnJ4fwc7JRo6SRI6UDB6TNm21XA8QPAhCAhBea3mH6q3OhaTD6gIDjCEAAEt7q1WZ7zTV2\\\n",
       "64hXoQD0yit26wDiCT1AYbg0FwokqoYG6fzzpeRkaf9+6dxzbVcUf0LHKCXFLBXAMcLpuHTeYwQI\\\n",
       "QEJ7+WWzyN+3v82J/XSGDpUKCqRjx5gGA0IIQAAS2qpVZjt7tt064t2115rtSy/ZrQOIF0yBheHS\\\n",
       "UCCQiFpbzZ3fGxqkHTvMVWDo3KZN0sSJUnq6WRmaxSLRGZfOe4wAAUhY77xjws/IkdKYMbariW/5\\\n",
       "+dKFF5p1krZutV0NYB8BCEDCOnH6ixGN8JKSpDlzzHOmwQACEIAE9uKLZkv/T2ToAwKO83UAqqys\\\n",
       "VE5OjrKzs7V06dJTvv70008rLy9P48eP1+WXX66amhoLVQLojr17TV9L//7H17lBeFdfbS6FX7/e\\\n",
       "3BYDcJlvA1Bra6sWLlyoyspKbd++XeXl5dqxY0eHfUaNGqU33nhDNTU1uvfee3XHHXdYqhZAV/3f\\\n",
       "/5nttddK55xjt5ZEMWCACUGeJ73wgu1qALt8G4Cqq6uVlZWlESNGKCUlRcXFxaqoqOiwz5QpUzRw\\\n",
       "4EBJUmFhoWpra22UCqAbnnvObOfOtVtHornpJrNdscJuHYBtvg1AdXV1yszMbH+dkZGhurq60+7/\\\n",
       "6KOPak6oQxBAXPvkE2ntWqlvX/p/uuqGG8wd4auqzKrQgKt8G4CSunBJyOuvv67HHnus0z4hAPHn\\\n",
       "hRfMNM7MmWZaB5EbMsTcNLa1VVq50nY1gD3JtguIlvT0dAWDwfbXwWBQGRkZp+xXU1Oj0tJSVVZW\\\n",
       "atCgQZ2+15IlS9qfFxUVqaioqLfLBdAFzz9vtt/9rt06EtXf/Z25Meof/iCVlNiuBrYFAgEFAgHb\\\n",
       "ZcScb1eCbmlp0ZgxY1RVVaW0tDQVFBSovLxcubm57ft89NFHuvLKK/XUU09p8uTJp7yHSytiAoni\\\n",
       "s8+ktDSzrk19vTR4sO2KEs++fWYF7bPOMsfwNL/7wUEunfd8OwWWnJysZcuWaebMmRo7dqxuvvlm\\\n",
       "5ebmqqysTGVlZZKk+++/XwcOHNCCBQuUn5+vgoICy1UDOJNnnzXTN7NmEX66a9gwqahIam4+fjUd\\\n",
       "4BrfjgD1BpeSMJAoCgqkjRtNEPre92xXk7gee0yaN0+aNk1as8Z2NYgXLp33CEBhuPSNACSCDz80\\\n",
       "NzwdMMBM3aSm2q4ocR06ZKbBmpqk3bulUaNsV4R44NJ5z7dTYAD856mnzPammwg/PTVgwPE1lJ54\\\n",
       "wm4tgA0EIAAJobX1+In6Bz+wW4tf3Hab2f7P/0htbXZrAWKNAAQgIVRWSh99ZKZqWImid0yfLmVm\\\n",
       "mvuqvfmm7WqA2CIAAUgIX1+8qTvukPrwk6tX9OlzfBTod7+zWwsQazRBh+FSMxgQz4JBacQIs25N\\\n",
       "ba10/vm2K/KPvXul0aPNsQ0GpeHDbVcEm1w67/F7FIC497vfmR6VG28k/PS2ESOk664zawI98ojt\\\n",
       "aoDYYQQoDJeSMBCvjhyRLrpIamgw69VMm2a7Iv+pqpKuvtqssL13r5SSYrsi2OLSeY8RIABx7Ykn\\\n",
       "TPiZNEmaOtV2Nf505ZXS2LHSxx9LK1bYrgaIDQIQgLjV1ib9x3+Y5z//ubn/F3pfUpK0aJF5/u//\\\n",
       "ziXxcANTYGG4NBQIxKPnnzeL9X3zm9KuXVJysu2K/OvoUdMMXVcnVVRI119vuyLY4NJ5jxEgAHGp\\\n",
       "rU1avNg8//nPCT/R1revOc6S9KtfSQ6c/+A4RoDCcCkJA/Hm2Wel4mKzUN/OneYEjeg6fNhcFdbQ\\\n",
       "IL34onTttbYrQqy5dN5jBAhA3GlpOT76c++9hJ9Y6d9fuvtu8/xf/sXcfgTwKwIQgLhTVmbu/D5q\\\n",
       "lPSjH9muxi3/+I9mFGjbNnOPMMCvmAILw6WhQCBefP65lJ0tHThgmqBvvNF2Re555hnp1lvNukA7\\\n",
       "dkjf+IbtihArLp33GAECEFd++UsTfq6+Wvrbv7VdjZuKi6XCQrMu0L332q4GiA5GgMJwKQkD8WDN\\\n",
       "GnOn97POkmpqzOJ8sGPrVmniRHM13oYN0mWX2a4IseDSeY8RIABx4csvpZIS8/yeewg/tuXlST/9\\\n",
       "qbkcvqTE3JIE8BNGgMJwKQkDtt1xh7np6YQJZsTh7LNtV4TDh80o0Icfmubo3/7WdkWINpfOewSg\\\n",
       "MFz6RgBsWr5cuv12c7n7hg1m9AHxYfNm0w/U3GzuEzZ3ru2KEE0unfeYAgNg1TvvSAsWmOf//d+E\\\n",
       "n3iTny/9+tfm+Q9/aAIR4AeMAIXhUhIGbNi5U7r8cmnfPunv/95MgSH+eJ5Zj+mJJ6T0dGndOrNC\\\n",
       "N/zHpfMeASgMl74RgFj76CNzxdeePdI110h//CN9P/Hs6FFpxgzpzTfNTVMDASkjw3ZV6G0unfeY\\\n",
       "AgMQcx98YEZ+9uyRCgqk554j/MS7vn2llStNU/Tu3Sa87tpluyqg+whAAGLq5ZdN+Kmtla64QvrT\\\n",
       "n6Rzz7VdFSJx3nnSK68cD0GTJ5sRISAREYAAxMSxY+YGp7NmSfv3S9/5jgk/551nuzJ0xaBB0uuv\\\n",
       "S3PmmNuWTJ8u/du/ceNUJB4CEICoW7dOuvRS6f77zeslS6SKCqlfP6tloZsGDDD///7pn0zwufde\\\n",
       "c6n8unW2KwMi59sAVFlZqZycHGVnZ2vp0qWd7nPnnXcqOztbeXl52sy1nUCv27xZuuEG6VvfMncX\\\n",
       "z8qSqqrMSFAf3/70cUNysrk8/uWXTTP0u++a/8/FxdKWLbarA87Mlz+CWltbtXDhQlVWVmr79u0q\\\n",
       "Ly/Xjh07OuyzatUq7dq1Szt37tQjjzyiBaGFSAD0yMGD5nLpqVPNqM/KlVJqqnT33eb+XtOn264Q\\\n",
       "vWnGDNPUfs89ppH92WfN2kFXXSU9+aS5xQkQj5JtFxAN1dXVysrK0ogRIyRJxcXFqqioUG5ubvs+\\\n",
       "K1eu1G233SZJKiwsVGNjo+rr6zV8+HAbJQMJ68gR8xv/unXS6tXmhqbNzeZr554rlZZK//zP0gUX\\\n",
       "2K0T0dO/v+kDuuMO6b/+S3rkEem118wjNVX69rdNUCoqki6+2FxRBtjmywBUV1enzBNW6crIyNCG\\\n",
       "DRvOuE9tbS0BCDhJU5PU0GAWK2xokIJBcwXQ7t3Sn/9sprZaWo7v36ePGf354Q+lm282/SJww0UX\\\n",
       "Sf/5n6Yn6H//V3rqKemtt6TKSvOQzNTZ2LHSuHHSyJHSN79pHsOHS4MHm0e/ftLXy9EAUePLAJQU\\\n",
       "4b+ckxd6Ot2fKy3t7M+Ge9+u/fdYvl881NDb7xcPNfT2+8WyhrY26auvzEjOyY+mJvO1cPr0MSez\\\n",
       "ggIzvTV7tjRkSPg/A38bNEiaP9886uulV181l89v2GBurFpTYx6n07evNHCgGT065xzzOPH5WWeZ\\\n",
       "77vQI9zrngapnvx5m5+NM/NlAEpPT1cwGGx/HQwGlXHSkqUn71NbW6v09PRO3+/3v19ywquirx+A\\\n",
       "G84+Wxo2TBo61GwvvNCsBBx6XHIJ6/jg9IYPl2691Twkc4f5996TduyQ/vpXae9es21oMMsj7N9v\\\n",
       "Qvdnn1kt2zGBrx9u8eWtMFpaWjRmzBhVVVUpLS1NBQUFKi8v79ADtGrVKi1btkyrVq3S+vXrtWjR\\\n",
       "Iq1fv75NrcxeAAAGQklEQVTD+4RGhB55pPNDFC6dn+5r3fkzvf1+8VBDb79fPNTQ2+8XqxqSko7/\\\n",
       "ht3Zg+kIxNqRI9IXX5ggFBqdPHHb1nb80dp6+tc9XZuoJ2fHnp5ZbZ2Z589351YYvgxAkrR69Wot\\\n",
       "WrRIra2tmjdvnu666y6VlZVJkubPny9J7VeK9e/fX8uXL9ell17a4T1cuicKAAAunfd8G4B6g0vf\\\n",
       "CAAAuHTe8+U6QAAAAOEQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEA\\\n",
       "AQAA5xCAAACAcwhAAADAOQQgWBcIBGyX4ASOc/RxjKOPY4zeQgCCdfxAiw2Oc/RxjKOPY4zeQgAC\\\n",
       "AADOSfJcuOd9NyUlJdkuAQCAmHMhGjACBAAAnJNsu4B45kICBgDARYwAAQAA5xCAAACAcwhAX6us\\\n",
       "rFROTo6ys7O1dOnSTve58847lZ2drby8PG3evDnGFSa+Mx3jp59+Wnl5eRo/frwuv/xy1dTUWKgy\\\n",
       "sUXyfSxJGzduVHJysp5//vkYVucPkRzjQCCg/Px8jRs3TkVFRbEt0CfOdJwbGho0a9YsTZgwQePG\\\n",
       "jdPjjz8e+yIT2O23367hw4frkksuOe0+vj/nefBaWlq80aNHe3v27PGOHTvm5eXledu3b++wz0sv\\\n",
       "veTNnj3b8zzPW79+vVdYWGij1IQVyTFeu3at19jY6Hme561evZpj3EWRHOPQftOnT/euvfZab8WK\\\n",
       "FRYqTVyRHOMDBw54Y8eO9YLBoOd5nrdv3z4bpSa0SI7z4sWLvV/84hee55ljPHjwYK+5udlGuQnp\\\n",
       "jTfe8DZt2uSNGzeu06+7cM5jBEhSdXW1srKyNGLECKWkpKi4uFgVFRUd9lm5cqVuu+02SVJhYaEa\\\n",
       "GxtVX19vo9yEFMkxnjJligYOHCjJHOPa2lobpSasSI6xJD388MO66aabNGzYMAtVJrZIjvEzzzyj\\\n",
       "uXPnKiMjQ5I0dOhQG6UmtEiO84UXXqiDBw9Kkg4ePKghQ4YoOZnreiI1depUDRo06LRfd+GcRwCS\\\n",
       "VFdXp8zMzPbXGRkZqqurO+M+nKAjF8kxPtGjjz6qOXPmxKI034j0+7iiokILFiyQxFpXXRXJMd65\\\n",
       "c6f279+v6dOna9KkSXryySdjXWbCi+Q4l5aWatu2bUpLS1NeXp4eeuihWJfpay6c84jLivwk4J10\\\n",
       "WTwnj8h15Vi9/vrreuyxx/T2229HsSL/ieQYL1q0SA8++KCSkpLkeR5LPXRRJMe4ublZmzZtUlVV\\\n",
       "lZqamjRlyhRNnjxZ2dnZMajQHyI5zg888IAmTJigQCCg3bt3a8aMGdq6dasGDBgQgwrd4PdzHgFI\\\n",
       "Unp6uoLBYPvrYDDYPnx9un1qa2uVnp4esxoTXSTHWJJqampUWlqqysrKsMOzOFUkx/jdd99VcXGx\\\n",
       "JNNEunr1aqWkpOj666+Paa2JKpJjnJmZqaFDhyo1NVWpqamaNm2atm7dSgDqgkiO89q1a3XPPfdI\\\n",
       "kkaPHq2RI0fqww8/1KRJk2Jaq185cc6z24IUH5qbm71Ro0Z5e/bs8Y4ePXrGJuh169b5siEsmiI5\\\n",
       "xn/961+90aNHe+vWrbNUZWKL5Bif6Ec/+pH33HPPxbDCxBfJMd6xY4d31VVXeS0tLd7hw4e9cePG\\\n",
       "edu2bbNUcWKK5Dj/5Cc/8ZYsWeJ5nud9+umnXnp6uvf555/bKDdh7dmzJ6ImaL+e8xgBkpScnKxl\\\n",
       "y5Zp5syZam1t1bx585Sbm6uysjJJ0vz58zVnzhytWrVKWVlZ6t+/v5YvX2656sQSyTG+//77deDA\\\n",
       "gfb+lJSUFFVXV9ssO6FEcozRM5Ec45ycHM2aNUvjx49Xnz59VFpaqrFjx1quPLFEcpzvvvtulZSU\\\n",
       "KC8vT21tbfr1r3+twYMHW648cdxyyy1as2aNGhoalJmZqfvuu0/Nzc2S3DnncTNUAADgHK4CAwAA\\\n",
       "ziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAA\\\n",
       "AIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkE\\\n",
       "IAAA4BwCEAAAcA4BCAAAOOf/AUdKziRRZ5QsAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[21] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X10VdWdxvEnkKiIioEgkpcWJJEkDQQEA5QFDaIFtFqr\\\n",
       "jsYuW0oZSqmpg7bzYh0HbNfYUrvW1DFtJ06rdhjMapfWho4htY0ErRBBeYmSCAioSRQkAvIueTnz\\\n",
       "x/aEBEK4gXvvvvfs72etu865zeHen7uR/bjPPnsneJ7nCQAAwCF9bBcAAAAQbQQgAADgHAIQAABw\\\n",
       "DgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQA\\\n",
       "AJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEA\\\n",
       "AQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwTqLtAmJZQkKC7RIAAIg6z/NslxBxjAABAADnEIBC\\\n",
       "4Hkerwi+Fi1aZL0GF160M20chBdtHNmXSwhAAADAOQQgAADgHAIQrCssLLRdghNo58ijjSOPNka4\\\n",
       "JHiu3fTrBf8pMJoIAOACl/o9RoAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIA\\\n",
       "AM4JbAD65je/qSFDhmjUqFGnveaee+5RVlaW8vPztWHDhihWBwAAbApsAJozZ44qKytP+/OKigq9\\\n",
       "/fbb2rZtmx5//HEtWLAgitUBAACbAhuApkyZouTk5NP+fPny5Zo9e7YkacKECdq/f792794drfIA\\\n",
       "AIBFgQ1AZ9LU1KSMjIyO9+np6WpsbLRYEQAAiJZE2wXYdPJeJ/4eKAAQSQcPSsuWSfX1UkaG9NWv\\\n",
       "SqmptqsC3OJsAEpLS1NDQ0PH+8bGRqWlpXV77eLFizvOCwsL2Y0YwFlbtUq6/Xbpww9P/G8PPij9\\\n",
       "8pfSnDn26oK7qqurVV1dbbuMqAv0bvDvvPOObrzxRr3xxhun/KyiokIlJSWqqKhQTU2NFi5cqJqa\\\n",
       "mi7XuLQrLoDIe/ll6dprpePHpYkTpZtvltaskcrLzc8ff1yaN89ujXCbS/1eYAPQnXfeqVWrVqm5\\\n",
       "uVlDhgzRQw89pJaWFknS/PnzJUnFxcWqrKxU//799eSTT+qqq67q8hku/SIAiKzmZik3V9qzx4Sc\\\n",
       "X/1K6tvX/Oyxx6R77jHvV6+WCgrs1gp3udTvBTYAhYNLvwgAIuuuu8y8n8JC6a9/PRF+fPfeK/38\\\n",
       "51JOjrRxo3TeeVbKhONc6vcIQD1w6RcBQOSsXCldc43Ur5/0xhvSiBGnXnP0qDRmjLR1q1RSIt19\\\n",
       "d/TrBFzq95x9DB4AosHzpEWLzPkPftB9+JFMOPrxj835j34kHToUnfoAVxGAACCCVq40k5+Tk808\\\n",
       "n5585Stm/s/u3dJ//Vd06gNcRQACgAh65BFzvO8+6ZJLer42IcE8Ei+Z22BtbZGtDXAZc4B64NK9\\\n",
       "UADht2OHlJlpJjQ3NUmDBp35z7S3S1deKW3fLj33nHlUHogWl/o9RoAAIEIef9zMAbr99tDCjyT1\\\n",
       "6SMVF5vzkpLI1Qa4jhGgHriUhAGEV0uLlJZm1v1ZvVqaNCn0P7t/v3T55WbBxPfek9LTI1cn0JlL\\\n",
       "/R4jQAAQAS++aMLPyJFm1efeuPRS6cYbzejRsmWRqQ9wHQEIACLgd78zx6IiM7m5t+66yxyXLjVB\\\n",
       "CEB4cQusBy4NBQIIn+PHpSFDzK2sujqzuvPZfMbQodLevWbxxLy88NcJnMylfo8RIAAIsxdeMOFn\\\n",
       "1KizCz+SeXLsy1825/5mqQDChwAEAGH2+9+b4x13nNvn+I/A//GP5/Y5AE7FLbAeuDQUCCA82tqk\\\n",
       "wYOlffukt94yk6DP1tGjUkqKdOSIeRosIyN8dQLdcanfYwQIAMKopsaEn8zMcws/ktkfbMYMc758\\\n",
       "+bnXBuAEAhAAhFFFhTlef314Ps+fB8RtMCC8CEAAEEZ+ALrhhvB83pe+ZB6jX7VKOnw4PJ8JgAAE\\\n",
       "AGHT1CRt3ChdeKE0dWp4PnPQIGn8eLOy9KpV4flMAAQgAAibFSvMcfp06YILwve5X/yiOf7lL+H7\\\n",
       "TMB1BCAACBM/oMyaFd7Pve66rp8P4NzxGHwPXHocEMC58Tyz+vOePef++PvJjh+XBg40c4AaG80m\\\n",
       "q0AkuNTvMQIEAGGwebMJP0OHSldeGd7PPu88qbDQnP/1r+H9bMBVBCAACIOVK83xmmvObvPTM+E2\\\n",
       "GBBeBCAACAM/AE2bFpnPnz7dHKur2R0eCAfmAPXApXuhAM5ee7vZ/mLvXmn7dumKKyL7HTt2SMOH\\\n",
       "h/87AJf6PUaAAOAc1daaYPKZz0QumPTpI02ZYs5feiky3wG4hAAEAOeo8+2vSMz/8fmLK778cuS+\\\n",
       "A3AFAQgAzlGk5//4/ADECBBw7pgD1AOX7oUCODud5+bs3CkNGxa572ptlZKTpUOHpPffN4/cA+Hk\\\n",
       "Ur/HCBAAnIOtW034SU2VPvvZyH5XYqI0ebI55zYYcG4CG4AqKyuVnZ2trKwsLVmy5JSfNzc3a+bM\\\n",
       "mRozZozy8vL01FNPRb9IAHFv9Wpz/PznIzv/x8dEaCA8AhmA2traVFxcrMrKStXV1amsrEz19fVd\\\n",
       "rikpKdHYsWO1ceNGVVdX63vf+55aW1stVQwgXnUOQNHgzwNiZ3jg3AQyAK1du1aZmZkaNmyYkpKS\\\n",
       "VFRUpPLy8i7XDB06VAcOHJAkHThwQIMGDVJiYqKNcgHEsWgHoKuvNltjbN4sffxxdL4TCKJABqCm\\\n",
       "piZlZGR0vE9PT1dTU1OXa+bNm6fNmzcrNTVV+fn5evTRR6NdJoA4t3evVF8vnX++NHZsdL7zggvM\\\n",
       "d3metG5ddL4TCKJABqCEEG7EP/zwwxozZozef/99bdy4UXfffbcOHjwYheoABEVNjTn6ozLRMnFi\\\n",
       "1+8H0HuBvOeTlpamhoaGjvcNDQ1KT0/vcs3q1av1wAMPSJJGjBih4cOHa8uWLRo/fvwpn7d48eKO\\\n",
       "88LCQhX62zIDcFq0b3/5Jk6UHn2UAITwqK6uVnV1te0yoi6Q6wC1trZq5MiRqqqqUmpqqgoKClRW\\\n",
       "VqacnJyOa+677z4NGDBAixYt0u7duzVu3DjV1tZq4MCBHde4tB4CgN675hqzCOJzz0k33xy9733n\\\n",
       "HbPlxqBB0p490Xn6DG5wqd8LZACSpBUrVmjhwoVqa2vT3Llzdf/996u0tFSSNH/+fDU3N2vOnDl6\\\n",
       "77331N7ervvvv19f/epXu3yGS78IAHqntVUaMEA6ckTatUsaMiR63+15ZhHE3bulbdukzMzofTeC\\\n",
       "zaV+L7ABKBxc+kUA0Dvr10vjxkkjRkhvvx3977/5Zqm8XFq6VLrrruh/P4LJpX4vkJOgASDSbM3/\\\n",
       "8TERGjg3BCAAOAuvvWaOEybY+X4/AK1ZY+f7gXhHAAKAs+AHoG4eHI2K8eOlPn2kTZvMPCQAvUMA\\\n",
       "AoBeOnzYLICYmCiNHm2nhosukkaNktrapNdft1MDEM8IQADQSxs3Su3tUl6e1K+fvTqYBwScPQIQ\\\n",
       "APSSf/tr3Di7dfjzj1591W4dQDwiAAFAL9me/+O7+mpz5BYY0HsEIADopVgJQDk50oUXmpWhm5vt\\\n",
       "1gLEGwIQAPTCwYPSli1SUpKZhGxT377SVVeZc0aBgN4hAAFAL2zYYLaiGDVKOv9829WcGIVat85u\\\n",
       "HUC8IQABQC/Eyu0vn1+HXxeA0BCAAKAX/FtNBCAgvhGAAKAXYuUReF9WlnTJJVJTk/TBB7arAeIH\\\n",
       "AQgAQvTxx9LWrdJ555lFEGNBnz4nwhgToYHQEYAAIETr15tjfr4JQbGC22BA7xGAACBE/ghLrNz+\\\n",
       "8vEkGNB7BCAACFGsPQHm6zwC5Hl2awHiBQEIAEIUqwFo+HApOVn68EOpsdF2NUB8IAABQAj27ZO2\\\n",
       "b5cuuEDKzbVdTVcJCcwDAnqLAAQAIeg8ATopyW4t3SEAAb1DAAKAEMTq7S+fvzM8AQgIDQEIAEIQ\\\n",
       "6wGIidBA7xCAACAEsfoIvC89XbrsMmnvXmnnTtvVALGPAAQAZ/DRRyZU9Osn5eTYrqZ7nSdCsyI0\\\n",
       "cGYEIAA4Az9QjB0rJSbaraUn/ugU84CAMyMAAcAZxNoO8KfDCBAQOgIQAJxBrO0AfzqdN0VlIjTQ\\\n",
       "MwIQAJxBrD8B5ktNlS6/XNq/X9qxw3Y1QGwLbACqrKxUdna2srKytGTJkm6vqa6u1tixY5WXl6fC\\\n",
       "wsLoFgggLuzZI733ntS/vzRypO1qepaQwDwgIFSBDEBtbW0qLi5WZWWl6urqVFZWpvr6+i7X7N+/\\\n",
       "X3fffbf+9Kc/6c0339QzzzxjqVoAsazzBOi+fe3WEgrmAQGhCWQAWrt2rTIzMzVs2DAlJSWpqKhI\\\n",
       "5eXlXa55+umndeuttyo9PV2SlJKSYqNUADEuXm5/+RgBAkITyADU1NSkjIyMjvfp6elqamrqcs22\\\n",
       "bdu0d+9eTZs2TePHj9fSpUujXSaAOBCvAWj9eqm93W4tQCyL4RUtzl5CQsIZr2lpadH69etVVVWl\\\n",
       "I0eOaNKkSZo4caKysrKiUCGAeBEvj8D7UlOloUOlDz4wu9fzVxrQvUAGoLS0NDU0NHS8b2ho6LjV\\\n",
       "5cvIyFBKSor69eunfv36aerUqdq0aVO3AWjx4sUd54WFhUyYBhyxa5fU2ChdfHF8BYnx46U//cmE\\\n",
       "t3iqG3ZUV1erurradhlRl+B5wVstorW1VSNHjlRVVZVSU1NVUFCgsrIy5XRaw/6tt95ScXGx/vzn\\\n",
       "P+uTTz7RhAkT9Lvf/U65ubkd1/gjSQFsIgAheP556Utfkr7wBSme+oeHHpIWL5a+9z3pZz+zXQ3i\\\n",
       "iUv9XiBHgBITE1VSUqIZM2aora1Nc+fOVU5OjkpLSyVJ8+fPV3Z2tmbOnKnRo0erT58+mjdvXpfw\\\n",
       "AwDxNv/H13lneADdC+QIULi4lIQBnOqmm8ytpKeflu6803Y1odu1y8wDuvhisyhin0A+7oJIcKnf\\\n",
       "418LADiNeB0BuvxyKS1NOnhQ2rbNdjVAbCIAAUA33n/fPEk1YIA0YoTtanqv875gAE5FAAKAbvjB\\\n",
       "Ydy4+LyFxDwgoGdx+K81AERevOwAfzqMAAE9IwABQDfidf6PjxWhgZ4RgADgJJ4X/wFoyBApPV06\\\n",
       "dEjautV2NUDsIQABwEmamqQPP5SSk6Xhw21Xc/aYBwScHgEIAE7Sef5PCFsLxizmAQGnRwACgJOs\\\n",
       "W2eO8Xr7y8cIEHB6BCAAOIkfGK6+2m4d58ofAdqwQWprs1sLEGsIQADQSRAmQPsGD5Y+8xnp8GFp\\\n",
       "yxbb1QCxhQAEAJ3s2CHt3StddpmUkWG7mnPHPCCgewQgAOik8+2veJ4A7WMeENA9AhAAdBKUCdA+\\\n",
       "RoCA7hGAAKATPwDF+wRoHxOhge4RgADgU21tJ0ZKghKAUlKkz35WOnJEeust29UAsYMABACf2rLF\\\n",
       "PDH1mc+YSdBBwTwg4FQEIAD4VNDm//iYBwScigAEAJ8K2vwfHyNAwKkIQADwqaCsAH0yfwRo40ap\\\n",
       "tdVuLUCsIAABgKTjx01AkE4EhqAYONDsan/0qFRfb7saIDYQgABA0ptvSp98ImVlSZdearua8PNv\\\n",
       "gzEPCDAIQACg4M7/8fmjWswDAgwCEAAouPN/fP4IkB/0ANcRgABAwX0E3jd+vNnbbONGc6sPcB0B\\\n",
       "CIDzjhwxc4D69JHGjrVdTWQMGCDl5prJ3hs22K4GsI8ABMB5r71mtsEYPVrq3992NZEzcaI51tTY\\\n",
       "rQOIBQQgAM7zA4EfEIKKAAScENgAVFlZqezsbGVlZWnJkiWnvW7dunVKTEzUH/7whyhWByCW+IFg\\\n",
       "0iS7dUQaAQg4IZABqK2tTcXFxaqsrFRdXZ3KyspU383qX21tbfrnf/5nzZw5U57nWagUgG2eJ61Z\\\n",
       "Y86DPgKUkyNdfLH07rvSBx/YrgawK5ABaO3atcrMzNSwYcOUlJSkoqIilZeXn3LdY489pttuu02D\\\n",
       "Bw+2UCWAWPDee9KuXVJyslkEMcj69pUKCsz5q6/arQWwLZABqKmpSRkZGR3v09PT1dTUdMo15eXl\\\n",
       "WrBggSQpISEhqjUCiA2d5/+48NcAt8EAI5ABKJQws3DhQv3kJz9RQkKCPM/jFhjgKFfm//j8AOTf\\\n",
       "9gNclWi7gEhIS0tTQ0NDx/uGhgalp6d3ueb1119XUVGRJKm5uVkrVqxQUlKSbrrpplM+b/HixR3n\\\n",
       "hYWFKiwsjEjdAKLPlfk/Pv+fc906szN8YiB7AfRGdXW1qqurbZcRdQleAIc+WltbNXLkSFVVVSk1\\\n",
       "NVUFBQUqKytTTk5Ot9fPmTNHN954o2655ZYu/7s/khTAJgIgsyLyJZdILS3Svn1msUAXZGVJb78t\\\n",
       "rV8f3IUfcXZc6vcCeQssMTFRJSUlmjFjhnJzc3XHHXcoJydHpaWlKi0ttV0egBixYYNZGTk3153w\\\n",
       "IzEPCJACOgIULi4lYcBFP/+5dO+90ty50q9/bbua6PnFL6TiYunrX5d++1vb1SCWuNTvBXIECABC\\\n",
       "sXq1Oboy/8fHRGiAEaAeuZSEAdd4npSaatYAqqsziwS6oqVFuvRSswnsrl3SkCG2K0KscKnfYwQI\\\n",
       "gJO2bzedf0qKlJ1tu5roSko68dj/3/5mtxbAFgIQACe9/LI5TpnixgKIJ5syxRz9dgBcQwAC4KTO\\\n",
       "AchF/j/3Sy/ZrQOwhQAEwEmuB6CJE80iiJs2SQcO2K4GiD4CEADnfPCBWQjwooukMWNsV2PHhRdK\\\n",
       "48dL7e0nnoYDXEIAAuAcf/Tn8593eysI5gHBZQQgAM5x/faXj3lAcBkBCIBzCEDG5MnmuHatdOyY\\\n",
       "3VqAaCMAAXDK/v1Sba1ZC6egwHY1dg0cKOXlmf3Q1q2zXQ0QXQQgAE555RWzCvTVV0v9+tmuxr6p\\\n",
       "U82R22BwDQEIgFNefNEcCwutlhEz/AC0cqXdOoBoIwABcEpVlTlOn263jlhxzTXm+MorzAOCWwhA\\\n",
       "AJyxZ49Z+O+CC8wj8JAGD5by8034YT0guIQABMAZ/m2eyZNNCILhj4b5o2OACwhAAJzx17+aI7e/\\\n",
       "uvLbw28fwAUJnud5touIVQmfbhFNEwHBMGKEtGOH9OqrPALf2aFDUnKy2Rbjo4+kSy+1XRFscanf\\\n",
       "YwQIgBPeeceEnwEDpHHjbFcTWy66yGyO2t4urVpluxogOghAAJzgz28pLJT69rVaSky69lpzZB4Q\\\n",
       "XEEAAuCEF14wR+b/dM9vF7+dgKBjDlAPXLoXCgRZa6uUkiJ9/LG0bZuUmWm7otjT0mIeif/4Y2n7\\\n",
       "dumKK2xXBBtc6vcYAQIQeGvWmI79yisJP6eTlCTNmGHOKyrs1gJEAwEIQOD5Hfr119utI9b57UMA\\\n",
       "ggsIQAAC7/nnzfGGG+zWEetmzjTHlSulI0fs1gJEGgEIQKA1NEhvvCH17y9NmWK7mtg2ZIh09dVm\\\n",
       "Www2R0XQEYAABNqKFeZ47bXS+efbrSUecBsMriAAAQg0//YX839C498mfP55yYEHgeCwQAegyspK\\\n",
       "ZWdnKysrS0uWLDnl58uWLVN+fr5Gjx6tyZMnq7a21kKVACLl8GHpL38x58z/Cc24ceZW2LvvSvyV\\\n",
       "iCALbABqa2tTcXGxKisrVVdXp7KyMtXX13e55oorrtBLL72k2tpaPfjgg/rWt75lqVoAkbBihXT0\\\n",
       "qNnmIS3NdjXxoU8f6eabzfkzz9itBYikwAagtWvXKjMzU8OGDVNSUpKKiopUXl7e5ZpJkyZpwIAB\\\n",
       "kqQJEyaosbHRRqkAIsTvwG+91W4d8ea228zx2Wft1gFEUmADUFNTkzIyMjrep6enq6mp6bTX/+Y3\\\n",
       "v9H1TBIAAuPYsRPzfwhAvfOFL0gDB0r19VJdne1qgMgIbADyl/MOxcqVK/XEE090O08IQHx64QXp\\\n",
       "0CHpqquk4cNtVxNfkpJO3AZjFAhBlWi7gEhJS0tTQ0NDx/uGhgalp6efcl1tba3mzZunyspKJScn\\\n",
       "d/tZixcv7jgvLCxUYWFhuMsFEGZ+x83oz9m59VbpiSfMbcQHH7RdDSKpurpa1dXVtsuIusBuhtra\\\n",
       "2qqRI0eqqqpKqampKigoUFlZmXJycjquee+993TNNdfof//3fzVx4sRTPsOlTeGAIDl+3DzJtH+/\\\n",
       "9NZb0siRtiuKP598Ytrw44+lrVulrCzbFSEaXOr3AnsLLDExUSUlJZoxY4Zyc3N1xx13KCcnR6Wl\\\n",
       "pSotLZUk/fCHP9S+ffu0YMECjR07VgUFBZarBhAOFRUm/IweTfg5W+efL335y+Z82TK7tQCRENgR\\\n",
       "oHBwKQkDQXLLLdJzz0mPPCJ9//u2q4lfVVVmBe3hw6W33zaPyCPYXOr3CEA9cOkXAQiKvXulyy+X\\\n",
       "2trMPmCpqbYril9tbdKwYVJjo7RqlTR1qu2KEGku9XvkeQCB8vvfSy0tZuSC8HNu+vaVvvY1c/4/\\\n",
       "/2O3FiDcCEAAAuW3vzVHv+PGufn6183x97+XjhyxWwsQTgQgAIFRWyvV1EiXXCJ95Su2qwmG7Gyp\\\n",
       "oEA6eNDMqwKCggAEIDA+fcBTX/+61L+/3VqC5BvfMEe/fYEgYBJ0D1yaDAbEu0OHzJyfgwelN96Q\\\n",
       "8vJsVxQcBw+azWQPHpQ2bTLLCyCYXOr3GAECEAhlZaaDnjyZ8BNuF18szZ5tzn/xC7u1AOHCCFAP\\\n",
       "XErCQDxrb5dGjTIbdy5dKt11l+2Kgqe+XsrNlS68UGpqki691HZFiASX+j1GgADEvRUrTPhJS5Nu\\\n",
       "v912NcGUkyNNn26eBGMuEIKAAAQg7j3yiDnee6903nl2awmyf/xHc/yP/5COHrVbC3CuCEAA4tra\\\n",
       "tWaV4ksukebNs11NsH3xi9LYsdLu3dJTT9muBjg3BCAAcW3RInNcsMCEIEROQoJ0//3m/Kc/NStu\\\n",
       "A/GKSdA9cGkyGBCP/vY3acoU85TSjh1SSortioKvrU363OekLVukX/1K+va3bVeEcHKp32MECEBc\\\n",
       "8jzpgQfM+b33En6ipW9f6d//3ZwvXmzWXwLiEQEIQFz6v/+TXnpJSk6W7rvPdjVuueUWsz3G7t1m\\\n",
       "QjQQj7gF1gOXhgKBeHLsmLkNs2OH6YAXLrRdkXuqq6Vp08yWI/X1UkaG7YoQDi71e4wAAYg7P/uZ\\\n",
       "CT+f+5x09922q3FTYaF0663S4cPSP/yD7WqA3mMEqAcuJWEgXrz1lnkU+9gx6cUXzSgE7GhsNAsk\\\n",
       "HjokLV8u3Xij7Ypwrlzq9xgBAhA3WlvNTu/Hjpm9qQg/dqWnSz/6kTn/1rek5ma79QC9QQACEDce\\\n",
       "flhat87MN3n0UdvVQJK++12zFMGuXdLf/715Og+IB9wC64FLQ4FArPvzn6VZs0wH+5e/SNdea7si\\\n",
       "+N59V8rPlz7+WPr5z5kTFM9c6vcYAQIQ83bskO6804SfRYsIP7Hms5+V/vu/zfl990kvvGC3HiAU\\\n",
       "BCAAMW33bmnmTGnfPulLX5L+7d9sV4Tu/N3fSf/6r1J7u3T77VJtre2KgJ5xC6wHLg0FArFo715p\\\n",
       "+nRp40ZpzBiz9syAAbarwun44efZZ6XBg83/X7m5tqtCb7jU7zECBCAmNTZKU6ea8HPllWYOEOEn\\\n",
       "tvXpIy1bJs2YIe3ZY57Se+0121UB3SMAAYg5r70mff7z0ubNZp2ZqirpsstsV4VQnH++9Nxz0nXX\\\n",
       "SR9+KH3hC9If/2i7KuBUBCAAMaO9XSopkSZPlhoapEmTpJdfNuvNIH7062f2aps9WzpyRPrKV8yT\\\n",
       "YceO2a4MOIEABCAmvPmmWU/mu9+Vjh+XvvMdaeVKadAg25XhbJx3nvTkk9Ijj0iJidJ//qc0erRU\\\n",
       "WWm7MsAIbACqrKxUdna2srKytGTJkm6vueeee5SVlaX8/Hxt2LAhyhUCkKStW83qzvn50urV0tCh\\\n",
       "0jPPSL/4hbmdgviVkCB9//vSK69I2dnStm1mLadZs8zIHmBTIANQW1ubiouLVVlZqbq6OpWVlam+\\\n",
       "vr7LNRUVFXr77be1bds2Pf7441qwYIGlagH3HD1qQs6sWaZjXLrUTKD9znekujqzySaCo6BA2rTJ\\\n",
       "jAZddJEZBZo6VZo4USotNUscANEWyAC0du1aZWZmatiwYUpKSlJRUZHKy8u7XLN8+XLNnj1bkjRh\\\n",
       "wgTt379fu3fvtlEuEHjHj0vr10u//KXZMHPQILNuTGWllJRktlDYutWM+lx6qe1qEQnnnWdGg3bu\\\n",
       "NGs5JSdLr74qffvb0pAhZnf5H/9YWrPG7DAPRFqi7QIioampSRkZGR3v09PT9eqrr57xmsbGRg0Z\\\n",
       "MiRqdQJBceyY2QjTfzU2Stu3mxWct20zi+J98knXPzNunPS1r0l33cU8H5ekpEgPPST90z+Zp8V+\\\n",
       "+1vpxRelVavMSzKjgSNHSqNGScOHS8OGmddll5nflUGDpP79zS024GwFMgAlhPhvxckLPZ3uz82b\\\n",
       "d7o/39NnR/dn1EM9kaynvd3ctjp61ISdzudHjpjXmVx5pXT11WZtmFmzpNTUM/8ZBFf//ib83nWX\\\n",
       "uQX24otmC42aGnMbtL7evE4nKcmsC9Wvn3ldcMGJ4wUXSH37miDVp0/P5wkJoQep3gQum5+J0AQy\\\n",
       "AKWlpamhoaHjfUNDg9JPeo725GsaGxuVlpbW7ef9+teLO70r/PQFwJeUZFb+TUkx/3U+dKg0YoR0\\\n",
       "xRXmNXo0t7ZwesnJZt6XP/fr2DHpjTekLVukd94xr3ffNYsr7t0rffSRCd3NzTarDpLqT19uCeRW\\\n",
       "GK2trRo5cqSqqqqUmpqqgoIClZWVKScnp+OaiooKlZSUqKKiQjU1NVq4cKFqamq6fI4/IvT446dv\\\n",
       "op4SebR/Rj3UE6l6EhJO/S/tzi9uRyDajh0zu88fO3bqqOSxY2bUsq3NHHs6b28P7ft601OGem0k\\\n",
       "PvNczZ/vzlYYgQxAkrRixQotXLhQbW1tmjt3ru6//36VlpZKkubPny9JHU+K9e/fX08++aSuuuqq\\\n",
       "Lp/h0p4oAAC41O8FNgCFg0u/CAAAuNTvBfIxeAAAgJ4QgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4B\\\n",
       "CAAAOIdQSIUVAAAFeklEQVQABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgWFddXW27BCfQ\\\n",
       "zpFHG0cebYxwIQDBOv5Ciw7aOfJo48ijjREuBCAAAOCcBM+FPe/PUkJCgu0SAACIOheiASNAAADA\\\n",
       "OYm2C4hlLiRgAABcxAgQAABwDgEIAAA4hwD0qcrKSmVnZysrK0tLlizp9pp77rlHWVlZys/P14YN\\\n",
       "G6JcYfw7UxsvW7ZM+fn5Gj16tCZPnqza2loLVca3UH6PJWndunVKTEzUH/7whyhWFwyhtHF1dbXG\\\n",
       "jh2rvLw8FRYWRrfAgDhTOzc3N2vmzJkaM2aM8vLy9NRTT0W/yDj2zW9+U0OGDNGoUaNOe03g+zwP\\\n",
       "XmtrqzdixAhv586d3vHjx738/Hyvrq6uyzXPP/+8N2vWLM/zPK+mpsabMGGCjVLjVihtvHr1am//\\\n",
       "/v2e53neihUraONeCqWN/eumTZvm3XDDDd4zzzxjodL4FUob79u3z8vNzfUaGho8z/O8PXv22Cg1\\\n",
       "roXSzosWLfL+5V/+xfM808YDBw70WlpabJQbl1566SVv/fr1Xl5eXrc/d6HPYwRI0tq1a5WZmalh\\\n",
       "w4YpKSlJRUVFKi8v73LN8uXLNXv2bEnShAkTtH//fu3evdtGuXEplDaeNGmSBgwYIMm0cWNjo41S\\\n",
       "41YobSxJjz32mG677TYNHjzYQpXxLZQ2fvrpp3XrrbcqPT1dkpSSkmKj1LgWSjsPHTpUBw4ckCQd\\\n",
       "OHBAgwYNUmIiz/WEasqUKUpOTj7tz13o8whAkpqampSRkdHxPj09XU1NTWe8hg46dKG0cWe/+c1v\\\n",
       "dP3110ejtMAI9fe4vLxcCxYskMRaV70VShtv27ZNe/fu1bRp0zR+/HgtXbo02mXGvVDaed68edq8\\\n",
       "ebNSU1OVn5+vRx99NNplBpoLfR5xWaF3At5Jj8XTeYSuN221cuVKPfHEE3rllVciWFHwhNLGCxcu\\\n",
       "1E9+8hMlJCTI8zyWeuilUNq4paVF69evV1VVlY4cOaJJkyZp4sSJysrKikKFwRBKOz/88MMaM2aM\\\n",
       "qqurtX37dl133XXatGmTLr744ihU6Iag93kEIElpaWlqaGjoeN/Q0NAxfH26axobG5WWlha1GuNd\\\n",
       "KG0sSbW1tZo3b54qKyt7HJ7FqUJp49dff11FRUWSzCTSFStWKCkpSTfddFNUa41XobRxRkaGUlJS\\\n",
       "1K9fP/Xr109Tp07Vpk2bCEC9EEo7r169Wg888IAkacSIERo+fLi2bNmi8ePHR7XWoHKiz7M7BSk2\\\n",
       "tLS0eFdccYW3c+dO75NPPjnjJOg1a9YEckJYJIXSxu+++643YsQIb82aNZaqjG+htHFn3/jGN7xn\\\n",
       "n302ihXGv1DauL6+3ps+fbrX2trqHT582MvLy/M2b95sqeL4FEo733vvvd7ixYs9z/O8Xbt2eWlp\\\n",
       "ad5HH31ko9y4tXPnzpAmQQe1z2MESFJiYqJKSko0Y8YMtbW1ae7cucrJyVFpaakkaf78+br++utV\\\n",
       "UVGhzMxM9e/fX08++aTlquNLKG38wx/+UPv27euYn5KUlKS1a9faLDuuhNLGODehtHF2drZmzpyp\\\n",
       "0aNHq0+fPpo3b55yc3MtVx5fQmnnH/zgB5ozZ47y8/PV3t6un/70pxo4cKDlyuPHnXfeqVWrVqm5\\\n",
       "uVkZGRl66KGH1NLSIsmdPo/NUAEAgHN4CgwAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAA\\\n",
       "wDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQ\\\n",
       "AABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOCc/wf/TQk+bgXfawAA\\\n",
       "AABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[22] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VOWdx/HPQKICCguCaDJRhASSEAi/JCALRvwBotD6\\\n",
       "gxJ068+mLDXr0vZ4rNoq6h5X2LYe19TTWAVdf6S6rTacGkJXJGCFAEIkFFBBUZKoCAKCIpiEu388\\\n",
       "TEIgkQnMzJO5z/t1zpx7h7m58/Uxej88z3OfG/A8zxMAAIBDOtguAAAAINYIQAAAwDkEIAAA4BwC\\\n",
       "EAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4\\\n",
       "hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIA\\\n",
       "AM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4JwE2wW0Z4FAwHYJAADEnOd5tkuIOnqAAACAcwhAYfA8\\\n",
       "j1cUX/fff7/1Glx40c60sR9etHF0Xy4hAAEAAOcQgAAAgHMIQLAuNzfXdglOoJ2jjzaOPtoYkRLw\\\n",
       "XBv0a4PQXWA0EQDABS5d9+gBAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4\\\n",
       "x7cB6NZbb1Xv3r01aNCgVo+54447lJaWpuzsbFVWVsawOgAAYJNvA9Att9yisrKyVj8vLS3Vli1b\\\n",
       "tHnzZj355JOaOXNmDKsDAAA2+TYAjR07Vt27d2/18wULFuimm26SJOXk5GjPnj3avn17rMoDAAAW\\\n",
       "+TYAHU9tba1SUlIa3weDQdXU1FisCAAAxEqC7QJsOvpZJ6FnoACAbQcOSC+9JFVWSr16SXl5Ur9+\\\n",
       "tqsC/MPZAJScnKzq6urG9zU1NUpOTm7x2NmzZzfu5+bm8jRiAFFVVSVdfbX04YdNf3b//dJ//Id0\\\n",
       "110Sf1dDJJWXl6u8vNx2GTHn66fBf/TRR5o8ebLWr19/zGelpaUqLCxUaWmpKioqNGvWLFVUVDQ7\\\n",
       "xqWn4gJoHzZulC68UPryS2ngQOmGG8yfPf+8+fy++6QHHrBbI/zLpeuebwPQ9OnTtXTpUu3cuVO9\\\n",
       "e/fWAw88oLq6OknSjBkzJEkFBQUqKytTly5dNH/+fA0bNqzZOVz6RQBg3/79Una2tGWLNGWKGQI7\\\n",
       "7TTz2f/+rxkGO3RIWrBAmjzZbq3wJ5eue74NQJHg0i8CAPvuvlt65BEpK0tauVLq3Ln557/+tXTn\\\n",
       "ndJZZ0nvvy9162anTviXS9c9AtB3cOkXAYBdmzZJgwdLDQ3SihVSTs6xxxw6JI0bJ731lglLDz8c\\\n",
       "+zrhby5d95y9DR4A2pMHH5Tq66X8/JbDjyR16CD95jdm/9FHJVbuAE4cAQgALHv/fTPfJzFR+uUv\\\n",
       "v/vYnBxp6lRzm/yjj8amPsCPCEAAYNl//ZfkedLNN0tHrM/aqrvuMtunnpL27YtqaYBvEYAAwKIv\\\n",
       "v5ReeMHs33lneD8zfLg0dqy0d680b170agP8jAAEABa98IL0zTfS+PFSWlr4PzdrltkWFZneIwBt\\\n",
       "QwACAEs8T3rySbP/4x+37WcnTzaPyNi0SVqzJvK1AX5HAAIAS9avl9atk3r0kL7//bb9bGKidP31\\\n",
       "Zv/ZZyNfG+B3BCAAsOSll8x26lTp1FPb/vM332y2xcXS4YXuAYSJAAQAFnie9Mc/mv1p007sHEOG\\\n",
       "SJmZ0hdfSA4+yxI4KQQgALBgzRrztPezzzarO5+oq68221dfjUxdgCsIQABgQSiwXHut1LHjiZ8n\\\n",
       "FID+8hfzqAwA4SEAAYAFf/2r2U6ZcnLnGTZMOvdc6dNPpVWrTr4uwBUEIACIsW3bpKoqqUsX6aKL\\\n",
       "Tu5cgUDTHWQMgwHhIwABQIy99prZXn75id39dbTQMNiCBSd/LsAVBCAAiLHQ8NfkyZE535gx0hln\\\n",
       "SO++a3qXABwfAQgAYmj/fumNN8z+pEmROWdionTJJWb/b3+LzDkBvyMAAUAMLVsmHThgHmjau3fk\\\n",
       "znv55WZLAALCQwACgBgK9f5cemlkzxsKQK+/LjU0RPbcgB8RgAAghkIBKDRkFSn9+pnX7t3S229H\\\n",
       "9tyAHxGAACBGdu+W1q41c3bGjIn8+UO9QIsWRf7cgN8QgAAgRpYuNc8AGz1a6tw58ue/7DKzXbIk\\\n",
       "8ucG/IYABAAxEhr+Gj8+OucfO9ZsKyqkgwej8x2AXxCAACBGFi8222gFoJ49pYEDzV1mq1dH5zsA\\\n",
       "vyAAAUAMfPaZtHGj1KmTlJMTve8JPVpj2bLofQfgBwQgAIiB0LycsWOlU06J3veMG2e2BCDguxGA\\\n",
       "ACAG3nrLbE/24afHEwpAb70l1ddH97uAeEYAAoAYCAWgaNz+fqRzzpHS0qSvvpIqK6P7XUA8IwAB\\\n",
       "QJTt2ydVVUkJCdIFF0T/+0K9TEuXRv+7gHjl2wBUVlam9PR0paWlac6cOcd8vnPnTk2cOFFDhgxR\\\n",
       "VlaWnnnmmdgXCcAJK1dKhw5JQ4dGZ/2fozEPCDg+XwaghoYGFRQUqKysTBs3blRxcbE2bdrU7JjC\\\n",
       "wkINHTpU77zzjsrLy/Xzn/9c9QyYA4iCWA1/hYQC0N//bhZeBHAsXwagVatWKTU1VX369FFiYqLy\\\n",
       "8vJUUlLS7JhzzjlHe/fulSTt3btXZ555phISEmyUC8Dnli832wsvjM33nXuumQu0e7e0eXNsvhOI\\\n",
       "N74MQLW1tUpJSWl8HwwGVVtb2+yY/Px8bdiwQUlJScrOztZjjz0W6zIBOKChQVqxwuzHqgcoEJBG\\\n",
       "jTL7oe8G0JwvA1AgEDjuMQ8//LCGDBmiTz75RO+8845uv/127du3LwbVAXDJhg1mEnSfPlJSUuy+\\\n",
       "d/Ros62oiN13AvHEl2M+ycnJqq6ubnxfXV2tYDDY7Jjly5fr3nvvlST169dP559/vt577z2NGDHi\\\n",
       "mPPNnj27cT83N1e5ublRqRuA/4Tm/8Rq+Csk1ANEAMLxlJeXq7y83HYZMRfwPP9Nkauvr9eAAQO0\\\n",
       "ePFiJSUlaeTIkSouLlZGRkbjMT/72c/UrVs33X///dq+fbuGDx+uqqoq9ejRo/GYUE+SD5sIQIz8\\\n",
       "8IfS889Lv/ud9JOfxO579++XunUzd599+aV0+umx+27EL5eue74cAktISFBhYaEmTJigzMxMTZs2\\\n",
       "TRkZGSoqKlJRUZEk6Z577tHbb7+t7OxsXXrppZo7d26z8AMAkWCrB6hzZyk72wSgt9+O7XcD8cCX\\\n",
       "PUCR4lISBhB527dLZ59tel/27JE6dozt9xcUmJ6nhx+W7r47tt+N+OTSdc+XPUAA0B6Eel5GjIh9\\\n",
       "+JGYCA18FwIQAETJkQHIhiNvhXfgL/RAmxCAACBKbAegvn2lnj2lHTukrVvt1AC0VwQgAIiSNWvM\\\n",
       "dvhwO98fCDAMBrSGAAQAUfDJJ9Knn5pb0fv1s1cH6wEBLSMAAUAUHDn8Fcbi9FFzwQXN6wFgEIAA\\\n",
       "IApsz/8JCQ2/VVZK9fV2awHaEwIQAERBewlAPXqYIbgDB6SNG+3WArQnBCAAiDDPaz8B6MgaVq+2\\\n",
       "WwfQnhCAACDCamrMrec9ekjnnWe7mqYAxDwgoAkBCAAirL1MgA5hIjRwLAIQAERYexr+kqShQ00Q\\\n",
       "W7dOOnjQdjVA+0AAAoAIa28BqGtXacAAqa5OWr/edjVA+0AAAoAIam8ToEOYBwQ0RwACgAj66CNp\\\n",
       "1y6pVy8pGLRdTRPmAQHNEYAAIIJCz/9qLxOgQ+gBApojAAFABLXH4S9JGjJE6thR+sc/pP37bVcD\\\n",
       "2EcAAoAIaq8BqHNnaeBAqaHB3A0GuI4ABAAR0l4nQIcwDAY0IQABQIR88IH05ZfSOedISUm2qzkW\\\n",
       "AQhoQgACgAgJBYvQE9jbm9CdYDwTDCAAAUDEHHkHWHs0aJCUmCi9+660b5/tagC7CEAAECHtef6P\\\n",
       "JJ16qjR4sJmrVFlpuxrALgIQAETAoUNNPUDtdQhMaqotVCvgKgIQAETA5s1mWCkYlM4+23Y1rWMi\\\n",
       "NGAQgAAgAtr78FcIAQgwCEAAEAHxMPwlmcUQTzlFev99ae9e29UA9hCAACAC4qUH6JRTpOxss792\\\n",
       "rd1aAJt8G4DKysqUnp6utLQ0zZkzp8VjysvLNXToUGVlZSk3Nze2BQLwjYaGpjDR3nuAJCZCA5KU\\\n",
       "YLuAaGhoaFBBQYFef/11JScn64ILLtCUKVOUkZHReMyePXt0++23a9GiRQoGg9q5c6fFigHEs/fe\\\n",
       "k77+WjrvPKlXL9vVHB/zgACf9gCtWrVKqamp6tOnjxITE5WXl6eSkpJmx7z44ou69tprFQwGJUk9\\\n",
       "e/a0USoAH4iX4a+QUA8QAQgu82UAqq2tVUpKSuP7YDCo2traZsds3rxZu3bt0sUXX6wRI0boueee\\\n",
       "i3WZAHwi3gLQwIFmUcQtW6Q9e2xXA9jhywAUCASOe0xdXZ3Wrl2r0tJSLVq0SA899JA2b94cg+oA\\\n",
       "+E283AEWkpgoDRli9pkIDVf5cg5QcnKyqqurG99XV1c3DnWFpKSkqGfPnurUqZM6deqkcePGad26\\\n",
       "dUpLSzvmfLNnz27cz83NZcI0gEb19U2PlYiXACSZWleuNOFt/Hjb1cCm8vJylZeX2y4j5gKe53m2\\\n",
       "i4i0+vp6DRgwQIsXL1ZSUpJGjhyp4uLiZpOg3333XRUUFGjRokU6ePCgcnJy9NJLLykzM7PxmFBP\\\n",
       "kg+bCECErF9vnq/Vt6/0wQe2qwnf/PnSrbdKP/iB9NJLtqtBe+HSdc+XPUAJCQkqLCzUhAkT1NDQ\\\n",
       "oNtuu00ZGRkqKiqSJM2YMUPp6emaOHGiBg8erA4dOig/P79Z+AGAcMTb/J8QJkLDdb7sAYoUl5Iw\\\n",
       "gBNz++3SE09Ic+dKd95pu5rw1ddLZ5whHTgg7dolde9uuyK0By5d93w5CRoAYiVee4ASEqShQ80+\\\n",
       "CyLCRQQgADhBdXXSunVmf9gwu7WcCFaEhssIQABwgjZskA4elNLSpG7dbFfTdqwIDZcRgADgBMXr\\\n",
       "8FcIE6HhMgIQAJygeA9A6elS587SRx9JX3xhuxogtghAAHCC4j0AJSQ0rQjNPCC4hgAEACfg4EGp\\\n",
       "qkoKBJrupopHofBGAIJrCEAAcAL+8Q9zF9iAAWY9nXjFRGi4igAEACcg3oe/QpgIDVcRgADgBKxe\\\n",
       "bbbxHoAGDJC6dJG2bZN27LBdDRA7BCAAOAGhAHTBBXbrOFkdO7IiNNxEAAKANtq/3yyC2LFj011U\\\n",
       "8YyJ0HARAQgA2qiyUmpokLKyzDo68Y6J0HARAQgA2sgv839CeCYYXEQAAoA2CvWUxPv8n5D+/aXT\\\n",
       "T5eqq6Xt221XA8QGAQgA2sgvE6BDOnRoepo9vUBwBQEIANpgzx7p/felU0+VBg2yXU3kMBEariEA\\\n",
       "AUAbhALCkCFSYqLdWiKJBRHhGgIQALSB3yZAh9ADBNcQgACgDfw2/yckNVXq2lWqrZU+/dR2NUD0\\\n",
       "EYAAoA38GoCYCA3XEIAAIEzbt5tbxU8/3TxDy28YBoNLCEAAEKbQBOHhw81jMPyGidBwCQEIAMLk\\\n",
       "1wnQIfQAwSUEIAAIk1/n/4T06yd162YmQdfW2q4GiC4CEACEwfP8H4ACgaZ/tpUr7dYCRBsBCADC\\\n",
       "8PHH0o4d0plnSuefb7ua6Bk92mwrKuzWAUQbAQgAwrBihdmOGmV6Svxq1CizDf3zAn7l2wBUVlam\\\n",
       "9PR0paWlac6cOa0et3r1aiUkJOiVV16JYXUA4k2oRyQUEPwqJ8ds335bqquzWwsQTb4MQA0NDSoo\\\n",
       "KFBZWZk2btyo4uJibdq0qcXj7rrrLk2cOFGe51moFEC8CPWIhIaI/OrMM6X+/aUDB6R162xXA0SP\\\n",
       "LwPQqlWrlJqaqj59+igxMVF5eXkqKSk55rjHH39c1113nXr16mWhSgDx4ptvpMpKM/Q1cqTtaqKP\\\n",
       "eUBwgS8DUG1trVJSUhrfB4NB1R51T2dtba1KSko0c+ZMSVLAz4P6AE7K2rVSfb2UlSWdcYbtaqKP\\\n",
       "eUBwgS8DUDhhZtasWXrkkUcUCATkeR5DYABaFeoJ8fvwVwg9QHBBgu0CoiE5OVnV1dWN76urqxUM\\\n",
       "Bpsds2bNGuXl5UmSdu7cqYULFyoxMVFTpkw55nyzZ89u3M/NzVVubm5U6gbQPh15B5gLBg6UunSR\\\n",
       "PvxQ+vxz6ayzbFeEaCovL1d5ebntMmIu4Pmw66O+vl4DBgzQ4sWLlZSUpJEjR6q4uFgZGRktHn/L\\\n",
       "Lbdo8uTJuuaaa5r9eagnyYdNBCBMnicFg9Inn0ibNknp6bYrio3x46UlS6SSEqmFvxfCp1y67vly\\\n",
       "CCwhIUGFhYWaMGGCMjMzNW3aNGVkZKioqEhFRUW2ywMQR2pqTPjp3t3cHeUK5gHB73zZAxQpLiVh\\\n",
       "AC17+WVp2jRp4kRp4ULb1cTOggXS974nXXSR5ODoiLNcuu75sgcIACLFtQnQIaEeoNWrzR1wgN8Q\\\n",
       "gADgOyxfbrauBaCzzpL69pX275fWr7ddDRB5BCAAaMVXX0lr1kgdO7pzB9iRLrzQbP/+d7t1ANFA\\\n",
       "AAKAVlRUmOGfoUPdWADxaOPGme2bb9qtA4gGAhAAtCJ04Q8FAdeE/rmXLTPLAQB+QgACgFYsW2a2\\\n",
       "Y8farcOW/v3NXKDt26XNm21XA0QWAQgAWvDtt013gP3zP9utxZZAoHkvEOAnBCAAaMHbb0sHDkiZ\\\n",
       "mVLPnrarsYcABL8iAAFAC0Lzf1wd/gphIjT8igAEAC0I9Xi4OgE6JCtL6tZN+ugjads229UAkUMA\\\n",
       "AoCjNDQ0rX3jeg9Qx45Nc6DoBYKfEIAA4Cjr10t790p9+kgpKbarsY95QPAjAhAAHGXpUrN1vfcn\\\n",
       "JBSAQu0C+AEBCACO8vrrZjt+vN062ovhw6UuXaT33pM+/dR2NUBkEIAA4Ah1dU09HZdcYreW9iIx\\\n",
       "UbroIrO/eLHdWoBIIQABwBFWr5b27ZMGDGD+z5EuvdRsQ71jQLwjAAHAEUI9HPT+NHdkAOK5YPAD\\\n",
       "AhAAHCHUwxG64MPIyjLPBautld5913Y1wMkjAAHAYV9/La1YIXXoIOXm2q6mfQkEGAaDvxCAAOCw\\\n",
       "N980k6CHD5e6d7ddTftDAIKfEIAA4DCGv75baF7UkiVSfb3dWoCTRQACgMMWLjTbyy6zW0d7de65\\\n",
       "Uv/+5i65lSttVwOcHAIQAMg87HPjRqlr16ZnX+FYV1xhtq+9ZrcO4GQRgABATRf0yy83C/+hZVde\\\n",
       "abZ//avdOoCTRQACADUFoNAFHi0bN848FmP9emnbNtvVACeOAATAefv3m4m9UtMQD1p26qmml0yS\\\n",
       "Skvt1gKcDAIQAOctWSIdOCCNGCH17m27mvaPYTD4AQEIgPMY/mqbSZPMdvFi03sGxCNfB6CysjKl\\\n",
       "p6crLS1Nc+bMOebzF154QdnZ2Ro8eLDGjBmjqqoqC1UCsMnzmnoyCEDhOeccs1jkgQNNQ4dAvPFt\\\n",
       "AGpoaFBBQYHKysq0ceNGFRcXa9OmTc2O6du3r5YtW6aqqir96le/0o9//GNL1QKwZfVqqbpaCgbN\\\n",
       "RR3hmTzZbF991W4dwInybQBatWqVUlNT1adPHyUmJiovL08lJSXNjhk9erS6desmScrJyVFNTY2N\\\n",
       "UgFY9Kc/me0115hngCE8111ntq++ah4fAsQb3/7nXltbq5SUlMb3wWBQtbW1rR7/9NNPa1JoYBuA\\\n",
       "EzyvKQCFLugIT2amlJ4u7drFMBjik28DUCAQCPvYJUuWaN68eS3OEwLgX5WV0tat0tlnSxdeaLua\\\n",
       "+BIISFOnmv1QiATiSYLtAqIlOTlZ1dXVje+rq6sVDAaPOa6qqkr5+fkqKytT91Ye/zx79uzG/dzc\\\n",
       "XOXm5ka6XAAWHDn81bGj3Vri0dSp0kMPmWGwJ56QEnx7RfG38vJylZeX2y4j5gKe53m2i4iG+vp6\\\n",
       "DRgwQIsXL1ZSUpJGjhyp4uJiZWRkNB6zbds2jR8/Xs8//7xGjRp1zDlCvUg+bSLAaZ5nHuy5ZYv0\\\n",
       "xhvSxRfbrij+eJ6UkSG99570f/8nXXqp7Ypwsly67vl2CCwhIUGFhYWaMGGCMjMzNW3aNGVkZKio\\\n",
       "qEhFRUWSpAcffFC7d+/WzJkzNXToUI0cOdJy1QBipbLShJ9evaSxY21XE58Cgaa5Uy+/bLcWoK18\\\n",
       "2wMUCS4lYcA1s2ZJjz0m/du/Sf/937ariV8bNkhZWVK3btKnn0qdOtmuCCfDpeueb3uAAKA1dXXS\\\n",
       "iy+a/RtvtFtLvBs40DxC5MsvpaNWGgHaNQIQAOcsWiTt2GFu5Wbxw5N3881mO3++1TKANiEAAXDO\\\n",
       "//yP2d54o5nHgpMzfbp0yilmIjTrySJeEIAAOOXzz6W//MWs+nzDDbar8YcePaTvfc/cFfbcc7ar\\\n",
       "AcJDAALglHnzzBygK680z/9CZISGwebNkw4dsloKEBYCEABnNDRIv/+92f/JT+zW4jeXXy6lpJil\\\n",
       "Bf72N9vVAMdHAALgjLIy6eOPpb59zQUbkZOQ0BQqH3/cbi1AOAhAAJwRujDPmMGT36PhRz+STjtN\\\n",
       "Ki2VNm+2XQ3w3fhfAAAnrFtnbn/v3Fm67Tbb1fhTz57S9debfXqB0N4RgAA4Ye5cs83Pl848024t\\\n",
       "fvbv/262Tz1l1loC2isCEADf++gj6aWXzBPff/pT29X42+DB0lVXSd98Iz36qO1qgNYRgAD43n/+\\\n",
       "p7kDLC9POu8829X43733mm1hobR7t91agNYQgAD42pYt0tNPm0nPv/yl7WrcMGqUdMkl0r590m9/\\\n",
       "a7saoGUEIAC+dt99pvfnppuk9HTb1bjjgQfM9re/lT75xG4tQEsCngvPvD9BgcMPCaKJgPhUWSkN\\\n",
       "G2aeU/X++wx/xdo110ivvmpuj//DH2xXg3C4dN2jBwiALx06JN1+u9m//XbCjw2PPGIWSJw3zyxD\\\n",
       "ALQnBCAAvvTss9KKFdLZZ0uzZ9uuxk39+5vVoQ8dMotPNjTYrghowhDYd3CpKxDwk88/lwYOlHbu\\\n",
       "lF54oWlxPsTe3r1SZqZUW2vuCgv1yqF9cum6Rw8QAF/xPLPY4c6d5k6k6dNtV+S2rl2bVoX+xS+k\\\n",
       "Dz6wWw8QQgAC4Cvz50sLFkjdupm5J4f/QguLrr5amjpV+uorE0i//dZ2RQABCICPVFZKBQVmv7BQ\\\n",
       "Ovdcu/WgSVGR+fexenXTQomATQQgAL6wY4f0/e+bRzDccot0ww22K8KRuneXXnzRPI7k1782k9QB\\\n",
       "mwhAAOLevn3S5MnStm1STo70xBMMfbVHY8Y0zQfKz5fKy62WA8cRgADEtW++MT0/K1eatX7+/Gfp\\\n",
       "tNNsV4XWzJxpnhhfV2cemvrmm7YrgqsIQADi1u7d0oQJ0htvmPV+Xn9dSk62XRWO5ze/kX74Q+nr\\\n",
       "r6UrrjD/3oBYIwABiEtbtkhjx5oehORkcxFNTbVdFcLRsaO5W+9f/sWEoIkTzSRpIJYIQADiiudJ\\\n",
       "f/yjecbXhg1SRoa0fLlZ+BDxo2NHMxH6rrvMCtH/+q9m4vqXX9quDK4gAAGIGx9/bOb7TJ9uJj5f\\\n",
       "d5153AW3u8enDh3M88KefVbq3NncJZaVZQKuAwsRwzLfBqCysjKlp6crLS1Nc+bMafGYO+64Q2lp\\\n",
       "acrOzlZlZWWMKwQQrtpas75P//5mkcOuXaXf/156+WWz4CHi2403mjWcLrhAqqkxAXfsWGnhQoIQ\\\n",
       "oseXAaihoUEFBQUqKyvTxo0bVVxcrE2bNjU7prS0VFu2bNHmzZv15JNPaubMmZaqBdCSb781F8Br\\\n",
       "r5X69JF+9ztz59D110ubNpmHa3Kru3/072968/7wB6lXL+mtt6RJk6RBg6RHH5U+/dR2hfAbXwag\\\n",
       "VatWKTU1VX369FFiYqLy8vJUUlLS7JgFCxbopptukiTl5ORoz5492r59u41yAcjMA6mqMhfAH/xA\\\n",
       "6tnTXABfecX0AkydKq1fbx5umpRku1pEQ8eO0o9+ZCa4z51r/j1v2CD97GdSMCiNHi3dd59ZP2jv\\\n",
       "XtvVIt4l2C4gGmpra5WSktL4PhgMauXKlcc9pqamRr17945ZnYBLDhyQvvjCPKR0507ps8/MgzG3\\\n",
       "bDGvqipzR9CRsrKkadOkW28l9Lika1fpzjvNekElJSb0lpZKFRXm9dBD5ri+faXsbLM97zzzSk6W\\\n",
       "evQwr65d6SVE63wZgAJh/sZ7Rw0ut/Zz+fmt/fzxzm/v8/Zc2/E+p7bofB7t725oMCHnm2+O3e7f\\\n",
       "f2y4acn550sjR5oVg6+6yryHu045xfT8TZ1qenyWLTPLHSxbZnqGPvzQvFrTsaP0T/9kJlifdlrT\\\n",
       "q1Mns01IMBOxO3Qwx4b2W3rf4STHS042iNn+eT/yZQBKTk5WdXV14/vq6moFg8HvPKampkbJrayg\\\n",
       "9tRTs494l3v4BaAtEhLMsFbPnmaOR69e5m/uqanmlZlp/gxoSdeuJhRfdZV5X1cnvfuuGRb9+OOm\\\n",
       "12efSbt2mddXX5lexy++sFt7+1d++OWWgHd0N4gP1NfXa8CAAVq8eLGSkpI0cuRIFRcXKyMjo/GY\\\n",
       "0tJSFRYWqrS0VBUVFZo1a5YqKiqanSfUI/Tkk6030fFStc3P23Ntx/uc2qLzeTTP3aFD879dH7nt\\\n",
       "1Ek64wz+ForY+vZbac+ept7II1/ffGN6LQ8datqGXi29P5kr5cleZWP58zNmBA7/jO+iwTF8GYAk\\\n",
       "aeHChZo1a5YaGhp022236e6771bR4aVGZ8yYIUmNd4p16dJF8+fP17Bhw5qdIxSAfNpEAAA049J1\\\n",
       "z7cBKBJc+kUAAMCl654vb4MHAAD4LgQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADn\\\n",
       "EIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQjWlZeX2y7BCbRz9NHG0UcbI1IIQLCO/6HFBu0cfbRx\\\n",
       "9NHGiBQCEAAAcE7Ac+GZ9ycoEAjYLgEAgJhzIRrQAwQAAJyTYLuA9syFBAwAgIvoAQIAAM4hAAEA\\\n",
       "AOcQgA4rKytTenq60tLSNGfOnBaPueOOO5SWlqbs7GxVVlbGuML4d7w2fuGFF5Sdna3BgwdrzJgx\\\n",
       "qqqqslDUT3RsAAAExklEQVRlfAvn91iSVq9erYSEBL3yyisxrM4fwmnj8vJyDR06VFlZWcrNzY1t\\\n",
       "gT5xvHbeuXOnJk6cqCFDhigrK0vPPPNM7IuMY7feeqt69+6tQYMGtXqM7695Hrz6+nqvX79+3tat\\\n",
       "W71vv/3Wy87O9jZu3NjsmNdee8274oorPM/zvIqKCi8nJ8dGqXErnDZevny5t2fPHs/zPG/hwoW0\\\n",
       "cRuF08ah4y6++GLvyiuv9P70pz9ZqDR+hdPGu3fv9jIzM73q6mrP8zxvx44dNkqNa+G08/333+/9\\\n",
       "4he/8DzPtHGPHj28uro6G+XGpWXLlnlr1671srKyWvzchWsePUCSVq1apdTUVPXp00eJiYnKy8tT\\\n",
       "SUlJs2MWLFigm266SZKUk5OjPXv2aPv27TbKjUvhtPHo0aPVrVs3SaaNa2pqbJQat8JpY0l6/PHH\\\n",
       "dd1116lXr14Wqoxv4bTxiy++qGuvvVbBYFCS1LNnTxulxrVw2vmcc87R3r17JUl79+7VmWeeqYQE\\\n",
       "7usJ19ixY9W9e/dWP3fhmkcAklRbW6uUlJTG98FgULW1tcc9hgt0+MJp4yM9/fTTmjRpUixK841w\\\n",
       "f49LSko0c+ZMSax11VbhtPHmzZu1a9cuXXzxxRoxYoSee+65WJcZ98Jp5/z8fG3YsEFJSUnKzs7W\\\n",
       "Y489Fusyfc2Fax5xWeFfBLyjbovn4hG+trTVkiVLNG/ePL311ltRrMh/wmnjWbNm6ZFHHlEgEJDn\\\n",
       "eSz10EbhtHFdXZ3Wrl2rxYsXa//+/Ro9erRGjRqltLS0GFToD+G088MPP6whQ4aovLxcH3zwgS67\\\n",
       "7DKtW7dOZ5xxRgwqdIPfr3kEIEnJycmqrq5ufF9dXd3Yfd3aMTU1NUpOTo5ZjfEunDaWpKqqKuXn\\\n",
       "56usrOw7u2dxrHDaeM2aNcrLy5NkJpEuXLhQiYmJmjJlSkxrjVfhtHFKSop69uypTp06qVOnTho3\\\n",
       "bpzWrVtHAGqDcNp5+fLluvfeeyVJ/fr10/nnn6/33ntPI0aMiGmtfuXENc/uFKT2oa6uzuvbt6+3\\\n",
       "detW7+DBg8edBL1ixQpfTgiLpnDa+OOPP/b69evnrVixwlKV8S2cNj7SzTff7P35z3+OYYXxL5w2\\\n",
       "3rRpk3fJJZd49fX13tdff+1lZWV5GzZssFRxfAqnnX/60596s2fP9jzP8z777DMvOTnZ++KLL2yU\\\n",
       "G7e2bt0a1iRov17z6AGSlJCQoMLCQk2YMEENDQ267bbblJGRoaKiIknSjBkzNGnSJJWWlio1NVVd\\\n",
       "unTR/PnzLVcdX8Jp4wcffFC7d+9unJ+SmJioVatW2Sw7roTTxjg54bRxenq6Jk6cqMGDB6tDhw7K\\\n",
       "z89XZmam5crjSzjtfM899+iWW25Rdna2Dh06pLlz56pHjx6WK48f06dP19KlS7Vz506lpKTogQce\\\n",
       "UF1dnSR3rnk8DBUAADiHu8AAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4h\\\n",
       "AAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACA\\\n",
       "cwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADO+X+0+isrOl2wNgAAAABJRU5ErkJg\\\n",
       "gg==\\\n",
       "\"\n",
       "  frames[23] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FGWCx/FfQ6IgKgMEecihgSSSMECIHAEZmaAohyPj\\\n",
       "NRLWxwuWQZQHmVtx5hHdfRxRn91ljc+YebxmPDI+q2hcDYExGg80gFzhEo9F6WSEMRyiXCah9o/X\\\n",
       "zgEBOqS7366q7+d5+qluuuj+WQL1y1tvVQUcx3EEAADgI51sBwAAAIg1ChAAAPAdChAAAPAdChAA\\\n",
       "APAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAd\\\n",
       "ChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAA\\\n",
       "APAdChAAAPAdChAAAPAdChAAAPAdChAAAPCdBNsB4lkgELAdAQCAmHMcx3aEqGMECAAA+A4FKAyO\\\n",
       "4/CI4uOee+6xnsEPD7Yz29gLD7ZxdB9+QgECAAC+QwECAAC+QwGCdQUFBbYj+ALbOfrYxtHHNkak\\\n",
       "BBy/HfRrh9BZYGwiAIAf+Gm/xwgQAADwHQoQAADwHQoQAADwHQoQAADwHQoQAADwHQoQAADwHQoQ\\\n",
       "AADwHc8WoOnTp6tPnz4aPHjwcdeZO3eusrKylJubq7Vr18YwHQAAsMmzBeiWW25ReXn5cd8vKyvT\\\n",
       "p59+qk8++UR//vOfNXv27BimAwAANnm2AF100UXq0aPHcd9/9dVXddNNN0mS8vPztXfvXu3cuTNW\\\n",
       "8QAAgEWeLUAnU1tbq7S0tKbXqampqqmpsZgIAADESoLtADYdfa+T0D1QAMANGhqkl1+Wqqqks86S\\\n",
       "rrpKys21nQpwB98WoJSUFAWDwabXNTU1SklJaXPdBQsWND0vKCjgbsQArNu2Tbr6amnduuZfu/de\\\n",
       "ad486eGHpc6d7WWDu1RWVqqystJ2jJjz9N3gP//8c11xxRXasGHDMe+VlZWpqKhIZWVlqqqq0rx5\\\n",
       "81RVVdVqHT/dFReAe9TWSqNHS8GgdN550owZ5teefFKqr5emT5cef1xiUBvt5af9nmdHgKZNm6a3\\\n",
       "335bdXV1SktL07333qv6+npJ0qxZszR58mSVlZUpMzNT3bp101NPPWU5MQCc3JEj0rRppvyMHi0t\\\n",
       "WSJ1727emzZNmjTJFKFhw6TbbrObFYhnnh4B6ig/NWEA7vDII9LcuVKfPtLGjVJSUuv3X3hBKiyU\\\n",
       "unUz76enW4kJl/LTfs+3Z4EBgNvU1Unz55vnjz12bPmRpKlTpeuuk/bvl37/+9jmA9yEAgQALvHQ\\\n",
       "Q9K335rDXFdeefz1HnxQSkyUnn9eamMKJABRgADAFf75T6moyDy/774Tr3veedKtt0qOI7U4iRVA\\\n",
       "CxQgAHCB4mLpwAHpJz+Rhg8/+fp33WVGgV55Rfrii+jnA9yGAgQAca6hwRQgSbrjjvB+T9++0s9+\\\n",
       "Zs4a+9OfopcNcCvOAjsBP82GBxC/XnnFXOX5/POlLVukTmH+6FpVZU6V79nTXCeoS5fo5oT7+Wm/\\\n",
       "xwgQAMS5xx83y1tvDb/8SFJ+vjR0qLR7t/T669HJBrgVBQgA4tju3dLSpab4XH99+35vICDdeKN5\\\n",
       "/uyzkc8GuBkFCADi2OLFZg7QJZdI55zT/t9fWGjKU1mZKVMADAoQAMSxv/3NLAsLT+339+1rytN3\\\n",
       "30kvvRS5XIDbUYAAIE7t2CG99ZY5nf2qq079c667zixfeSUyuQAvoAABQJxavNicxj5xotSjx6l/\\\n",
       "zhVXmPlAFRXmStIAKEAAELdee80sr766Y5/Tp480apR0+LCZUA2AAgQAcenAAXP4SzL3/uqon/7U\\\n",
       "LEtLO/5ZgBdQgAAgDr35pnTokDRihBnB6ahQAXr9dXNWGeB3FCAAiEOhw1+XXx6Zz8vONleS3r1b\\\n",
       "ev/9yHwm4GYUIACIM47TfOXmSBUgqflQ2t//HrnPBNyKAgQAcWbjRqmmxhz6uuCCyH3upZeaJQUI\\\n",
       "oAABQNypqDDLyy5r372/TubHPzbXFFq1StqzJ3KfC7gRBQgA4kzo7K+LL47s5555prk7/JEjzd8B\\\n",
       "+BUFCADiSGOj9Pbb5vm4cZH//PHjzZLDYPA7ChAAxJG1a6Wvv5b695fOOy/yn888IMCgAAFAHHnz\\\n",
       "TbOMxuiPJA0fLp19tvTZZ1IwGJ3vANyAAgQAcSRa839CEhKkH/3IPH/33eh8B+AGFCAAiBP19c2l\\\n",
       "JFojQJI0dqxZUoDgZxQgAIgTq1ZJ+/ebqzb37Ru977noIrN8553ofQcQ7yhAABAnKivNMpqjP5KZ\\\n",
       "B9Sli7R5s/TVV9H9LiBeUYAAIE6E7tEVGqGJltNOM9cDkqT33ovudwHxigIEAHHgyJHmAnThhdH/\\\n",
       "vlDJYh4Q/MqzBai8vFzZ2dnKysrSwoULj3m/rq5OEydO1NChQzVo0CA9/fTTsQ8JAN/butXcniI5\\\n",
       "WTr33Oh/X2giNPOA4FeeLECNjY2aM2eOysvLtXnzZpWUlGjLli2t1ikqKlJeXp7WrVunyspK/epX\\\n",
       "v1JDQ4OlxAD8ruXoTyAQ/e8bNcqcEr92rbRvX/S/D4g3nixAK1euVGZmptLT05WYmKjCwkKVlpa2\\\n",
       "Wqdv377a9/3f+n379qlXr15KSEiwERcAmgrQmDGx+b5u3aRhw8yht6qq2HwnEE88WYBqa2uVlpbW\\\n",
       "9Do1NVW1tbWt1pk5c6Y2bdqk5ORk5ebmatGiRbGOCQBNli83y1jM/wkJTYResSJ23wnEC08WoEAY\\\n",
       "48f333+/hg4dqn/84x9at26dbr/9dn3zzTcxSAcArdXVmTlAXbpIQ4fG7ntHjTJLRoDgR5485pOS\\\n",
       "kqJgi5vcBINBpaamtlrn/fff19133y1JysjIUL9+/bR161YNHz78mM9bsGBB0/OCggIVFBREJTcA\\\n",
       "fwoVkBEjzCnqsdKyADlObOYeIf5UVlaqMnQRKh8JOI7j2A4RaQ0NDRowYIAqKiqUnJyskSNHqqSk\\\n",
       "RDk5OU3r/PKXv1T37t11zz33aOfOnRo2bJiqq6vVs2fPpnVCI0ke3EQA4sj8+dIf/yj97nfSAw/E\\\n",
       "7nsdx5x1tmOH9PHHUlZW7L4b8clP+z1PHgJLSEhQUVGRJkyYoIEDB2rq1KnKyclRcXGxiouLJUnz\\\n",
       "58/Xhx9+qNzcXI0fP14PPvhgq/IDALES6wnQIYEAh8HgX54cAYoUPzVhAHbU10vdu0sHD5rbUiQl\\\n",
       "xfb7Fy6U7rxTuu026dFHY/vdiD9+2u95cgQIANyiutqUn6ys2JcfScrPN0tGgOA3FCAAsGj1arMc\\\n",
       "McLO9w8fLnXqJK1fLx04YCcDYAMFCAAs+vBDs2zjBNSYOPNMafBgqbFRWrPGTgbABgoQAFhkuwBJ\\\n",
       "TISGP1GAAMCSQ4ekDRvM2Vh5efZyUIDgRxQgALBkwwapoUHKzjaHomyhAMGPKEAAYEk8HP6SpPPP\\\n",
       "l84+W6qtlb780m4WIFYoQABgSbwUoE6dzJ3hpeaz0gCvowABgCXxUoBaZghlAryOAgQAFhw8KG3a\\\n",
       "ZEZfYnkH+OOhAMFvKEAAYMH69ebaOwMHSmecYTtN6wLkg7sgABQgALAhng5/SVK/flKPHtLOnVJN\\\n",
       "je00QPRRgADAgngrQIEAh8HgLxQgALAgdLZV6OyreEABgp9QgAAgxvbvlzZvljp3lnJzbadpRgGC\\\n",
       "n1CAACDG1q2TjhyRBg2Suna1naYZE6HhJxQgAIixeJv/E5KWJvXuLe3eLX3+ue00QHRRgAAgxuJx\\\n",
       "/o/ERGj4CwUIAGIsXkeAJAoQ/IMCBAAx9M030kcfSYmJ0pAhttMca8QIs6QAwesoQAAQQ2vXmgnG\\\n",
       "gwdLp59uO82xWt4U9cgRu1mAaKIAAUAMxfPhL0lKTjaPr7+WPvvMdhogeihAABBD8ToBuiXmAcEP\\\n",
       "KEAAEEPxPgIkNWdbtcpuDiCaKEAAECNffy19/LF02mnmIojxquU8IMCrKEAAECNr1phlbq4pQfEq\\\n",
       "VIDWrGEiNLyLAgQAMeKG+T+S1KePlJoqffutGbECvIgCBAAx4ob5PyFMhIbXebYAlZeXKzs7W1lZ\\\n",
       "WVq4cGGb61RWViovL0+DBg1SQUFBbAMC8B03FSDmAcHrEmwHiIbGxkbNmTNHb7zxhlJSUjRixAhN\\\n",
       "mTJFOTk5Tevs3btXt99+u5YuXarU1FTV1dVZTAzA6/bsMdfV6dJFGjjQdpqTYwQIXufJEaCVK1cq\\\n",
       "MzNT6enpSkxMVGFhoUpLS1ut8/zzz+uaa65RamqqJCkpKclGVAA+0XICdGKi3SzhCI0ArV0rNTba\\\n",
       "zQJEgycLUG1trdLS0ppep6amqra2ttU6n3zyiXbv3q1x48Zp+PDheuaZZ2IdE4CPuOnwlyT17i2d\\\n",
       "e660f7+0davtNEDkefIQWCAQOOk69fX1WrNmjSoqKnTgwAGNHj1ao0aNUlZWVgwSAvAbtxUgyWTd\\\n",
       "vt3MA3LDYTugPTxZgFJSUhQMBpteB4PBpkNdIWlpaUpKSlLXrl3VtWtXjR07VuvXr2+zAC1YsKDp\\\n",
       "eUFBAROmAbSbGwvQsGHS4sUm+w032E6DaKmsrFRlZaXtGDEXcBzHsR0i0hoaGjRgwABVVFQoOTlZ\\\n",
       "I0eOVElJSatJ0B999JHmzJmjpUuX6vDhw8rPz9cLL7yggS1+zAmNJHlwEwGIoV27pKQkqWtXad8+\\\n",
       "KcElP3ouWyZNmCBdeKG0fLntNIgFP+33XPLXsH0SEhJUVFSkCRMmqLGxUTNmzFBOTo6Ki4slSbNm\\\n",
       "zVJ2drYmTpyoIUOGqFOnTpo5c2ar8gMAkRI6lTwvzz3lR2qeCL1undTQ4K7swMl4cgQoUvzUhAFE\\\n",
       "z/33S3ffLc2dKy1aZDtN+/TrJ33+ubRhQ3zfvwyR4af9nifPAgOAeOLG+T8hXBARXkUBAoAoc8s9\\\n",
       "wNrCBRHhVRQgAIiif/7TnErerZs0YIDtNO3HCBC8igIEAFEUKg4XXCB17mw3y6k4eiI04BUUIACI\\\n",
       "IjfP/5Gknj2l/v2lgwelLVtspwEihwIEAFEUGgFyawGSmkeBmAcEL6EAAUAUhUqDGydAh4TKG/OA\\\n",
       "4CUUIACIkh07pNpa6ayzJDffZpARIHgRBQgAomTVKrMcNkzq5OJ/bS+4wCzXrZPq6+1mASLFxX8l\\\n",
       "ASC+hUZMRoywm6OjevSQMjKkw4elzZttpwEigwIEAFESGgFy8wToEC6ICK+hAAFAFDhOcwFy+wiQ\\\n",
       "xAUR4T0UIACIgu3bpbo6qVcvKT3ddpqOYwQIXkMBAoAoaHn46/sbbLtaaCJ0dbX03Xd2swCRQAEC\\\n",
       "gCjw0uEvSere3ZzKf/iwtGmT7TRAx1GAACAKvHIGWEtcEBFeQgECgAg7csT99wBrCxdEhJdQgAAg\\\n",
       "wj79VNq3T0pONg+vYCI0vIQCBAAR5qXr/7SUl2eW1dVmLhDgZhQgAIgwr02ADjn7bGnAAHM7jI0b\\\n",
       "bacBOoYCBAAR5sUJ0CFcEBFeQQECgAhqaJDWrDHPQ2XBS5gHBK+gAAFABG3ZIh08KPXrJyUl2U4T\\\n",
       "eYwAwSsoQAAQQV6d/xOSl2eubL1hAxOh4W4UIACIIK+eARZy1llSTo6ZCL1une00wKmjAAFABK1Y\\\n",
       "YZZeHQGSpFGjzPKDD+zmADqCAgQAEbJ/v7lGTufO/ihAVVV2cwAdQQECgAhZvVpqbJSGDJG6dbOd\\\n",
       "JnpGjzZLChDczLMFqLy8XNnZ2crKytLChQuPu96qVauUkJCgxYsXxzAdAC8KFYLQCIlX5eSYuUBf\\\n",
       "fCF9+aXtNMCp8WQBamxs1Jw5c1ReXq7NmzerpKREW7ZsaXO93/3ud5o4caIcx7GQFICX+KUAde4s\\\n",
       "jRxpnjMKBLfyZAFauXKlMjMzlZ6ersTERBUWFqq0tPSY9R555BFde+216t27t4WUALzEcZonBXu9\\\n",
       "AEnMA4L7ebIA1dbWKi0trel1amqqamtrj1mntLRUs2fPliQFAoGYZgTgLcGgtGOH1KOHlJVlO030\\\n",
       "MQ8IbufJAhROmZk3b54eeOABBQIBOY7DITAAHdJy9McPP0/l55vlqlXm9h+A2yTYDhANKSkpCgaD\\\n",
       "Ta+DwaBSU1NbrbN69WoVFhZKkurq6rRkyRIlJiZqypQpx3zeggULmp4XFBSooKAgKrkBuFdoJCQ0\\\n",
       "MuJ1SUlSZqb06afmqtB5ebYT4VRVVlaqsrLSdoyYCzgeHPpoaGjQgAEDVFFRoeTkZI0cOVIlJSXK\\\n",
       "yclpc/1bbrlFV1xxha6++upWvx4aSfLgJgIQYaNHmxK0bJl06aW208TGDTdIzz4rPfqodNttttMg\\\n",
       "Evy03/PkIbCEhAQVFRVpwoQJGjhwoKZOnaqcnBwVFxeruLjYdjwAHnP4sLkDfCDQfHaUHzARGm7m\\\n",
       "yRGgSPFTEwZw6lasMGVg4EBp0ybbaWJnzRpzd/isLOnjj22nQST4ab/nyREgAIil5cvN0g+nv7c0\\\n",
       "eLDUtav0ySfSrl220wDtQwECgA56912zvOgiuzliLTGx+Z5noRIIuAUFCAA6wHGk994zz/1WgCTp\\\n",
       "Rz8yy1AJBNyCAgQAHfDRR1JdndS3r9S/v+00sTd2rFlSgOA2FCAA6ICWh7/8cAHEo40eLXXqJK1e\\\n",
       "Le3fbzsNED4KEAB0gF/n/4Scfba5CGJDA6fDw10oQADQAX4vQFLzfzuHweAmFCAAOEXBoPTFF1L3\\\n",
       "7tKgQbbT2BMqQO+8YzcH0B4UIAA4RaGzv8aMkTp3tpvFplABqqqSvvvObhYgXBQgADhFHP4yeveW\\\n",
       "srOlgwfNZGjADShAAHCKKEDNOB0ebkMBAoBTUFcnbdwonX66NHy47TT2MQ8IbkMBAoBT8NZbZjlm\\\n",
       "jClBfhcaAXrvPXNKPBDvKEAAcAoqKszykkvs5ogX554rZWRIX39t7hIPxDsKEACcAgrQscaPN8s3\\\n",
       "3rCbAwgHBQgA2mn7dunTT81VkIcNs50mfoTKYKgcAvGMAgQA7RTawRcUSAkJVqPElXHjzP3Qli83\\\n",
       "p8QD8YwCBADtxOGvtiUlSUOHSocPmxIExDMKEAC0g+M0F6CLL7abJR4xDwhuQQECgHbYskXasUPq\\\n",
       "00f64Q9tp4k/oQLEPCDEOwoQALTD0qVmOX68me+C1n70I+m008wtMXbtsp0GOD4KEAC0Q1mZWU6e\\\n",
       "bDdHvDrjDFOCHEdatsx2GuD4KEAAEKZvv5XeftuM/EyYYDtN/Lr8crN8/XW7OYAToQABQJgqKqT6\\\n",
       "emnUKKlXL9tp4leoAJWXS42NdrMAx0MBAoAwcfgrPOefL/Xvb+YArVxpOw3QNgoQAITBcZoL0KRJ\\\n",
       "drPEu0CAw2CIfxQgAAjDxo1STY05/T0vz3aa+EcBQryjAAFAGEI78kmTpE78y3lSP/6xOSNs3Tqp\\\n",
       "ttZ2GuBYnv5rXF5eruzsbGVlZWnhwoXHvP/cc88pNzdXQ4YM0ZgxY1RdXW0hJQA3WLzYLKdMsZvD\\\n",
       "Lbp0ab4o4muv2c0CtMWzBaixsVFz5sxReXm5Nm/erJKSEm3ZsqXVOv3799c777yj6upq/eEPf9DP\\\n",
       "f/5zS2kBxLPt26VVq8yIBqe/h+/KK83ypZfs5gDa4tkCtHLlSmVmZio9PV2JiYkqLCxUaWlpq3VG\\\n",
       "jx6t7t27S5Ly8/NVU1NjIyqAOPfyy2Y5aZIpQQjPT38qJSRIb77JVaERfzxbgGpra5WWltb0OjU1\\\n",
       "VbUnOBD9xBNPaDLntgJoQ2gE45pr7OZwm549zQ1jGxulo37+BKzzbAEKtOMmPW+99ZaefPLJNucJ\\\n",
       "AfC3HTuk994z97cKndmE8F17rVm++KLdHMDREmwHiJaUlBQFg8Gm18FgUKmpqcesV11drZkzZ6q8\\\n",
       "vFw9evRo87MWLFjQ9LygoEAFBQWRjgsgTpWWmmsAXXaZdPbZttO4z5VXSrfeKr3xhrR3r/SDH9hO\\\n",
       "hKNVVlaqsrLSdoyYCziO49gOEQ0NDQ0aMGCAKioqlJycrJEjR6qkpEQ5OTlN62zfvl0XX3yxnn32\\\n",
       "WY0aNeqYzwiNInl0EwEIw/jx5hYYTz4p3XKL7TTudMklZh7QX/8q3XCD7TQ4ET/t9zx7CCwhIUFF\\\n",
       "RUWaMGGCBg4cqKlTpyonJ0fFxcUqLi6WJN13333as2ePZs+erby8PI0cOdJyagDxpKbG7LhPO026\\\n",
       "6irbadwrdBjs+eft5gBa8uwIUCT4qQkDONZDD0m//a2Z/MwcllO3a5fUt6+ZDB0MSsnJthPhePy0\\\n",
       "3/PsCBAAdNQzz5glh206plcv6YorpCNHpOees50GMChAANCG9eulDRvMqdzc/LTjbrrJLJ9+2kwq\\\n",
       "B2yjAAFAG55+2iyvu87MAULHTJok9e4tbd4srV5tOw1AAQKAYxw8KP3lL+b5jBl2s3hFYqJ0/fXm\\\n",
       "eWjbAjZRgADgKC++KO3ZIw0bJg0fbjuNd9x8s1k++6y0f7/VKAAFCACO9v2VMjRrlt0cXpObK40a\\\n",
       "ZS6IyCnxsI0CBAAtbNggLV8unXWWNG2a7TTeM2eOWRYVMRkadlGAAKCF//xPs7zxRunMM+1m8aJr\\\n",
       "r5XOOUeqrpbefdd2GvgZBQgAvvfll2Z+SiAg/eIXttN40+mnSz//uXkeKpuADRQgAPjef/+3VF8v\\\n",
       "XX21lJFhO4133XabKUKvvGJOiwdsoAABgKSvv5Yee8w8//Wv7Wbxur59penTzfMHHrCbBf5FAQIA\\\n",
       "Sf/1X+bspLFjzZlKiK7f/Ebq3NmcDbZtm+008CMKEADf27VL+o//MM//7d/sZvGLfv2kf/kXc4PU\\\n",
       "e++1nQZ+RAEC4HsPPyzt2yddeqkZAUJsLFhgrhD917+as8KAWKIAAfC1L74wh78kRn9irX9/6dZb\\\n",
       "zfWA7rzTdhr4DQUIgK/96lfSoUNSYaGUn287jf/84Q/mopNLlpgHECsBx+FanMcTCAQkSWwiwJsq\\\n",
       "KqTx46UzzpC2bpVSU20n8qeHHzaTovv1kzZuNP8/YIef9nuMAAHwpf37m+/1dffdlB+b7rhDGjLE\\\n",
       "nA327/9uOw38ghGgE/BTEwb8Zs4c6dFHzY531SrptNNsJ/K3qirpwgulTp3Mvdg4HGmHn/Z7jAAB\\\n",
       "8J2lS035CZ2BRPmxb9Qoc/uRxkZzevy+fbYTwesoQAB85fPPpeuvN8/vuUfKzbUaBy3cf780dKj0\\\n",
       "f/9nDk/6YBACFlGAAPjGgQPSNdeYCx9OnizddZftRGjp9NOlkhLpzDOlv/1N+uMfbSeClzEH6AT8\\\n",
       "dCwU8Lr6eunKK6WyMnP9mQ8/lHr0sJ0KbXn1VfP/ynFMEZo61XYi//DTfo8RIACe19Ag3XyzKT+9\\\n",
       "ekmvvUb5iWdTpkgLF5rn118vvfyy3TzwJgoQAE87dEj62c/MTTe7dTMX28vJsZ0KJ/PrX5urQzc2\\\n",
       "StddZ/7/AZFEAQLgWV9+aS50+Mor0g9+IC1bJo0YYTsVwhEImEnRv/mNGcG7/npzq5IjR2wng1cw\\\n",
       "B+gE/HQsFPCaZcukG2+Udu6UUlLMyM/gwbZT4VQsWmROkXccacIE6S9/kfr0sZ3Km/y032MECICn\\\n",
       "fPWVdMMNZke5c6c0bpy0Zg3lx83uuEP63/8187eWLpUGDpT+9CdzeAw4VZ4tQOXl5crOzlZWVpYW\\\n",
       "hmbTHWXu3LnKyspSbm6u1q5dG+OEACJp1y5p/nxzhtezz0pdupjTqJctk845x3Y6dNTll0vr10uX\\\n",
       "XSbt3i3ddpuUlye98AJFCKfGk4fAGhsbNWDAAL3xxhtKSUnRiBEjVFJSopwWMx/LyspUVFSksrIy\\\n",
       "rVixQnfccYeqqqpafY6fhgIBN2pslN57T3riCel//sdMeJbMNX4WLZIyM+3mQ+Q5jrR4sfTLX0rb\\\n",
       "t5tf699fmj7dzBNKT7caz/X8tN/z5AjQypUrlZmZqfT0dCUmJqqwsFClpaWt1nn11Vd10003SZLy\\\n",
       "8/O1d+9e7dy500ZcAGE6ckT66CPpmWfM/J4+faSCAvP60CFp0iTpgw+k11+n/HhVIGAuZrl1q/TY\\\n",
       "Y1JGhrly9O9/b+4mn5cn/fa35lDZrl220yKeJdgOEA21tbVKS0trep2amqoVK1acdJ2amhr1YWYd\\\n",
       "YE19vTm88dVXUl2dOYvrs8/MDu7TT80hkKPvEdW/v7lQ3owZZmcIf+jSxdwu41//Vfr7300Jfvll\\\n",
       "ad0683joIbPeueea251kZJjRofPOk5KTzXyinj2l7t3NDVjhP54sQKEhvJM5eojveL9v5szj/f6T\\\n",
       "fb5334/nbNF+P56zRfv9SHz24cPSwYOtH4cOmeU335z490vmjK4RI6QxY6Sf/EQaMMCMCsCfOneW\\\n",
       "Jk40j0OHzCHRZcukd981hXn79uZDZW3p1MlcIqFr1+ZHly7Ny4QEs07nzmbZ8nH0r7Xnz2G460bj\\\n",
       "M9u7rld5sgClpKQoGAw2vQ4Gg0pNTT3hOjU1NUpJSWnz8x5/fEGLVwXfPwBEWqdO5ifzpCTzOOcc\\\n",
       "M8KTkWGWP/yh+ekdaEuXLua6T+PHm9eNjdLHH0sbN5qb4IYeO3eaw2O7d5sRxd27LYaOC5XfP/zF\\\n",
       "k5OgGxoaNGDAAFVUVCg5OVkjR4484SToqqoqzZs377iToP/85+NvopO1aC+/H8/Zov1+PGeL9vsd\\\n",
       "/ezTT2/903bLn7rPPNP8VA3ESn29tHdv65HIQ4eanzc2mseRI82Po1+Hfi1c4e5127N3jtS6s2b5\\\n",
       "ZxK0JwuQJC1ZskTz5s1TY2OjZsyYobvuukvFxcWSpFmzZkmS5syZo/LycnXr1k1PPfWULrjgglaf\\\n",
       "4afZ8AAA+Gm/59kCFAl++oMAAICf9nvMfQcAAL5DAQIAAL5DAQIAAL5DAQIAAL5DAQIAAL5DAQIA\\\n",
       "AL5DAQIAAL5DAQIAAL5DAQIAAL5DAQIAAL5DAQIAAL5DAYJ1lZWVtiP4Ats5+tjG0cc2RqRQgGAd\\\n",
       "/6DFBts5+tjG0cc2RqRQgAAAgO8EHD/c8/4UBQIB2xEAAIg5P1QDRoAAAIDvJNgOEM/80IABAPAj\\\n",
       "RoAAAIDvUIAAAIDvUIC+V15eruzsbGVlZWnhwoVtrjN37lxlZWUpNzdXa9eujXFC9zvZNn7uueeU\\\n",
       "m5urIUPmAxfjAAAEz0lEQVSGaMyYMaqurraQ0t3C+XMsSatWrVJCQoIWL14cw3TeEM42rqysVF5e\\\n",
       "ngYNGqSCgoLYBvSIk23nuro6TZw4UUOHDtWgQYP09NNPxz6ki02fPl19+vTR4MGDj7uO5/d5DpyG\\\n",
       "hgYnIyPD2bZtm/Pdd985ubm5zubNm1ut8/rrrzuTJk1yHMdxqqqqnPz8fBtRXSucbfz+++87e/fu\\\n",
       "dRzHcZYsWcI2bqdwtnFovXHjxjmXX3658+KLL1pI6l7hbOM9e/Y4AwcOdILBoOM4jvPVV1/ZiOpq\\\n",
       "4Wzne+65x7nzzjsdxzHbuGfPnk59fb2NuK70zjvvOGvWrHEGDRrU5vt+2OcxAiRp5cqVyszMVHp6\\\n",
       "uhITE1VYWKjS0tJW67z66qu66aabJEn5+fnau3evdu7caSOuK4WzjUePHq3u3btLMtu4pqbGRlTX\\\n",
       "CmcbS9Ijjzyia6+9Vr1797aQ0t3C2cbPP/+8rrnmGqWmpkqSkpKSbER1tXC2c9++fbVv3z5J0r59\\\n",
       "+9SrVy8lJHBeT7guuugi9ejR47jv+2GfRwGSVFtbq7S0tKbXqampqq2tPek67KDDF842bumJJ57Q\\\n",
       "5MmTYxHNM8L9c1xaWqrZs2dL4lpX7RXONv7kk0+0e/dujRs3TsOHD9czzzwT65iuF852njlzpjZt\\\n",
       "2qTk5GTl5uZq0aJFsY7paX7Y51GXFf5OwDnqtHh2HuFrz7Z666239OSTT2r58uVRTOQ94WzjefPm\\\n",
       "6YEHHlAgEJDjOFzqoZ3C2cb19fVas2aNKioqdODAAY0ePVqjRo1SVlZWDBJ6Qzjb+f7779fQoUNV\\\n",
       "WVmpzz77TJdeeqnWr1+vs846KwYJ/cHr+zwKkKSUlBQFg8Gm18FgsGn4+njr1NTUKCUlJWYZ3S6c\\\n",
       "bSxJ1dXVmjlzpsrLy084PItjhbONV69ercLCQklmEumSJUuUmJioKVOmxDSrW4WzjdPS0pSUlKSu\\\n",
       "Xbuqa9euGjt2rNavX08BaodwtvP777+vu+++W5KUkZGhfv36aevWrRo+fHhMs3qVL/Z5dqcgxYf6\\\n",
       "+nqnf//+zrZt25zDhw+fdBL0Bx984MkJYdEUzjb+4osvnIyMDOeDDz6wlNLdwtnGLd18883OSy+9\\\n",
       "FMOE7hfONt6yZYtzySWXOA0NDc7+/fudQYMGOZs2bbKU2J3C2c6/+MUvnAULFjiO4zg7duxwUlJS\\\n",
       "nF27dtmI61rbtm0LaxK0V/d5jABJSkhIUFFRkSZMmKDGxkbNmDFDOTk5Ki4uliTNmjVLkydPVllZ\\\n",
       "mTIzM9WtWzc99dRTllO7Szjb+L777tOePXua5qckJiZq5cqVNmO7SjjbGB0TzjbOzs7WxIkTNWTI\\\n",
       "EHXq1EkzZ87UwIEDLSd3l3C28/z583XLLbcoNzdXR44c0YMPPqiePXtaTu4e06ZN09tvv626ujql\\\n",
       "paXp3nvvVX19vST/7PO4GSoAAPAdzgIDAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+\\\n",
       "QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwEC\\\n",
       "AAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+QwECAAC+8/+ZuzOcpuYtRgAA\\\n",
       "AABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[24] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X10VPWdx/FPIBEjUp4ilGSiCEmTYCSAkIAUDD4sFKt9\\\n",
       "0G5jW5ciUtZTimhPd6ueXWJtrfSc7R5rul1sFbc+0Ae1jduGYKEMtkIMzyCiSxVhEuUhPIUCIgl3\\\n",
       "//g5ASSECczMb+79vV/nzLkz5GbmyzXy++R3v/d30zzP8wQAAOCQLrYLAAAASDYCEAAAcA4BCAAA\\\n",
       "OIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwAC\\\n",
       "AADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQ\\\n",
       "gAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOCfddgGpLC0tzXYJAAAkned5tktIOGaAAACAcwhA\\\n",
       "MfA8j0cCH3PmzLFegwsPjjPHOAgPjnFiHy4hAAEAAOcQgAAAgHMIQLCuvLzcdglO4DgnHsc48TjG\\\n",
       "iJc0z7WTfp0QvQqMQwQAcIFL4x4zQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEA\\\n",
       "AQAA5wQ2AN1xxx3q37+/rrzyyjPuM2vWLOXn56ukpERr165NYnUAAMCmwAagqVOnqra29oxfr6mp\\\n",
       "0d/+9jdt2bJFjz/+uO66664kVgcAAGwKbAAaN26cevfufcavv/TSS5oyZYokqaysTPv379fOnTuT\\\n",
       "VR4AALAosAHobBobG5Wbm9v2OhQKqaGhwWJFAAAgWdJtF2DTx+91Er0HCgAEhedJNTVSOCxdcIH0\\\n",
       "2c9KY8bYrgqwz9kAlJOTo0gk0va6oaFBOTk57e5bWVnZ9ry8vJy7EQPwhaYm6R//UVq69MSfPfyw\\\n",
       "9NWvSj//uZSZaa82pI5wOKxwOGy7jKQL9N3g3333Xd10003auHHjaV+rqalRVVWVampqVFdXp9mz\\\n",
       "Z6uuru6UfVy6Ky6AYDlwQPr0p6XXX5f69ZO+8Q3p0CHp8cfNdvJkqbpaSnf212C0x6VxL7AB6Lbb\\\n",
       "btOyZcvU1NSk/v3768EHH9SxY8ckSTNmzJAkzZw5U7W1terevbvmz5+vESNGnPIeLv0gAAiWL31J\\\n",
       "ev55qbBQWrJEys42f75xozRhgrRnj3TffWZGCIhyadwLbACKB5d+EAAEx+9/L33hC9LFF0vr1kmD\\\n",
       "B5/69VdekcrLpbQ06bXXpJEjrZSJFOTSuOfsVWAAEERHjkgzZ5rnP/jB6eFHksaPl+65Rzp+XPrO\\\n",
       "d0yjNOAaZoA64FISBhAMP/mJdPfd0rBh0qpVUteu7e+3f780aJC0b5+0cKE0aVJy60RqcmncYwYI\\\n",
       "AALigw+kuXPN88rKM4cfSerVS3rgAfP8wQcTXhqQcpgB6oBLSRiA//3iF9L06VJJibR2renx6cih\\\n",
       "Q1IoZGaD6uqksrLk1InU5dK4xwwQAATEf/+32d5779nDjyR1724CkyQ9+mji6gJSETNAHXApCQPw\\\n",
       "t9WrzdVcvXtLjY2xL3K4fbvpBUpLM9/Xr19i60Rqc2ncYwYIAALg8cfNdsqUzq3wfOmlpgG6pUX6\\\n",
       "1a8SUxuQighAAOBzH34o/eY35vmdd3b++//pn8z26afjVxOQ6ghAAOBzixaZRuahQ6Urruj89990\\\n",
       "k9Szp7ls/o034l8fkIoIQADgc9FTVxUV5/b9mZnSrbea57/9bXxqAlIdAQgAfOzIEXNTU+ncA5Ak\\\n",
       "3XKL2f7+9+dfE+AHBCAA8LE//9ms53PVVdLll5/7+1x77Yl7h737btzKA1IWAQgAfOx//9dsb7rp\\\n",
       "/N6nWzdp8mTzPDqjBAQZAQgAfMrzpD/8wTw/3wAkSZ//vNlyGgwuYCHEDri0IBQA/1m7VhoxQsrO\\\n",
       "lhoaYlv9uSMHDkiXXCK1tkq7dkl9+8anTviHS+MeM0AA4FPR2Z/Pfvb8w49kLoUfP146flxavPj8\\\n",
       "3w9IZQQgAPCpkwNQvPzDP5jtyy/H7z2BVMQpsA64NBUIwF/27ZOysqSuXc3z7t3j877r1knDh5u7\\\n",
       "xG/fHp+ZJfiHS+MeM0AA4EPLlplTVaNHxy/8SGY16X79TE/Rm2/G732BVEMAAgAf+vOfzfa66+L7\\\n",
       "vl26SDfcYJ5zGgxBRgACAB9assRsr702/u8dDUB/+lP83xtIFfQAdcClc6EA/GPHDmnAAOmii0z/\\\n",
       "zwUXxPf933tPyskxp9b27ZMyMuL7/khdLo17zAABgM9ET3+NHx//8COZdYU+9Slzi401a+L//kAq\\\n",
       "IAABgM9EA1AiTn9FjR9vtq+8krjPAGwiAAGAz0T7f+LdAH2ya64xWwIQgooeoA64dC4UgD9s2yYN\\\n",
       "HCj16iU1NZl1gBJh+3bpssvM6tB79iTuc5BaXBr3mAECAB959VWzHTs2saHk0ktNADpwQHr99cR9\\\n",
       "DmALAQgAfOTkAJRo9AEhyAhAAOAjyQxA0T6gZcsS/1lAsgU2ANXW1qqwsFD5+fmaO3fuaV9vamrS\\\n",
       "pEmTNGzYMBUXF+upp55KfpEA0AnNzdLGjWZdnlGjEv95J88AOdASAscEMgC1trZq5syZqq2t1Rtv\\\n",
       "vKEFCxZo8+bNp+xTVVWl4cOHa926dQqHw/r2t7+tlpYWSxUDwNnV1Zn7f40YIWVmJv7z8vKkT35S\\\n",
       "2r1beuutxH8ekEyBDED19fXKy8vTwIEDlZGRoYqKClVXV5+yz4ABA9Tc3CxJam5uVt++fZWenm6j\\\n",
       "XACIyfLlZpuM01+SuRN89LPq6pLzmUCyBDIANTY2Kjc3t+11KBRSY2PjKftMnz5dmzZtUnZ2tkpK\\\n",
       "SvToo48mu0wA6JRk9v9EjR5ttgQgBE0gA1B0HYOOPPzwwxo2bJjee+89rVu3Tt/85jd18ODBJFQH\\\n",
       "AJ3X0nIihFx9dfI+lwCEoArkOZ+cnBxFIpG215FIRKFQ6JR9li9frgceeECSNHjwYF1++eV66623\\\n",
       "NHLkyNPer7Kysu15eXm5ysvLE1I3AJzJxo3S3/8uDRpk+nKSZcQIKT3dfP7Bg1KPHsn7bCRHOBxW\\\n",
       "OBy2XUbSBXIl6JaWFhUUFGjJkiXKzs5WaWmpFixYoKKiorZ97r33XvXs2VNz5szRzp07ddVVV2nD\\\n",
       "hg3q06dP2z4urYgJILVVVUnf+pZ0++3SL3+Z3M8eOVJavdrcg2zChOR+NpLLpXEvkKfA0tPTVVVV\\\n",
       "pYkTJ2rIkCH68pe/rKKiIs2bN0/z5s2TJN1///1atWqVSkpKdP311+tHP/rRKeEHAFKJjf6fqDFj\\\n",
       "zJbTYAiSQM4AxYtLSRhAahs8WHrnHWn9emno0OR+9rPPSl/7mnTzzdLHLqhFwLg07hGAOuDSDwKA\\\n",
       "1LV3r9S3r1n7p7nZ9OQk09tvmzWB+vWTduwwl8cjmFwa9wJ5CgwAgmT1arMdPjz54UcyjddZWdKu\\\n",
       "XdLWrcn/fCARCEAAkOJWrTLbdi5STYq0NC6HR/AQgAAgxUVngK66yl4NNEIjaAhAAJDibM8ASSdm\\\n",
       "gFassFcDEE80QXfApWYwAKlp927TfNy9u3TggNS1q506mpulXr1MD9LBg1K3bnbqQGK5NO4xAwQA\\\n",
       "KSx6+mvECHvhR5I+8QmpoEA6dkx6/XV7dQDxQgACgBSWCqe/oqI1rFxptw4gHghAAJDCUjEARWsC\\\n",
       "/IwABAApjAAEJAZN0B1wqRkMQOrZsUMaMMD03+zbJ3Wx/CvroUOmlrQ00widmWm3HsSfS+MeM0AA\\\n",
       "kKJOboC2HX4kcyXaFVdIra3SunW2qwHOTwr8LwUAaE8qnf6K4jQYgoIABAApigAEJA4BCABSkOcR\\\n",
       "gIBEogm6Ay41gwFILY2NUihkVl/eu9c0HqeCDz6QevQwfUDNzdLFF9uuCPHk0rjHDBAApKCTZ39S\\\n",
       "JfxI0oUXSkOHmhmqNWtsVwOcOwIQAKSgVDz9FcVpMAQBAQgAUlD0EngCEJAYBCAASDEnN0BfdZXd\\\n",
       "WtpDAEIQ0ATdAZeawQCkju3bpcsuk/r2lXbvTq0eIMncEb5HD+noUbNCda9etitCvLg07jEDBAAp\\\n",
       "JlUboKMyMqRhw8zz6Kk6wG8IQACQYlK5ATqK02DwOwIQAKQYPwSgaG8SM0DwKwIQAKSQVF0B+uOY\\\n",
       "AYLf0QTdAZeawQCkhnfekQYPlvr3l95/PzV7gCSppUX6xCekI0ekpibTsA3/c2ncYwYIAFLIyev/\\\n",
       "pGr4kaT09BON0KwIDT8iAAFACknl9X8+jtNg8LPABqDa2loVFhYqPz9fc+fObXefcDis4cOHq7i4\\\n",
       "WOXl5cktEADa4Yf+n6hojTRCw48C2QPU2tqqgoICLV68WDk5ORo1apQWLFigoqKitn3279+vsWPH\\\n",
       "atGiRQqFQmpqalJWVtYp7+PSuVAA9h0/LvXpIx04YO4Gn51tu6KObdokFRebRRvffdd2NYgHl8a9\\\n",
       "QM4A1dfXKy8vTwMHDlRGRoYqKipUXV19yj7PPfecbrnlFoVCIUk6LfwAQLK9/bYJP9nZqR9+JKmw\\\n",
       "ULroImnbNtMIDfhJIANQY2OjcnNz216HQiE1Njaess+WLVu0d+9eTZgwQSNHjtTTTz+d7DIB4BR+\\\n",
       "Ov0lSV27SsOHm+ecBoPfBDIApcVw6cSxY8e0Zs0a1dTUaNGiRXrooYe0ZcuWJFQHAO3zWwCSaISG\\\n",
       "f6XbLiARcnJyFIlE2l5HIpG2U11Rubm5ysrKUmZmpjIzMzV+/HitX79e+fn5p71fZWVl2/Py8nIa\\\n",
       "pgEkBAEINoTDYYXDYdtlJF0gm6BbWlpUUFCgJUuWKDs7W6Wlpac1Qb/55puaOXOmFi1apKNHj6qs\\\n",
       "rEy//vWvNWTIkLZ9XGoGA2DX8eNSz57S3/8u7dwp9etnu6LYbN4sDRki5eaau9jD31wa9wI5A5Se\\\n",
       "nq6qqipNnDhRra2tmjZtmoqKijRv3jxJ0owZM1RYWKhJkyZp6NCh6tKli6ZPn35K+AGAZPq//zPh\\\n",
       "JzfXP+FHkj71Kenii6VIRNq1y1+1w22BnAGKF5eSMAC7nnlGuv126QtfkF580XY1nXPNNdIrr0g1\\\n",
       "NdJnPmO7GpwPl8a9QDZBA4Df+LH/Jyq6ajV9QPATAhAApAA/ByAaoeFHBCAAsKylRVq71jz3wz3A\\\n",
       "Pi5aM2sBwU8IQABg2ZtvSocPS5dfLvXta7uazsvPl3r0MLfveP9929UAsSEAAYBl0ZkTP57+kqQu\\\n",
       "XZgFgv8QgADAMj/3/0QRgOA3BCAAsCwagPzY/xNFIzT8hnWAOuDSeggA7Dh2TPrEJ6QPPpD27pV6\\\n",
       "97Zd0bn5299ML9CAAdJ779muBufKpXGPGSAAsGjTJhN+Bg/2b/iRTP09e5omaAIQ/IAABAAWRU8Z\\\n",
       "jRplt47zlZbGgojwFwIQAFi0cqXZ+j0ASTRCw18IQABgUZACEI3Q8BOaoDvgUjMYgOT74AOzgODx\\\n",
       "49KBA+au6n72zjumF6h/f9ML9NE/ofARl8Y9ZoAAwJL1681tMIqK/B9+JLOSde/e0s6dZlVoIJUR\\\n",
       "gADAkiCd/pJohIa/EIAAwJKgBSCJRmj4BwEIACyJBiA/3wLj42iEhl/QBN0Bl5rBACTXwYNm4cD0\\\n",
       "dPO8WzfbFcXHu++aXqCsLGnXLhqh/calcY8ZIACwYM0ayfOkoUODE34k6bLLpD59pKYmKRKxXQ1w\\\n",
       "ZgQgALAgiP0/kpnx4TQY/IAABAAWBLH/Jyr6d6IRGqmMAAQAFgR1BkjiUnj4A03QHXCpGQxA8uzZ\\\n",
       "Y5qEMzOl5mbTCB0k27ef2gtEI7R/uDTuMQMEAEkWnRkZPjx44UeScnNNwNu7V9q2zXY1QPsIQACQ\\\n",
       "ZEE+/SXRCA1/IAABQJIFPQBJJwJQfb3dOoAzIQABQBJ5nlRXZ56XldmtJZFGjzbb6N8VSDU0QXfA\\\n",
       "pWYwAMmxdas0aJDUt6+0e3dwG4RPbvQ+cEDKyLBdEWLh0rgX2Bmg2tpaFRYWKj8/X3Pnzj3jfitX\\\n",
       "rlR6erpefPHFJFYHwFXRGZHRo4MbfiQT8PLzpSNHpA0bbFcDnC6QAai1tVUzZ85UbW2t3njjDS1Y\\\n",
       "sECbN29ud79//dd/1aRJk5xIuwDsW7HCbMeMsVtHMkT/jtG/M5BKAhmA6uvrlZeXp4EDByojI0MV\\\n",
       "FRWqrq4+bb/HHntMt956qy655BILVQJw0ckzQEFHAEIqC2QAamxsVG5ubtvrUCikxsbG0/aprq7W\\\n",
       "XXfdJenEeU8ASJQjR6S1a82pr9JS29UkHo3QSGWBDECxhJnZs2frkUceUVpamjzP4xQYgIRbs0Zq\\\n",
       "aZGKi6UePWxXk3jFxVL37tI770i7dtmuBjhVANcglXJychSJRNpeRyIRhUKhU/ZZvXq1KioqJElN\\\n",
       "TU1auHChMjIydPPNN5/2fpWVlW3Py8vLVV5enpC6AQSbS6e/JLPKdWmptHSpOQ32uc/ZrgjtCYfD\\\n",
       "CofDtstIukBeBt/S0qKCggItWbJE2dnZKi0t1YIFC1RUVNTu/lOnTtVNN92kL37xi6f8uUuXAwJI\\\n",
       "vFtvlV54QXrySWnqVNvVJMf990s//KH03e+aLVKbS+NeIGeA0tPTVVVVpYkTJ6q1tVXTpk1TUVGR\\\n",
       "5s2bJ0maMWOG5QoBuMi1GSCJRmikrkDOAMWLS0kYQGI1NJibhPbqZRYJ7BLIDszT7dol9e8vXXSR\\\n",
       "WRAxiDd/DRKXxj1H/hcEALuiMyBlZe6EH0nq108aPFg6fFjauNF2NcAJDv1vCAD2/PWvZnv11Xbr\\\n",
       "sIHTYEhFBCAASIJXXjHbcePs1mFDNAC9+qrdOoCT0QPUAZfOhQJInAMHpN69Tf/L/v2mH8YlGzdK\\\n",
       "Q4dKoZC0fXuw74Hmdy6Ne8wAAUCCLV8ueZ40cqR74UeSrrjCBMCGBmnbNtvVAAYBCAASzOXTX5Jp\\\n",
       "+o7+3aPHArCNAAQACfaXv5jt+PF267Ap+ncnACFVEIAAIIGOHJFWrjR9L2PH2q7GHgIQUg0BCAAS\\\n",
       "qL5e+vBD6corzSKIrho+3NwYdcsW6f33bVcDEIAAIKE4/WWkp5+YAYseE8AmAhAAJFB0sHe1Afpk\\\n",
       "nAZDKiEAAUCCtLSYS+AlApBEAEJqIQABQIKsWiX9/e9SXp40YIDtauwbNUrq1s0sjLh3r+1q4DoC\\\n",
       "EAAkyJIlZnv99XbrSBUXXmhuBitJy5bZrQUgAAFAgkQD0HXX2a0jlUSPRfTYALYQgAAgAQ4fNjf/\\\n",
       "TEuTJkywXU3qiM6GLV5stw6AAAQACfDqq2b9n2HDpL59bVeTOkpLpR49pLfekiIR29XAZQQgAEgA\\\n",
       "+n/al55+YkaMWSDYRAACgASIDu70/5yO02BIBWme53m2i0hVaWlpkiQOEYDO2LtXysoysx379plb\\\n",
       "QOCEzZulIUOkfv3MbTG68Kt4ynBp3OPHDgDi7M9/ljxPGjOG8NOewkIpJ0fatUt6/XXb1cBVBCAA\\\n",
       "iLOaGrOdNMluHakqLe3EabA//cluLXAXAQgA4uj4cWnhQvP8xhvt1pLKJk4022hYBJKNHqAOuHQu\\\n",
       "FEB8rF4tjRwphULS9u1mtgOn27vX9AClpUlNTVLPnrYrguTWuMcMEADEUXRGY/Jkwk9H+vSRxo41\\\n",
       "N4x9+WXb1cBFBCAAiKM//tFsJ0+2W4cffPazZvuHP9itA27iFFgHXJoKBHD+du+W+veXMjKkPXuk\\\n",
       "iy+2XVFqi14Of8kl5nL4rl1tVwSXxj1mgAAgTmprzeXv11xD+IlFYaE0aJAJjitX2q4Grgl0AKqt\\\n",
       "rVVhYaHy8/M1d+7c077+7LPPqqSkREOHDtXYsWO1YcMGC1UCCIrqarPl6q/YpKWdOFacBkOyBfYU\\\n",
       "WGtrqwoKCrR48WLl5ORo1KhRWrBggYqKitr2WbFihYYMGaKePXuqtrZWlZWVqqura/u6S1OBAM7P\\\n",
       "4cPmVM7hw9K2bdKll9quyB9eftlcEn/FFSyKmApcGvcCOwNUX1+vvLw8DRw4UBkZGaqoqFB19Nez\\\n",
       "j4wZM0Y9P7r2sqysTA0NDTZKBRAAtbUm/JSWEn46Y8IEqXdvadMm0xMEJEtgA1BjY6Nyc3PbXodC\\\n",
       "ITU2Np5x/yeeeEKTuWwDwDl6/nmzvfVWu3X4TUaG9PnPm+e//a3dWuCWwAagtE4swLF06VI9+eST\\\n",
       "7fYJAcDZfPDBiR6WW26xW4sffelLZksAQjKl2y4gUXJychSJRNpeRyIRhUKh0/bbsGGDpk+frtra\\\n",
       "WvXu3bvd96qsrGx7Xl5ervLy8niXC8DH/vQn6eBBafhwc1UTOue666RevUwP0JtvmqvDkDzhcFjh\\\n",
       "cNh2GUkX2CbolpYWFRQUaMmSJcrOzlZpaelpTdDbt2/Xtddeq2eeeUajR48+7T1cagYDcO6+/nXp\\\n",
       "f/5H+v73pQcesF2NP02dKj31lPS970n/9m+2q3GXS+NeYAOQJC1cuFCzZ89Wa2urpk2bpvvuu0/z\\\n",
       "5s2TJM2YMUN33nmnfve73+nSjzoWMzIyVF9f3/b9Lv0gADg3hw9Ln/ykmQF6802poMB2Rf60cKFZ\\\n",
       "Pbu4WNq40XY17nJp3At0ADpfLv0gADg3v/qVdNtt5uqv116zXY1/ffihNGCAuUnq2rXSsGG2K3KT\\\n",
       "S+NeYJugASAZfvlLs739drt1+N0FF0hf+Yp5/tRTVkuBI5gB6oBLSRhA5+3YIYVCZkXj99+XsrJs\\\n",
       "V+Rvq1dLI0ea49jYaEIRksulcY8ZIAA4R889J7W2mts5EH7O34gR0pVXSk1N3BoDiUcAAoBz4HnS\\\n",
       "z39unk+ZYreWoEhLM1eDSdL8+XZrQfBxCqwDLk0FAuiccNjcxiE7W3r3XbOiMc7f7t3mmHqeFImY\\\n",
       "xmgkj0vjHjNAAHAOfvYzs73zTsJPPF1yiXTzzebU4uOP264GQcYMUAdcSsIAYrdzp2l+Pn7c3Pm9\\\n",
       "nUXmcR6is2v9+5vj262b7Yrc4dK4xwwQAHTSz34mtbRIN91E+EmEa64xzdA7d3J/MCQOAQgAOuHQ\\\n",
       "Iamqyjy/9167tQRVWpo0a5Z5/uijph8IiDcCEAB0wvz50p49UlmZNG6c7WqC6ytfkfr2lVatkpYu\\\n",
       "tV0NgogABAAxammRfvxj8/xf/sXMVCAxLrpIuuce8/yhh+zWgmCiCboDLjWDATi7+fOlO+6Q8vOl\\\n",
       "zZulrl1tVxRsBw5Il11mtn/5i/TpT9uuKPhcGveYAQKAGBw9KlVWmudz5hB+kqFnzxO9QA8+aLcW\\\n",
       "BA8BCABi8POfS9u3S8XFUkWF7WrcMXu2CUKLF0uLFtmuBkFCAAKAszhw4EQfykMPMfuTTH36SA88\\\n",
       "YJ5/5ztmgUQgHghAAHAWc+ZIu3ZJY8dKn/uc7Wrc861vmV6gjRu5RxjihyboDrjUDAagfRs3SsOH\\\n",
       "m7VoVq+Whg2zXZGbFiwwl8b36WMa0Pv1s11RMLk07jEDBABn0NoqzZhhtnfdRfixqaJCuuEGae9e\\\n",
       "FqBEfDAD1AGXkjCA0z3yiHTffebu5K+/LvXubbsit73zjmlCP3JEeuklcysSxJdL4x4zQADQjnXr\\\n",
       "pH//d/P8yScJP6lg0CDp+983z6dOlRob7dYDfyMAAcDH7N0r3XKLdOyYOfU1caLtihA1e7b577Fn\\\n",
       "j/TVr5rVuYFzwSmwDrg0FQjAaG2VbrzRrDlz1VVmBeLMTNtV4WS7dkklJdKOHSag/vSn3JYkXlwa\\\n",
       "95gBAoCPeJ5pel60SMrKkl58kfCTivr1k154QerWTfrZz6T//E/bFcGPCEAAIBN+vvMd6YknpAsv\\\n",
       "lH73O+nSS21XhTO5+mrpqafM829/W/qv/7JaDnyIAATAedHL3P/jP6T0dDPzw403U19FhfSTn5jn\\\n",
       "3/ym9OMfmyALxIIeoA64dC4UcNX+/dKUKeay6gsvlH71K1Z79puqKrNatCT98z+bUJSRYbcmv3Jp\\\n",
       "3CMAdcClHwTARfX10m23mfVlevUyIWjcONtV4Vw895x0xx3S0aNSWZn0zDNSXp7tqvzHpXGPU2AA\\\n",
       "nNPcLM2aJY0ebcLP8OHSqlWEHz/7ylekcFgKhaTXXjOrdv/wh9IHH9iuDKkqsAGotrZWhYWFys/P\\\n",
       "19y5c9vdZ9asWcrPz1dJSYnWrl2b5AoBJNvBg2Z158GDpccek7p0MQ20y5ebP4O/jR4tbdhgeoMO\\\n",
       "HZLuv18aMsQsZHn0qO3qkGoCeQqstbVVBQUFWrx4sXJycjRq1CgtWLBARUVFbfvU1NSoqqpKNTU1\\\n",
       "eu2113T33Xerrq7ulPdxaSoQCCrPM7M78+eb0yQHDpg/v/pqc+VQSYnd+pAYixebRRM3bTKv+/eX\\\n",
       "7rzTzBQNGWK3tlTm0rgXyBmg+vp65eXlaeDAgcrIyFBFRYWqq6tP2eell17SlClTJEllZWXav3+/\\\n",
       "du7caaNcAHHkedLWrdJvfiNNn25OiZSWmvViDhwwV3e9/LL0178SfoLs+uvN7Ux++Uvz33nnTukH\\\n",
       "P5CuuMIEoLvvNj1fu3bZrhS2pNsuIBEaGxuVm5vb9joUCum111476z4NDQ3q379/0uoE0HktLdK+\\\n",
       "fVJTk3m8/74JPO+8I739thn09uw59XsGDJC+/GXTJHvllXbqRvKlp0u33y597WvSsmXSs89Kzz8v\\\n",
       "bd5sHtFL6D/5SROSPvUp6bLLzCM3V+rbV+rTR+rZU+ra1e7fBfEXyACUFuOa6B+f4jvT902f3tF7\\\n",
       "nO0zEvv1VKiBGpPz9VSoIVk1Hj1q7vh95IhpYj1529x89hqysqRRo6SxY6XJk01DLLdKcFdamlRe\\\n",
       "bh4//alpkl68WFq61ATmHTvMY9GiM39/z57SxRebpRI+/rjgAtNP1rWr2bb3iH4tLe3cfhbP9eeX\\\n",
       "n/szC2QAysnJUSQSaXsdiUQUCoU63KehoUE5OTntvt8vflF50qvyjx4AbEhLM7+VZ2WZ39D79TN3\\\n",
       "CR80SLr8cqm42Pz2zj/8aM8FF5ir/caNkx58UDp+3MwgbthgZhG3bZO2b5caGsxNcfftM2tFRR/B\\\n",
       "FP7o4ZZANkG3tLSooKBAS5YsUXZ2tkpLSztsgq6rq9Ps2bPP2AT9+OMdH6Kz/UOb6K+nQg3UmJyv\\\n",
       "u1JDt24p7xJoAAAGJElEQVTmHlyZmeY37JOf9+jB6QgkV2ur6R87dMjMREYf0ZnJDz80QepMj9bW\\\n",
       "U1931rmO0ufyfd/4hjtN0IEMQJK0cOFCzZ49W62trZo2bZruu+8+zZs3T5I0Y8YMSdLMmTNVW1ur\\\n",
       "7t27a/78+RoxYsQp7+FSNzwAAC6Ne4ENQPHg0g8CAAAujXuBvAweAACgIwQgAADgHAIQAABwDgEI\\\n",
       "AAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQjWhcNh2yU4geOc\\\n",
       "eBzjxOMYI14IQLCOf9CSg+OceBzjxOMYI14IQAAAwDlpngv3vD9HaWlptksAACDpXIgGzAABAADn\\\n",
       "pNsuIJW5kIABAHARM0AAAMA5BCAAAOAcAtBHamtrVVhYqPz8fM2dO7fdfWbNmqX8/HyVlJRo7dq1\\\n",
       "Sa7Q/852jJ999lmVlJRo6NChGjt2rDZs2GChSn+L5edYklauXKn09HS9+OKLSawuGGI5xuFwWMOH\\\n",
       "D1dxcbHKy8uTW2BAnO04NzU1adKkSRo2bJiKi4v11FNPJb9IH7vjjjvUv39/XXnllWfcJ/Bjngev\\\n",
       "paXFGzx4sLd161bvww8/9EpKSrw33njjlH3++Mc/ep/5zGc8z/O8uro6r6yszEapvhXLMV6+fLm3\\\n",
       "f/9+z/M8b+HChRzjTorlGEf3mzBhgnfjjTd6zz//vIVK/SuWY7xv3z5vyJAhXiQS8TzP83bv3m2j\\\n",
       "VF+L5TjPmTPH++53v+t5njnGffr08Y4dO2ajXF965ZVXvDVr1njFxcXtft2FMY8ZIEn19fXKy8vT\\\n",
       "wIEDlZGRoYqKClVXV5+yz0svvaQpU6ZIksrKyrR//37t3LnTRrm+FMsxHjNmjHr27CnJHOOGhgYb\\\n",
       "pfpWLMdYkh577DHdeuutuuSSSyxU6W+xHOPnnntOt9xyi0KhkCQpKyvLRqm+FstxHjBggJqbmyVJ\\\n",
       "zc3N6tu3r9LTua4nVuPGjVPv3r3P+HUXxjwCkKTGxkbl5ua2vQ6FQmpsbDzrPgzQsYvlGJ/siSee\\\n",
       "0OTJk5NRWmDE+nNcXV2tu+66SxJrXXVWLMd4y5Yt2rt3ryZMmKCRI0fq6aefTnaZvhfLcZ4+fbo2\\\n",
       "bdqk7OxslZSU6NFHH012mYHmwphHXFbsg4D3scviGTxi15ljtXTpUj355JN69dVXE1hR8MRyjGfP\\\n",
       "nq1HHnlEaWlp8jyPpR46KZZjfOzYMa1Zs0ZLlizR4cOHNWbMGI0ePVr5+flJqDAYYjnODz/8sIYN\\\n",
       "G6ZwOKy3335bN9xwg9avX68ePXokoUI3BH3MIwBJysnJUSQSaXsdiUTapq/PtE9DQ4NycnKSVqPf\\\n",
       "xXKMJWnDhg2aPn26amtrO5yexeliOcarV69WRUWFJNNEunDhQmVkZOjmm29Oaq1+Fcsxzs3NVVZW\\\n",
       "ljIzM5WZmanx48dr/fr1BKBOiOU4L1++XA888IAkafDgwbr88sv11ltvaeTIkUmtNaicGPPstiCl\\\n",
       "hmPHjnmDBg3ytm7d6h09evSsTdArVqwIZENYIsVyjLdt2+YNHjzYW7FihaUq/S2WY3yyr3/9694L\\\n",
       "L7yQxAr9L5ZjvHnzZu+6667zWlpavEOHDnnFxcXepk2bLFXsT7Ec53vuucerrKz0PM/zduzY4eXk\\\n",
       "5Hh79uyxUa5vbd26NaYm6KCOecwASUpPT1dVVZUmTpyo1tZWTZs2TUVFRZo3b54kacaMGZo8ebJq\\\n",
       "amqUl5en7t27a/78+Zar9pdYjvH3vvc97du3r60/JSMjQ/X19TbL9pVYjjHOTyzHuLCwUJMmTdLQ\\\n",
       "oUPVpUsXTZ8+XUOGDLFcub/Ecpzvv/9+TZ06VSUlJTp+/Lh+9KMfqU+fPpYr94/bbrtNy5YtU1NT\\\n",
       "k3Jzc/Xggw/q2LFjktwZ87gZKgAAcA5XgQEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAA\\\n",
       "OIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwAC\\\n",
       "AADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJzz/wz9fHb1fAj6AAAA\\\n",
       "AElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[25] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0lPWdx/FPQqJcFAzEUjKJxpKYi4GAApEiNCgekK62\\\n",
       "R+0ae2xRkaKVpbSebVfdVrTbC+2e7npM28XWS5dq2q2VE7ZC3JIyauUS7iC3oqJMglLDxSDXZHj2\\\n",
       "j58TQSAOMDO/eZ7f+3XOnGeGPMx8eQj8Pvn9vs/zZHie5wkAAMAhmbYLAAAASDUCEAAAcA4BCAAA\\\n",
       "OIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwAC\\\n",
       "AADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOcQ\\\n",
       "gAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOCfLdgHpLCMjw3YJAACknOd5tktIOmaAAACAcwhA\\\n",
       "cfA8j0cSHw899JD1Glx4cJw5xkF4cIyT+3AJAQgAADiHAAQAAJxDAIJ11dXVtktwAsc5+TjGyccx\\\n",
       "RqJkeK4t+p2G2FlgHCIAgAtcGveYAQIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4B\\\n",
       "CAAAOCewAejOO+9U//79NWjQoFPuM336dBUXF6uyslKrV69OYXUAAMCmwAagO+64Qw0NDaf8+vz5\\\n",
       "8/X6669r69atevzxx3XPPfeksDoAAGBTYAPQ6NGjlZOTc8qvz5s3T5MmTZIkVVVVae/evdq5c2eq\\\n",
       "ygMAABYFNgB9kpaWFhUUFHS+zs/PV3Nzs8WKAABAqmTZLsCmj9/rJHYPFABwiedJr7wiLVggRaPS\\\n",
       "uHHStddK/JeIIHM2AIVCIUUikc7Xzc3NCoVCJ9135syZnc+rq6u5GzGAwNi3T7rzTum55z76tZ/+\\\n",
       "VBo/Xvrd76QLLrBXG1IjHA4rHA7bLiPlAn03+LfeekvXX3+91q9ff8LX5s+fr9raWs2fP19Lly7V\\\n",
       "jBkztHTp0uP2cemuuADcc/iwdN110qJF0vnnS1OnStnZ0uzZ0u7d0hVXSC+/LPXsabtSpIpL415g\\\n",
       "Z4BuvfVWvfTSS2ptbVVBQYEefvhhtbe3S5KmTp2qiRMnav78+SoqKlKvXr301FNPWa4YAFLre98z\\\n",
       "4efTn5bCYamkxPz61KnS1VdLK1dKd98t/fd/Wy0TSIpAzwCdLZeSMAC3LF4sXXWV6fN59VXpyiuP\\\n",
       "//rGjdLw4dKBA9L//q/0D/9gp06klkvjnrNngQGAqzxPmj7dbL/97RPDjySVl0v/9m/m+Te/KXV0\\\n",
       "pLZGINmYAeqCS0kYgDvmzpVuvFEaMEB6/fVT9/h0dJggtHWr9MQTplkawebSuMcMEAA4xPNM748k\\\n",
       "PfBA1w3OWVlS7CTYRx6RPmyjBAKBGaAuuJSEAbhh4UJzjZ+8POnNN6Vzz+16/2hUuuwyacsW6Q9/\\\n",
       "kG6+OTV1wg6Xxj1mgADAIT//udneffcnhx9J6tZNmjbNPK+tTV5dQKoxA9QFl5IwgOCLRKTCQhNq\\\n",
       "tm83p7/Ho61NCoWkDz6Q1q+XKiqSWiYscmncYwYIABwxZ4509KhpgI43/EhS797SbbeZ508/nZTS\\\n",
       "gJQjAAGAI+rqzPYrXzn93/vVr370HtFo4moCbGEJrAsuTQUCCLbXXpMGDZL69pXeeUc655zT+/2e\\\n",
       "JxUVmcbpxkZzpWgEj0vjHjNAAOCA2OzPzTeffviRzBWjv/xl8/yZZxJXF2ALM0BdcCkJAwiuY2dv\\\n",
       "Fi2SqqvP7H02bjSnxPfrJ+3caZqpESwujXvMAAFAwK1ZY8LPgAHS6NFn/j5lZSZI7dpl7iUG+BkB\\\n",
       "CAAC7k9/Mtvrrz+7WZuMDOmGG8zzefPOvi7AJgIQAARcLAAl4o7uX/iC2RKA4Hf0AHXBpbVQAMG0\\\n",
       "c6dZ+jrnHLN01avX2b1fR4fUv7+0e7e0aZNUWpqYOpEeXBr3mAECgABbsMA0QY8de/bhRzI3SI3N\\\n",
       "JDELBD8jAAFAgL3wgtkmYvkrZuJEs/2//0vcewKpxhJYF1yaCgQQPB0d5pT1tjZzFtgllyTmfVtb\\\n",
       "pU99yiyr7dkj9eiRmPeFfS6Ne8wAAUBArVplwk9RUeLCjyTl5kpDh0qHD0uvvJK49wVSiQAEAAH1\\\n",
       "l7+Y7dixiX/vcePMduHCxL83kAoEIAAIqFgASsZ9u6691mz//OfEvzeQCvQAdcGltVAAwXL4sJST\\\n",
       "Ix08KL37rjl1PZEOHjTvf/iwOdX+U59K7PvDDpfGPWaAACCAmppMSLnsssSHH8k0Psduq7FoUeLf\\\n",
       "H0g2AhAABFAyl79iPvc5s6URGn5EAAKAAEpFABozxmwJQPAjeoC64NJaKIDgOHBAuuACcx2gXbtM\\\n",
       "r04yHDok9ekjtbcn93OQOi6Ne8wAAUDALFtmQsmQIckNJd27S8OHm1ttvPpq8j4HSAYCEAAEzOLF\\\n",
       "ZjtqVPI/i2Uw+BUBCAACJjYbk4oAFDsT7OWXk/9ZQCIFNgA1NDSotLRUxcXFmjVr1glfb21t1YQJ\\\n",
       "EzRkyBBVVFTo6aefTn2RAJBgR49KS5aY55/9bPI/77OflTIzpRUrTO8R4BeBDEDRaFTTpk1TQ0OD\\\n",
       "Nm7cqLq6Om3atOm4fWprazV06FCtWbNG4XBY9913nzo6OixVDACJsXmztHevFApJBQXJ/7w+faTK\\\n",
       "StNwvWxZ8j8PSJRABqCmpiYVFRWpsLBQ2dnZqqmpUX19/XH7DBgwQG1tbZKktrY29evXT1lZWTbK\\\n",
       "BYCEOXb568MTepIutgxGHxD8JJABqKWlRQXH/OiTn5+vlpaW4/aZMmWKNmzYoLy8PFVWVurRRx9N\\\n",
       "dZkAkHCxBuhULH/FXHWV2caW3gA/CGQAyojjx54f/vCHGjJkiHbs2KE1a9bo3nvv1b59+1JQHQAk\\\n",
       "TyoboGOqqsx22TJzSjzgB4Fc8wmFQopEIp2vI5GI8vPzj9tn8eLFevDBByVJAwcO1CWXXKItW7Zo\\\n",
       "2LBhJ7zfzJkzO59XV1eruro6KXUDwNl47z1p61apZ0/Tl5MqBQXSgAHSO++Yz7/00tR9Ns5eOBxW\\\n",
       "OBy2XUbKBfJK0B0dHSopKVFjY6Py8vI0YsQI1dXVqaysrHOfb33rW+rTp48eeugh7dy5U1dccYXW\\\n",
       "rVunvn37du7j0hUxAfhffb30xS9K1dWpv0HpjTdKc+dKv/mN9NWvpvazkTgujXuBXALLyspSbW2t\\\n",
       "xo8fr/Lyct1yyy0qKyvT7NmzNXv2bEnSAw88oBUrVqiyslLjxo3TT37yk+PCDwD4jY3+n5jYMtjS\\\n",
       "pan/bOBMBHIGKFFcSsIA/G/0aOmvf5VeeEGaODG1n/3SS2bm6fLLpZUrU/vZSByXxj0CUBdc+kYA\\\n",
       "4G8dHeaaPAcOSK2tUr9+qf38/ful3r3NqfdtbaYPCf7j0rgXyCUwAHDN5s0m/BQWpj78SFKvXtKg\\\n",
       "QVI0ygwQ/IEABAABsGKF2Z7kRNaUufJKs+WK0PADAhAABEA6BSAaoeEHBCAACAACEHB6aILugkvN\\\n",
       "YAD8q73dNCAfOiTt3i3l5Nip4+hRqW9f6f33pUhE+tj1Z+EDLo17zAABgM9t3GjCz8CB9sKPJGVm\\\n",
       "SiNGmOdNTfbqAOJBAAIAn0uH5a+Y4cPNljPBkO4IQADgc+kUgGI1xGoC0hUBCAB8Ljbbkm4ByIE2\\\n",
       "EvgYTdBdcKkZDIA/HTkinX++2b7/vmmGtsnzpE9/Wvr736U335QuucRuPTg9Lo17zAABgI+99poJ\\\n",
       "P5deaj/8SOZWGCyDwQ8IQADgY+nU/xNDAIIfEIAAwMcIQMCZIQABgI+lUwN0zBVXmO3KlebiiEA6\\\n",
       "ogm6Cy41gwHwn0OHTN9PR4fU1iadd57tij4SCkk7dkh/+5tUXGy7GsTLpXGPGSAA8Kn1681tMEpL\\\n",
       "0yv8SCyDIf0RgADAp9Kx/yeGAIR0RwACAJ9Kx/6fGAIQ0h0BCAB8Kp1ngGKN0KtWSdGo3VqAk6EJ\\\n",
       "ugsuNYMB8JeDB80VoD1P2rdP6tnTdkUnuvhiaft2c7f6sjLb1SAeLo17zAABgA+tXWtmVsrL0zP8\\\n",
       "SCyDIb0RgADAh9J5+SuGAIR0RgACAB9K5wbomFgf0PLldusAToYABAA+5IcZoFgAWrPGXKwRSCcE\\\n",
       "IADwmf37TWNxVpY0eLDtak6tXz/pkktMw/amTbarAY5HAAIAn1mzxtxj67LLpB49bFfTtWPvCwak\\\n",
       "EwIQAPiMH/p/YmiERroKbABqaGhQaWmpiouLNWvWrJPuEw6HNXToUFVUVKi6ujq1BQLAGfJD/08M\\\n",
       "M0BIV4G8EGI0GlVJSYkWLlyoUCik4cOHq66uTmXHXIlr7969GjVqlF588UXl5+ertbVVubm5x72P\\\n",
       "SxeEAuAf5eWmp2b58vQPQXv2SH37St27mzvWZ2fbrghdcWncC+QMUFNTk4qKilRYWKjs7GzV1NSo\\\n",
       "vr7+uH2effZZ3XTTTcrPz5ekE8IPAKSjffukzZtNkBg0yHY1nywnRxo4UDp0yDRuA+kikAGopaVF\\\n",
       "BQUFna/z8/PV0tJy3D5bt27V7t27NXbsWA0bNkxz5sxJdZkAcNpWrza3vxg0SDr3XNvVxIdlMKSj\\\n",
       "QAag2BReV9rb27Vq1SrNnz9fL774or7//e9r69atKagOAM6cnxqgY2iERjrKsl1AMoRCIUUikc7X\\\n",
       "kUikc6krpqCgQLm5uerRo4d69OihMWPGaO3atSouLj7h/WbOnNn5vLq6moZpANb4qQE6hhmg9BYO\\\n",
       "hxUOh22XkXKBbILu6OhQSUmJGhsblZeXpxEjRpzQBL1582ZNmzZNL774og4fPqyqqir9/ve/V3l5\\\n",
       "eec+LjWDAfCHkhLpb3+TVq2Shg61XU189u41vUDnnmsaoc85x3ZFOBWXxr1AzgBlZWWptrZW48eP\\\n",
       "VzQa1eTJk1VWVqbZs2dLkqZOnarS0lJNmDBBgwcPVmZmpqZMmXJc+AGAdPP++yb8nHOOuQiiX1xw\\\n",
       "gVRcLG3dKm3Y4J/ghmAL5AxQoriUhAGkv3BYGjtWGj5camqyXc3pufVW6Xe/k371K+muu2xXg1Nx\\\n",
       "adwLZBM0AASRH/t/YmiERrohAAGAT/g5ANEIjXRDAAIAn/BzALr8crNdt046csRuLYBEAAIAX9iz\\\n",
       "R3rjDXNLCT+er9G7tzmD7cgR6bXXbFcDEIAAwBdWrTLbIUOkLJ+evxtbBqMPCOmAAAQAPuDn5a8Y\\\n",
       "GqGRTghAAOADQQhANEIjnRCAAMAHghCAhg6VMjKk9eulw4dtVwPXEYAAIM3t2iW99ZbUs6dUWmq7\\\n",
       "mjN3/vmm/vZ2E4IAmwhAAJDmYrM/Q4dK3brZreVs0QiNdEEAAoA0t3y52Q4fbreORKARGumCAAQA\\\n",
       "aS5IAYhGaKQLbobaBZduCgcgfeXlSe+8I23ZIl16qe1qzs4HH0h9+kiZmdK+febCjkgfLo17zAAB\\\n",
       "QBpraTHhp08fqajIdjVn77zzpLIyqaPD3BYDsIUABABpLLb8NWyYmTUJAhqhkQ4C8s8JAIIpSP0/\\\n",
       "MbFGaPqAYBMBCADSWGyWJEgBiBkgpAOaoLvgUjMYgPTjeVJurrR7t7R9u1RQYLuixDhwwFwUMSPD\\\n",
       "NEL36GG7IsS4NO4xAwQAaerNN0346d9fys+3XU3i9OwpXXaZFI1Ka9fargauIgABQJo6tv/nwx/M\\\n",
       "A4NlMNhGAAKANHXsGWBBQyM0bCMAAUCaCuIZYDHMAME2mqC74FIzGID0Eo2aix/u3y/9/e/ShRfa\\\n",
       "riixDh40jdCeJ7W1Sb162a4IklvjHjNAAJCGNm0y4efii4MXfiRz5ldFhXT0KI3QsIMABABpKMjL\\\n",
       "XzGxPqCmJrt1wE0EIABIQy4EoKoqs122zG4dcBMBCADSUJDPAIu58kqzXbLEbh1wE03QXXCpGQxA\\\n",
       "+jh4UOrd2/TH7N1rmoWDKBqVcnLM1aB37JAGDLBdEVwa9wI7A9TQ0KDS0lIVFxdr1qxZp9xv+fLl\\\n",
       "ysrK0vPPP5/C6gDg1FaulDo6TJNwUMOPJHXrJo0YYZ6zDIZUC2QAikajmjZtmhoaGrRx40bV1dVp\\\n",
       "06ZNJ93vO9/5jiZMmOBE2gXgD7EloZEj7daRCiyDwZZABqCmpiYVFRWpsLBQ2dnZqqmpUX19/Qn7\\\n",
       "PfbYY7r55pt1YRDPMQXgW7EwEAsHQRb7My5darcOuCeQAailpUUFx9w2OT8/Xy0tLSfsU19fr3vu\\\n",
       "uUfSR+ueAGCT57k5A7R8udTebrcWuCWQASieMDNjxgz9+Mc/VkZGhjzPYwkMQFrYvl16912pb1/p\\\n",
       "0kttV5N8ublSUZFp/F6/3nY1cEmW7QKSIRQKKRKJdL6ORCLKz88/bp+VK1eqpqZGktTa2qoFCxYo\\\n",
       "OztbN9xwwwnvN3PmzM7n1dXVqq6uTkrdAHDs8pcrE9MjR0qvv26WwS6/3HY17gmHwwqHw7bLSLlA\\\n",
       "ngbf0dGhkpISNTY2Ki8vTyNGjFBdXZ3KyspOuv8dd9yh66+/XjfeeONxv+7S6YAA0sOMGdKjj0qP\\\n",
       "PCJ997u2q0mNX/xCuvde6bbbpDlzbFfjNpfGvUDOAGVlZam2tlbjx49XNBrV5MmTVVZWptmzZ0uS\\\n",
       "pk6darlCADg5l/p/YmiEhg2BnAFKFJeSMAD7Dh0yF0Ds6DAXQOzd23ZFqdHRYf6sBw8G8873fuLS\\\n",
       "uBfIJmgA8KNVq8yZUBUV7oQfScrK+uieZ1wQEalCAAKANLF4sdm6cP2fj4v9mWPHAEg2AhAApIlX\\\n",
       "XjHbq66yW4cNsT/zX/9qtw64gx6gLri0FgrArqNHTe/L7t3Stm1SYaHtilJrzx6pXz8pO1t6/32p\\\n",
       "e3fbFbnJpXGPGSAASAMbN5rwk58vXXyx7WpSLyfH9D4dOWKuCg0kGwEIANLAyy+b7Zgx7lwA8ePG\\\n",
       "jDHb2LEAkokABABpINb/EwsBLiIAIZXoAeqCS2uhAOzxPLP0tWOHtGGDVF5uuyI73nlHysuTzjvP\\\n",
       "9ARlBfJSvenNpXGPGSAAsOzNN034yc2VTnHHHicMGGBujPrBB9KaNbarQdARgADAstiSz+jR7vb/\\\n",
       "xLAMhlQhAAGAZbH+n9Gj7daRDmIBKHZMgGQhAAGAZceeAea6WAh85RVzbSQgWWiC7oJLzWAA7Ghp\\\n",
       "MQ3QNP4anicVFJjjsn69uTYQUselcY8ZIACw6C9/MdvRowk/kumBqq42z2PHBkgGAhAAWLRwodle\\\n",
       "e63dOtLJuHFmGzs2QDKwBNYFl6YCAaTesdf/WbdOGjTIdkXpIRKRLrpIOv98c3sQZsZSx6Vxjxkg\\\n",
       "ALBk82YTfj71KXpdjlVQIJWUSPv2cV8wJA8BCAAsaWw023HjuP7Px11zjdmyDIZkIQABgCWxwT02\\\n",
       "2OMj9AEh2egB6oJLa6EAUqujQ+rXT2prk95+2/S84CN79phbg3TrZp736mW7Ije4NO4xAwQAFqxY\\\n",
       "YcJPcTHh52RycqRhw6T2dq4KjeQgAAGABQ0NZhtb6sGJYscmdqyARCIAAYAFL7xgtp//vN060tnE\\\n",
       "iWb7pz+ZSwYAiUQPUBdcWgsFkDrvvisNGCB17y7t2iX17Gm7ovQUjZpLBOzebS4ZUFJiu6Lgc2nc\\\n",
       "YwYIAFJswQKzvfpqwk9XunWTrrvOPI/NmAGJQgACgBRj+St+sWNEAEKisQTWBZemAgGkxpEj5vTu\\\n",
       "ffukt96SLr7YdkXpbfdu6cILpcxMs1zYu7ftioLNpXGPGSAASKFXXjHh57LLCD/x6NtX+uxnzXWT\\\n",
       "/vxn29UgSAIdgBoaGlRaWqri4mLNmjXrhK8/88wzqqys1ODBgzVq1CitW7fOQpUAXMLy1+mLHas/\\\n",
       "/cluHQiWwC6BRaNRlZSUaOHChQqFQho+fLjq6upUVlbWuc+SJUtUXl6uPn36qKGhQTNnztTSpUs7\\\n",
       "v+7SVCCA5PM8qbBQ2r5d+utfpVGjbFfkD5s2SeXlZjbo3Xel7GzbFQWXS+NeYGeAmpqaVFRUpMLC\\\n",
       "QmVnZ6umpkb19fXH7TNy5Ej16dNHklRVVaXm5mYbpQJwxIoVJvzk5UkjR9quxj/KykwA2r1bWrTI\\\n",
       "djUIisAGoJaWFhUUFHS+zs/PV0tLyyn3f+KJJzQxdtUtAEiCP/zBbG+6yTT1In4332y2zz1ntw4E\\\n",
       "R2D/Ccam8eKxaNEiPfnkkyftEwKARPC8jwbvL33Jbi1+FAtAc+eahmjgbGXZLiBZQqGQIpFI5+tI\\\n",
       "JKL8/PwT9lu3bp2mTJmihoYG5eTknPS9Zs6c2fm8urpa1dXViS4XQMCtXi1t2yZ9+tPmrCacnooK\\\n",
       "cyXoLVukl16SrrnGdkXBEQ6HFQ6HbZeRcoFtgu7o6FBJSYkaGxuVl5enESNGnNAEvX37dl199dX6\\\n",
       "7W9/qyuvvPKE93CpGQxAcj3wgPSjH0lf/7r085/brsaf/vVfpR/8QLr7bumXv7RdTTC5NO4FNgBJ\\\n",
       "0oIFCzRjxgxFo1FNnjxZ999/v2bPni1Jmjp1qu666y7NnTtXF110kSQpOztbTU1Nnb/fpW8EAMnj\\\n",
       "eVJRkfTmm9Jf/iKNHWu7In9as0YaOtRcGLGlhbPBksGlcS/QAehsufSNACB5Xn1VuuoqKRSS3n7b\\\n",
       "3OMKp8/zzFLYxo3SvHnS9dfbrih4XBr3AtsEDQDp4je/MdvbbiP8nI2MDOn2283zp5+2WQmCgBmg\\\n",
       "LriUhAEkx8GD0oAB0vvvSxs2mOvZ4My9846Un2+C5I4d5r5qSByXxj1mgAAgiebNM+Fn2DDCTyIM\\\n",
       "GCBNmCC1t0t1dbargZ8RgAAgiZ580my/+lW7dQQJy2BIBJbAuuDSVCCAxNu6Vbr0UqlHD3PW0iku\\\n",
       "NYbTdOiQuZ3Inj3SqlXmzDAkhkvjHjNAAJAk//VfZnvrrYSfROreXZo0yTyvrbVbC/yLGaAuuJSE\\\n",
       "ASTWgQOmWXfPHnMT1CuusF1RsMRm17p3l5qbpX79bFcUDC6Ne8wAAUAS1NWZ8DN8OOEnGYqLpeuu\\\n",
       "M8thv/617WrgRwQgAEiwo0eln/7UPJ8+3W4tQfZP/2S2P/+5OSsMOB0EIABIsHnzzE07L7pIuuUW\\\n",
       "29UE1/jxUmmpFIlIzzxjuxr4DQEIABLI86RZs8zz++7jflXJlJkp3X+/ef6jH0nRqN164C80QXfB\\\n",
       "pWYwAInR2CiNG2eact9+W+rVy3ZFwdbebpqh33pL+v3vpX/8R9sV+ZtL4x4zQACQIJ4nPfCAeX7f\\\n",
       "fYSfVMjOlr7zHfP84Yeljg679cA/mAHqgktJGMDZmztXuvFGqX9/6Y03CECpcviwVFYmbdsm/epX\\\n",
       "0l132a7Iv1wa95gBAoAEaG+XHnzQPP/udwk/qXTuudIPfmCeP/SQtH+/3XrgDwQgAEiAxx6TNm2S\\\n",
       "Bg6UpkyxXY17brnFXG9px46PLkEAdIUlsC64NBUI4My1tJjTsT/4QHrhBWniRNsVuenll6XPfU46\\\n",
       "5xxp3TqppMR2Rf7j0rjHDBAAnAXPk2bMMOHni18k/Ng0Zox0553SkSPS3XebvxvgVJgB6oJLSRjA\\\n",
       "mfntb6WvfEU67zzptdekiy+2XZHbdu0ys3GtreYK0V//uu2K/MWlcY8ZIAA4Q9u3S/fea57/538S\\\n",
       "ftJBv37SL35hnt93nwmlwMkQgADgDBw6JH3pS1Jbm1n6uvNO2xUh5ktfMn8fhw5JNTVmeRL4OJbA\\\n",
       "uuDSVCCA+HmedMcd0m9+Y2Z9VqyQcnNtV4Vj7d8vDRsmbd4s3XCD9PzzUrdutqtKfy6Ne8wAAcBp\\\n",
       "+v73Tfjp2VOqryf8pKNevczfTU6OuTntP/8zTdE4HgEIAE7Dz35mLraXmSnNmSNVVtquCKdy6aXS\\\n",
       "H/8oZWVJ//Ef5gKVhCDEEIAAIA6eJz3yiGmslaQnnjC3vUB6GztWqqszy18/+IG5b9jRo7arQjqg\\\n",
       "B6gLLq2FAji1Q4ekadNM6MnMlH75S+lrX7NdFU7H//yP9OUvS9GodNNNZgmT25WcyKVxjwDUBZe+\\\n",
       "EQCc3JYt5kyiNWuk7t3NbMIXv2i7KpyJhQtN+GlrM9cKevZZaehQ21WlF5fGPZbAAOAkDh0yzc6V\\\n",
       "lSb8DBwovfoq4cfPxo2TliyRysvN2WFVVdK3v20CEdwT2ADU0NCg0tJSFRcXa9asWSfdZ/r06Sou\\\n",
       "LlZlZaVWr16d4goBpKPDh80SV1GR9L3vmdeTJkkrV0qXX267Opyt8nJz2YJ775U6OsyNU0tKTJP0\\\n",
       "vn22q0MqBXIJLBqNqqSkRAsXLlQoFNLw4cNVV1ensrKyzn3mz5+v2tpazZ8/X8uWLdM3vvENLV26\\\n",
       "9Lj3cWkqEHCZ50kbN0pPP20era3m1wcPNld4HjvWZnVIluXLpenTpdh//RdcIN1+u3TbbSbsfjgE\\\n",
       "OMWlcS+QM0BNTU0qKipSYWGhsrOzVVNTo/r6+uP2mTdvniZNmiRJqqqq0t69e7Vz504b5QKwoKVF\\\n",
       "mjtX+sY3zPJWRYX07/9uwk9lpfTcc9Lq1YSfIBs+3Cxr1tdLV10l7d1rAu+wYeZ7YupU833Q3Mzp\\\n",
       "80GUZbuAZGhpaVFBQUHn6/z8fC1btuwT92lublb//v1TVieA5Dh6VNqzx4SZ996T/v53ads26Y03\\\n",
       "pNdflzZskHbsOP735OZKX/iCNGWKNGKEmz/9uygz01wp+oYbzNLYnDmm0X3bNunxx81DMvcYGzLE\\\n",
       "LJddfLF5FBSY75ucHPPICuSIGlyB/OvKiPN/ro9P8Z3q902Z0tV7fNJnnN3XU/EZ1EANfqyhvV06\\\n",
       "ePDkjw8++ORrvfTpY4JOVZV03XVmy60S3DZsmHn87Gem5+vPf5YWLZJWrTJ3mW9sNI9T6d1bOu88\\\n",
       "c7Zg9+5Sjx4fPT/nHPP9lZn50eNUrzMy4g/gpxPUCfXHC2QACoVCikQina8jkYjy8/O73Ke5uVmh\\\n",
       "UOik7/frX8885lX1hw8A6eyCC6QLLzQ/oefmSoWFZllj4EDzU/zAgWawAT6uWzcTjkeMkB580ATy\\\n",
       "SERau1Z6803p7bfNo7lZ2r3bPPbsMWeT+fOMsvCHD7cEsgm6o6NDJSUlamxsVF5enkaMGNFlE/TS\\\n",
       "pUs1Y8Z1oeKkAAAGPElEQVSMUzZBP/5414fok1L12X49FZ9BDdTgtxqyssxP2Cd79OolZWd3/fuB\\\n",
       "RDp6VHr/fXMT1kOHzOPgwY+eHzli9ok9otGuX8fjdEbvePf92tfcaYIOZACSpAULFmjGjBmKRqOa\\\n",
       "PHmy7r//fs2ePVuSNHXqVEnStGnT1NDQoF69eumpp57S5R87x9WlbngAAFwa9wIbgBLBpW8EAABc\\\n",
       "GvdYAQcAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEA\\\n",
       "AQAA5xCAAACAcwhAsC4cDtsuwQkc5+TjGCcfxxiJQgCCdfyHlhoc5+TjGCcfxxiJQgACAADOyfBc\\\n",
       "uOf9GcrIyLBdAgAAKedCNGAGCAAAOCfLdgHpzIUEDACAi5gBAgAAziEAAQAA5xCAPtTQ0KDS0lIV\\\n",
       "Fxdr1qxZJ91n+vTpKi4uVmVlpVavXp3iCv3vk47xM888o8rKSg0ePFijRo3SunXrLFTpb/F8H0vS\\\n",
       "8uXLlZWVpeeffz6F1QVDPMc4HA5r6NChqqioUHV1dWoLDIhPOs6tra2aMGGChgwZooqKCj399NOp\\\n",
       "L9LH7rzzTvXv31+DBg065T6BH/M8eB0dHd7AgQO9bdu2eUeOHPEqKyu9jRs3HrfPCy+84F133XWe\\\n",
       "53ne0qVLvaqqKhul+lY8x3jx4sXe3r17Pc/zvAULFnCMT1M8xzi239ixY73Pf/7z3nPPPWehUv+K\\\n",
       "5xjv2bPHKy8v9yKRiOd5nvfee+/ZKNXX4jnODz30kPcv//IvnueZY9y3b1+vvb3dRrm+9PLLL3ur\\\n",
       "Vq3yKioqTvp1F8Y8ZoAkNTU1qaioSIWFhcrOzlZNTY3q6+uP22fevHmaNGmSJKmqqkp79+7Vzp07\\\n",
       "bZTrS/Ec45EjR6pPnz6SzDFubm62UapvxXOMJemxxx7TzTffrAsvvNBClf4WzzF+9tlnddNNNyk/\\\n",
       "P1+SlJuba6NUX4vnOA8YMEBtbW2SpLa2NvXr109ZWZzXE6/Ro0crJyfnlF93YcwjAElqaWlRQUFB\\\n",
       "5+v8/Hy1tLR84j4M0PGL5xgf64knntDEiRNTUVpgxPt9XF9fr3vuuUcS17o6XfEc461bt2r37t0a\\\n",
       "O3ashg0bpjlz5qS6TN+L5zhPmTJFGzZsUF5eniorK/Xoo4+musxAc2HMIy4r/kHA+9hp8Qwe8Tud\\\n",
       "Y7Vo0SI9+eSTevXVV5NYUfDEc4xnzJihH//4x8rIyJDneVzq4TTFc4zb29u1atUqNTY26sCBAxo5\\\n",
       "cqSuvPJKFRcXp6DCYIjnOP/whz/UkCFDFA6H9cYbb+jaa6/V2rVrdf7556egQjcEfcwjAEkKhUKK\\\n",
       "RCKdryORSOf09an2aW5uVigUSlmNfhfPMZakdevWacqUKWpoaOhyehYniucYr1y5UjU1NZJME+mC\\\n",
       "BQuUnZ2tG264IaW1+lU8x7igoEC5ubnq0aOHevTooTFjxmjt2rUEoNMQz3FevHixHnzwQUnSwIED\\\n",
       "dckll2jLli0aNmxYSmsNKifGPLstSOmhvb3d+8xnPuNt27bNO3z48Cc2QS9ZsiSQDWHJFM8xfvvt\\\n",
       "t72BAwd6S5YssVSlv8VzjI91++23e3/84x9TWKH/xXOMN23a5F1zzTVeR0eHt3//fq+iosLbsGGD\\\n",
       "pYr9KZ7j/M1vftObOXOm53me9+6773qhUMjbtWuXjXJ9a9u2bXE1QQd1zGMGSFJWVpZqa2s1fvx4\\\n",
       "RaNRTZ48WWVlZZo9e7YkaerUqZo4caLmz5+voqIi9erVS0899ZTlqv0lnmP8yCOPaM+ePZ39KdnZ\\\n",
       "2WpqarJZtq/Ec4xxduI5xqWlpZowYYIGDx6szMxMTZkyReXl5ZYr95d4jvMDDzygO+64Q5WVlTp6\\\n",
       "9Kh+8pOfqG/fvpYr949bb71VL730klpbW1VQUKCHH35Y7e3tktwZ87gZKgAAcA5ngQEAAOcQgAAA\\\n",
       "gHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQg\\\n",
       "AADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAO\\\n",
       "AQgAADiHAAQAAJzz/9SP5Lny1XPzAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[26] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt4VdWdxvH3QKIiYgaMornYSIhJEAggEBDB4KWgVq2X\\\n",
       "Z8TaSlEjZWSA1unUy1TRPuOIU6dPxzxtsV7HC63WC3QMRyVy0JFLlGsFvIOeREGCIIiKSdjzx+oO\\\n",
       "RG4HOOess/f6fp7nPOucZLPze5aY/bLW2ntFPM/zBAAA4JAOtgsAAABINwIQAABwDgEIAAA4hwAE\\\n",
       "AACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4h\\\n",
       "AAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACA\\\n",
       "cwhAAADAOQQgAADgHAIQAABwDgEIAAA4J8t2AZksEonYLgEAgLTzPM92CSnHCBAAAHAOASgBnufx\\\n",
       "SuHrtttus16DCy/6mT4Ow4s+Tu3LJQQgAADgHAIQAABwDgEI1lVVVdkuwQn0c+rRx6lHHyNZIp5r\\\n",
       "k34HwL8LjC4CALjApeseI0AAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAAIAAM4hAAEAAOeE\\\n",
       "NgBdffXV6t69u/r06bPXYyZNmqSSkhJVVFRo6dKlaawOAADYFNoANG7cOEWj0b1+v7a2Vu+9957e\\\n",
       "ffdd3XfffZowYUIaqwMAADaFNgANHz5cXbt23ev3Z82apbFjx0qSKisrtXnzZq1fvz5d5QEAAItC\\\n",
       "G4D2p7GxUYWFhW2fCwoK1NDQYLEiAACQLlm2C7Dp23ud+HugAAB2t2SJ9Nxz0rZt0umnSxddJHVw\\\n",
       "9p/RCDpnA1B+fr7i8Xjb54aGBuXn5+/x2KlTp7a9r6qqYjdiAE755htp8mTpD3/Y+bX/+i9p0CDp\\\n",
       "2WelvfzqREDEYjHFYjHbZaRdqHeDX7t2rS644AL97W9/2+17tbW1qqmpUW1trRYuXKgpU6Zo4cKF\\\n",
       "7Y5xaVdcANiTHTukK6+U/vQn6fDDpWuvlY49Vrr/fqmhQTrpJGnRIvM1BJ9L173QBqArrrhC8+bN\\\n",
       "U1NTk7p3767bb79dzc3NkqTx48dLkiZOnKhoNKrOnTvroYce0oABA9qdw6W/CACwJ7/5jfSzn0lH\\\n",
       "HSW99JI0ZIj5+saN0qhR0uLF0siR0pw5TIeFgUvXvdAGoGRw6S8CAHzb++9LffpIX31l1v5cdFH7\\\n",
       "73/yiVRRIW3YIP3udxJPEwk+l6575HUAwB5NnmzCzw9+sHv4kaQTTjDBR5JuvVXasiW99QGHggAE\\\n",
       "ANhNfb30/PNS585mGmxvLr1UGjZMamoyC6OBoCAAAQB2c/vtpp04UTruuL0fF4lId91l3t9zj/T5\\\n",
       "56mvDUgGAhAAoJ2VK6XaWunII6Ubbtj/8aefbhZCf/GF9PDDKS8PSAoCEACgHf95Pz/6UeK3t0+a\\\n",
       "ZNqaGnPrPJDpuAtsH1xaDQ8AknnKc16eWdC8bJm5yysRra1ScbH04YfS7NnS6NGprROp4dJ1jxEg\\\n",
       "AECbp54y4Wfo0MTDjyR17ChVV5v3jzySmtqAZCIAAQDazJhh2nHjDvzPXnmlaZ97jlvikfkIQAAA\\\n",
       "SeaBhnV1UlaWdMklB/7ni4qkESOkr7+Wnnkm6eUBSUUAAgBIkp5+2qzlOecc6ZhjDu4cP/yhaf2R\\\n",
       "JCBTEYAAAJKkP//ZtJdffvDnuPhisyfY3Lk8EwiZjQAEANAnn0jz5kmHHSZ9//sHf57cXPNcoOZm\\\n",
       "czcYkKkIQAAA1dZKnmemv3JyDu1cfoB67rlDrwtIFQIQAEDPP2/a888/9HP5G6fW1krbtx/6+YBU\\\n",
       "IAABgOO++UZ66SXz/rzzDv18PXpIffpIW7dKsdihnw9IBQIQADju1VfNPl6nnCJ95zvJOac/CuSP\\\n",
       "LAGZhgAEAI6rrTVtMqa/fKNGmdYfWQIyDQEIAByXigBUWSl16SK99ZbU0JC88wLJQgACAIc1NJiQ\\\n",
       "0qWL2f8rWbKzpaoq855RIGQiAhAAOGzuXNOOGGFCSzKdc45pX3wxuecFkoEABAAO8wPQyJHJP/d3\\\n",
       "v2vaOXOkHTuSf37gUBCAAMBhL79s2lQEoJNPlgoLpaYmafny5J8fOBQEIABw1Jo10ocfSl27ShUV\\\n",
       "yT9/JCKddZZ5P29e8s8PHAoCEAA4yp/+OuMMqWPH1PyMESNM+8orqTk/cLAIQADgqFSu//H5AejV\\\n",
       "V81eY0CmIAABgIM8Lz0BqEcPKS/PrAN6663U/RzgQBGAAMBB770nNTZKublmC4xUiUSk4cPNe6bB\\\n",
       "kEkIQADgoNdeM+3w4VKHFF8JWAeETEQAAgAH+QFo2LDU/yw/AM2bxzogZI7QBqBoNKqysjKVlJRo\\\n",
       "2rRpu32/qalJo0ePVr9+/dS7d289/PDD6S8SACyZP9+0p52W+p/Vq5fUrZuZclu7NvU/D0hEKANQ\\\n",
       "a2urJk6cqGg0qlWrVmnGjBlavXp1u2NqamrUv39/LVu2TLFYTDfccINaWlosVQwA6bNpk7RqlXTY\\\n",
       "YdKAAan/eR067FwHxPOAkClCGYDq6+vVs2dPFRUVKTs7W2PGjNHMmTPbHXPCCSdoy5YtkqQtW7bo\\\n",
       "mGOOUVZWlo1yASCtFi407cCB0uGHp+dnnn66aRcsSM/PA/YnlFf8xsZGFRYWtn0uKCjQokWL2h1T\\\n",
       "XV2tM888U3l5edq6dauefPLJdJcJAFakc/rL5+8074cvwLZQjgBFIpH9HnPnnXeqX79++vjjj7Vs\\\n",
       "2TJdf/312rp1axqqAwC7bASgAQOkrCzpzTclftUiE4RyBCg/P1/xeLztczweV0FBQbtj5s+fr1tu\\\n",
       "uUWSVFxcrJNOOklvv/22Bg4cuNv5pk6d2va+qqpKVVVVKakbAFKtpUXyB8TTGYA6dZL69ZPeeMO8\\\n",
       "UvnwRRyYWCymWCxmu4y0i3he+G5KbGlpUWlpqerq6pSXl6fBgwdrxowZKi8vbzvmZz/7mXJycnTb\\\n",
       "bbdp/fr1OvXUU7VixQp169at7Rh/JCmEXQTAUUuXmtGY4mLzMMR0+ud/lmpqpDvvlG66Kb0/G4lx\\\n",
       "6boXyimwrKws1dTUaNSoUerVq5cuv/xylZeXa/r06Zo+fbok6eabb9Ybb7yhiooKnX322br77rvb\\\n",
       "hR8ACCMb01++IUNMyzogZIJQjgAli0tJGIAbrrxSeuIJ6fe/l37yk/T+7Pffl3r2lI47Tlq3zmyT\\\n",
       "gczi0nUvlCNAAIA980eA/Luy0qlHD7P32Kef8kBE2EcAAgBHNDWZ4HHkkandAHVvIhGmwZA5CEAA\\\n",
       "4IjFi03bv7+5Jd0GAhAyBQEIABzhB6BTT7VXAwEImYIABACOeOMN0+7hcWdpM2iQmQpbulT6+mt7\\\n",
       "dQAEIABwRCYEoKOPNuuPmptNCAJsIQABgAM+/VSKx6WjjpJOPtluLYMGmdafkgNsIAABgAN2XQDd\\\n",
       "saPdWvwRqNdft1sH3EYAAgAHZML0l8+vwa8JsIEABAAOyKQA1LevuQ1/9Wrpiy9sVwNXEYAAwAGZ\\\n",
       "cAu874gjpD59JM9jITTsIQABQMh98onU2Ch16SKVlNiuxmAaDLYRgAAg5HYd/emQIb/1CUCwLUP+\\\n",
       "VwAApEomrf/x+bfCE4BgCwEIAEIuk9b/+E45RTr8cOmdd6TPP7ddDVxEAAKAEPO8zBwBOuwwqaLC\\\n",
       "vOeBiLCBAAQAIfbxx9K6dVJOjlRcbLua9lgHBJsIQAAQYruO/kQidmv5NgIQbCIAAUCIZeL6Hx8B\\\n",
       "CDYRgAAgxDJx/Y+vvFzq1Elas0bauNF2NXANAQgAQipTF0D7srLM5qwSC6GRfgQgAAiphgZpwwap\\\n",
       "a1epqMh2NXvG84BgCwEIAEIqkxdA+/yRqddft1sH3EMAAoCQyuTpL5+/OJspMKQbAQgAQioIAejk\\\n",
       "k6WjjpLicenTT21XA5cQgAAghDwvs2+B93XsyEJo2EEAAoAQ+vBDc2t5bq504om2q9k3ngcEGwhA\\\n",
       "ABBCQVgA7WMdEGwIbQCKRqMqKytTSUmJpk2btsdjYrGY+vfvr969e6uqqiq9BQJACgVh/Y+PESDY\\\n",
       "kGW7gFRobW3VxIkTNWfOHOXn52vQoEG68MILVV5e3nbM5s2bdf311+uFF15QQUGBmpqaLFYMAMkV\\\n",
       "hPU/vpISqUsXqbHRbNx6/PG2K4ILQjkCVF9fr549e6qoqEjZ2dkaM2aMZs6c2e6YJ554QpdeeqkK\\\n",
       "CgokSbm5uTZKBYCky/QnQH9bhw7SgAHmPdNgSJdQBqDGxkYVFha2fS4oKFBjY2O7Y95991199tln\\\n",
       "GjlypAYOHKhHH3003WUCQEp88IG0ebPUvbuUn2+7msQwDYZ0C+UUWCSBFX/Nzc1asmSJ6urq9OWX\\\n",
       "X2ro0KEaMmSISkpK0lAhAKTOrtNfmb4A2sdCaKRbKANQfn6+4vF42+d4PN421eUrLCxUbm6uOnXq\\\n",
       "pE6dOmnEiBFavnz5HgPQ1KlT295XVVWxYBpARgvS9JePESB7YrGYYrGY7TLSLuJ5nme7iGRraWlR\\\n",
       "aWmp6urqlJeXp8GDB2vGjBntFkG/9dZbmjhxol544QVt375dlZWV+vOf/6xevXq1HeOPJIWwiwCE\\\n",
       "2JlnSnPnSrNmSRdcYLuaxOzYYTZt3bLFLIbOy7NdkZtcuu6FcgQoKytLNTU1GjVqlFpbW3XNNdeo\\\n",
       "vLxc06dPlySNHz9eZWVlGj16tPr27asOHTqourq6XfgBgCDasSNYd4D5OnQw9c6da+onACHVQjkC\\\n",
       "lCwuJWEA4fDuu2Z/rRNOkD7+2HY1B+bnP5d+/WvpttukXVYeII1cuu6F8i4wAHBVENf/+FgHhHQi\\\n",
       "AAFAiAQ5AO16J5gDAxCwjAAEACHir/8JYgAqLpZycszToIM2fYfgIQABQEgEdQG0LxLheUBIHwIQ\\\n",
       "AITEO+9IX3whFRSYp0AHEeuAkC4EIAAIiSCv//ExAoR0IQABQEgEef2Pb9cRIBZCI5UIQAAQEv4I\\\n",
       "UBDX//hOOsk8EfrTT80ToYFUIQABQAi0tEhLlpj3QQ5Auy6EZh0QUokABAAh8NZb0pdfSkVF0rHH\\\n",
       "2q7m0PjTYKwDQioRgAAgBF5/3bRBXv/jYwQI6UAAAoAQ8APQoEF260iGXUeAWAiNVCEAAUAI+KMl\\\n",
       "YQhA3/mO1K2btGGDFI/brgZhRQACgID75htp+XLzPsgLoH2RCOuAkHoEIAAIuBUrTAgqLZWOPtp2\\\n",
       "NcnBOiCkGgEIAAIuTNNfPkaAkGoEIAAIuDAtgPbtOgLEQmikAgEIAAIuTLfA+048UcrNlTZulD76\\\n",
       "yHY1CCMCEAAE2LZt0sqVUseOUr9+tqtJHp4IjVQjAAFAgC1bJu3YIfXuLR15pO1qkot1QEglAhAA\\\n",
       "BFgYp798jAAhlQhAABBgYVwA7fNDHQuhkQoEIAAIsDDeAu8rKDAbu27aJK1da7sahA0BCAACavNm\\\n",
       "6Z13pMMOM2uAwmbXJ0L7I11AshCAACCg/MXB/fqZEBRGgwebdtEiu3UgfAhAABBQYV7/4xs61LQL\\\n",
       "F9qtA+FDAAKAgFqwwLRDhtitI5X8EaDFi81+Z0CyEIAAIIA8b+eoSJgDUNeuUlmZtH37zh3vgWQI\\\n",
       "bQCKRqMqKytTSUmJpk2bttfjXn/9dWVlZemZZ55JY3UAcGjWrpU+/dRsF1FcbLua1PIDHtNgSKZQ\\\n",
       "BqDW1lZNnDhR0WhUq1at0owZM7R69eo9HveLX/xCo0ePlsdDJgAEyK6jP5GI3VpSjQCEVAhlAKqv\\\n",
       "r1fPnj1VVFSk7OxsjRkzRjNnztztuHvvvVeXXXaZjj32WAtVAsDBc2H9j48AhFQIZQBqbGxUYWFh\\\n",
       "2+eCggI1NjbudszMmTM1YcIESVIk7P+EAhAqLqz/8Z1yitS5s/TBB2baD0iGUAagRMLMlClTdNdd\\\n",
       "dykSicjzPKbAAATGV19JS5eaqS//Lqkwy8raeas/o0BIlizbBaRCfn6+4vF42+d4PK6CgoJ2xyxe\\\n",
       "vFhjxoyRJDU1NWn27NnKzs7WhRdeuNv5pk6d2va+qqpKVVVVKakbABKxdKnU0iL16SN16WK7mvQY\\\n",
       "OlSKxUwA2sOvaRyCWCymWCxmu4y0i3ghHPpoaWlRaWmp6urqlJeXp8GDB2vGjBkqLy/f4/Hjxo3T\\\n",
       "BRdcoEsuuaTd1/2RpBB2EYAAu+ce6V/+Raqulu67z3Y16TFrlnTRRdLIkdLLL9uuJrxcuu6FcgQo\\\n",
       "KytLNTU1GjVqlFpbW3XNNdeovLxc06dPlySNHz/ecoUAcPBcWv/jq6w0bX291Noqdexotx4EXyhH\\\n",
       "gJLFpSQMIDgKC6WGBmnVKmkvA9uh1KOHtGaNeSBi3762qwknl657oVwEDQBhFY+b8JOTI5WW2q4m\\\n",
       "vfwRL/8RAMChIAABQIC8+qpphw2TOjj2G9zfGPX//s9uHQgHx/73AYBg8wPQ8OF267BhxAjT+n0A\\\n",
       "HAoCEAAEiMsBqHdvM/X34YdmKhA4FAQgAAiIjRullSulww+XBg60XU36dexopv4kRoFw6AhAABAQ\\\n",
       "r71m2spKE4Jc5I98vfKK3ToQfAQgAAgIl6e/fKwDQrIQgAAgIAhAZurviCPMM5CammxXgyAjAAFA\\\n",
       "AGzbJi1ebG59P+0029XYc9hhO58Kze3wOBQEIAAIgEWLzAao/fu7swHq3vgjYEyD4VAQgAAgAJj+\\\n",
       "2ol1QEgGAhAABIB/1xMByDwRumNHackS6YsvbFeDoCIAAUCG++qrnbfA+6MfLjvqKGnAALMrPOuA\\\n",
       "cLAIQACQ4ebPl7Zvl/r1k3JzbVeTGc46y7Rz5titA8FFAAKADFdXZ1r/og/p7LNN6/cNcKAIQACQ\\\n",
       "4QhAuzvtNPM07GXLeB4QDg4BCAAy2ObN0htvSFlZLIDeVadO0umnm/cvv2y3FgQTAQgAMti8edKO\\\n",
       "HdKQIWbxL3byR8SYBsPBIAABQAZj+mvvCEA4FAQgAMhg/l1OBKDdnXqqlJMjvf++tHat7WoQNAQg\\\n",
       "AMhQ8bi0erXUufPO/a+wU8eO0siR5v1LL9mtBcFDAAKADDV7tmnPOcdsAordjR5tWr+vgEQRgAAg\\\n",
       "Q9XWmva88+zWkcnOPde0L71kHhYJJIoABAAZaPv2net//Is8dnfiiVKfPmZPMLbFwIEgAAFABnrl\\\n",
       "FWnbNqlvX6mgwHY1mc0fIXv+ebt1IFgIQACQgZj+Stz555vW7zMgEQQgAMhABKDEDR0q/cM/SG+/\\\n",
       "bW6JBxJBAAKADPPee9I775hn3AwdaruazJeVJY0aZd4zCoREhToARaNRlZWVqaSkRNOmTdvt+48/\\\n",
       "/rgqKirUt29fDRs2TCtWrLBQJQC09+yzpj33XHNxx/7502DPPWe3DgRHxPM8z3YRqdDa2qrS0lLN\\\n",
       "mTNH+fn5GjRokGbMmKHy8vK2YxYsWKBevXopJydH0WhUU6dO1cKFC9u+H4lEJEkh7SIAGWrIEGnR\\\n",
       "Iumpp6TLLrNdTTBs2iQdd5zkedK6dVJuru2Kgsml615oR4Dq6+vVs2dPFRUVKTs7W2PGjNHMmTPb\\\n",
       "HTN06FDl5ORIkiorK9XQ0GCjVABo09Bgwk+nTtz+fiC6dpXOPltqbZW+9ase2KPQBqDGxkYVFha2\\\n",
       "fS4oKFBjY+Nej3/ggQd0HqsNAVj2zDOmHT3abIGBxF16qWn/8he7dSAYQhuA/GG8RMydO1cPPvjg\\\n",
       "HtcJAUA6Pf20aZn6OnDf/77ZH6yuzkyJAfsS2uV1+fn5isfjbZ/j8bgK9vA0sRUrVqi6ulrRaFRd\\\n",
       "u3bd47mmTp3a9r6qqkpVVVXJLhcAtH699OqrZt+v733PdjXBk5srnXGG9PLL0l//Kl11le2KgiEW\\\n",
       "iykWi9kuI+1Cuwi6paVFpaWlqqurU15engYPHrzbIuiPPvpIZ555ph577DENGTJkt3O4tBgMgH1/\\\n",
       "+IM0YYK5o+l//9d2NcH0+99L//RP0gUXSLNm2a4meFy67oV2CiwrK0s1NTUaNWqUevXqpcsvv1zl\\\n",
       "5eWaPn26pk+fLkm64447tGnTJk2YMEH9+/fX4MGDLVcNwGWPP27af/xHu3UE2cUXSx06SNGotHGj\\\n",
       "7WqQyUI7ApQMLiVhAHZ98IFUXCwdeaSZCjvqKNsVBde555oAdO+90sSJtqsJFpeue6EdAQKAIHns\\\n",
       "MdNefDHh51CNHWvaRx6xWwcyGyNA++BSEgZgj+dJJ59stsCIRndu64CD89VX0vHHS1u2SCtXSr16\\\n",
       "2a4oOFy67jECBACWLVhgws/xx0tnnWW7muDr1GnnOipGgbA3BCAAsOy++0x71VXs/ZUs/jTYY49J\\\n",
       "LS12a0FmYgpsH1waCgRgx2efSfn50tdfm1Gg4mLbFYXDrtOKzz0nXXSR7YqCwaXrHiNAAGDR//yP\\\n",
       "CT/f/S7hJ5kiEfNMJUmqqbFbCzITI0D74FISBpB+nmcW6L71ltkD7OKLbVcULps2mdG1r76SVq+W\\\n",
       "yspsV5T5XLruMQIEAJZEoyb85OWx9UUqdO0qXXmlef+739mtBZmHAAQAlvznf5p28mQpO9tuLWHl\\\n",
       "PwjxoYfYIBXtEYAAwILFi6W5c6UuXaTx421XE14VFdLZZ0tffMFaILRHAAIAC/zRn+uuk3Jy7NYS\\\n",
       "djffbNrf/lbats1uLcgcBCAASLM335SefNJMe02ebLua8Kuqkiorzeao/jOXAAIQAKTZrbeaO8DG\\\n",
       "j5cKC21XE36RiHTLLeb9f/yHtHWr3XqQGQhAAJBGb7whPfus2a7Bn5pB6n3ve9KQIdKGDdI999iu\\\n",
       "BpmAAAQAaeJ50s9/bt5PnCidcILdelwSiUjTppn3v/61tH693XpgHwEIANLkySelWEzKzZVuvNF2\\\n",
       "Ne4ZMcKMBG3bJt10k+1qYBtPgt4Hl56ICSC1vvjCPIm4sdEsxK2utl2Rm95+W+rbV/rmG+mVV6Th\\\n",
       "w21XlFlcuu4xAgQAaXDLLSb8DBwoXX217WrcVVq6c/TtJz8xQQhuYgRoH1xKwgBS5+WXpbPOkrKy\\\n",
       "pEWLpAEDbFfktq+/lvr0MTvF33ijuTMMhkvXPUaAACCFNm2Sxo0z73/5S8JPJjjiCOnhh6UOHczC\\\n",
       "6LlzbVcEGwhAAJAiO3ZIP/yh9NFHZuqLhbeZY9gw6d/+zdyZ96MfSevW2a4I6UYAAoAUmTpVqq2V\\\n",
       "unWTnnqKDU8zzS9/KZ1+ulmbdfHFZmoM7iAAAUAK/PGP0q9+ZaZZ/vQnqajIdkX4tqws6emnpRNP\\\n",
       "lBYuNFOVra22q0K6EIAAIMmefNLcYSSZHcjPOcduPdi7446T/vpX6aijTFC99lozdYnwIwABQBL9\\\n",
       "8Y/SFVeYi+ivfiVNmGC7IuxP375mqvLII83i6LFjuT3eBQQgAEiC1lazt9d115nwc/vtOzfgROYb\\\n",
       "PtyMBHXuLD32mDRqlNTUZLsqpBLPAdoHl56HAODgxeNm/UhdnVnzU1PDyE9QLV5ststYt07Kzzdh\\\n",
       "qKrKdlXp49J1jxEgADhIra3Sf/+31KuXCT/HHSfNmUP4CbJTT5Xq66XTTjN3h515ptm2ZMMG25Uh\\\n",
       "2UIbgKLRqMrKylRSUqJp/hbA3zJp0iSVlJSooqJCS5cuTXOFAIKqtVV6/HHplFOkyZPNPl+XXCIt\\\n",
       "WyaNHGm7OhyqwkJp3jzp1lvNnWL33y+dfLKZ1ty40XZ1SJZQToG1traqtLRUc+bMUX5+vgYNGqQZ\\\n",
       "M2aovLy87Zja2lrV1NSotrZWixYt0uTJk7Vw4cJ253FpKBDA/q1ZIz3yiPTgg2baS5JOOkn6zW+k\\\n",
       "iy6yWxtS4+23pUmTpBdfNJ+PPFL6wQ+kq64yD1PsELJhBJeueyH7T2fU19erZ8+eKioqUnZ2tsaM\\\n",
       "GaOZM2e2O2bWrFkaO3asJKmyslKbN2/W+vXrbZQLIEN9+qn0/PPSv/6rGe3p0cOMAsTjUnGx9MAD\\\n",
       "5gJJ+Amv0lIpGpViMWn0aOnLL82I0IgRUkGB9OMfm9HA9983T5VGcGTZLiAVGhsbVVhY2Pa5oKBA\\\n",
       "ixYt2u8xDQ0N6t69e9rqBGDPjh3S55+bO32amkzYWbPGXMg++EB6802zhcWuunQxC2SvvdYsjA3b\\\n",
       "v/6xZ5GIdMYZ5rV6tfToo2ZxdDxuRgQfecQcl5Mj9etnpsuKisyrsFA65hjz6taNp4FnklAGIH8I\\\n",
       "b3++PcS3tz9XXb2vcyTyc9w8JpNqCeIxmVRLEI/xPKm52Wxv8NVXO1/+561b9//U386dzaLYykrp\\\n",
       "3HPNlMdhh+2/NoRXebl0553Sv/+7Cckvvii9/LK5e2z9erN2aN68vf/5Ll3M36tOncymrLu22dlS\\\n",
       "x44mWHfosO/3e7vMJevrLghlAMrPz1fcn6CXFI/HVVBQsM9jGhoalJ+fv8fz3X//1F0+Vf39BSDo\\\n",
       "jj5ays3d+SoqMtNcxcVm6uPkk83FBvi2SETq08e8brjBfO2TT8xC+DVrpLVrzauhwSyc/uwz89q6\\\n",
       "1bwyS+zvL7eEchF0S0uLSktLVVdXp7y8PA0ePHifi6AXLlyoKVOm7HUR9H337buLEknQrh6TSbUE\\\n",
       "8ZhMqiWIx2Rn7/zX9a6vI44wWx8wmoN02rFD2rJF2rbNjET6o5F+29xsjmltNe3e3u9t5HJvV/MD\\\n",
       "+fp117mzCDqUAUiSZs+erSlTpqi1tVXXXHONbrrpJk2fPl2SNH78eEnSxIkTFY1G1blzZz300EMa\\\n",
       "MGBAu3O4tBoeAACXrnuhDUDJ4NJfBAAAXLrucQ8DAABwDgEIAAA4hwAEAACcQwACAADOIQABAADn\\\n",
       "EIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQAAJxDAIJ1sVjMdglOoJ9Tjz5OPfoYyUIA\\\n",
       "gnX8QksP+jn16OPUo4+RLAQgAADgnIjnwp73BykSidguAQCAtHMhGjACBAAAnJNlu4BM5kICBgDA\\\n",
       "RYwAAQAA5xCAAACAcwhAfxeNRlVWVqaSkhJNmzZtj8dMmjRJJSUlqqio0NKlS9NcYfDtr48ff/xx\\\n",
       "VVRUqG/fvho2bJhWrFhhocpgS+TvsSS9/vrrysrK0jPPPJPG6sIhkT6OxWLq37+/evfuraqqqvQW\\\n",
       "GBL76+fhOvLaAAAEmUlEQVSmpiaNHj1a/fr1U+/evfXwww+nv8gAu/rqq9W9e3f16dNnr8eE/prn\\\n",
       "wWtpafGKi4u9NWvWeN98841XUVHhrVq1qt0xzz//vHfuued6nud5Cxcu9CorK22UGliJ9PH8+fO9\\\n",
       "zZs3e57nebNnz6aPD1AifewfN3LkSO/888/3/vKXv1ioNLgS6eNNmzZ5vXr18uLxuOd5nrdhwwYb\\\n",
       "pQZaIv182223eTfeeKPneaaPu3Xr5jU3N9soN5BeeeUVb8mSJV7v3r33+H0XrnmMAEmqr69Xz549\\\n",
       "VVRUpOzsbI0ZM0YzZ85sd8ysWbM0duxYSVJlZaU2b96s9evX2yg3kBLp46FDhyonJ0eS6eOGhgYb\\\n",
       "pQZWIn0sSffee68uu+wyHXvssRaqDLZE+viJJ57QpZdeqoKCAklSbm6ujVIDLZF+PuGEE7RlyxZJ\\\n",
       "0pYtW3TMMccoK4v7ehI1fPhwde3ada/fd+GaRwCS1NjYqMLCwrbPBQUFamxs3O8xXKATl0gf7+qB\\\n",
       "Bx7Qeeedl47SQiPRv8czZ87UhAkTJPGsqwOVSB+/++67+uyzzzRy5EgNHDhQjz76aLrLDLxE+rm6\\\n",
       "ulorV65UXl6eKioq9Nvf/jbdZYaaC9c84rISvwh437otnotH4g6kr+bOnasHH3xQr732WgorCp9E\\\n",
       "+njKlCm66667FIlE5Hkej3o4QIn0cXNzs5YsWaK6ujp9+eWXGjp0qIYMGaKSkpI0VBgOifTznXfe\\\n",
       "qX79+ikWi+n999/XOeeco+XLl6tLly5pqNANYb/mEYAk5efnKx6Pt32Ox+Ntw9d7O6ahoUH5+flp\\\n",
       "qzHoEuljSVqxYoWqq6sVjUb3OTyL3SXSx4sXL9aYMWMkmUWks2fPVnZ2ti688MK01hpUifRxYWGh\\\n",
       "cnNz1alTJ3Xq1EkjRozQ8uXLCUAHIJF+nj9/vm655RZJUnFxsU466SS9/fbbGjhwYFprDSsnrnl2\\\n",
       "lyBlhubmZq9Hjx7emjVrvO3bt+93EfSCBQtCuSAslRLp4w8//NArLi72FixYYKnKYEukj3f14x//\\\n",
       "2Hv66afTWGHwJdLHq1ev9s466yyvpaXF27Ztm9e7d29v5cqVlioOpkT6+ac//ak3depUz/M8b926\\\n",
       "dV5+fr63ceNGG+UG1po1axJaBB3Wax4jQJKysrJUU1OjUaNGqbW1Vddcc43Ky8s1ffp0SdL48eN1\\\n",
       "3nnnqba2Vj179lTnzp310EMPWa46WBLp4zvuuEObNm1qW5+SnZ2t+vp6m2UHSiJ9jEOTSB+XlZVp\\\n",
       "9OjR6tu3rzp06KDq6mr16tXLcuXBkkg/33zzzRo3bpwqKiq0Y8cO3X333erWrZvlyoPjiiuu0Lx5\\\n",
       "89TU1KTCwkLdfvvtam5uluTONY/NUAEAgHO4CwwAADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMI\\\n",
       "QAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADg\\\n",
       "HAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOCc/wcR/FbbIQq+\\\n",
       "FAAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[27] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FGWCx/Ffh4RDUOQSyaEciUkwEEDk0BED6nCorOO1\\\n",
       "0V1HgUEW5eFhZnZWF8cHdGd4xBn32VnjzoKDOjKa8RzjEYJjlgYVYpArcsjhoCSZRxS576RT+8dr\\\n",
       "hwAJdEJ3v91V38/z9FOdpKj+UQL18623qnyO4zgCAADwkATbAQAAAKKNAgQAADyHAgQAADyHAgQA\\\n",
       "ADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyH\\\n",
       "AgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQAADyHAgQA\\\n",
       "ADyHAgQAADyHAgQAADyHAgQAADyHAgQAADwn0XaAWObz+WxHAAAg6hzHsR0h4hgBAgAAnkMBCoHj\\\n",
       "OLwi+Jo1a5b1DF54sZ/Zx254sY8j+/ISChAAAPAcChAAAPAcChCsy8vLsx3BE9jPkcc+jjz2McLF\\\n",
       "53jtpF8zBK8CYxcBALzAS8c9RoAAAIDnUIAAAIDnUIAAAIDnUIAAAIDnUIAAAIDnUIAAAIDnUIAA\\\n",
       "AIDnuLYATZw4Ud27d1e/fv2aXGf69OnKyMhQbm6u1qxZE8V0AADAJtcWoAkTJqikpKTJnxcXF2vb\\\n",
       "tm3aunWr5s+fr6lTp0YxHQAAsMm1Beiaa65Rp06dmvz522+/rXvvvVeSNHToUO3du1c7d+6MVjwA\\\n",
       "AGCRawvQ2VRXVystLa3+69TUVFVVVVlMBAAAoiXRdgCbTn3WSfAZKACAlvn8c+n116XvvpMGD5bu\\\n",
       "uENq3dp2KuB0ni1AKSkpqqysrP+6qqpKKSkpja47e/bs+vd5eXk8jRgATuE40uzZ0q9+JdXVnfj+\\\n",
       "f/yH9OabUt++1qLhLPx+v/x+v+0YUefqp8F/+eWXuvnmm/XZZ5+d9rPi4mIVFBSouLhYZWVlmjFj\\\n",
       "hsrKyk5ax0tPxQWAc/Gv/yo99ZSUkCD9+MdSerq0cKG0ebPUrZu0fLn5HmKbl457ri1Ad911l5Yu\\\n",
       "Xapdu3ape/fueuyxx1RTUyNJmjJliiRp2rRpKikpUfv27fX8889r0KBBJ23DS38QAKClXnlFys+X\\\n",
       "kpKkv/xFuvFG8/1Dh6Rbb5Xef1/KyZFWrpTatrWbFWfmpeOeawtQOHjpDwIAtMTu3VJ2tvTNN9Iz\\\n",
       "z0gPPHDyzw8ckK64Qtq6VZo5U/r1r+3kRGi8dNyjAJ2Bl/4gAEBL/Mu/SPPmSSNGSH6/1Ni1JCtW\\\n",
       "SFddZUZ/tmyRGlyAixjjpeOeZy+DBwCcmy+/lBYsMPN+fv/7xsuPJA0fLt15p3T0qPToo1GNCDSJ\\\n",
       "AgQAaJEnn5Rqa6W77jr7VV5z5kiJiWZi9FdfRScfcCYUIABAs33zjRn98fnM3J6z6dNH+sd/NJfI\\\n",
       "FxREPh9wNhQgAECzPf+8dPy4dNNNod/jZ8YMs3z2WengwchlA0JBAQIANEtdnSkxkpkEHarBg81k\\\n",
       "6H37zKXzgE0UIABAsyxZIn3xhbmaa/To5v3an/zELF98Mfy5gOagAAEAmmXhQrOcOFFq1ap5v/b2\\\n",
       "26V27aRly6Tt28OfDQgVBQgAELKjR83dniXp7rub/+vPP9/cHVo6UaQAGyhAAICQlZRI+/dLAwdK\\\n",
       "l13Wsm388z+b5euvhy8X0FwUIABAyP78Z7PMz2/5NkaNkjp2lD77zMwlAmygAAEAQnL8uFRcbN7f\\\n",
       "cUfLt9O69YkHpgZPpwHRRgECAIRk2TLzcNOcHKlXr3Pb1i23mOVbb517LqAlKEAAgJC8+65Z3nTT\\\n",
       "uW9r7FipTRtp+XJp585z3x7QXBQgAMBZOY70zjvmfTgKUIcO0g03nLxdIJooQACAs9q8Wfrb36Qu\\\n",
       "XaRhw8KzzeA8oMWLw7M9oDkoQACAswqO0owb1/ybHzblhz80yw8+kAKB8GwTCBUFCABwVn/9q1mO\\\n",
       "HRu+bfbubZ4Sv3ev9Omn4dsuEAoKEADgjI4dkz76yLwfNSq82w4+S4zTYIg2ChAA4IzKyqQjR8zl\\\n",
       "7927h3fbwdNg778f3u0CZ0MBAgCc0f/9n1mGe/RHkkaONHOKysqkffvCv32gKRQgAMAZBQvQddeF\\\n",
       "f9sXXGCuKgsEpA8/DP/2gaZQgAAATTp40IzOJCRII0ZE5jOuvdYsly6NzPaBxlCAAABN+ugjqbZW\\\n",
       "uuIK6cILI/MZwWK1bFlktg80hgIEAGhSJOf/BF11lZkHtGqVGXECooECBABoUjQK0PnnS4MGmXlA\\\n",
       "y5dH7nOAhihAAIBGHTworV1rRmeuuiqynxWcB8RpMEQLBQgA0KjycjMqk5trHl4aScF5QEyERrRQ\\\n",
       "gAAAjQqejrr66sh/1g9+IPl8pnQdORL5zwNcW4BKSkqUlZWljIwMzZ0797Sf79q1S2PGjNGAAQOU\\\n",
       "k5OjF154IfohASCGffyxWUajAHXqJPXvLx0/Ln3ySeQ/D3BlAQoEApo2bZpKSkq0ceNGFRYWatOm\\\n",
       "TSetU1BQoIEDB2rt2rXy+/36+c9/rtraWkuJASC21NVJK1aY95Ge/xMUPA0WfO4YEEmuLEDl5eVK\\\n",
       "T09Xz549lZSUpPz8fBUVFZ20To8ePbR//35J0v79+9WlSxclJibaiAsAMWfjRvNoirQ084qG4cPN\\\n",
       "sqwsOp8Hb3PlEb+6ulppDf7Gpqam6pNTxlQnT56sUaNGKTk5WQcOHNCrr74a7ZgAELOieforqGEB\\\n",
       "chwzJwiIFFeOAPlC+FszZ84cDRgwQH//+9+1du1aPfjggzpw4EAU0gFA7IvmBOigSy81T5v/7jtp\\\n",
       "27bofS68yZUjQCkpKaqsrKz/urKyUqmpqSets3z5cj3yyCOSpD59+qhXr17avHmzBg8efNr2Zs+e\\\n",
       "Xf8+Ly9PeXl5EckNALEiOAIUrfk/khnxGTZMKioyo0AZGdH7bC/z+/3y+/22Y0Sdz3Ecx3aIcKut\\\n",
       "rVVmZqZKS0uVnJysIUOGqLCwUNnZ2fXr/OxnP1PHjh01a9Ys7dy5U1dccYUqKirUuXPn+nWCI0ku\\\n",
       "3EUA0KSdO6WLL5bat5f27pWiOT1y7lzp4YelBx6Qnnkmep8Lw0vHPVeOACUmJqqgoECjR49WIBDQ\\\n",
       "pEmTlJ2drXnz5kmSpkyZopkzZ2rChAnKzc1VXV2dnnzyyZPKDwB4VfD017Bh0S0/wc+UTlyBBkSK\\\n",
       "K0eAwsVLTRgAgv7t36Tf/EZ69FHp8cej+9mHDkkdO5r3+/aZUShEj5eOe66cBA0AaLlPPzXLIUOi\\\n",
       "/9nt25sbIgYC5unwQKRQgAAA9erqpNWrzfsrrrCTgdNgiAYKEACg3hdfmFNPyclSjx52MgQLEDdE\\\n",
       "RCRRgAAA9YKnvxq5I0jUnHpDRCASKEAAgHqxUIDS06XOnaWvv5Z27LCXA+5GAQIA1IuFAuTzSVde\\\n",
       "eXIeINwoQAAASbExATooWIBWrrSbA+5FAQIASJK2bJEOHjRPf7/oIrtZgiNQjAAhUihAAABJsXH6\\\n",
       "K6hhAWIiNCKBAgQAkBRbBSg52TyPbN8+c2k+EG4UIACApNgqQA0nQjMPCJFAAQIAqLZWWrPGvLc9\\\n",
       "ATqIeUCIJAoQAECffy4dPiz16iV16WI7jUEBQiRRgAAA9Q8ejZXRH+lEAVq1yjwcFQgnChAAIKbm\\\n",
       "/wRddJF0ySXSoUPS5s2208BtKEAAgJgsQBKnwRA5FCAA8LiaGmntWvN+0CC7WU5FAUKkUIAAwOM2\\\n",
       "bpSOHjUPIe3UyXaak3EpPCKFAgQAHherp7+kE5Oy1641I1VAuFCAAMDjgleAxWIB6tRJ6tPHjFBt\\\n",
       "3Gg7DdyEAgQAHhccAYqlS+AbChYzToMhnChAAOBhx49L69aZ97E2ATqIeUCIBAoQAHjY+vWmBGVm\\\n",
       "ShdcYDtN4xreEBEIFwoQAHhYLE+ADho40CwrKqRjx+xmgXtQgADAw+KhAF1wgRmhqqkxI1ZAOFCA\\\n",
       "AMDDYvkKsIY4DYZwowABgEcdPSp99pnk80kDBthOc2bBK9S4IzTChQIEAB712WfmtFJ2ttShg+00\\\n",
       "Z8YjMRBuri1AJSUlysrKUkZGhubOndvoOn6/XwMHDlROTo7y8vKiGxAALIuH+T9BAweakar1683I\\\n",
       "FXCuEm0HiIRAIKBp06bpgw8+UEpKiq688kqNHz9e2dnZ9evs3btXDz74oBYvXqzU1FTt2rXLYmIA\\\n",
       "iL54KkAdOkhZWdKmTWbkKnhvIKClXDkCVF5ervT0dPXs2VNJSUnKz89XUVHRSeu8/PLLuu2225Sa\\\n",
       "mipJ6tq1q42oAGBNPBUgiYnQCC9XFqDq6mqlpaXVf52amqrq6uqT1tm6dat2796tkSNHavDgwVq4\\\n",
       "cGG0YwKANUeOSBs2SK1aSbm5ttOEhonQCCdXngLz+XxnXaempkarV69WaWmpDh8+rOHDh2vYsGHK\\\n",
       "yMiIQkIAsGvdOikQkPr1k847z3aa0DARGuHkygKUkpKiysrK+q8rKyvrT3UFpaWlqWvXrmrXrp3a\\\n",
       "tWunESNGaN26dY0WoNmzZ9e/z8vLY8I0gLgXb6e/JHOpfkKCGbk6ckRq1852Infw+/3y+/22Y0Sd\\\n",
       "z3Ecx3aIcKutrVVmZqZKS0uVnJysIUOGqLCw8KRJ0J9//rmmTZumxYsX69ixYxo6dKheeeUV9e3b\\\n",
       "t36d4EiSC3cRAI+77z7pj3+UnnlGeuAB22lCl5NjClBZmTR0qO007uOl454rR4ASExNVUFCg0aNH\\\n",
       "KxAIaNKkScrOzta8efMkSVOmTFFWVpbGjBmj/v37KyEhQZMnTz6p/ACAm8XjCJBk5gFt2GAmQlOA\\\n",
       "cC5cOQIULl5qwgC849Ah83ythATpwAGpbVvbiUL39NPS9OnShAnSc8/ZTuM+XjruufIqMABA09au\\\n",
       "lerqzAToeCo/EpfCI3woQADgMcHTX8HLyuNJbu6JidCHD9tOg3hGAQIAj4nX+T+SuWT/8svNJfzr\\\n",
       "1tlOg3hGAQIAj4nnAiSdGLniNBjOBQUIADxk/35p82apdWtzSXk84oaICAcKEAB4yJo1kuNI/ftL\\\n",
       "bdrYTtMyTIRGOFCAAMBDgqUhXk9/Saa8tWolbdxoLukHWoICBAAeEs9XgAW1a2dO39XVmUv6gZag\\\n",
       "AAGAh7ihAElMhMa5owABgEfs3Stt3WpufhivE6CDmAiNc0UBAgCPCJaFAQOkpCS7Wc4VE6FxrihA\\\n",
       "AOARK1ea5ZVX2s0RDv36SYmJ0qZN0sGDttMgHlGAAMAj3FSA2rY1JchxmAiNlqEAAYBHBAtQPF8C\\\n",
       "31BwIjTzgNASFCAA8ICvv5aqqqTzz5cyM22nCQ8mQuNcUIAAwAMaXv6e4JJ/+ZkIjXPhkr8GAIAz\\\n",
       "cdP8n6CcHHM12+bN0oEDttMg3lCAAMAD3FiA2rQxj8VwHPOMM6A5KEAA4HKO474J0EFMhEZLUYAA\\\n",
       "wOV27JB27ZK6dJF69rSdJryYB4SWogABgMs1PP3l89nNEm6MAKGlKEAA4HJunP8TlJMjtW4tbdki\\\n",
       "7dtnOw3iCQUIAFzOrfN/JFN+cnPNeyZCozkoQADgYnV1J+bHuHEESOI0GFqGAgQALrZli7R/v5SS\\\n",
       "IvXoYTtNZHBHaLQEBQgAXCxYCtw6+iOd+L198ondHIgvFCAAcLFgKXBzAbr8cqlDB+nLL80zz4BQ\\\n",
       "UIAAwMVWrDDL4cPt5oikVq2kIUPM+7Iyu1kQP1xbgEpKSpSVlaWMjAzNnTu3yfVWrlypxMREvfnm\\\n",
       "m1FMBwCRd/iwtG6defipm0eAJGnYMLOkACFUrixAgUBA06ZNU0lJiTZu3KjCwkJt2rSp0fUeeugh\\\n",
       "jRkzRo7jWEgKAJGzapVUWyv162dOEblZcIQrOOIFnI0rC1B5ebnS09PVs2dPJSUlKT8/X0VFRaet\\\n",
       "9/TTT+v2229Xt27dLKQEgMgKjoYER0fcLPh7XLnSlD7gbFxZgKqrq5WWllb/dWpqqqqrq09bp6io\\\n",
       "SFOnTpUk+dx2f3gAnueF+T9BXbtK6enSkSNSRYXtNIgHrixAoZSZGTNm6IknnpDP55PjOJwCA+Aq\\\n",
       "jnOiAHlhBEg6UfSYB4RQJNoOEAkpKSmqrKys/7qyslKpqaknrbNq1Srl5+dLknbt2qVFixYpKSlJ\\\n",
       "48ePP217s2fPrn+fl5envLy8iOQGgHDZscNcEt6pk3TZZbbTRMewYdLChab4PfCA7TTxw+/3y+/3\\\n",
       "244RdT7HhUMftbW1yszMVGlpqZKTkzVkyBAVFhYqOzu70fUnTJigm2++WbfeeutJ3w+OJLlwFwFw\\\n",
       "uVdekfLzpbFjpeJi22miY80aadAgqU8fads222nik5eOe64cAUpMTFRBQYFGjx6tQCCgSZMmKTs7\\\n",
       "W/PmzZMkTZkyxXJCAIgsL83/CerXTzrvPOmLL6Rvv5W4vgVn4soRoHDxUhMG4C7Dhpm7QL//vnTD\\\n",
       "DbbTRE9enrR0qfT229LNN9tOE3+8dNxz5SRoAPCyo0el1asln+/EHZK9ghsiIlQUIABwmU8/lWpq\\\n",
       "pL59pY4dbaeJLm6IiFBRgADAZT780CxHjLCbw4ZgAfrkE1MCgaZQgADAZZYtM8trrrGbw4aLLpIy\\\n",
       "M81z0Favtp0GsYwCBAAuEghIH39s3nuxAEknRr6CRRBoDAUIAFxk3TrpwAGpVy/plPu/egYFCKGg\\\n",
       "AAGAi3h5/k9Q8Pf+4YdmRAxoDAUIAFzEy/N/gi65RLr0UmnfPmn9ettpEKsoQADgEo7DCFBQw1Eg\\\n",
       "oDEUIABwic2bzSMguneX0tNtp7GLeUA4GwoQALhEw9Gf759o4FkNC5AHnuqAFqAAAYBLMP/nhIwM\\\n",
       "MxK2c6e0davtNIhFFCAAcAHHMQ8BlZj/I5kRsOB+CO4XoCEKEAC4wNatUmWl1LWr1K+f7TSxIViA\\\n",
       "/H6rMRCjKEAA4AKlpWY5apSUwL/skqTrrzfLDz5gHhBOx18TAHCBDz4wy+BBH+aZYCkp0jffcD8g\\\n",
       "nI4CBABxLhCQliwx76+7zm6WWOLznSiEf/2r3SyIPRQgAIhza9ZIe/aY53/17m07TWxpeBoMaIgC\\\n",
       "BABxLnhwZ/TndMF9snSpdPy43SyILRQgAIhzwQnQzP85XY8e0uWXS4cPS2VlttMgllCAACCOHTki\\\n",
       "ffSReT9qlN0ssYrTYGgMBQgA4pjfLx09Kg0cKHXrZjtNbAoWoPfft5sDsYUCBABxrLjYLG+80W6O\\\n",
       "WJaXJ7VuLZWXm4fFAhIFCADiluNI771n3lOAmtahgzRypNlfixbZToNYQQECgDj1+efS9u3m8RdX\\\n",
       "Xmk7TWwLFsR337WbA7GDAgQAcSo4+jN2rNSqld0ssS5YgBYvlmpq7GZBbKAAAUCcCs7/GTfObo54\\\n",
       "0Lu3lJ0t7d9/4qo5eBsFCADi0L590ocfmpGf0aNtp4kPN91klpwGg+TyAlRSUqKsrCxlZGRo7ty5\\\n",
       "p/38pZdeUm5urvr376+rr75aFRUVFlICQPMtXizV1kpXXSV16mQ7TXxgHhAacm0BCgQCmjZtmkpK\\\n",
       "SrRx40YVFhZq06ZNJ63Tu3dvLVu2TBUVFXr00Ud1//33W0oLAM3z+utm+aMf2c0RT4JlccsW6ZTD\\\n",
       "ATzItQWovLxc6enp6tmzp5KSkpSfn6+ioqKT1hk+fLg6duwoSRo6dKiqqqpsRAWAZjl8+MT8n9tu\\\n",
       "s5slniQlSbfcYt6/9prdLLDPtQWourpaaWlp9V+npqaqurq6yfUXLFigccwkBBAHFi+WDh0yl75f\\\n",
       "contNPHl9tvNkgKERNsBIsXn84W87pIlS/Tcc8/p448/jmAiAAiP4Omv4MEcobv+eunCC6X16819\\\n",
       "lLKybCeCLa4tQCkpKaqsrKz/urKyUqmpqaetV1FRocmTJ6ukpESdmphJOHv27Pr3eXl5ysvLC3dc\\\n",
       "AAjJ0aPSO++Y95z+ar7WraV/+Afpj380RfKXv7SdyD6/3y+/3287RtT5HMdxbIeIhNraWmVmZqq0\\\n",
       "tFTJyckaMmSICgsLlZ2dXb/Ojh07NGrUKP3pT3/SsGHDTttGcBTJpbsIQBx65x1p/Hjz8NPVq22n\\\n",
       "iU/vvWcuie/fX1q3znaa2OKl455rR4ASExNVUFCg0aNHKxAIaNKkScrOzta8efMkSVOmTNHjjz+u\\\n",
       "PXv2aOrUqZKkpKQklZeX24wNAGf05z+bJaM/LXf99VLHjlJFhbR5s5SZaTsRbHDtCFA4eKkJA4h9\\\n",
       "+/dLF18sHTlingHWs6ftRPFrwgTphRekmTOlX//adprY4aXjnmuvAgMAt3njDVN+rr2W8nOu7rvP\\\n",
       "LF98UQoErEaBJRQgAIgTL75olj/+sd0cbnDNNeb5YFVVUmmp7TSwgQIEAHHgq68kv19q25bL38Mh\\\n",
       "IUG6917z/oUXrEaBJRQgAIgDCxaY5Y9+JF1wgd0sbhEsQH/5i7R3r90siD4KEADEuJoa6dlnzfsp\\\n",
       "U+xmcZNLL5VGjTL3Vnr5ZdtpEG0UIACIcW+9JX39tdS3rzRihO007jJ5sln+z/9IHrjwCQ1QgAAg\\\n",
       "xv3+92Y5darUjKf8IAS33ir16CFt2CAtWWI7DaKJAgQAMWz9enNgPu886Z57bKdxn9atTbGUpP/+\\\n",
       "b7tZEF0UIACIYb/5jVlOnGjuXozwu/9+U4TeeUf6299sp0G0UIAAIEbt2GEm5yYkSD/7me007tW9\\\n",
       "u3TXXVJd3YnCCfejAAFAjPqv/5Jqa6U775R69bKdxt0eesjMr3ruOam62nYaRAMFCABi0NdfS98/\\\n",
       "u1m/+IXdLF6QnW1uMHn8uPTUU7bTIBooQAAQg+bMkQ4flsaPlwYNsp3GG2bONMv//V/p73+3mwWR\\\n",
       "RwECgBjz5ZfmIOzzSb/6le003jFggLnT9pEj0qxZttMg0ihAABBjHn3U3P357rulfv1sp/GWJ56Q\\\n",
       "EhPNXKANG2ynQSRRgAAghnz0kfSnP0lt2kiPP247jfdcdpl53EhdnfTzn3N3aDejAAFAjKitlR58\\\n",
       "0Lx/6CGpd2+7ebxq1izpwgulxYulV1+1nQaRQgECgBjxu99JFRVSz57Sww/bTuNd3bpJTz5p3k+f\\\n",
       "Lu3ZYzcPIsPnOAzwNcX3/UN32EUAIm39emnwYOnYMem996Rx42wn8ra6Ounaa80pyXvukV580Xai\\\n",
       "6PDScY8RIACw7Ngxc5A9dsw8nZzyY19CgvTss1K7dtLChWZeFtyFAgQAlk2fLq1da+b8/Od/2k6D\\\n",
       "oKwsc1pSMg9M3bLFbh6EFwUIACyaP9+82raVXnlF6tDBdiI09JOfSHfcIR08KN10k7R7t+1ECBcK\\\n",
       "EABY8u67J676mj/fzAFCbPH5pAULpNxcaetW6dZbpaNHbadCOFCAAMCCJUvMs6dqa80VX/fcYzsR\\\n",
       "mnL++dI770g9ekhLl0q33UYJcgMKEABE2VtvmYnOx46ZuSVz5thOhLNJSzP3BeraVSoulm65RTpw\\\n",
       "wHYqnAsKEABEieOYSbXBEYT775cKCsxpFsS+fv2k0lJTghYvln7wA2nHDtup0FIUIACIgt27pTvv\\\n",
       "lGbMMPeYmTXLPPA0gX+F40r//tLy5eaRGRUV5gGqb7xhOxVagr96ABBBjiO9/LKUnS29/rqZT/La\\\n",
       "a9Ls2Yz8xKuMDKmszJzG3LPHzOW6807pq69sJ0NzuLYAlZSUKCsrSxkZGZo7d26j60yfPl0ZGRnK\\\n",
       "zc3VmjVropwQgJs5jrnK64orpH/6J+mbb6RrrpFWrzYHTMS3Tp3Mf9+nnzY3S3ztNXPfoF/8Qqqu\\\n",
       "tp0OoXBlAQoEApo2bZpKSkq0ceNGFRYWatOmTSetU1xcrG3btmnr1q2aP3++pk6daiktADeprpZ+\\\n",
       "+1spM1O6+WZpzRopOVn6wx8kv19KT7edEOHi80nTpkmbN0t3323mdf32t1KvXqb0lpSYq/wQm1xZ\\\n",
       "gMrLy5Wenq6ePXsqKSlJ+fn5KioqOmmdt99+W/fee68kaejQodq7d6927txpIy6AOLZnj/T++2ZO\\\n",
       "z+DBUmqqGQXYulVKSZGeekratk2aNIn5Pm6Vlia99JK0cqW5aWIgYE57jh0rXXyxlJ9v7iW0ZYuZ\\\n",
       "/4XYkGg7QCRUV1crLS2t/uvU1FR98sknZ12nqqpK3bt3j1pOALHNcaR9+6Rdu8zr22/NVT9ffGFK\\\n",
       "zeefm6LTULt20g9/KE2caOaIJLryX1k0ZvBg6dVXpe3bzbPDXnrJjA698op5SdJ555mJ1H37Spde\\\n",
       "euJ10UVS587m1FqbNnZ/H17hyr+avhBnFp76tNumft3kyWfbTkgfF9J6sbotG58Zq9uy8Zmxui0b\\\n",
       "nxnubdXUSEeOmNMXDZdHjpj7vJztFEabNtKgQdLQodL110ujRpkSBO/q1Ut69FHpl780oz4ffGBe\\\n",
       "n34qVVWZCdRlZU3/+vPOkzp2NI9HadvW/HkKvm/TRmrVyowmNnw19r2EhMYn2p/6Pa9OxndlAUpJ\\\n",
       "SVFlZWX915WVlUpNTT3jOlVVVUpJSWl0e3/4w+wGX+V9/wLgBRdcYO77EnwlJ5urgPr0MfN5srOl\\\n",
       "1q1tp0Qs8vnMXLDMzBOPPNm1S1q3zhSjHTvMlWM7dkjffWdulbB7t3T4sHlFj//7l7f4nFOHQVyg\\\n",
       "trZWmZmZKi0tVXJysoYMGaLCwkJlZ2fXr1NcXKyCggIVFxerrKxMM2bMUNkplTw4IjR//tl3UagN\\\n",
       "OpT1YnVbNj4zVrdl4zNjdVs2PjOc20pKMv+HHfy/7IbLDh04HYHochzz4NX9+82dwoOjksGRyWPH\\\n",
       "zDyihq9A4PTvBb/f2PbP9PX99/u+/77rqsFpXFmAJGnRokWaMWOGAoGAJk2apH//93/XvHnzJElT\\\n",
       "pkyRpPorxdq3b6/nn39egwYNOmkbwQLk0l0EAMBJvHTcc20BCgcv/UEAAMBLxz0uygQAAJ5DAQIA\\\n",
       "AJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5D\\\n",
       "AYJ1fr/fdgRPYD9HHvs48tjHCBcKEKzjH7ToYD9HHvs48tjHCBcKEAAA8Byf44Vn3reQz+ezHQEA\\\n",
       "gKjzQjVLWIJcAAAFIklEQVRgBAgAAHhOou0AscwLDRgAAC9iBAgAAHgOBQgAAHgOBeh7JSUlysrK\\\n",
       "UkZGhubOndvoOtOnT1dGRoZyc3O1Zs2aKCeMf2fbxy+99JJyc3PVv39/XX311aqoqLCQMr6F8udY\\\n",
       "klauXKnExES9+eabUUznDqHsY7/fr4EDByonJ0d5eXnRDegSZ9vPu3bt0pgxYzRgwADl5OTohRde\\\n",
       "iH7IODZx4kR1795d/fr1a3Id1x/zHDi1tbVOnz59nO3btzvHjx93cnNznY0bN560znvvveeMHTvW\\\n",
       "cRzHKSsrc4YOHWojatwKZR8vX77c2bt3r+M4jrNo0SL2cTOFso+D640cOdK58cYbnddff91C0vgV\\\n",
       "yj7es2eP07dvX6eystJxHMf59ttvbUSNa6Hs51mzZjkPP/yw4zhmH3fu3NmpqamxETcuLVu2zFm9\\\n",
       "erWTk5PT6M+9cMxjBEhSeXm50tPT1bNnTyUlJSk/P19FRUUnrfP222/r3nvvlSQNHTpUe/fu1c6d\\\n",
       "O23EjUuh7OPhw4erY8eOksw+rqqqshE1boWyjyXp6aef1u23365u3bpZSBnfQtnHL7/8sm677Tal\\\n",
       "pqZKkrp27WojalwLZT/36NFD+/fvlyTt379fXbp0UWIi1/WE6pprrlGnTp2a/LkXjnkUIEnV1dVK\\\n",
       "S0ur/zo1NVXV1dVnXYcDdOhC2ccNLViwQOPGjYtGNNcI9c9xUVGRpk6dKol7XTVXKPt469at2r17\\\n",
       "t0aOHKnBgwdr4cKF0Y4Z90LZz5MnT9aGDRuUnJys3Nxc/e53v4t2TFfzwjGPuqzQDwLOKZfFc/AI\\\n",
       "XXP21ZIlS/Tcc8/p448/jmAi9wllH8+YMUNPPPGEfD6fHMfhVg/NFMo+rqmp0erVq1VaWqrDhw9r\\\n",
       "+PDhGjZsmDIyMqKQ0B1C2c9z5szRgAED5Pf79cUXX+iGG27QunXrdP7550choTe4/ZhHAZKUkpKi\\\n",
       "ysrK+q8rKyvrh6+bWqeqqkopKSlRyxjvQtnHklRRUaHJkyerpKTkjMOzOF0o+3jVqlXKz8+XZCaR\\\n",
       "Llq0SElJSRo/fnxUs8arUPZxWlqaunbtqnbt2qldu3YaMWKE1q1bRwFqhlD28/Lly/XII49Ikvr0\\\n",
       "6aNevXpp8+bNGjx4cFSzupUnjnl2pyDFhpqaGqd3797O9u3bnWPHjp11EvSKFStcOSEskkLZx199\\\n",
       "9ZXTp08fZ8WKFZZSxrdQ9nFD9913n/PGG29EMWH8C2Ufb9q0ybnuuuuc2tpa59ChQ05OTo6zYcMG\\\n",
       "S4njUyj7+ac//akze/Zsx3Ec5+uvv3ZSUlKc7777zkbcuLV9+/aQJkG79ZjHCJCkxMREFRQUaPTo\\\n",
       "0QoEApo0aZKys7M1b948SdKUKVM0btw4FRcXKz09Xe3bt9fzzz9vOXV8CWUfP/7449qzZ0/9/JSk\\\n",
       "pCSVl5fbjB1XQtnHODeh7OOsrCyNGTNG/fv3V0JCgiZPnqy+fftaTh5fQtnPM2fO1IQJE5Sbm6u6\\\n",
       "ujo9+eST6ty5s+Xk8eOuu+7S0qVLtWvXLqWlpemxxx5TTU2NJO8c83gYKgAA8ByuAgMAAJ5DAQIA\\\n",
       "AJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5D\\\n",
       "AQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIAAJ5DAQIA\\\n",
       "AJ5DAQIAAJ5DAQIAAJ7z/zOLOKQDG6gZAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[28] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X1wVfWdx/FPIBEiUgSCaB5KgKQkEAiPCYgPwScQF7cV\\\n",
       "RuPDVJFSlpq1WGfWVrtj7K6sOO6DmtrG9XGsZLtVdmLHcKtGAg4BgjyFQoqIgDdBUZCIgkgSzv7x\\\n",
       "84YEArkh995z7/m9XzOZcy453PvlNPZ88vt9z/nFOY7jCAAAwCI93C4AAAAg0ghAAADAOgQgAABg\\\n",
       "HQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgA\\\n",
       "AFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMA\\\n",
       "AgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgnXi3C4hmcXFxbpcAAEDEOY7jdglhxwgQAACwDgEo\\\n",
       "CI7j8BXGr4cfftj1Gmz44jxzjr3wxTkO75dNCEAAAMA6BCAAAGAdAhBcV1BQ4HYJVuA8hx/nOPw4\\\n",
       "xwiVOMe2Sb8uCNwFxikCANjApuseI0AAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYh\\\n",
       "AAEAAOt4NgDdfffdGjx4sEaPHn3GY+69915lZmYqNzdXmzZtimB1AADATZ4NQHPnzpXP5zvj9ysq\\\n",
       "KvThhx9q586devbZZ7Vw4cIIVgcAANzk2QB0+eWXq3///mf8/htvvKE777xTkpSfn6/Gxkbt378/\\\n",
       "UuUBAAAXeTYAdaahoUFpaWmtr1NTU1VfX+9iRQAAIFLi3S7ATaeudRJYAwUAED5+v/Tqq9Inn0ij\\\n",
       "R0u33ir16eN2VbCNtQEoJSVFfr+/9XV9fb1SUlI6PLa4uLh1v6CggNWIAeAcPfOMdN990vHjJ//s\\\n",
       "4Yel11+XJk92ry6bVVVVqaqqyu0yIs7Tq8Hv2bNHs2bN0tatW0/7XkVFhUpKSlRRUaG1a9dq0aJF\\\n",
       "Wrt2bbtjbFoVFwDC7b/+y4QfSZozR5o4UfrTn6QNG6TERGnlSmnSJHdrtJ1N1z3PBqBbb71VK1eu\\\n",
       "1IEDBzR48GA98sgjampqkiQtWLBAklRUVCSfz6c+ffroxRdf1Pjx49u9h00/CAAQTmvWSJddJp04\\\n",
       "IT33nDRvnvnz5mZp7lzpD3+QkpOlrVulAQPcrdVmNl33PBuAQsGmHwQACJdvvpHGjpU++ED6p3+S\\\n",
       "lixp//3jx6Vp06TqaunHP5ZeftmdOmHXdY8AdBY2/SAAQLgsXiw99JA0cqSZ7urd+/Rjdu6UxoyR\\\n",
       "jh2T3n9fmjAh8nXCruuetbfBAwDC78svpSeeMPtPPdVx+JGkzEypqMjs//rXkakNdiMAAQDC5skn\\\n",
       "pUOHpCuvlK666uzHPvCA1Lev5POZ6TAgnAhAAICw+PZb6be/NfvFxVJnj1pLSpL+8R/N/lNPhbU0\\\n",
       "gB6gs7FpLhQAQq2sTLrtNtPbs3lz5wFIkurrpfR0c+zevebOMESOTdc9RoAAAGHxzDNm+7OfBRd+\\\n",
       "JCk1VfrRj8zt8aWl4asNYAToLGxKwgAQSjt2SFlZpqdn3z7pgguC/7vvvitdfbUZCdq1S+rBr+oR\\\n",
       "Y9N1jx8rAEDI/c//mO3s2V0LP5JUUGBGgvbsoRka4UMAAgCElOOcDECFhV3/+z16mN4hySyaCoQD\\\n",
       "U2BnYdNQIACEypYt5snPSUlm+ishoevvsXWraZ7u31/av//c3gNdZ9N1jxEgAEBIlZWZ7Zw55x5c\\\n",
       "Ro82PUSHDknvvRe62oAAAhAAIGQcx6zwLp3b9Fdbf//3Zlte3r33ATpCAAIAhMzf/iZ99JGZ/rrs\\\n",
       "su69V9sAZMGMDCKMAAQACJk33zTb66+Xevbs3nvl50uDB5sHItbWdr82oC0CEAAgZAIB6IYbuv9e\\\n",
       "PXpIs2aZfabBEGoEIABASDQ2moblnj2l6dND856BabA//zk07wcEEIAAACHx1ltSS4s0dap04YWh\\\n",
       "ec+rrpLOO0/asEE6eDA07wlIBCAAQIgsX262oZj+Cjj/fBOoHMcskQGECgEIANBtjiNVVpr9UE1/\\\n",
       "BVx7rdm+/XZo3xd2IwABALpt1y7J75cGDjQPMQyltgGI2+ERKgQgAEC3rVhhtgUFoV+9fdw4acAA\\\n",
       "szjqrl2hfW/YiwAEAOi2QH/OVVeF/r179jz5vkyDIVQIQACAbnGckyNA06aF5zMC02A0QiNUCEAA\\\n",
       "gG6pqzMrtl98sVnANByuuMJs33uPPiCEBgEIANAtbae/4uLC8xkjRkiDBpmg9eGH4fkM2IUABADo\\\n",
       "lnBPf0kmWF1+udlftSp8nwN7EIAAAOfMcaSVK81+OAOQ1H4aDOguAhAA4Jx98IFZouLii6Vhw8L7\\\n",
       "WYwAIZQIQACAc1ZdbbZTp4av/ycgN1fq21favVuqrw/vZ8H7PBuAfD6fsrKylJmZqSVLlpz2/QMH\\\n",
       "DmjGjBkaO3ascnJy9NJLL0W+SACIcatXm+2ll4b/s3r2lC67zOwzDYbu8mQAamlpUVFRkXw+n7Zv\\\n",
       "366ysjLV1dW1O6akpETjxo3T5s2bVVVVpfvvv1/Nzc0uVQwAsSkwAhSJACSdnAYjAKG7PBmAampq\\\n",
       "lJGRofT0dCUkJKiwsFDl5eXtjrnkkkt0+PBhSdLhw4c1cOBAxcfHu1EuAMSkL74wzwDq1UsaPz4y\\\n",
       "n0kjNELFkwGooaFBaWlpra9TU1PV0NDQ7pj58+dr27ZtSk5OVm5urp588slIlwkAMW3tWrOdNEk6\\\n",
       "77zIfOaECVJCgrRtm/Td77DAOfFkAIoLohNv8eLFGjt2rPbt26fNmzfrnnvu0VdffRWB6gDAGyLZ\\\n",
       "/xPQu7c0dqy5/X79+sh9LrzHk3M+KSkp8vv9ra/9fr9SU1PbHVNdXa2HHnpIkjR8+HANHTpUO3bs\\\n",
       "0MSJE097v+Li4tb9goICFRQUhKVuAIglke7/CZg82YSfdeukq6+O7Gd7UVVVlaqqqtwuI+LiHMd7\\\n",
       "q6o0NzdrxIgRqqysVHJysvLy8lRWVqbs7OzWY37xi1+oX79+evjhh7V//35NmDBBtbW1GjBgQOsx\\\n",
       "gZEkD54iAOiWpibpwgulo0elzz4zy1REytKl0u23S7NmSW+8EbnPtYFN1z1PjgDFx8erpKRE06dP\\\n",
       "V0tLi+bNm6fs7GyVlpZKkhYsWKAHH3xQc+fOVW5urk6cOKHHH3+8XfgBAJzZli0m/GRmRjb8SGYE\\\n",
       "SDI9SI4T/ucPwZs8OQIUKjYlYQDoiqeekn7+c+nOO6VIP0bNcaTBg6XPP5d27Qr/E6htYtN1z5NN\\\n",
       "0ACA8Fq3zmynTIn8Z8fFSfn5Zj9wJxrQVQQgAECXvf++2U6a5M7nB6bBAkEM6CoCEACgS7780iyC\\\n",
       "et55Uk6OOzW07QMCzgUBCADQJZs2mW1ubuQegHiqSZPMVNimTdKxY+7UgNhGAAIAdElg+mvCBPdq\\\n",
       "+N73pFGjzO34gUAGdAUBCADQJYEA1MFzYyOKaTB0BwEIANAl0RKA8vLMNlAP0BUEIABA0A4dMs/e\\\n",
       "6d1bGjnS3VoCAYwAhHNBAAIABG3jRrPNzTWrsrtp1CipVy9zR9qXX7pbC2IPAQgAELRomf6SzB1o\\\n",
       "ublmPxDMgGARgAAAQYumACSdrGP9enfrQOwhAAEAghatAYg+IHQVAQgAEJSDB6U9e6TERCkry+1q\\\n",
       "DAIQzhUBCAAQlA0bzHbcOCk+3t1aArKzTSDbvdsENCBYBCAAQFCibfpLMkFs3DizHwhoQDAIQACA\\\n",
       "oERjAJKYBsO5IQABAIISGGEhAMELCEAAgE599pn08cdSnz7SD37gdjXtEYBwLghAAIBOBUZ/xo+X\\\n",
       "evZ0t5ZT/eAH0gUXSH6/tH+/29UgVhCAAACditb+H8kEsvHjzT6N0AgWAQgA0Klo7f8JYBoMXUUA\\\n",
       "AgB0KhAsJkxwt44zIQChqwhAAICz+uQTqaFB6ttXysx0u5qOTZpktgQgBIsABAA4q8D014QJUo8o\\\n",
       "vWoMHy7163cyrAGdidIfZQBAtIjmBuiAuLiT03M0QiMYBCAAwFm1HQGKZvQBoSsIQACAM3Kc2BgB\\\n",
       "khgBQtcQgAAAZ7Rvn/Tpp6a/Zvhwt6s5u7YjQI7jbi2Ifp4NQD6fT1lZWcrMzNSSJUs6PKaqqkrj\\\n",
       "xo1TTk6OCgoKIlsgAMSAtqM/cXHu1tKZoUOl/v3Nsh00QqMzngxALS0tKioqks/n0/bt21VWVqa6\\\n",
       "urp2xzQ2Nuqee+7Rn//8Z/31r3/Va6+95lK1ABC9ov0BiG21bYSmDwid8WQAqqmpUUZGhtLT05WQ\\\n",
       "kKDCwkKVl5e3O2bp0qWaPXu2UlNTJUlJSUlulAoAUS3aH4B4KvqAECxPBqCGhgalpaW1vk5NTVXD\\\n",
       "KeOhO3fu1BdffKFp06Zp4sSJeuWVVyJdJgBEtVhqgA7gTjAEK97tAsIhLoiJ6qamJm3cuFGVlZU6\\\n",
       "evSopkyZosmTJyszWh9zCgAR5vdLn38uDRggpae7XU1wAgFowwYT4KK9bwnu8WQASklJkd/vb33t\\\n",
       "9/tbp7oC0tLSlJSUpMTERCUmJuqKK67Qli1bOgxAxcXFrfsFBQU0TAOwQiw1QAcMGWIC2+efmwD3\\\n",
       "/e+7XVH0q6qqUlVVldtlRFyc43jvZsHm5maNGDFClZWVSk5OVl5ensrKypSdnd16zN/+9jcVFRXp\\\n",
       "L3/5i7799lvl5+frj3/8o0aOHNl6TGAkyYOnCAA69dBD0uLF0q9+ZbaxYvp06a23pNdfl266ye1q\\\n",
       "YotN1z1P9gDFx8erpKRE06dP18iRI3XLLbcoOztbpaWlKi0tlSRlZWVpxowZGjNmjPLz8zV//vx2\\\n",
       "4QcAbBdr/T8BNEIjGJ4cAQoVm5IwALTlOFJSkvTFF9LevbE1lbRsmTR7tnTdddJf/uJ2NbHFpuue\\\n",
       "J0eAAADds2ePCT+DBkltbqqNCW1HgCy4juMcEYAAAKdpuwBqrDRAB3z/+2b06uBBM3oFdIQABAA4\\\n",
       "Taz2/0jtnwhNHxDOhAAEADhNLAcgiQcionMEIABAO44TW2uAdYQAhM4QgAAA7Xz0kdTYKF18sZSc\\\n",
       "7HY154ZGaHSGAAQAaKftAqix1gAdkJoqXXSRdOiQtHu329UgGhGAAADtxNoK8B2hERqdIQABANpZ\\\n",
       "v95sJ01yt47uog8IZ0MAAgC0amk5OWIS6wGIESCcDQEIANDqgw+kr782T38ePNjtaronMAJEIzQ6\\\n",
       "QgACALQKTH/F6u3vbSUnmzvZGhvNnW1AWwQgAECrQL9MrE9/Se0boekDwqkIQACAVl4aAZJohMaZ\\\n",
       "EYAAAJKkpiZp82az75UARCM0zoQABACQJG3bJh07JmVkSP37u11NaLQNQCdOuFsLogsBCAAgyXvT\\\n",
       "X5JphL7kEunwYWnXLrerQTQhAAEAJHmrAbot+oDQEQIQAECSN0eApPbPAwICCEAAAB07Jm3dKvXo\\\n",
       "IY0f73Y1ocWt8OgIAQgAoC1bpOZmKTtbuuACt6sJrUAA2riRRmicRAACAHh2+ksyT4NOSZG++kra\\\n",
       "udPtahAtCEAAAM82QAfQCI1TEYAAAJ4eAZLoA8LpCEAAYLmvvpLq6qT4eCk31+1qwiMwshUIegAB\\\n",
       "CAAs9/77kuOY8NO7t9vVhEdentlu2CAdP+5uLYgOBCAAsNzatWY7ZYq7dYTTgAHSiBHmdv8tW9yu\\\n",
       "BtGAAAQAlgsEoMmT3a0j3AL/vsC/F3bzbADy+XzKyspSZmamlixZcsbj1q9fr/j4eC1btiyC1QFA\\\n",
       "dHAcewJQYISLAATJowGopaVFRUVF8vl82r59u8rKylRXV9fhcQ888IBmzJghx3FcqBQA3LVnj/TZ\\\n",
       "Z1JSkjRsmNvVhFcg4K1Z424diA6eDEA1NTXKyMhQenq6EhISVFhYqPLy8tOOe/rppzVnzhwNGjTI\\\n",
       "hSoBwH1tR3/i4tytJdxGjZL69JF275b273e7GrjNkwGooaFBaWlpra9TU1PV0NBw2jHl5eVauHCh\\\n",
       "JCnO6//lA0AHbJn+ksxt/oG7wdatc7cWuM+TASiYMLNo0SI99thjiouLk+M4TIEBsJJNAUiiERon\\\n",
       "xbtdQDikpKTI7/e3vvb7/UpNTW13zIYNG1RYWChJOnDggJYvX66EhATdeOONp71fcXFx635BQYEK\\\n",
       "CgrCUjcARNKxY9KmTWbqy6tLYJyKPqDTVVVVqaqqyu0yIi7O8eDQR3Nzs0aMGKHKykolJycrLy9P\\\n",
       "ZWVlys7O7vD4uXPnatasWbrpppva/XlgJMmDpwgAVF0tTZ0q5eRIW7e6XU1kfPaZNHiw6QVqbDTT\\\n",
       "YjjJpuueJ6fA4uPjVVJSounTp2vkyJG65ZZblJ2drdLSUpWWlrpdHgBEBRsegHiqiy4yd7sdOSJt\\\n",
       "2+Z2NXCTJ0eAQsWmJAzAPjffLP3pT9Lzz0t33+12NZFz++3S0qXS734n/cM/uF1NdLHpuufJESAA\\\n",
       "wNk5jrR6tdm3pQE6gEZoSAQgALDS7t3Svn3SwIHSGdojPSsw5Vdd7W4dcBcBCAAs9N57ZnvZZd5/\\\n",
       "AOKpxo41TdA7d0qffup2NXALAQgALBQIQJdf7m4dboiPly691OwHzgPsQwACAAvZHICkk/9uApC9\\\n",
       "CEAAYJn9+6UPPpDOP18aN87tatxxxRVmu2qVu3XAPQQgALBM4O6vKVOkhAR3a3FLXp75t9fWmgci\\\n",
       "wj4EIACwjO3TX5KUmGiW/2j7OADYhQAEAJYhABmBaTD6gOxEAAIAi3z1lVkANT7evgcgnioQAOkD\\\n",
       "shMBCAAssmaNdOKENGGCaYK22dSp5hlI69dLR4+6XQ0ijQAEABZZudJsbZ/+kqR+/aTcXKm5WVq3\\\n",
       "zu1qEGkEIACwSGWl2V51lbt1RItAH1AgGMIeBCAAsMSXX5rpnvh4RoACAkEwEAxhDwIQAFhi5UrT\\\n",
       "/5OfL11wgdvVRIcrr5R69DArw3/9tdvVIJIIQABgicAox9VXu1tHNLnwQvM8oOZm7gazDQEIACzx\\\n",
       "7rtmSwBq75przPadd9ytA5FFAAIAC+zfL/31r+YJyLY//+dUBCA7EYAAwAKB0Z/LL5fOO8/dWqLN\\\n",
       "lCkmGG7daoIi7EAAAgAL0P9zZr16nbwrLhAU4X0EIADwOMeRfD6zf+217tYSrZgGsw8BCAA8butW\\\n",
       "qaFBuuQSaexYt6uJToFg6POZwAjvIwABgMdVVJjt9debta9wutxcKTlZ2rdP2rzZ7WoQCQQgAPC4\\\n",
       "QACaOdPdOqJZXNzJ8/Pmm+7WgsggAAGAhzU2StXVZvmLQJ8LOnbDDWYbCIzwNgIQAHjY229LLS3S\\\n",
       "1Klm9XOc2TXXmEcErF0rHTjgdjUINwIQAHgY01/Bu+ACszZY27vm4F0EIADwqJaW9g3Q6FxgGow+\\\n",
       "IO/zdADy+XzKyspSZmamlixZctr3X331VeXm5mrMmDGaOnWqamtrXagSAMKjulr67DNp6FApJ8ft\\\n",
       "amJDIAD5fNLx4+7WgvDybABqaWlRUVGRfD6ftm/frrKyMtXV1bU7ZtiwYVq1apVqa2v1z//8z/rp\\\n",
       "T3/qUrUAEHqvv262s2dz+3uwMjKkUaNM8/iKFW5Xg3DybACqqalRRkaG0tPTlZCQoMLCQpWXl7c7\\\n",
       "ZsqUKer3XVdgfn6+6uvr3SgVAELOcaRly8z+7Nnu1hJr5swx29dec7cOhJdnA1BDQ4PS0tJaX6em\\\n",
       "pqqhoeGMxz///POaSZcgAI94/33J7zcP98vLc7ua2BIIQP/3f1Jzs7u1IHzi3S4gXOK6MN67YsUK\\\n",
       "vfDCC1q9enUYKwKAyAmM/tx0k9TDs7/qhseoUdKIEdKOHdLKlSwg61WeDUApKSny+/2tr/1+v1JT\\\n",
       "U087rra2VvPnz5fP51P//v07fK/i4uLW/YKCAhUUFIS6XAAIGcdp3/+DromLM6NAjz5qpsG8HoCq\\\n",
       "qqpUVVXldhkRF+c43lz2rbm5WSNGjFBlZaWSk5OVl5ensrIyZWdntx7z8ccf66qrrtIf/vAHTZ48\\\n",
       "+bT3CIwiefQUAfCoLVvMoqdJSdKnn0o9e7pdUezZvFkaN0666CKzPpgt59Cm655nR4Di4+NVUlKi\\\n",
       "6dOnq6WlRfPmzVN2drZKS0slSQsWLNBvfvMbHTp0SAsXLpQkJSQkqKamxs2yAaDbXnnFbG++2Z4L\\\n",
       "d6jl5krDh0u7dpm7wVhGxHs8OwIUCjYlYQDe0NIipaVJn3wirVkjdTC4jSAVF0uPPCLdccfJUOl1\\\n",
       "Nl33CEBnYdMPAgBvePtt6brrzOjFzp08/6c7PvrInMfERDOV+L3vuV1R+Nl03ePeAADwkMBIxR13\\\n",
       "EH66a9gw6YorpG++4ZlAXkQAAgCPOHz45O3vd9zhbi1ecdddZvvyy66WgTAgAAGAR7z6qnTkiFnR\\\n",
       "PCPD7Wq8Yc4c6fzzpVWrzJQYvIMABAAe4DjSdze5asECd2vxkr59Tz5L6bnn3K0FoUUT9FnY1AwG\\\n",
       "ILatW2fu+EpKkurrpV693K7IO6qrpalTzbn1+6Xevd2uKHxsuu4xAgQAHvD735vt3LmEn1CbMkUa\\\n",
       "P146cED64x/drgahQgACgBj3ySfS0qXmri+mv0IvLk4qKjL7Tz9tphsR+whAABDjSkqk48fNwqfD\\\n",
       "h7tdjTcVFkoDB0obNkism+0NBCAAiGFffy397ndm//773a3FyxITpZ/9zOz/27+5WwtCgwAEADHs\\\n",
       "ueekQ4ekSy81vSoIn3vvNbfEV1SYxVIR2whAABCjjhyRHnvM7D/wgLu12CAp6WSP1eLF7taC7iMA\\\n",
       "AUCM+u1vpf37pUmTpFmz3K7GDvffL513nlkag1Gg2EYAAoAYdPiwtGSJ2f+Xf2Hdr0hJSTG9QI7D\\\n",
       "qFusIwABQAx69FHpiy+kyy4zq78jch56yKwM/9Zb0jvvuF0NzhUBCABizAcfSP/5n2b/P/6D0Z9I\\\n",
       "S0qSfvlLs/+LX0hNTe7Wg3NDAAKAGOI40n33mYvu3Xeb/h9E3s9/Lg0dKm3dKj35pNvV4FywFthZ\\\n",
       "2LQmCoDYUFYm3XabmYL54ANp8GC3K7LX8uXSzJnm1vjt26UhQ9yuqPtsuu4xAgQAMWLfPumee8z+\\\n",
       "v/874cdt118v3XyzdPSoWYOtpcXtitAVBCAAiAEnTkg/+Yl56OH110vz5rldESTpqaekiy6SVqyQ\\\n",
       "nnjC7WrQFQQgAIgB//qvZsqlf3/pv/+bxudoMXiw9OKLZv/Xv5aqq92tB8EjAAFAlHvzTam42ISe\\\n",
       "sjLzLBpEj5kzTWN6c7P0ox9Je/e6XRGCQQACgCi2dq3pM3Ec88DD6dPdrggdefxx6ZprpM8+k/7u\\\n",
       "78xUJaIbd4GdhU3d8ACiT22tNG2aeeDhXXdJL7zA1Fc0O3TILEi7Y4c0caL09tvShRe6XVXX2HTd\\\n",
       "YwQIAKLQ6tXSlVea8DNrFn0/saB/fxN6hg6V3n9fuvZas1YbohMBCACizNKl5uLZ2Gh6Sv73f6X4\\\n",
       "eLerQjDS0swdYenpJgRNnixt2+Z2VegIAQgAosTXX5vn/Nx+u/TNN9L8+Sb89O7tdmXoiiFDTO9W\\\n",
       "Xp60Z495Wvezz5o+LkQPAhAARIGKCmnUKOmZZ6TzzpN+/3uptJSRn1g1eLAZCfrxj02YXbDANEkz\\\n",
       "GhQ9PBuAfD6fsrKylJmZqSVLlnR4zL333qvMzEzl5uZq06ZNEa4QgO0cR1q5UiookG64Qfr4Y2n8\\\n",
       "eDN6sGABPT+x7vzzpZdfll59VRowQHr3XSk31/xvu3On29XBkwGopaVFRUVF8vl82r59u8rKylRX\\\n",
       "V9fumIqKCn344YfauXOnnn32WS1cuNClagHY5uBBM9IzfrwJPytXmruFnnhCWrdOGjfO7QoRSrfd\\\n",
       "ZtZtW7jQhN5nn5VGjJB++ENp2TLp22/drtBOngxANTU1ysjIUHp6uhISElRYWKjy8vJ2x7zxxhu6\\\n",
       "8847JUn5+flqbGzUftr1AYTBV1+ZkLN4sXTZZWbphHvukTZvNiMDxcXS7t3S/fcz5eVVAwea0Ltt\\\n",
       "m3T33eZ/5/JyafZs8/Pwwx+a72/dKjU1uV2tHTz5n1pDQ4PS0tJaX6empmrdunWdHlNfX6/BrC4I\\\n",
       "oAscRzpyRDpwQPr8c7Pdu1fatct87dgh1dW1b4BNSDD9IHPnmru8evVyr35EVlaW9Pzz0qOPmqmx\\\n",
       "V16RtmwxYSjwe3qvXtLo0aYnbMgQc0fZkCHSoEEmMA8YICUmuvrP8ARPBqC4ICfOT33Q05n+3vz5\\\n",
       "nb1PMJ8VuWMi/XmxWlOs1h3pz/Ny3cEe19JiGlkDX8eOndw/ckQ6fvzsfz8+XhozxtwNdO210nXX\\\n",
       "SX37BlcfvOnii82I3/33m8D89tvSO+9I69dLH31kbqF///0z//3evaV+/cw2MbH9tlcvqWdPqUcP\\\n",
       "89V2v6PXgUufbT1nngxAKSkp8vv9ra/9fr9SU1PPekx9fb1SzrDAznPPFbd5VfDdFwAYvXub384H\\\n",
       "DZKSksxaXcOHm6+MDCknh1vZcWZDhkg/+Yn5kqQvvzTTozt3mtvo9+41XwcPmgdjHjxoQvixY6Gq\\\n",
       "oOq7L7t4cimM5uZmjRgxQpWVlUpOTlZeXp7KysqUnZ3dekxFRYVKSkpUUVGhtWvXatGiRVq7dm27\\\n",
       "9wmMCD37bOenKJjkHMljIv15sVpTrNYd6c/zct3BHNejR/vfsgNfvXubO33OPz+4zwFCwXGko0el\\\n",
       "w4dPjka23X77rXTihBm5PHGi/depf9bScvI9JWn+fHuWwvBkAJKk5cuXa9GiRWppadG8efP0q1/9\\\n",
       "SqWlpZKkBQsWSFLrnWJ9+vTRiy++qPHjx7d7D5vWRAEAwKbrnmcDUCjY9IMAAIBN1z1P3gYPAABw\\\n",
       "NgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAA\\\n",
       "ALAOAQiuq6qqcrsEK3Cew49zHH6cY4QKAQiu4//QIoPzHH6c4/DjHCNUCEAAAMA6cY4Na96fo7i4\\\n",
       "OLdLAAAg4myIBowAAQAA68S7XUA0syEBAwBgI0aAAACAdQhAAADAOgSg7/h8PmVlZSkzM1NLlizp\\\n",
       "8Jh77724ArGwAAAE6klEQVRXmZmZys3N1aZNmyJcYezr7By/+uqrys3N1ZgxYzR16lTV1ta6UGVs\\\n",
       "C+bnWJLWr1+v+Ph4LVu2LILVeUMw57iqqkrjxo1TTk6OCgoKIlugR3R2ng8cOKAZM2Zo7NixysnJ\\\n",
       "0UsvvRT5ImPY3XffrcGDB2v06NFnPMbz1zwHTnNzszN8+HBn9+7dzvHjx53c3Fxn+/bt7Y558803\\\n",
       "neuvv95xHMdZu3atk5+f70apMSuYc1xdXe00NjY6juM4y5cv5xx3UTDnOHDctGnTnBtuuMF57bXX\\\n",
       "XKg0dgVzjg8dOuSMHDnS8fv9juM4zueff+5GqTEtmPP88MMPO7/85S8dxzHneMCAAU5TU5Mb5cak\\\n",
       "VatWORs3bnRycnI6/L4N1zxGgCTV1NQoIyND6enpSkhIUGFhocrLy9sd88Ybb+jOO++UJOXn56ux\\\n",
       "sVH79+93o9yYFMw5njJlivr16yfJnOP6+no3So1ZwZxjSXr66ac1Z84cDRo0yIUqY1sw53jp0qWa\\\n",
       "PXu2UlNTJUlJSUlulBrTgjnPl1xyiQ4fPixJOnz4sAYOHKj4eO7rCdbll1+u/v37n/H7NlzzCECS\\\n",
       "GhoalJaW1vo6NTVVDQ0NnR7DBTp4wZzjtp5//nnNnDkzEqV5RrA/x+Xl5Vq4cKEknnXVVcGc4507\\\n",
       "d+qLL77QtGnTNHHiRL3yyiuRLjPmBXOe58+fr23btik5OVm5ubl68sknI12mp9lwzSMuK/iLgHPK\\\n",
       "bfFcPILXlXO1YsUKvfDCC1q9enUYK/KeYM7xokWL9NhjjykuLk6O4/Cohy4K5hw3NTVp48aNqqys\\\n",
       "1NGjRzVlyhRNnjxZmZmZEajQG4I5z4sXL9bYsWNVVVWlXbt26dprr9WWLVvUt2/fCFRoB69f8whA\\\n",
       "klJSUuT3+1tf+/3+1uHrMx1TX1+vlJSUiNUY64I5x5JUW1ur+fPny+fznXV4FqcL5hxv2LBBhYWF\\\n",
       "kkwT6fLly5WQkKAbb7wxorXGqmDOcVpampKSkpSYmKjExERdccUV2rJlCwGoC4I5z9XV1XrooYck\\\n",
       "ScOHD9fQoUO1Y8cOTZw4MaK1epUV1zx3W5CiQ1NTkzNs2DBn9+7dzrfffttpE/SaNWs82RAWTsGc\\\n",
       "47179zrDhw931qxZ41KVsS2Yc9zWXXfd5bz++usRrDD2BXOO6+rqnKuvvtppbm52jhw54uTk5Djb\\\n",
       "tm1zqeLYFMx5vu+++5zi4mLHcRzn008/dVJSUpyDBw+6UW7M2r17d1BN0F695jECJCk+Pl4lJSWa\\\n",
       "Pn26WlpaNG/ePGVnZ6u0tFSStGDBAs2cOVMVFRXKyMhQnz599OKLL7pcdWwJ5hz/5je/0aFDh1r7\\\n",
       "UxISElRTU+Nm2TElmHOM7gnmHGdlZWnGjBkaM2aMevToofnz52vkyJEuVx5bgjnPDz74oObOnavc\\\n",
       "3FydOHFCjz/+uAYMGOBy5bHj1ltv1cqVK3XgwAGlpaXpkUceUVNTkyR7rnkshgoAAKzDXWAAAMA6\\\n",
       "BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAA\\\n",
       "sA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAE\\\n",
       "AACsQwACAADWIQABAADr/D/6YmO8BF9tJAAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[29] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0VeWdxvEnMRFCRO4iuSiXnCbBSLhJQEVDKYJYbaew\\\n",
       "NDoqIqUMI8MwbaejtRZk1nKkXV0zjkynsVW0XjJWtAZriJfUAyrEUG5RQERFOYmCBBJBQEjCnj9e\\\n",
       "TyAQwgmcc/Y5+/1+1jprn8j25Jdtyvv0fX/73QmO4zgCAACwSKLbBQAAAEQbAQgAAFiHAAQAAKxD\\\n",
       "AAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA\\\n",
       "6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAA\\\n",
       "AMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKyT5HYBsSwhIcHtEgAAiDrHcdwuIeKYAQIAANYhAIXA\\\n",
       "cRxeEXzNnz/f9RpseHGducZeeHGNI/uyCQEIAABYhwAEAACsQwCC6woLC90uwQpc58jjGkce1xjh\\\n",
       "kuDYtujXAcG7wLhEAAAb2DTuMQMEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAA\\\n",
       "ALCOZwPQnXfeqb59++rSSy895Tlz586Vz+dTfn6+1q9fH8XqAACAmzwbgKZPn67y8vJT/nlZWZk+\\\n",
       "/PBDbdu2TY888ohmz54dxeoAAICbPBuAxo4dqx49epzyz5ctW6Zp06ZJkgoKCtTQ0KBdu3ZFqzwA\\\n",
       "AOAizwag06mtrVVmZmbL1xkZGaqpqXGxIgAAEC1JbhfgphOfdRJ8BgoAwF11ddJTT0kffyz5fNKt\\\n",
       "t0rtTOoDHWZtAEpPT1cgEGj5uqamRunp6W2eu2DBgpb3hYWFPI0YACLo+eelO+6Qvvrq2D/75S9N\\\n",
       "ILruOtfK8iy/3y+/3+92GVHn6afBf/LJJ7r++uv17rvvnvRnZWVlWrx4scrKylRZWal58+apsrKy\\\n",
       "1Tk2PRUXAGLBn/4k3XSTeX/NNdL48dLy5ZLfL51zjrRsmTR5sqsleppN455nA9DNN9+sFStWqK6u\\\n",
       "Tn379tX999+vxsZGSdKsWbMkSXPmzFF5eblSU1O1ZMkSDR8+vNVn2PSLAABu27pVGjpU+vpr6f77\\\n",
       "pfvukxISJMeR/u3fpF//WjrvPKm6WhowwO1qvcmmcc+zASgcbPpFAAA3HT0qjRsnrVwp3Xab9MQT\\\n",
       "JvwEOY40dar0wgvSt78tvf566z9HeNg07hGA2mHTLwIAuOmJJ0zfzwUXSFu2SD17nnzO7t1Sbq60\\\n",
       "Z4/0l7/QDxQJNo171t4GDwCIDY2N0sKF5v2vf912+JGkPn2ke+817+++W2pujk598CYCEADAVc88\\\n",
       "c+x291tuaf/cf/xH6eKLpffek/785+jUB28iAAEAXOM40qJF5v0vfiElnWZzlk6dpH/9V/P+oYci\\\n",
       "Wxu8jR6gdti0FgoAbli5Urr6aunCC6UdO6Tk5NP/O199JaWnS/v2SWvXSifcwIuzYNO4xwwQAMA1\\\n",
       "v/udOf7wh6GFH8ncCj9jhnn/P/8TmbrgfcwAtcOmJAwA0bZnj5SWZpqgt283vT2h2rpVysmRunaV\\\n",
       "du6UunSJXJ02sWncYwYIAOCKpUulI0ekCRM6Fn4kKTtbGjVK2r/f7A4NdBQBCADgipISczzdnV+n\\\n",
       "cttt5vjHP4anHtiFJbB22DQVCADRVFsrZWZK554r7doldevW8c+oqzPN05L0xRen3j8IobNp3GMG\\\n",
       "CAAQdc89Z26Bnzz5zMKPJPXuLRUWmg0Ry8rCWh4sQAACAERdsG9n6tSz+5zvf98cX3zx7D4H9mEJ\\\n",
       "rB02TQUCQLQ0NJjHWjiOeb5Xjx5n/lmBgHTRRVJqqvmslJTw1Wkjm8Y9ZoAAAFH1yitSU5N05ZVn\\\n",
       "F34k00c0YoR04IBUURGe+mAHAhAAIKpeeskcv/vd8Hwey2A4EyyBtcOmqUAAiIamJumCC6T6eun9\\\n",
       "981+Pmdr40Zp6FDzeIxAQPrmr26cAZvGPWaAAABRU1lpwo/PF57wI0lDhkh9+5pb67dsCc9nwvsI\\\n",
       "QACAqHn9dXOcNCl8n5mQYHaTlqRXXw3f58LbCEAAgKj561/Ncfz48H7uNdeYIwEIoaIHqB02rYUC\\\n",
       "QKQdOGDu+mpuNg9C7d49fJ/9+efmwapdukh790qdOoXvs21i07jHDBAAICrefNM8+X3EiPCGH0nq\\\n",
       "10+69FLp4EFp1arwfja8iQAEAIiKSC1/BQWXwV57LTKfD28hAAEAoiK4UWGkAtC4cea4cmVkPh/e\\\n",
       "Qg9QO2xaCwWASNq71zy8NDnZ3AbfpUv4v0dDg3kifFKS9OWXPBbjTNg07jEDBACIOL/fPPvr8ssj\\\n",
       "E34k01eUn2/6jN55JzLfA95BAAIARJzfb47BZapIueoqc2QZDKdDAAIARNzbb5vj2LGR/T4EIISK\\\n",
       "HqB22LQWCgCR8tVXx257//JLKTU1ct/riy/MYzFSUkxP0LnnRu57eZFN4x4zQACAiHrnHbP54bBh\\\n",
       "kQ0/knnQak6OdOiQtG5dZL8X4ptnA1B5eblycnLk8/m0aNGik/68rq5OkyZN0tChQ5WXl6fHH388\\\n",
       "+kUCgAWCy19XXBGd7xdcBluxIjrfD/HJkwGoublZc+bMUXl5uTZv3qySkhJtOeERwYsXL9awYcO0\\\n",
       "YcMG+f1+/eQnP1FTU5NLFQOAd7kVgOgDQns8GYCqqqqUlZWl/v37Kzk5WUVFRSotLW11Tr9+/bRv\\\n",
       "3z5J0r59+9SrVy8lJSW5US4AeFZzs1RZad5HKwBdeaU5VlaaW++BtngyANXW1iozM7Pl64yMDNXW\\\n",
       "1rY6Z+bMmdq0aZPS0tKUn5+vhx56KNplAoDnbdok7dsnXXyxeVhpNFx0kXThhWbzxW3bovM9EX88\\\n",
       "GYCCXezteeCBBzR06FB99tln2rBhg+666y7t378/CtUBgD2ivfwlSQkJ0ujR5n1w9gk4kSfXfNLT\\\n",
       "0xUIBFq+DgQCysjIaHXOqlWrdO+990qSBg0apAEDBmjr1q0aOXLkSZ+3YMGClveFhYUqLCyMSN0A\\\n",
       "4DVuBCDJBKAXXzQB6Pbbo/u9443f75c/uFOlRTy5D1BTU5Oys7NVUVGhtLQ0jRo1SiUlJcrNzW05\\\n",
       "58c//rG6deum+fPna9euXRoxYoSqq6vVs2fPlnNs2g8BACJhwADpk0+kDRvMYyqiZcUKqbDQ3HrP\\\n",
       "7fChs2nc82QAkqTly5dr3rx5am5u1owZM3TPPfeouLhYkjRr1izV1dVp+vTp2rFjh44ePap77rlH\\\n",
       "t9xyS6vPsOkXAQDC7bPPpPR06fzzTT/OOedE73sfOCB162beR3rzRS+xadzzbAAKB5t+EQAg3EpL\\\n",
       "pe9/Xxo/Xnr99eh//+HDpfXrzWxQ8NZ4tM+mcc+TTdAAAPf97W/meNll7nx/GqHRHgIQACAiggGo\\\n",
       "jXtLooIAhPYQgAAAYec4sROAVq9mQ0ScjAAEAAi7HTukujqpd2+zMaEbfD6pRw9p505TD3A8AhAA\\\n",
       "IOyOn/0JYW/aiDh+Q8TVq92pAbGLAAQACDu3l7+CCgrMMVgPEEQAAgCEXTBwjBjhbh3BO9AIQDgR\\\n",
       "+wC1w6b9EAAgXBxH6tVLqq+XAgHphCcRRdWuXebBqOedJzU0RHczxnhk07jHDBAAIKy2bzfhp29f\\\n",
       "sxO0m/r2lTIzpa++kj74wN1aEFsIQACAsIqFBujjBfuQWAbD8QhAAICwipUG6CACENpCAAIAhFWs\\\n",
       "BSAaodEWmqDbYVMzGACEw9GjZvPBffvM0+D79XO7IvMk+l69pJQUU1dSktsVxS6bxj1mgAAAYfPh\\\n",
       "hyZkpKfHRviRpJ49pYEDpUOHpM2b3a4GsYIABAAIm1jZ/+dE9AHhRAQgAEDYxFr/TxABCCciAAEA\\\n",
       "wmbtWnOMtQAUbIRes8bdOhA7aIJuh03NYABwtpqbpe7dzaaDu3ZJF1zgdkXH7NsndesmJSdL+/dL\\\n",
       "nTq5XVFssmncYwYIABAWH3xgws9FF8VW+JGk88+XsrOlxkbpvffcrgaxgAAEAAiLWO3/CaIPCMcj\\\n",
       "AAEAwoIAhHhCAAIAhEWs3gIfRCM0jkcTdDtsagYDgLPR1GT6bA4dkurqzM7LsebAAVNjQoJphE5J\\\n",
       "cbui2GPTuMcMEADgrG3ZYsLPgAGxGX4kKTVVys01d6tVV7tdDdxGAAIAnLVY7/8Jog8IQQQgAMBZ\\\n",
       "i9UNEE8U7E8K1gt7EYAAAGeNGSDEG5qg22FTMxgAnKnGRqlrV+nwYam+3uwGHasOHjS1JiSY3aG7\\\n",
       "dHG7othi07jn2Rmg8vJy5eTkyOfzadGiRW2e4/f7NWzYMOXl5amwsDC6BQKAR2zaZMKPzxfb4Ucy\\\n",
       "geeSS0wj9MaNblcDN3kyADU3N2vOnDkqLy/X5s2bVVJSoi1btrQ6p6GhQXfddZdeeuklvffee1q6\\\n",
       "dKlL1QJAfIv1/X9ORB8QJI8GoKqqKmVlZal///5KTk5WUVGRSktLW53zzDPPaMqUKcrIyJAk9e7d\\\n",
       "241SASDuxUv/TxB9QJA8GoBqa2uVmZnZ8nVGRoZqa2tbnbNt2zbt3btX48aN08iRI/Xkk09Gu0wA\\\n",
       "8IR4C0DMAEGSktwuIBKCTVztaWxs1Lp161RRUaGDBw9qzJgxGj16tHw+XxQqBABvOHzYbCqYkCAN\\\n",
       "G+Z2NaHJz5fOOUfavNnsDp2a6nZFcIMnA1B6eroCgUDL14FAoGWpKygzM1O9e/dWSkqKUlJSdNVV\\\n",
       "V2njxo1tBqAFCxa0vC8sLKRhGgC+8d575i6wnBzzmIl4kJJiGqGrq00j9OWXu12Ru/x+v/x+v9tl\\\n",
       "RJ0nb4NvampSdna2KioqlJaWplGjRqmkpES5ubkt57z//vuaM2eOXnnlFR0+fFgFBQV69tlnNXjw\\\n",
       "4JZzbLodEADORHGx9A//IN16qxRPnQQzZkiPPSY99JA0d67b1cQOm8Y9T84AJSUlafHixZo4caKa\\\n",
       "m5s1Y8YM5ebmqri4WJI0a9Ys5eTkaNKkSRoyZIgSExM1c+bMVuEHAHB68db/EzRihAlA9AHZy5Mz\\\n",
       "QOFiUxIGgDMxbJi0YYP05pvSlVe6XU3oqqqkggJp8GCzjxEMm8Y9AlA7bPpFAICOOnTI9P0cPSp9\\\n",
       "+aV03nluVxS6r782O0LHY+2RZNO458nb4AEAkVddLTU1Sbm58RcgOneW8vJMANqwwe1q4AYCEADg\\\n",
       "jMRr/08Q+wHZjQAEADgj8R6A2BHabgQgAMAZifcAxAyQ3WiCbodNzWAA0BEHD5om4oQEaf9+s7lg\\\n",
       "vDl82PwMTU2mEbprV7crcp9N4x4zQACADtuwwTQQ5+XFZ/iRpE6dTP2OQyO0jQhAAIAOCy5/BZeR\\\n",
       "4hV9QPYiAAEAOmzNGnOM1/6fIPqA7EUAAgB0WHDG5LLL3K3jbDEDZC+aoNthUzMYAIRq3z6pe3cp\\\n",
       "Kck0QHfq5HZFZ+74RuiGhvh5on2k2DTuMQMEAOiQtWtN43B+fnyHH8nUP2SI+XnWr3e7GkQTAQgA\\\n",
       "0CHB/p94X/4Kog/ITgQgAECHeKX/J4g+IDsRgAAAHeKVO8CCmAGyE03Q7bCpGQwAQrF7t3TBBVKX\\\n",
       "Lmb35KQktys6e0eOmEboI0dMI3S3bm5X5B6bxj1mgAAAIQsuEw0f7o3wI0nnnmsaoSUaoW1CAAIA\\\n",
       "hMxr/T9B9AHZhwAEAAiZ1/p/gugDsg8BCAAQEsfx3i3wQcFARwCyB03Q7bCpGQwATqemRsrMNLtA\\\n",
       "790rffNXpCc0NppG6MOH7W6EtmncYwYIABCSYH/MyJHeCj+SlJxsdraWpHXr3K0F0UEAAgCExKv9\\\n",
       "P0HBPiAaoe1AAAIAhMSr/T9BwWBXVeVuHYgOAhAA4LQcx7u3wAeNHm2O77zjbh2IDgIQAOC0PvpI\\\n",
       "qq+X+vaVMjLcriYycnKk88+XAgGpttbtahBpBCAAwGlVVppjQYH3GqCDEhPNzycxC2QDAhAA4LSC\\\n",
       "ASi4TORVwZ8v+PPCuzwbgMrLy5WTkyOfz6dFixad8rw1a9YoKSlJL7zwQhSrA4D4EgwEY8a4W0ek\\\n",
       "EYDs4cmNEJubm5Wdna3XX39d6enpuuyyy1RSUqLc3NyTzpswYYK6dOmi6dOna8qUKa3+3KYNoQDg\\\n",
       "VA4eNBsDHj1qngB/3nluVxQ5e/ZIvXtLKSnmZ01Odrui6LJp3PPkDFBVVZWysrLUv39/JScnq6io\\\n",
       "SKWlpSed9/DDD2vq1Knq06ePC1UCQHxYu1ZqapIuvdTb4UeSevWSfD7p0CHp3XfdrgaR5MkAVFtb\\\n",
       "q8zMzJavMzIyVHtCS39tba1KS0s1e/ZsScdSLwCgNVuWv4JYBrODJwNQKGFm3rx5evDBB5WQkCDH\\\n",
       "cayY7gOAM7F6tTl6vQE6iABkhyS3C4iE9PR0BQKBlq8DgYAyTti4Yu3atSoqKpIk1dXVafny5UpO\\\n",
       "TtYNN9xw0uctWLCg5X1hYaEKCwsjUjcAxBrHIQB5nd/vl9/vd7uMqPNkE3RTU5Oys7NVUVGhtLQ0\\\n",
       "jRo1qs0m6KDp06fr+uuv1w9+8INW/9ymZjAAaMuOHdLFF0s9epgGYRu6BRobTdP3oUNSXZ3pC7KF\\\n",
       "TeOeJ5fAkpKStHjxYk2cOFGDBw/WTTfdpNzcXBUXF6u4uNjt8gAgbhw/+2ND+JHMnV/B54KxIaJ3\\\n",
       "eXIJTJKuvfZaXXvtta3+2axZs9o8d8mSJdEoCQDijm0N0EGjR0tvvml+/smT3a4GkeDJGSAAQHjY\\\n",
       "1v8TFPx5V61ytw5Ejid7gMLFprVQADjR8Rsg1tebB4XaYtcu6cILpdRUqaFBSvLseklrNo17zAAB\\\n",
       "ANpUWWk2QBw61K7wI5mn3vt80oED0vr1bleDSCAAAQDa9Oab5jh2rLt1uCX4cwevA7yFAAQAaBMB\\\n",
       "yBwJQN5ED1A7bFoLBYDjNTZK3bubPqCdO82SkG0++kjKyjL7AH3xhZRowZSBTeOeBf85AQAdtW6d\\\n",
       "CT/Z2XaGH0kaOFDq189sAPn++25Xg3AjAAEATmL78pdkNn5kGcy7CEAAgJMQgIyrrjJHApD3EIAA\\\n",
       "AK0cPSq99ZZ5b3sAYgbIuwhAAIBWtmyR9u6VMjKk/v3drsZdeXmmGXzHDvOCdxCAAACtrFxpjmPH\\\n",
       "2vMA1FNJTJSuuMK8D14XeAMBCADQyhtvmOPVV7tbR6wIXoe//tXdOhBeBCAAQIujR48N9OPHu1tL\\\n",
       "rPjOd8yxokKyYHscaxCAAAAtNm40+95cdJE0aJDb1cSG/HyzGeKOHWZzRHgDAQgA0KKiwhzHj6f/\\\n",
       "JygxURo3zrwPXh/EPwIQAKDF66+bY3DZB0ZwOZAA5B08C6wdNj0TBQCOHJF69DCPwPj8c+nCC92u\\\n",
       "KHZs2yZ961vefy6YTeOeR/8TAgA6qrLShJ9LLiH8nCgry/RF7dkjVVe7XQ3CgQAEAJB0bPmLu79O\\\n",
       "lpBw7LoErxPiGwEIACBJeu01cyQAtS3YF/Xqq+7WgfCgB6gdNq2FArBbXZ10wQVSUpJ5DMZ557ld\\\n",
       "UewJXqPkZHONUlPdrij8bBr3mAECAOiVV8wmf1dfTfg5ld69pYIC0yzO3WDxjwAEANDLL5vjdde5\\\n",
       "W0esmzzZHMvK3K0DZ48lsHbYNBUIwF7NzVKfPlJ9vbR1q7ndG21bu1YaOVLKzJQ+/dR7m0XaNO4x\\\n",
       "AwQAlnvnHRN+Bg2SfD63q4ltw4aZLQICAWnTJrerwdkgAAGA5Y5f/vLajEa4JSZK115r3gevG+IT\\\n",
       "AQgALBfsZwn2t6B9wetEAIpvng5A5eXlysnJkc/n06JFi07686efflr5+fkaMmSIrrjiClWzvScA\\\n",
       "y3zyibRhg7ml++qr3a4mPkyYYG6Ff/ttafdut6vBmfJsAGpubtacOXNUXl6uzZs3q6SkRFu2bGl1\\\n",
       "zsCBA7Vy5UpVV1frvvvu049+9COXqgUAd7zwgjled53UubO7tcSLbt3MpohHj0ovvuh2NThTng1A\\\n",
       "VVVVysrKUv/+/ZWcnKyioiKVlpa2OmfMmDHq1q2bJKmgoEA1NTVulAoArlm61BynTHG3jngzdao5\\\n",
       "Pv+8u3XgzHk2ANXW1iozM7Pl64yMDNXW1p7y/EcffVSTWQAHYJHaWmn1ajPzw19/HfO970nnnGM2\\\n",
       "RKyvd7sanAnPBqCEDtzK8MYbb+ixxx5rs08IALzqz382x0mT2P25o3r1kgoLpaYm6aWX3K4GZyLJ\\\n",
       "7QIiJT09XYFAoOXrQCCgjIyMk86rrq7WzJkzVV5erh49erT5WQsWLGh5X1hYqMLCwnCXCwBRx/LX\\\n",
       "2Zk61cwALV0q3X6729WcOb/fL7/f73YZUefZnaCbmpqUnZ2tiooKpaWladSoUSopKVFubm7LOTt2\\\n",
       "7NC3v/1tPfXUUxo9evRJn2HTjpgA7PLFF1K/fmYZZ/du09iLjtm5U0pLk84911zP8893u6KzZ9O4\\\n",
       "59klsKSkJC1evFgTJ07U4MGDddNNNyk3N1fFxcUqLi6WJC1cuFD19fWaPXu2hg0bplGjRrlcNQBE\\\n",
       "x//9n7mLaeJEws+ZuvBCs3XA4cPHZtMQPzw7AxQONiVhAHa57DLpb3+Tnn1WuvFGt6uJX0uWSHfe\\\n",
       "KV11lbRihdvVnD2bxj0CUDts+kUAYI8tW6TBg82Szc6dUkqK2xXFr337zEzQoUPSxx9LAwa4XdHZ\\\n",
       "sWnc8+wSGACgbU8+aY433kj4OVvnny/94AfmffC6Ij4QgADAIs3N0lNPmfe33eZuLV4RvAPsj3+U\\\n",
       "LJg48QwCEABYpLxcCgSkgQOlK690uxpvGD/e3A320Ufm+WCIDwQgALDI735njrNmSYmMAGFxzjnH\\\n",
       "ZoH+93/drQWhowm6HTY1gwHwvk8/NU26yclSTY3Up4/bFXnHJ5+YWbWkJDPD1rev2xWdGZvGPfI/\\\n",
       "AFji9783PSpTpxJ+wq1/f+m735UaG6U//MHtahAKZoDaYVMSBuBtBw9KF18s1dVJK1dKY8e6XZH3\\\n",
       "vPKKea5aRoa0fbuZDYo3No17zAABgAWeeMKEn5EjaX6OlAkTpG99yywvPvec29XgdAhAAOBxzc3S\\\n",
       "b35j3v/sZ9I3/ycfYZaYKP30p+b9gw9yS3ysYwmsHTZNBQLwrueeM5seDhwoffCBuWsJkXH4sLnO\\\n",
       "n30m/eUv0nXXuV1Rx9g07jEDBAAe1twsLVxo3v/kJ4SfSOvUSfrxj837Bx5gFiiWMQPUDpuSMABv\\\n",
       "euYZ6e//XrroIjP706mT2xV53/79ZruBPXvibxbIpnGPGSAA8KjGRmn+fPP+l78k/ERL167Svfea\\\n",
       "9/fcY2bhEHsIQADgUb//vfThh5LPJ02b5nY1dpk928y6vfuu9PTTbleDtrAE1g6bpgIBeMvu3eaW\\\n",
       "7IYG6fnnjz2xHNHzxBPSHXdI/fpJ779vnhwf62wa95gBAgAP+vnPTfi55hrp7/7O7WrsdNttUkGB\\\n",
       "9PnnZgkSsYUZoHbYlIQBeMfKlVJhodmJ+N13pexstyuy14YN0ogR5v2aNdLw4e7Wczo2jXvMAAGA\\\n",
       "h+zfb/p9HEe6+27Cj9uGDpXmzpWOHjUzQocOuV0RgpgBaodNSRiAN/zwh9Kjj5qZhtWrpXPPdbsi\\\n",
       "HDhgZoG2bpX+6Z+k//5vtys6NZvGPQJQO2z6RQAQ/x57TJoxw9zuvnatdMklbleEoHXrpNGjzdYE\\\n",
       "S5dKU6a4XVHbbBr3WAIDAA+oqjK3XkvSb39L+Ik1w4eb54NJ0u23m94guIsZoHbYlIQBxK8PPjBP\\\n",
       "eN+924Sg3/7W7YrQFscx/VlPPillZkpvvWX2CoolNo17BKB22PSLACA+7dghjR1rjtdcI730En0/\\\n",
       "sezrr6Xx46VVq6RBg8wde2lpbld1jE3jHktgABCnNm+WrrjChJ/LL5deeIHwE+s6d5ZeftksiX30\\\n",
       "kXT11Wa3bkQfAQgA4tCrr5plr5oac3z5ZSk11e2qEIru3c1/v2HDTPgZM8YshyG6CEAAEEeOHDG7\\\n",
       "Ck+aJNXXS9/7nhlMu3d3uzJ0RK9e0ooV5r9jXZ3ZuPKBB3hwajQRgAAgTrz1lpk1+Pd/N18vXGiW\\\n",
       "vVJS3K0LZ6ZrV9Oz9bOfmeBz773SqFHSO++4XZkdPBuAysvLlZOTI5/Pp0WLFrV5zty5c+Xz+ZSf\\\n",
       "n6/169dHuUIACM3atWamZ+xY0/eTlSVVVEj33SclevZvcTskJUmLFknLl0sZGcf2CyoqkjZudLs6\\\n",
       "b/Pk/3Sam5s1Z84clZeXa/PmzSopKdGWLVtanVNWVqYPP/xQ27Zt0yOPPKLZwQ00ACAG7N8vPf64\\\n",
       "CT0jR0rLlpmZnl/8wjzfa9w4tytEOE2aZJ4Yf/fdUnKy9Oyz5jEa3/mO9NRTZjdphJcnA1BVVZWy\\\n",
       "srLUv39/JScnq6ioSKWlpa3OWbZsmaZNmyZJKigoUENDg3bt2uVGuQCgQ4fMoyt+8xsz6PXqJU2f\\\n",
       "bpa9UlOln/5U2r7dLH917ux2tYiE1FTpP/7D3B32z/8sdeliZvpuu03q3duEpP/8TzMjePiw29XG\\\n",
       "vyS3C4iE2tpaZWZmtnydkZGhd05YVG3rnJqaGvXt2zdqdQKwx8GDptm1rs5sWLhjh/Txx+b1/vvS\\\n",
       "pk2tG2ATE83sz7Rp0o03mn4R2CEzU/qv/5Lmz5f+9CfpiSdMOH7lFfOSzNLZJZeYV//+0oAB0sUX\\\n",
       "S336mPDcq5eZMfxmWx+0wZMBKCHE/+InbvR0qn9v5szTfU5I347zzuK8WK7NtvNiuTY3z2tuNrM4\\\n",
       "hw6Zze6OPx44YN63JzFRysuTLrvMzABNnGgGMdirRw9p1izz2rVLeu01c8ffmjXmwaobN7bfJ9Sp\\\n",
       "k3T++SYIde5sjsH3nTtL55xz8ssmngxA6enpCgQCLV8HAgFlZGS0e05NTY3S09Pb/Lw//GHBcV8V\\\n",
       "fvMCgNB16mSWMXr3NsEmM1MaONC8Bg2ShgxhHx+cWt++0q23mpckffWVVF0tbdtmlkY/+cTMKtbV\\\n",
       "SXv2mNfhw2a28fT837zs4slHYTQ1NSk7O1sVFRVKS0vTqFGjVFJSotzc3JZzysrKtHjxYpWVlamy\\\n",
       "slLz5s1Fv2+8AAAGL0lEQVRTZWVlq88Jzgg98sjpL1Go04ycd+bnxXJttp0Xy7W5dV5iYuv/h338\\\n",
       "+y5dzIvlCESL45hl1/37T56RPHTIhKPm5pNft9xiz6MwPBmAJGn58uWaN2+empubNWPGDN1zzz0q\\\n",
       "Li6WJM2aNUuSWu4US01N1ZIlSzR8+PBWn2HTM1EAALBp3PNsAAoHm34RAACwadzz5G3wAAAA7SEA\\\n",
       "AQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1\\\n",
       "CEBwnd/vd7sEK3CdI49rHHlcY4QLAQiu4y+06OA6Rx7XOPK4xggXAhAAALBOgmPDM+/PUEJCgtsl\\\n",
       "AAAQdTZEA2aAAACAdZLcLiCW2ZCAAQCwETNAAADAOgQgAABgHQLQN8rLy5WTkyOfz6dFixa1ec7c\\\n",
       "uXPl8/mUn5+v9evXR7nC+He6a/z0008rPz9fQ4YM0RVXXKHq6moXqoxvofweS9KaNWuUlJSkF154\\\n",
       "IYrVeUMo19jv92vYsGHKy8tTYWFhdAv0iNNd57q6Ok2aNElDhw5VXl6eHn/88egXGcfuvPNO9e3b\\\n",
       "V5deeukpz/H8mOfAaWpqcgYNGuRs377dOXLkiJOfn+9s3ry51Tkvv/yyc+211zqO4ziVlZVOQUGB\\\n",
       "G6XGrVCu8apVq5yGhgbHcRxn+fLlXOMOCuUaB88bN26cc9111zlLly51odL4Fco1rq+vdwYPHuwE\\\n",
       "AgHHcRxn9+7dbpQa10K5zvPnz3fuvvtux3HMNe7Zs6fT2NjoRrlxaeXKlc66deucvLy8Nv/chjGP\\\n",
       "GSBJVVVVysrKUv/+/ZWcnKyioiKVlpa2OmfZsmWaNm2aJKmgoEANDQ3atWuXG+XGpVCu8ZgxY9St\\\n",
       "WzdJ5hrX1NS4UWrcCuUaS9LDDz+sqVOnqk+fPi5UGd9CucbPPPOMpkyZooyMDElS79693Sg1roVy\\\n",
       "nfv166d9+/ZJkvbt26devXopKYn7ekI1duxY9ejR45R/bsOYRwCSVFtbq8zMzJavMzIyVFtbe9pz\\\n",
       "GKBDF8o1Pt6jjz6qyZMnR6M0zwj197i0tFSzZ8+WxF5XHRXKNd62bZv27t2rcePGaeTIkXryySej\\\n",
       "XWbcC+U6z5w5U5s2bVJaWpry8/P10EMPRbtMT7NhzCMuK/RBwDnhtngGj9B15Fq98cYbeuyxx/T2\\\n",
       "229HsCLvCeUaz5s3Tw8++KASEhLkOA5bPXRQKNe4sbFR69atU0VFhQ4ePKgxY8Zo9OjR8vl8UajQ\\\n",
       "G0K5zg888ICGDh0qv9+vjz76SBMmTNDGjRvVtWvXKFRoB6+PeQQgSenp6QoEAi1fBwKBlunrU51T\\\n",
       "U1Oj9PT0qNUY70K5xpJUXV2tmTNnqry8vN3pWZwslGu8du1aFRUVSTJNpMuXL1dycrJuuOGGqNYa\\\n",
       "r0K5xpmZmerdu7dSUlKUkpKiq666Shs3biQAdUAo13nVqlW69957JUmDBg3SgAEDtHXrVo0cOTKq\\\n",
       "tXqVFWOeuy1IsaGxsdEZOHCgs337dufw4cOnbYJevXq1JxvCIimUa/zpp586gwYNclavXu1SlfEt\\\n",
       "lGt8vDvuuMN5/vnno1hh/AvlGm/ZssUZP36809TU5Bw4cMDJy8tzNm3a5FLF8SmU6/wv//IvzoIF\\\n",
       "CxzHcZydO3c66enpzp49e9woN25t3749pCZor455zABJSkpK0uLFizVx4kQ1NzdrxowZys3NVXFx\\\n",
       "sSRp1qxZmjx5ssrKypSVlaXU1FQtWbLE5arjSyjXeOHChaqvr2/pT0lOTlZVVZWbZceVUK4xzk4o\\\n",
       "1zgnJ0eTJk3SkCFDlJiYqJkzZ2rw4MEuVx5fQrnOP//5zzV9+nTl5+fr6NGj+tWvfqWePXu6XHn8\\\n",
       "uPnmm7VixQrV1dUpMzNT999/vxobGyXZM+bxMFQAAGAd7gIDAADWIQABAADrEIAAAIB1CEAAAMA6\\\n",
       "BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAA\\\n",
       "sA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABY5/8B\\\n",
       "JEGs+JOkt1cAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[30] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0lNW9xvEnkICAiNwlFxslMRcDAQQCIhhoLRTFtmqP\\\n",
       "sTekFFlUSrG2tdp6QE+Xp7HnrFNrerpC661VU9dR21AbYttIpIoxFBCUIAIiTqKi4VKEcEnCe/7Y\\\n",
       "nUi4hEmYmT3z7u9nraz3HfIy88smy/24937fneB5nicAAACHdLNdAAAAQLQRgAAAgHMIQAAAwDkE\\\n",
       "IAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA5xCAAACAcwhAAADAOQQgAADgHAIQAABw\\\n",
       "DgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgAADiHAAQA\\\n",
       "AJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDmJtguIZQkJCbZLAAAg6jzPs11CxDECBAAAnEMACoHn\\\n",
       "eXxF8GvJkiXWa3Dhi3amjf3wRRtH9sslBCAAAOAcAhAAAHAOAQjWFRYW2i7BCbRz5NHGkUcbI1wS\\\n",
       "PNcm/ToheBcYTQQAcIFL/R4jQAAAwDkEIAAA4BwCEAAAcA4BCAAAOIcABAAAnEMAAgAAziEAAQAA\\\n",
       "5/g2AH3jG9/Q0KFDNWLEiNNes2jRImVmZio/P1/r16+PYnUAAMAm3wagOXPmqLKy8rTfr6io0LZt\\\n",
       "27R161YtW7ZMCxYsiGJ1AADAJt8GoMmTJ6t///6n/f7y5cs1e/ZsSVJBQYH27dunXbt2Ras8AABg\\\n",
       "kW8D0Jk0NDQoLS2t7XVqaqrq6+stVgQAAKIl0XYBNp2410lwDxQAQOzbv1968kmprk5KS5O+8hUp\\\n",
       "Odl2VYgXzgaglJQUBQKBttf19fVKSUk55bVLly5tOy8sLGQ3YgCwrLpauvFG6cMPP/mzJUuk//1f\\\n",
       "6eabbVUVn6qrq1VdXW27jKjz9W7w77zzjmbNmqXXX3/9pO9VVFSopKREFRUVqqmp0eLFi1VTU9Pu\\\n",
       "Gpd2xQWAePHii9JnPysdPSpNmCB94QvS6tXS8uXm+7/+tfTNb9qtMV651O/5NgDddNNNevHFF9XY\\\n",
       "2KihQ4fqnnvuUXNzsyRp/vz5kqSFCxeqsrJSffr00SOPPKIxY8a0ew+XfhEAIB68/740cqTU2CjN\\\n",
       "n29GfLr9azXrL34hfec7UmKiVFMjXXaZ3VrjkUv9nm8DUDi49IsAAPHguuukP/xBuuoqacUKqXv3\\\n",
       "9t9ftEh68EHp0kul114zYQihc6nfIwB1wKVfBACIdStXStOmSX37Sps2mYXPJzp82ISft9+WSkul\\\n",
       "W26Jfp3xzKV+z9nb4AEA8cPzpLvvNuc/+MGpw48knXOOVFxszu++WzpwIDr1If4QgAAAMe+vf5Ve\\\n",
       "flkaONCs8+nI9ddLBQXmDrGHH45OfYg/BCAAQMz7+c/N8fbbzRRYRxISpDvu+OTvtbZGtjbEJ9YA\\\n",
       "dcCluVAAiFXbtkmZmWZ6q77ejAKdSWurdMklZi3Qs89KX/xi5Ov0A5f6PUaAAAAx7Ve/Msebbgot\\\n",
       "/Ejm7rBFi8z5smWRqQvxjRGgDriUhAEgFrW0SCkpZj1Pba00blzof3f3bmnYMDMaFAiwTUYoXOr3\\\n",
       "GAECAMSsF14w4eeSS6SxYzv3dwcOlGbNko4dk554IjL1IX4RgAAAMauszBxvusksbu6s2bPN8be/\\\n",
       "DV9N8AemwDrg0lAgAMSaw4eloUPNru9vvillZXX+PZqbpSFDpH37pC1bzEgSTs+lfo8RIABATFqx\\\n",
       "woSfMWO6Fn4kKSnJTINJZgsNIIgABACISc88Y45FRWf3PsFb4AlAOB5TYB1waSgQAGJJa6uZutqz\\\n",
       "5+ynrpqapEGDpEOHzHOEUlLCV6ffuNTvMQIEAIg5NTUm/GRknP26nd69penTzfkf/3j2tcEfCEAA\\\n",
       "gJjz3HPmeM014Xm/4DTY8uXheT/EPwIQACDmhDsAzZhhjqtWmakwgAAEAIgp77wjvfGG2fR08uTw\\\n",
       "vOeQIdLo0ebW+r//PTzvifhGAAIAxJTnnzfHq66SevQI3/sG1wH95S/he0/ELwIQACCmvPCCOX7m\\\n",
       "M+F9389+1hyDAQtu4zb4Drh0OyAAxALPM09//uijrj/9+XSOHDH7gx08yO3wp+NSv8cIEAAgZmza\\\n",
       "ZMJPcnL4t63o2VMqLDTnf/1reN8b8YcABACIGcHpr2nTurb56ZkEp9Wqq8P/3ogvBCAAQMw4PgBF\\\n",
       "wpVXmuOLL0bm/RE/WAPUAZfmQgHAttZWs0bnn/80t8J/6lOR/YydO6ULLwz/Z8Qzl/o9RoAAADFh\\\n",
       "/XoTTC6+ODLhR5K6d5euuMKcr1oVmc9AfCAAAQBiQqSnv4KC02AEILcRgAAAMSH4hObgnVqRMmWK\\\n",
       "ObIOyG2sAeqAS3OhAGDTsWPS4MFmB/gdO6T09Mh9VnOz1L+/eR7Q++9LF1wQuc+KNy71e4wAAQCs\\\n",
       "e+stE36GDYvc+p+gpCRp0iRzzjSYu3wbgCorK5Wdna3MzEwVFxef9P3GxkbNmDFDo0aNUl5enh59\\\n",
       "9NHoFwkAkCS9/LI5TpoUmef/nIhpMPgyALW2tmrhwoWqrKxUXV2dysrKtHnz5nbXlJSUaPTo0Xrt\\\n",
       "tddUXV2t22+/XS0tLZYqBgC3rV5tjpdfHp3PC+4yH/xcuMeXAai2tlYZGRlKT09XUlKSioqKVF5e\\\n",
       "3u6aYcOGaf/+/ZKk/fv3a+DAgUpMTLRRLgA4LxhEglNTkTZ2rJSYKG3caNYCwT2+DEANDQ1KS0tr\\\n",
       "e52amqqGhoZ218ybN0+bNm1ScnKy8vPz9cADD0S7TACApN27zcan55wjjRoVnc/s3VvKzzeLr9es\\\n",
       "ic5nIrb4MgAlhDCBfN9992nUqFF677339Nprr+nWW2/Vxx9/HIXqAADHe+UVcxw/XurRI3qfO2FC\\\n",
       "+8+HW3w555OSkqJAIND2OhAIKDU1td01q1ev1o9+9CNJ0vDhw3XRRRdpy5YtGjt27Envt3Tp0rbz\\\n",
       "wsJCFUb6IRUA4JDgAuhorf8JmjhR+uUvpZqa6H5urKmurla1g7vD+vI5QC0tLcrKylJVVZWSk5M1\\\n",
       "fvx4lZWVKScnp+2a7373u+rXr5+WLFmiXbt26bLLLtPGjRs1YMCAtmtceh4CANhy5ZXmdvQ//Um6\\\n",
       "5profe727VJGhnn+0K5d0bn7LNa51O/5MgBJ0ooVK7R48WK1trZq7ty5uvPOO1VaWipJmj9/vhob\\\n",
       "GzVnzhy9++67OnbsmO688059+ctfbvceLv0iAIANR49K/fpJhw9LjY1mo9Jo8TxpyBDzudu3mz3I\\\n",
       "XOdSv+fbABQOLv0iAIANtbVSQYGUlWUWQkfbtdeakafHH5e+8pXof36scanf8+UiaABAfPjHP8wx\\\n",
       "uCA52oKf6/o6IBcRgAAA1gQD0CnuP4mKiRPNkTvB3EMAAgBYYzsAjRsndesmbdggNTXZqQF2EIAA\\\n",
       "AFY0NUmbNkndu5uHEtpw7rnSiBFSS4u0dq2dGmAHAQgAYMWGDeZJzJdeKvXqZa+OggJzfPVVezUg\\\n",
       "+ghAAAArbE9/BY0bZ47BeuAGAhAAwAoCEGwiAAEArIiVAJSbazZi3b5d2rvXbi2IHgIQACDqDhyQ\\\n",
       "Nm+WkpKkkSPt1pKU9Mku9IwCuYMABACIutdeM1tR5OVJPXvaroZpMBcRgAAAURcr019BwToIQO4g\\\n",
       "AAEAoi5WA9CaNXbrQPQQgAAAURdrASgryzwUMRCQdu2yXQ2igQAEAIiq/fulLVukHj3MGqBY0L27\\\n",
       "NGaMOeeJ0G4gAAEAomr9enMcOdKEoFjBNJhbCEAAgKiKtemvIO4EcwsBCAAQVbEagI6/E8zz7NaC\\\n",
       "yCMAAQCiKlYD0PDh0vnnSx98IDU02K4GkUYAAgBEzd690rZtZuuJ3Fzb1bSXkMDzgFxCAAIARM26\\\n",
       "deaYn2+2oIg1BCB3EIAAAFETvMU81qa/goILobkTzP8IQACAqInV9T9BLIR2BwEIABA1sR6A0tKk\\\n",
       "wYOlPXuknTttV4NIIgABAKJi925pxw6pd28pO9t2NaeWkCBddpk5Zx2QvxGAAABREVz/M3q0lJho\\\n",
       "t5aOsBDaDQQgAEBUBANQcIQlVgXrY08wfyMAAQCiItbX/wQF61u7loXQfkYAAgBERbwEoJQUacgQ\\\n",
       "89DGHTtsV4NI8W0AqqysVHZ2tjIzM1VcXHzKa6qrqzV69Gjl5eWpsLAwugUCgEM+/FB6913p3HOl\\\n",
       "Sy6xXU3HeCK0G3wZgFpbW7Vw4UJVVlaqrq5OZWVl2rx5c7tr9u3bp1tvvVV/+tOf9MYbb+jpp5+2\\\n",
       "VC0A+F9wPc2YMVL37nZrCcXx02DwJ18GoNraWmVkZCg9PV1JSUkqKipSeXl5u2uefPJJXX/99UpN\\\n",
       "TZUkDRo0yEapAOCEeFkAHcSt8P7nywDU0NCgtLS0ttepqalqOGFr361bt2rPnj2aOnWqxo4dq9/9\\\n",
       "7nfRLhMAnBEv63+CWAjtfzH8JIauS0hIOOM1zc3NWrdunaqqqtTU1KSJEydqwoQJyszMjEKFAOCW\\\n",
       "eAtAycnSBRdIH3wgbd8uZWTYrgjh5ssAlJKSokAg0PY6EAi0TXUFpaWladCgQerVq5d69eqlKVOm\\\n",
       "aMOGDacMQEuXLm07LywsZME0AHTC++9LDQ3SeefFV5AYO1Z67jkT3uKp7s6qrq5WdXW17TKiLsHz\\\n",
       "/De419LSoqysLFVVVSk5OVnjx49XWVmZcnJy2q558803tXDhQj3//PM6cuSICgoK9NRTTyk3N7ft\\\n",
       "muBIkg+bCACi5rnnpFmzpKlTpRdesF1N6JYule65R/re96Sf/cx2NdHhUr/nyxGgxMRElZSUaPr0\\\n",
       "6WptbdXcuXOVk5Oj0tJSSdL8+fOVnZ2tGTNmaOTIkerWrZvmzZvXLvwAAMIj3hZAB3ErvL/5cgQo\\\n",
       "XFxKwgAQKbNmmVGg3/9euvFG29WE7v33zVqg884zD0Xs5svbhtpzqd9z4J8TAGCL58XfAuigYcNM\\\n",
       "ANq/X9q2zXY1CDcCEAAgYt57z9xJdf750sUX266m83ggon8RgAAAEXP86E8ITyiJOTwQ0b8IQACA\\\n",
       "iInXBdBBjAD5FwEIABAx8br+JygY3NaulY4ds1sLwosABACIiHheAB00dKiUmiodOCC99ZbtahBO\\\n",
       "BCAAQEQEAtJHH0kDB0qf+pTtarru+FEg+AcBCAAQEfG+ADqIByL6EwEIABARwcAQrwugg1gI7U8E\\\n",
       "IABARMT7+p+gYIBbt05qbbVbC8KHAAQACLvjF0CPG2e3lrM1eLB04YXSwYMshPYTAhAAIOy2bzf7\\\n",
       "Z11wgZSSYruas8cDEf2HAAQACLs1a8xx3Lj4XgAdxDog/yEAAQDCLhiA4n39TxAjQP5DAAIAhN3x\\\n",
       "I0B+EAxA69ezENovCEAAgLBqaTF3TEn+CUCDBknp6VJTk/Tmm7arQTgQgAAAYfXmmyYopKeb4OAX\\\n",
       "TIP5CwEIABBWfpv+CmIhtL8QgAAAYeXXAMQIkL8QgAAAYeX3APTaa2adE+IbAQgAEDZHjkgbNphn\\\n",
       "/4wZY7ua8BowQLroIunQIWnzZtvV4GwRgAAAYbNxo9TcLGVlSeedZ7ua8GMdkH8QgAAAYePX6a8g\\\n",
       "1gH5BwEIABA2fg9AwREgAlD8IwABAMLG7wEouK5pwwYz1Yf4RQACAITFgQNmcXBiopSfb7uayOjf\\\n",
       "X7rkEunwYROCEL8IQACAsFi3Tjp2TMrLk3r1sl1N5EycaI41NXbrwNkhAAEAwuKVV8wxGBD8asIE\\\n",
       "cwz+vIhPvg1AlZWVys7OVmZmpoqLi0973Zo1a5SYmKhnn302itUBgP8ER0SCAcGvGAHyB18GoNbW\\\n",
       "Vi1cuFCVlZWqq6tTWVmZNp/iqVWtra264447NGPGDHmeZ6FSAPAHz3NnBOjSS6U+faS335Y+/NB2\\\n",
       "NegqXwag2tpaZWRkKD09XUlJSSoqKlJ5eflJ1z344IO64YYbNHjwYAtVAoB/vPOOtGuXNHCglJFh\\\n",
       "u5rISkz85C43RoHily8DUENDg9LS0tpep6amqqGh4aRrysvLtWDBAklSQkJCVGsEAD85fvrLhf+c\\\n",
       "Bke5WAcUv3wZgEIJM4sXL9ZPf/pTJSQkyPM8psAA4Cy4Mv0VFFznxAhQ/Eq0XUAkpKSkKBAItL0O\\\n",
       "BAJKTU1td83atWtVVFQkSWpsbNSKFSuUlJSka6+99qT3W7p0adt5YWGhCgsLI1I3AMQrVxZABwV/\\\n",
       "zjVrzM7wiXHcm1ZXV6u6utp2GVGX4Plw6KOlpUVZWVmqqqpScnKyxo8fr7KyMuXk5Jzy+jlz5mjW\\\n",
       "rFm67rrr2v15cCTJh00EAGFz6JDZ+PTYMWnfPqlvX9sVRcfw4WYh9Pr10qhRtqsJD5f6PV9OgSUm\\\n",
       "JqqkpETTp09Xbm6ubrzxRuXk5Ki0tFSlpaW2ywMAX1m71oyC5OW5E34kboePd74cAQoXl5IwAHTV\\\n",
       "f/2X9P3vS7fcIrn0/5glJdK3vy19/evSY4/ZriY8XOr3fDkCBACIHtcWQAexEDq+MQLUAZeSMAB0\\\n",
       "hedJKSnS+++bjVCzs21XFD3NzWbt0+HD0kcfSYMG2a7o7LnU7zECBADosu3bTfgZNEjKyrJdTXQl\\\n",
       "JUkFBeb85Zft1oLOIwABALrs7383x8mT3XgA4okmTzbHYDsgfhCAAABdtmqVOU6ZYrcOW4I/d7Ad\\\n",
       "ED9YA9QBl+ZCAaArgs/CWbtWGjPGdjXRd+CAdP755nzv3vh/DIBL/R4jQACALmloMOGnb18pP992\\\n",
       "NXace6502WVSayv7gsUbAhAAoEuC614mTZK6d7dbi03BaTDWAcUXAhAAoEtcX/8TFFwIzTqg+EIA\\\n",
       "AgB0SbDDDwYAV11xhTm++qp05IjdWhA6AhAAoNN275Y2bZJ69pTGjbNdjV0DBkgjRpjws2aN7WoQ\\\n",
       "KgIQAKDTXnrJHCdMMCHIddwOH38IQACATmP6q71gO7z4ot06EDoCEACg06qqzHHqVLt1xIorrzTH\\\n",
       "l16Sjh61WwtCQwACAHTKhx9KGzZI55wjXX657WpiwwUXSHl5UlMTu8PHCwIQAKBTXnjBHCdPNiEI\\\n",
       "xmc+Y45/+5vdOhAaAhAAoFOCHXyww4dBAIov7AXWAZf2RAGAUHiedNFF0s6d0j/+YbaBgPHxx+aW\\\n",
       "eM8zjwno1892RZ3nUr/HCBAAIGRvv23Cz4AB0qhRtquJLX37SgUFZl8w7gaLfQQgAEDIgtM706a5\\\n",
       "vf/X6TANFj8IQACAkAVvf2f9z6kRgOIHa4A64NJcKACcSUuLNHiwtG+ftG2bNHy47YpiT3OzmR48\\\n",
       "cMBMFV54oe2KOselfo8RIABASFavNuEnK4vwczpJSdJVV5nzigq7taBjBCAAQEj+/GdzvPpqu3XE\\\n",
       "umD7BNsLsYkABAAICQEoNDNnmmNVlXTokN1acHoEIADAGe3cKW3aZG71vuIK29XEtmHDzPORDh2S\\\n",
       "Vq60XQ1OhwAEADij4OjPZz8r9ehht5Z4wDRY7CMAAQDOiOmvzjk+ADlwQ1Vc8nUAqqysVHZ2tjIz\\\n",
       "M1VcXHzS95944gnl5+dr5MiRmjRpkjZu3GihSgCIbQcPfrIB6uc+Z7eWeDF2rDRkiJk6fOMN29Xg\\\n",
       "VHwbgFpbW7Vw4UJVVlaqrq5OZWVl2rx5c7trLr74Yq1atUobN27U3XffrVtuucVStQAQu1askA4f\\\n",
       "Nts8XHCB7WriQ7du0jXXmPM//MFuLTg13wag2tpaZWRkKD09XUlJSSoqKlJ5eXm7ayZOnKh+/9qt\\\n",
       "rqCgQPX19TZKBYCY9n//Z45f+pLdOuLNDTeYY7D9EFt8G4AaGhqUlpbW9jo1NVUNDQ2nvf6hhx7S\\\n",
       "zOC9iwAASVJT0yfrf66/3m4t8ebTn5bOP99Mgb35pu1qcCLfBqDg47xDsXLlSj388MOnXCcEAC57\\\n",
       "/nmzBmjsWCk93XY18aVHD+nznzfnTz9ttxacLNF2AZGSkpKiQCDQ9joQCCg1NfWk6zZu3Kh58+ap\\\n",
       "srJS/fv3P+V7LV26tO28sLBQhYWF4S4XAGJSsONm+qtrvvQl6bHHTDv++Me2qzm16upqVVdX2y4j\\\n",
       "6ny7GWpLS4uysrJUVVWl5ORkjR8/XmVlZcrJyWm75t1339W0adP0+OOPa8KECSe9h0ubwgHAiQ4f\\\n",
       "Nncyffwxm5921ZEjpg3375feekvKzLRdUcdc6vd8OwWWmJiokpISTZ8+Xbm5ubrxxhuVk5Oj0tJS\\\n",
       "lZaWSpLuvfde7d27VwsWLNDo0aM1fvx4y1UDQOyorDThZ9Qowk9X9ewpXXutOX/qKbu1oD3fjgCF\\\n",
       "g0tJGABOdN115hbun/1M+t73bFcTv1asMPuDZWZKW7ZInViiGnUu9XsEoA649IsAAMfbvdvsadXa\\\n",
       "KtXXm3N0TUuLdOGF0vvvSy+/LF1+ue2KTs+lfs+3U2AAgK77/e+l5maz9xfh5+wkJkpf+5o5f/RR\\\n",
       "q6XgOAQgAMBJfvtbc/z61+3W4RezZ5vjU0+ZZyvBPgIQAKCd11+Xamul886TvvAF29X4Q26uNH68\\\n",
       "uRvsj3+0XQ0kAhAA4AS/+pU5fu1rUq9edmvxkzlzzPE3v7FbBwwWQXfApcVgACCZEYqUFOnAAbOF\\\n",
       "w6WX2q7IP/75T9O2Bw/Gbtu61O8xAgQAaPP44yb8TJkSmx10POvX75M1VSUldmsBI0AdcikJA8Cx\\\n",
       "Y9KIEVJdnbkL7MYbbVfkP3V1Jlj27i01NJjNUmOJS/0eI0AAAElSRYXpoFNSpC9+0XY1/pSba3aJ\\\n",
       "b2qSHnrIdjVuIwABACRJxcXm+N3vmp3MERm33WaO//3fZr812EEAAgBo9WrppZfMlMy8ebar8beZ\\\n",
       "M6X8fPNkaB6MaA8BCACgn/zEHL/1LalvX7u1+F1CgnTXXea8uNg8cRvRxyLoDri0GAyAu/7+d3PX\\\n",
       "17nnSm+/LQ0ebLsi/2ttNYuht2yRli2LnVE3l/o9RoAAwGGeJ915pzm//XbCT7R07y4tXWrOlywx\\\n",
       "zwZCdBGAAMBhzz1ndigfONAsfkb0/Nu/SWPHmrVA//M/tqtxDwEIABx16JD0ne+Y8x//2Oz9hejp\\\n",
       "1k26/35zXlwsvfee3XpcQwACAEcVF0s7dkh5edKtt9quxk1Tp0qf/7x5+vaiRbarcQuLoDvg0mIw\\\n",
       "AG7ZssXcin3kiLRqlTR5su2K3PXuu+YBiQcPSsuXS7Nm2avFpX6PESAAcExzs9np/cgR6eabCT+2\\\n",
       "XXjhJ48hWLBA2r3bbj2uIAABgGN+8hNpzRrT8f7857argSR9+9vS5Zeb/cHmzjV35yGymALrgEtD\\\n",
       "gQDc8Pzz5knEnietXCldeaXtihD0zjvSqFHSP/8p/eIXJhRFm0v9HiNAAOCIbdukoiKz6/u//zvh\\\n",
       "J9akp0u//rU5v+026W9/s1qO7zEC1AGXkjAAf/vgA/O0561bpS98QXrmGXMbNmLPXXdJ//mfUr9+\\\n",
       "5hlNl14avc92qd8jAHXApV8EAP61Z49UWCi9/rqZYlm1iv2+YtmxY9KXviQ9+6w0ZIiZqszNjc5n\\\n",
       "u9Tvkf8BwMcCATPy8/rrUna29Je/EH5iXbdu0uOPS5/5jPThh9K0adK6dbar8h8CEAD41D/+Ye4s\\\n",
       "2rTJjCD87W/s9RUvevWSystNCNq1yzyqoLzcdlX+QgACAJ85dkx68EFp0iSpvl664grppZeklBTb\\\n",
       "laEzevc2e7V97WtSU5NZu3XbbdLhw7Yr8wcCEAD4yBtvmLu7Fi2Sjh6VFi40Iz/9+9uuDF3Rs6f0\\\n",
       "2GNm25LERPPcplGjzOMMcHZ8G4AqKyuVnZ2tzMxMFRcXn/KaRYsWKTMzU/n5+Vq/fn2UKwSA8Hnr\\\n",
       "LemrX5VGjjSjPUOHSk8/bUaCeva0XR3ORkKC9IMfmDvCLrnEbGMyY4Z09dXmz9A1vgxAra2tWrhw\\\n",
       "oSorK1VXV6eysjJt3ry53TUVFRXatm2btm7dqmXLlmnBggWWqgWArmlqMiFn+nSzwPmJJ8wowbe+\\\n",
       "JW3eLF1/ve0KEU7jx5vF7PffbxayV1SY6c2JE6Vly6S9e21XGF98GYBqa2uVkZGh9PR0JSUlqaio\\\n",
       "SOUnrB5bvny5Zs+eLUkqKCjQvn37tGvXLhvlAkBIjh41C5tLSqRrrpEGDjS3S//lL1KPHtI3v2lG\\\n",
       "gn75S6a8/KpHD+n73zcPtfzxj82/c02NNH++GfWbNk267z7zZ01NtquNbYm2C4iEhoYGpaWltb1O\\\n",
       "TU3Vq6++esZr6uvrNXTo0KjVCQDHa2qSGhvNZpiNjWZfqO3bzdfWreb//o8caf93xo0zU19f/ao0\\\n",
       "YICduhF9Q4ZI//Ef0h13mOcFPf64VFVlnhm0cqW5pls3KStLGjFCuugi6VOfMl/DhpnwPGCA1KeP\\\n",
       "mWJzkS8DUEKI/5onPujpdH9v3rxQ3iukj+zUtZF4T9uf78efyfbn+/Fnsv35kfqZWlrMHTyHDrU/\\\n",
       "Hj4sHThgXp9JdrYJPVOmmDUgw4aF/vnwn3PPlb7+dfO1e7cJP3/9q/TKK1JdnZkKPWEFSDtJSdL5\\\n",
       "55s7znr3jl7dscCXASglJUWBQKDtdSAQUGpqaofX1NfXK+U094j+5jdLj3tV+K8vAAivnj2lQYM+\\\n",
       "+Ro6VBo+/JOvvDzTWQGnMnCgdMMN5ksywXrTJvO1c+cnXx9+aJ4OvmePGXX86KNqSdUWK7fDl1th\\\n",
       "tLS0KCsrS1VVVUpOTtb48eNVVlamnJyctmsqKipUUlKiiooK1dTUaPHixaqpqWn3PsERoWXLQmui\\\n",
       "zgwjhnptJN7T9uf78Wey/fl+/Jlsf34k3rN7d/OAu3POOfnYu7fb0xGw4/Bhad8+M/p46JB06aXu\\\n",
       "bIXhyxGgxMRElZSUaPr06WptbdXcuXOVk5Oj0tJSSdL8+fM1c+ZMVVRUKCMjQ3369NEjjzxy2vcL\\\n",
       "ZQoMAIB4c8450gUX2K7CDl+OAIWLS5vCAQDgUr/ny9vgAQAAOkIAAgAAziEAAQAA5xCAAACAcwhA\\\n",
       "AADAOQQgAADgHAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIBgXXV1te0SnEA7Rx5tHHm0\\\n",
       "McKFAATfb/HnAAAFRklEQVTr+A9adNDOkUcbRx5tjHAhAAEAAOckeC7sed9FCQkJtksAACDqXIgG\\\n",
       "jAABAADnJNouIJa5kIABAHARI0AAAMA5BCAAAOAcAtC/VFZWKjs7W5mZmSouLj7lNYsWLVJmZqby\\\n",
       "8/O1fv36KFcY/87Uxk888YTy8/M1cuRITZo0SRs3brRQZXwL5fdYktasWaPExEQ9++yzUazOH0Jp\\\n",
       "4+rqao0ePVp5eXkqLCyMboE+caZ2bmxs1IwZMzRq1Cjl5eXp0UcfjX6Rcewb3/iGhg4dqhEjRpz2\\\n",
       "Gt/3eR68lpYWb/jw4d6OHTu8o0ePevn5+V5dXV27a/785z97n/vc5zzP87yamhqvoKDARqlxK5Q2\\\n",
       "Xr16tbdv3z7P8zxvxYoVtHEnhdLGweumTp3qXX311d7TTz9todL4FUob792718vNzfUCgYDneZ73\\\n",
       "0Ucf2Sg1roXSzkuWLPF++MMfep5n2njAgAFec3OzjXLj0qpVq7x169Z5eXl5p/y+C30eI0CSamtr\\\n",
       "lZGRofT0dCUlJamoqEjl5eXtrlm+fLlmz54tSSooKNC+ffu0a9cuG+XGpVDaeOLEierXr58k08b1\\\n",
       "9fU2So1bobSxJD344IO64YYbNHjwYAtVxrdQ2vjJJ5/U9ddfr9TUVEnSoEGDbJQa10Jp52HDhmn/\\\n",
       "/v2SpP3792vgwIFKTOS+nlBNnjxZ/fv3P+33XejzCECSGhoalJaW1vY6NTVVDQ0NZ7yGDjp0obTx\\\n",
       "8R566CHNnDkzGqX5Rqi/x+Xl5VqwYIEknnXVWaG08datW7Vnzx5NnTpVY8eO1e9+97tolxn3Qmnn\\\n",
       "efPmadOmTUpOTlZ+fr4eeOCBaJfpay70ecRlhd4JeCfcFk/nEbrOtNXKlSv18MMP6+WXX45gRf4T\\\n",
       "ShsvXrxYP/3pT5WQkCDP83jUQyeF0sbNzc1at26dqqqq1NTUpIkTJ2rChAnKzMyMQoX+EEo733ff\\\n",
       "fRo1apSqq6u1fft2XXXVVdqwYYP69u0bhQrd4Pc+jwAkKSUlRYFAoO11IBBoG74+3TX19fVKSUmJ\\\n",
       "Wo3xLpQ2lqSNGzdq3rx5qqys7HB4FicLpY3Xrl2roqIiSWYR6YoVK5SUlKRrr702qrXGq1DaOC0t\\\n",
       "TYMGDVKvXr3Uq1cvTZkyRRs2bCAAdUIo7bx69Wr96Ec/kiQNHz5cF110kbZs2aKxY8dGtVa/cqLP\\\n",
       "s7sEKTY0Nzd7F198sbdjxw7vyJEjZ1wE/corr/hyQVgkhdLGO3fu9IYPH+698sorlqqMb6G08fFu\\\n",
       "vvlm75lnnolihfEvlDbevHmz9+lPf9praWnxDh486OXl5XmbNm2yVHF8CqWdb7vtNm/p0qWe53ne\\\n",
       "Bx984KWkpHi7d++2UW7c2rFjR0iLoP3a5zECJCkxMVElJSWaPn26WltbNXfuXOXk5Ki0tFSSNH/+\\\n",
       "fM2cOVMVFRXKyMhQnz599Mgjj1iuOr6E0sb33nuv9u7d27Y+JSkpSbW1tTbLjiuhtDHOTihtnJ2d\\\n",
       "rRkzZmjkyJHq1q2b5s2bp9zcXMuVx5dQ2vmuu+7SnDlzlJ+fr2PHjun+++/XgAEDLFceP2666Sa9\\\n",
       "+OKLamxsVFpamu655x41NzdLcqfPYzNUAADgHO4CAwAAziEAAQAA5xCAAACAcwhAAADAOQQgAADg\\\n",
       "HAIQAABwDgEIAAA4hwAEAACcQwACAADOIQABAADnEIAAAIBzCEAAAMA5BCAAAOAcAhAAAHAOAQgA\\\n",
       "ADiHAAQAAJxDAAIAAM4hAAEAAOcQgAAAgHMIQAAAwDkEIAAA4BwCEAAAcA4BCAAAOOf/AQKs2Y+A\\\n",
       "l1pfAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[31] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X10VdWdxvHnwo1IESmIRfIyRkgmL7wEBBMQhfjSglht\\\n",
       "CzrE1i58KSo1i0Xr0s7S6QKdGZc4fXOZtitSta1KWsfaCa3hWo1c6QAxvEdIVEC0IQojAoKgkIQz\\\n",
       "f2xPIBLkBu69+55zvp+17jrnksM5P3ezeh723mefkOM4jgAAAAKkh+0CAAAAko0ABAAAAocABAAA\\\n",
       "AocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocA\\\n",
       "BAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAA\\\n",
       "AocABAAAAocABAAAAocABAAAAocABAAAAocABAAAAidsu4BUFgqFbJcAAEDSOY5ju4SEowcIAAAE\\\n",
       "DgEoBo7j8EngZ968edZrCMKHdqaN/fChjRP7CRICEAAACBwCEAAACBwCEKwrLS21XUIg0M6JRxsn\\\n",
       "Hm2MeAk5QRv06wb3KTCaCAAQBEG679EDBAAAAocABAAAAocABAAAAocABAAAAocABAAAAocABAAA\\\n",
       "AocABAAAAse3AeiWW27RoEGDNGLEiBMeM2fOHOXm5qqoqEjr1q1LYnUAAMAm3wagm2++WZFI5IQ/\\\n",
       "r6mp0ZYtW7R582Y99thjmj17dhKrAwAANvk2AF166aXq37//CX++ePFizZw5U5JUUlKivXv3aufO\\\n",
       "nckqDwAAWOTbAHQyLS0tysrK6viemZmp7du3W6wIAAAkS9h2ATZ9/l0n7jtQAAD+8Omn0h/+IK1f\\\n",
       "L33lK9KMGdLQobarQioIbADKyMhQc3Nzx/ft27crIyOjy2Pnz5/fsV9aWsrbiAHAA9avl6ZNk7Zt\\\n",
       "O/pn8+ZJ//mf0t13S/yb14hGo4pGo7bLSDpfvw3+nXfe0TXXXKPXX3/9uJ/V1NSooqJCNTU1qqur\\\n",
       "09y5c1VXV9fpmCC9FRcA/GTjRumSS6SPPpKGD5e+/W3zZ4sWmZ/Pmycd829bfCZI9z3fBqAbbrhB\\\n",
       "r776qnbt2qVBgwbp/vvvV2trqyTp9ttvlySVl5crEomoT58+evLJJ3XhhRd2OkeQfhEAwC8OHpRG\\\n",
       "jZI2b5a++U2pqko680zzs//+b6msTDpyRFq8WLrmGru1ppog3fd8G4DiIUi/CADgF3ffLf3kJ9Kw\\\n",
       "YdKqVVLv3p1//l//Jd1zj3TeeVJTk/TlL9upMxUF6b5HAPoCQfpFAAA/aGoyQ16StHKlVFx8/DHt\\\n",
       "7dLEidKKFdK995o5QTCCdN8L7GPwAAD/uf9+M7x1221dhx9J6tlT+ulPzf4vfiHt2JG8+pA6CEAA\\\n",
       "AF/YtEl69lnpjDNMz84XGTdO+sY3zHyhhx9OTn1ILQQgAIAv/OxnkuNIt94qHbPO7QnNm2e2jz8u\\\n",
       "ffxxYmtD6iEAAQA8b88e87SXJM2dG9vfGT1amjBB2rdP+v3vE1cbUhMBCADgeb//vfTJJ9IVV0j/\\\n",
       "/M+x/705c8z2l780vUcIDgIQAMDzFi4029mzu/f3vvUt84qMxkZpzZr414XURQACAHjaxo1mAvSA\\\n",
       "Ad1f2DAtTbrhBrP/9NPxrw2piwAEAPC0P/7RbKdNM0+AddeNN5ptVZXU1ha/upDaCEAAAM9yHPO2\\\n",
       "d8m84uJUjBkj5eVJ//d/Um1t/GpDaiMAAQA8a+1aacsWM49n0qRTO0coJF1/vdmvro5fbUhtBCAA\\\n",
       "gGc9+6zZXn+9FA6f+nm+8Q2zXbzYrCQN/yMAAQA86y9/Mdvp00/vPGPGSBkZUksLT4MFBQEIAOBJ\\\n",
       "27aZl5+efbZ0ySWnd65Q6GgvEMNgwUAAAgB4Uk2N2X7ta+Zx9tP1zW+aLQEoGAhAAABPeuEFs506\\\n",
       "NT7nmzTJ9CZt3Ci9+258zonURQACAHjOwYPS0qVm/6qr4nPOM86QLr/c7L/0UnzOidRFAAIAeM7S\\\n",
       "pdKnn0pjx0rnnRe/8371q2ZLAPI/AhAAwHNeftlsp0yJ73ndAPTyy1J7e3zPjdRCAAIAeI47/OUO\\\n",
       "WcVLTo50/vnS7t3SunXxPTdSCwEIAOApH34obdgg9eoljR8f33OHQuapMolhML8jAAEAPCUaNdvx\\\n",
       "46Uzz4z/+ZkHFAwEIACApyRq+Mt12WVmu3KldOhQYq4B+whAAABPcQOQG1TibeBAadgw85TZ6tWJ\\\n",
       "uQbsIwABADxj506psVH60pek4uLEXWfiRLNdtixx14BdBCAAgGe4vT8TJpiFCxOFAOR/BCAAgGe4\\\n",
       "E6ATNfzluvRSs12+nPWA/IoABADwjOXLzXbSpMReJyNDGjJE2r/fPHIP/yEAAQA8Ye9eadMmM/R1\\\n",
       "4YWJvx7DYP7m2wAUiUSUn5+v3NxcLViw4Lif79q1S1OmTNGoUaM0fPhw/fa3v01+kQCAmL32muQ4\\\n",
       "0pgxiVn/5/MIQP7mywDU3t6u8vJyRSIRNTY2qqqqSk1NTZ2Oqaio0OjRo7V+/XpFo1Hdddddamtr\\\n",
       "s1QxAOBkVqww24svTs71jg1AjpOcayJ5fBmA6uvrlZOTo+zsbKWlpamsrEzV1dWdjhk8eLD27dsn\\\n",
       "Sdq3b5/OOecchcNhG+UCAGLgzv9JVgAaMkQaPNi8euPNN5NzTSSPLwNQS0uLsrKyOr5nZmaqpaWl\\\n",
       "0zGzZs3Spk2blJ6erqKiIj3yyCPJLhMAEKO2NjMEJsX//V8nEgodvZZ7bfiHLwNQKBQ66TEPPvig\\\n",
       "Ro0apffee0/r16/XnXfeqf379yehOgBAd23cKH38sXTBBaZXJllKSsy2ri5510Ry+HLMJyMjQ83N\\\n",
       "zR3fm5ublZmZ2emYFStW6L777pMkDR06VBdccIHefPNNjR079rjzzZ8/v2O/tLRUpaWlCakbANA1\\\n",
       "d/7PhAnJve64cWbr5wAUjUYVdRdYCpCQ4/hvaldbW5vy8vJUW1ur9PR0FRcXq6qqSgUFBR3H/PCH\\\n",
       "P1S/fv00b9487dy5U2PGjFFDQ4MGDBjQcYzbk+TDJgIAT7nxRumZZ6Rf/UqaPTt51z1wQOrXz0yC\\\n",
       "3rdP6tMnede2IUj3PV8OgYXDYVVUVGjy5MkqLCzUjBkzVFBQoMrKSlVWVkqS7r33Xq1evVpFRUW6\\\n",
       "8sor9fDDD3cKPwCA1JHsJ8BcffpII0dKR45Ia9Yk99pILF/2AMVLkJIwAKSq99+X0tOls84yiyH2\\\n",
       "7Jnc63//+9Kvfy0tWCDdc09yr51sQbrv+bIHCADgH+78m5KS5IcfKRjzgIKIAAQASGmrV5ut+0RW\\\n",
       "srkBaOVKFkT0EwIQACCluQFozBg718/Nlfr3l3bskI55wBgeRwACAKQsxzkagLpYpSQpQiGGwfyI\\\n",
       "AAQASFnvvCPt3i2de650zAL/SUcA8h8CEAAgZbmPno8da3pibCEA+Q8BCACQsmzP/3G5w2/r15v3\\\n",
       "ksH7CEAAgJRle/6Pa8AA83b4Tz6RGhvt1oL4IAABAFKS43QeArPNrcENZfA2AhAAICW9/bZZ+XnQ\\\n",
       "ILMStG0EIH8hAAEAUtKxw182J0C7CED+QgACAKSkVJn/47rwQrPdsEE6fNhuLTh9BCAAQEpKtQDU\\\n",
       "r5+Ul2fCz8aNtqvB6SIAAQBSzpEj0tq1Zt/2I/DHYhjMPwhAAICUs2WLtG+fmfw8eLDtao4iAPkH\\\n",
       "AQgAkHJSbfjL5dazapXdOnD6CEAAgJSTqgFo1CipRw8zB+iTT2xXg9NBAAIApBx3AcRUmv8jSWed\\\n",
       "JRUUmNdhNDTYrgangwAEAEgp7e2pOQHaxTwgfyAAAQBSyltvSR9/LGVlmVWgUw0ByB8IQACAlJJK\\\n",
       "7//qCgHIHwhAAICU4gaLVBz+kqSiIikcNm+FP3DAdjU4VQQgAEBKSdUnwFy9e0vDh5vFGtets10N\\\n",
       "ThUBCACQMtrbj4aKVO0Bko7W5g7XwXsIQACAlPHGG9LBg1J2tjRwoO1qTox5QN5HAAIApIxUn//j\\\n",
       "ogfI+whAAICUkerzf1wjR0ppaabHav9+29XgVBCAAAApwysBqFcvMxHacaT1621Xg1Ph2wAUiUSU\\\n",
       "n5+v3NxcLViwoMtjotGoRo8ereHDh6u0tDS5BQIAOmlrOxomLrzQbi2xYB6Qt/kyALW3t6u8vFyR\\\n",
       "SESNjY2qqqpSU1NTp2P27t2rO++8U3/5y1+0ceNGPffcc5aqBQBIZl2dTz+VhgyRBgywXc3JEYC8\\\n",
       "zZcBqL6+Xjk5OcrOzlZaWprKyspUXV3d6ZhFixZp+vTpyszMlCQNTOXHDQAgALwy/OViIrS3+TIA\\\n",
       "tbS0KCsrq+N7ZmamWlpaOh2zefNm7d69W5dddpnGjh2rp556KtllAgCO4bUANHy4dMYZ0ptvSvv2\\\n",
       "2a4G3RW2XUAihEKhkx7T2tqqtWvXqra2VgcPHtT48eM1btw45ebmJqFCAMDnuT0pqf4IvKtXL2nE\\\n",
       "CFP3unXSpEm2K0J3+DIAZWRkqLm5ueN7c3Nzx1CXKysrSwMHDlTv3r3Vu3dvTZw4URs2bOgyAM2f\\\n",
       "P79jv7S0lAnTABBnhw9LGzaYfS9MgHaNHWsC0OrV3g1A0WhU0WjUdhlJF3Icx7FdRLy1tbUpLy9P\\\n",
       "tbW1Sk9PV3FxsaqqqlRQUNBxzBtvvKHy8nK9+OKLOnTokEpKSvTHP/5RhYWFHce4PUk+bCIASCnr\\\n",
       "1pngk5srvfWW7Wpit3ChdNtt0g03SIsW2a7m9AXpvufLHqBwOKyKigpNnjxZ7e3tuvXWW1VQUKDK\\\n",
       "ykpJ0u233678/HxNmTJFI0eOVI8ePTRr1qxO4QcAkDxem//j4kkw7/JlD1C8BCkJA4BNd9whVVZK\\\n",
       "P/mJdNddtquJ3eHDUt++Zrt3r9Svn+2KTk+Q7nu+fAoMAOAtXu0BOuMMqajI7K9da7cWdA8BCABg\\\n",
       "1aFDUkODFApJo0fbrqb7WA/ImwhAAACrNm6UWlulvDzp7LNtV9N9zAPyJgIQAMAqNzh4Zf2fz3MD\\\n",
       "ED1A3kIAAgBY5dX5P67CQrMo4pYtZiI0vIEABACwyusBKC1NGjXK7DMR2jsIQAAAaz791MwB6tHj\\\n",
       "aIjwInf4jnlA3kEAAgBY09AgtbVJ+fnSWWfZrubUMQ/IewhAAABrVq0yW68Of7noAfIeAhAAwBo3\\\n",
       "AF10kd06TldhoXTmmdLbb0t79tiuBrEgAAEArHF7TLwegMLho3OYGAbzBgIQAMCKjz+WmppMeHBf\\\n",
       "J+FlLIjoLQQgAIAVa9dKR45II0aY4SOv45UY3kIAAgBY4ZfhLxc9QN5CAAIAWOGXJ8Bc+flS797S\\\n",
       "O+9IH35ouxqcDAEIAGCFX54Ac4XDR99mzzBY6iMAAQCSbs8eaetWM/dn2DDb1cQPCyJ6BwEIAJB0\\\n",
       "7jyZUaPMu7T8ggURvYMABABIOr9NgHbRA+QdBCAAQNL5bf6PKy9P6tNHevddadcu29XgixCAAABJ\\\n",
       "57cnwFw9ezIR2isIQACApNqxQ9q+Xerb1/SY+A3zgLyBAAQASCo3GIwZI/Xw4V2IeUDe4MNfPQBA\\\n",
       "KvPr8JfL7QFy/zuRmghAAICk8usTYK68POnss80w33vv2a4GJ0IAAgAkjeNI9fVm368BqEcPqbjY\\\n",
       "7NfV2a0FJ0YAAgAkzdat5vHwr3xFys62XU3ijBtntgSg1EUAAgAkjRsIxo+XQiG7tSTS+PFmSwBK\\\n",
       "Xb4NQJFIRPn5+crNzdWCBQtOeNyqVasUDof1/PPPJ7E6AAgmNxC4PSR+VVJitqtXS62tdmtB13wZ\\\n",
       "gNrb21VeXq5IJKLGxkZVVVWpqampy+N+9KMfacqUKXIcx0KlABAsQQlA55wj5eZKn3wivf667WrQ\\\n",
       "FV8GoPr6euXk5Cg7O1tpaWkqKytTdXX1ccc9+uijuu6663TuuedaqBIAguXgQWnDBjNJ2K+PwB+L\\\n",
       "eUCpzZcBqKWlRVlZWR3fMzMz1dLSctwx1dXVmj17tiQp5OfBaABIAWvWSG1t0ogR0lln2a4m8dwA\\\n",
       "tHKl3TrQNV8GoFjCzNy5c/XQQw8pFArJcRyGwAAgwY6dAB0E9ACltrDtAhIhIyNDzc3NHd+bm5uV\\\n",
       "mZnZ6Zg1a9aorKxMkrRr1y4tWbJEaWlpuvbaa4873/z58zv2S0tLVVpampC6AcDPgjL/xzVypNS7\\\n",
       "t7Rli3n0f+BA2xV1LRqNKhqN2i4j6UKOD7s+2tralJeXp9raWqWnp6u4uFhVVVUqKCjo8vibb75Z\\\n",
       "11xzjaZNm9bpz92eJB82EQAkleNIGRnS++9Lb7zhz5egdmXSJGnZMumvf5Wuvtp2NScXpPueL4fA\\\n",
       "wuGwKioqNHnyZBUWFmrGjBkqKChQZWWlKisrbZcHAIHT3GzCT//+5umooGAYLHX5sgcoXoKUhAEg\\\n",
       "kZ59VpoxQ5oyRVqyxHY1yfPnP0vTpklXXim99JLtak4uSPc9X/YAAQBSy4oVZhuUCdAud0HE116T\\\n",
       "2tvt1oLOCEAAgIT7+9/N9pJL7NaRbOnp0vnnS/v3Sxs32q4GxyIAAQASat8+af16KRwOzhNgx7r0\\\n",
       "UrNdtsxuHeiMAAQASKiVK6UjR6QxY6Qvfcl2Nck3caLZur1gSA0EIABAQrk3frcnJGjc/+6//90s\\\n",
       "B4DUQAACACRU0ANQXp507rnSjh1mUUSkBgIQACBhDh0yT0BJ0oQJdmuxJRTq3AuE1EAAAgAkzOrV\\\n",
       "JgQNGyadc47tauwhAKUeAhAAIGGCPvzl4kmw1EMAAgAkDAHIKCqS+vaV3n5beu8929VAIgABABKk\\\n",
       "vV1avtzsBz0AhcPSxRebfYbBUgMBCACQEK+/Ln30kZSdLWVl2a7GPobBUgsBCACQELW1ZltaarWM\\\n",
       "lOEuiBiNWi0DnyEAAQASwg1AV1xht45UUVJiVsJubJTef992NSAAAQDi7vDho0M9l19ut5ZUccYZ\\\n",
       "0qRJZt8Nh7CHAAQAiLv6eunAAamgwLwRHYbbG0YAso8ABACIO4a/unbllWb78su8F8w2AhAAIO4I\\\n",
       "QF0bMUIaOFDavl3avNl2NcFGAAIAxNWBA1JdndSjB0+AfV6PHgyDpQoCEAAgrv7+d6m1VRozRvry\\\n",
       "l21Xk3rcAPTyy3brCDoCEAAgrl580Wzd+S7ozG2XpUultja7tQQZAQgAEFc1NWY7dardOlLVBRdI\\\n",
       "ubnSnj3Sa6/Zria4CEAAgLjZskV66y0z9DVunO1qUpcbDl94wW4dQUYAAgDEzZIlZjt5snkBKLp2\\\n",
       "9dVm6/aWIfkIQACAuGH4KzYTJ0p9+kgbNphH4pF8BCAAQFwcPGgm9krSlCl2a0l1vXodnQzt9poh\\\n",
       "uQhAAIC4eOUV6dAh6aKLpK98xXY1qc8dBmMekB0EIABAXLg3coa/YnPVVWb78ssmOCK5fB2AIpGI\\\n",
       "8vPzlZubqwULFhz382eeeUZFRUUaOXKkJkyYoIaGBgtVAoD3HTkiVVeb/a9/3W4tXpGZKRUVmZWz\\\n",
       "X3nFdjXB49sA1N7ervLyckUiETU2NqqqqkpNTU2djhkyZIiWLVumhoYG/fjHP9Ztt91mqVoA8LaV\\\n",
       "K6X335fOP9+sAI3YTJtmtn/6k906gsi3Aai+vl45OTnKzs5WWlqaysrKVO3+8+Qz48ePV79+/SRJ\\\n",
       "JSUl2s5UfAA4Je4NfNo0KRSyW4uXTJ9utn/+s3l9CJLHtwGopaVFWVlZHd8zMzPV0tJywuMff/xx\\\n",
       "TWXgGgC6zXGk5583++4NHbEpLJTy86Xdu6VXX7VdTbD4NgCFuvFPkKVLl+qJJ57ocp4QAOCLrV0r\\\n",
       "vfuuNHiwNH687Wq8JRSSrrvO7DMMlly+XaczIyNDzc3NHd+bm5uVmZl53HENDQ2aNWuWIpGI+vfv\\\n",
       "3+W55s+f37FfWlqq0tLSeJcLAJ7l3ri/9S2ph2//WZ0406dL//EfphetokLq2TO5149Go4pGo8m9\\\n",
       "aAoIOY7j2C4iEdra2pSXl6fa2lqlp6eruLhYVVVVKigo6DjmH//4hy6//HI9/fTTGtfFS2vcXiSf\\\n",
       "NhEAnDbHkfLypM2bpdpa6fLLbVfkPY5jXo66dasUjUqTJtmrJUj3Pd9m9XA4rIqKCk2ePFmFhYWa\\\n",
       "MWOGCgoKVFlZqcrKSknSAw88oD179mj27NkaPXq0iouLLVcNAN5SX2/Cz6BB5vUO6L5QSLr+erO/\\\n",
       "aJHdWoLEtz1A8RCkJAwAp6K8XPrlL6Uf/ED62c9sV+NdjY3SsGFSv35mOYHeve3UEaT7nm97gAAA\\\n",
       "iXX4sPSHP5j9737Xbi1eV1gojR0rffTR0QUlkVgEIADAKYlEpA8/ND0Xo0bZrsb7Zs4029/9zm4d\\\n",
       "QUEAAgCcEvdG/d3vsvhhPJSVSWlp0t/+Jr33nu1q/I8ABADotvffN0M1PXtKN95ouxp/GDjQvCH+\\\n",
       "yBHpmWdsV+N/BCAAQLc98YTU3i5de62UkWG7Gv+46SazXbjQBCEkDgEIANAt7e3SY4+Z/TvusFuL\\\n",
       "31x9tZSVZZYWeOkl29X4GwEIANAtkYj0j39IQ4ZIV15puxp/CYel2bPNfkWF3Vr8jgAEAOiWn//c\\\n",
       "bO+4g1dfJML3viedcYb0wgvS22/brsa/+NUFAMRs7VrzyouzzpJmzbJdjT+de640Y4Z5RcYjj9iu\\\n",
       "xr8IQACAmP3kJ2Y7a5b05S/brcXP7rrLbBculD74wG4tfkUAAgDE5J13pGefNY++z51ruxp/Kyoy\\\n",
       "E6I/+YReoEQhAAEAYvLv/26eALvhBumf/sl2Nf53771mW1FhXpGB+CIAAQBO6q23zMrPPXtK8+bZ\\\n",
       "riYYLr5YmjTJhJ+f/tR2Nf5DAAIAnNT995ven5tvlnJybFcTHA8+aLY//alZfRvxQwACAHyhVauk\\\n",
       "qirzaPaPf2y7mmC5+GLpm9+UDh6UHnjAdjX+QgACAJzQkSNSebl5JHvuXOb+2PDgg2a9pYULpQ0b\\\n",
       "bFfjHwQgAMAJ/e53Un29lJ4u/du/2a4mmAoKpDvvNEOQd9zBO8LiJeQ4jmO7iFQVCoUkSTQRgCDa\\\n",
       "sUMaNkzavdu8nfzb37ZdUXDt2yfl55t5QL/+deLewRak+x49QACA4ziOWexw925p8mTz6DvsOfvs\\\n",
       "o+sB3X23tHWr3Xr8gAAEADjOE09If/2rWe358celzzoGYNF110nXXy99/LF0441Sa6vtiryNAAQA\\\n",
       "6GTNGjPnRJIefVTKyLBbD4xQSKqslDIzpbo65mSdLgIQAKDDBx9I06ZJhw5Jt91mehqQOvr3N/Ox\\\n",
       "evaUHn5Yeuop2xV5F5Ogv0CQJoMBwP790uWXS6tXS8XF0rJlUq9etqtCV379a+n73zdrM/3tb2bF\\\n",
       "6HgI0n2PHiAAgA4eNAvurV4tDRki/c//EH5S2ezZZn2mw4fNS1OXL7ddkfcQgAAg4Pbskb72NemV\\\n",
       "V6TzzpNeekkaPNh2VTiZX/xC+u53pQMHpKuukl5+2XZF3kIAAoAAe/NN6ZJLTA9CVpa0dKnpAULq\\\n",
       "69lTevJJsz7T/v0mBP3mN7ar8g4CEAAEkONIixZJF10kNTaa1YaXLzeL7cE7evY0E6HvuUdqazNr\\\n",
       "N914o1k4EV+MAAQAAbNtmzR1qvSd75ieg3/5F+m110wPELynRw9pwQLTG/SlL5mnxAoLpT/8wQRd\\\n",
       "dM23ASgSiSg/P1+5ublasGBBl8fMmTNHubm5Kioq0rp165JcIQAkV3OzWd8nP1+KRMwihwsXmhtl\\\n",
       "3762q8Ppuukms4bTRRdJLS1m9e6JE6UlSwhCXfFlAGpvb1d5ebkikYgaGxtVVVWlpqamTsfU1NRo\\\n",
       "y5Yt2rx5sx577DHNnj3bUrUAkDiHD0s1NdL06WZuz69+ZVYQ/s53pKYm6XvfY5VnP8nPN4skLlwo\\\n",
       "nXOO9L//a3r7ioqkn//cvN8Nhi8DUH19vXJycpSdna20tDSVlZWpurq60zGLFy/WzJkzJUklJSXa\\\n",
       "u3evdu7caaNcAIibtjapocFMhr3uOmngQPOY9PPPm16AGTOk11+Xnn7aPPEF/+nRwwTbt982iyWe\\\n",
       "d5753/yHPzSreo8fL82bJ736arDnCoVtF5AILS0tyjpmMDszM1OvvfbaSY/Zvn27Bg0alLQ6AaC7\\\n",
       "Dh2SPvxQ2rXLfFpazI1u61ZpyxZpwwazps+xhg0zPT4zZ0rp6XbqRvKdfbZ5ceqcOea9bk89ZXoD\\\n",
       "6+rM54EHzHE5OdLIkcF7+s+XASgUY3/u51e6PNHfmzUrlnPFdMluHeuVc9q+vlfOafv6Xjmn7evb\\\n",
       "PueRI9Knn5rPJ58c/zlw4OTnuOACMw9k4kTT+5OdHfv14T+9epkh0OnTzaT3V1+VXnxRWrFC2rjR\\\n",
       "BOctW2xXmXy+DEAZGRlqbm7u+N7c3KzMzMwvPGb79u3KOMEb/37zm/nHfCv97AMAydezpxnWcj/n\\\n",
       "nWf+5T50qNmOGGH+HOhK377S179uPpKZI/b730e1ZElUe/eaxTCDwpfvAmtra1NeXp5qa2uVnp6u\\\n",
       "4uJiVVVVqaCgoOOYmpoaVVRUqKamRnV1dZo7d67q6uo6ncftEXrssdiaqDsTCWM91ivntH19r5zT\\\n",
       "9vW9ck7b17d9zjPPlHr3Pvo59vtZZ5k5HkAiBOldYL7sAQqHw6qoqNDkyZPV3t6uW2+9VQUFBaqs\\\n",
       "rJQk3X777Zo6dapqamqUk5OjPn366Mknnzzh+WIZAgMAAN7hyx6geAlSEgYAIEj3PTpSAQBA4BCA\\\n",
       "AABA4BCAAABA4BCAAABA4BCAAABA4BCAAABA4BCAAABA4BCAAABA4BCAAABA4BCAAABA4BCAAABA\\\n",
       "4BCAYF00GrVdQiDQzolHGycebYx4IQDBOv4PLTlo58SjjROPNka8EIAAAEDghJwgvPP+FIVCIdsl\\\n",
       "AACQdEGIBvQAAQCAwAnbLiCVBSEBAwAQRPQAAQCAwCEAAQCAwCEAfSYSiSg/P1+5ublasGBBl8fM\\\n",
       "mTNHubm5Kioq0rp165JcofedrI2feeYZFRUVaeTIkZowYYIaGhosVOltsfweS9KqVasUDof1/PPP\\\n",
       "J7E6f4iljaPRqEaPHq3hw4ertLQ0uQX6xMnaedeuXZoyZYpGjRql4cOH67e//W3yi/SwW265RYMG\\\n",
       "DdKIESPSOlefAAAEeUlEQVROeIzv73kOnLa2Nmfo0KHOtm3bnMOHDztFRUVOY2Njp2NeeOEF56qr\\\n",
       "rnIcx3Hq6uqckpISG6V6VixtvGLFCmfv3r2O4zjOkiVLaONuiqWN3eMuu+wy5+qrr3aee+45C5V6\\\n",
       "VyxtvGfPHqewsNBpbm52HMdxPvjgAxulelos7Txv3jznX//1Xx3HMW08YMAAp7W11Ua5nrRs2TJn\\\n",
       "7dq1zvDhw7v8eRDuefQASaqvr1dOTo6ys7OVlpamsrIyVVdXdzpm8eLFmjlzpiSppKREe/fu1c6d\\\n",
       "O22U60mxtPH48ePVr18/SaaNt2/fbqNUz4qljSXp0Ucf1XXXXadzzz3XQpXeFksbL1q0SNOnT1dm\\\n",
       "ZqYkaeDAgTZK9bRY2nnw4MHat2+fJGnfvn0655xzFA7zXE+sLr30UvXv3/+EPw/CPY8AJKmlpUVZ\\\n",
       "WVkd3zMzM9XS0nLSY7hBxy6WNj7W448/rqlTpyajNN+I9fe4urpas2fPlsRaV90VSxtv3rxZu3fv\\\n",
       "1mWXXaaxY8fqqaeeSnaZnhdLO8+aNUubNm1Senq6ioqK9MgjjyS7TF8Lwj2PuKzYbwLO5x6L5+YR\\\n",
       "u+601dKlS/XEE09o+fLlCazIf2Jp47lz5+qhhx5SKBSS4zgs9dBNsbRxa2ur1q5dq9raWh08eFDj\\\n",
       "x4/XuHHjlJubm4QK/SGWdn7wwQc1atQoRaNRbd26VV/96le1YcMG9e3bNwkVBoPf73kEIEkZGRlq\\\n",
       "bm7u+N7c3NzRfX2iY7Zv366MjIyk1eh1sbSxJDU0NGjWrFmKRCJf2D2L48XSxmvWrFFZWZkkM4l0\\\n",
       "yZIlSktL07XXXpvUWr0qljbOysrSwIED1bt3b/Xu3VsTJ07Uhg0bCEDdEEs7r1ixQvfdd58kaejQ\\\n",
       "obrgggv05ptvauzYsUmt1a8Ccc+zOwUpNbS2tjpDhgxxtm3b5hw6dOikk6BXrlzpywlhiRRLG7/7\\\n",
       "7rvO0KFDnZUrV1qq0ttiaeNj3XTTTc6f/vSnJFbofbG0cVNTk3PFFVc4bW1tzoEDB5zhw4c7mzZt\\\n",
       "slSxN8XSzj/4wQ+c+fPnO47jODt27HAyMjKcDz/80Ea5nrVt27aYJkH79Z5HD5CkcDisiooKTZ48\\\n",
       "We3t7br11ltVUFCgyspKSdLtt9+uqVOnqqamRjk5OerTp4+efPJJy1V7Syxt/MADD2jPnj0d81PS\\\n",
       "0tJUX19vs2xPiaWNcXpiaeP8/HxNmTJFI0eOVI8ePTRr1iwVFhZartxbYmnne++9VzfffLOKiop0\\\n",
       "5MgRPfzwwxowYIDlyr3jhhtu0Kuvvqpdu3YpKytL999/v1pbWyUF557Hy1ABAEDg8BQYAAAIHAIQ\\\n",
       "AAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAI\\\n",
       "HAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQAAAIHAIQ\\\n",
       "AAAIHAIQAAAIHAIQAAAInP8H7jnsovtK5isAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[32] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X10VOWBx/HfQIICpYi8SSZxeUlMgoHwGqCoG0QLgtha\\\n",
       "8BBfqlUXKcpatLV2dbuA21pjd09XiXsaTxVXC7FVcaEagkvqoCIxCITISxEt0iRYILwIFcQk3P3j\\\n",
       "6SS8ygRm5pl77/dzTs6dMZeZn7ec3p/P89x7A47jOAIAAPCRNrYDAAAAxBsFCAAA+A4FCAAA+A4F\\\n",
       "CAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA\\\n",
       "+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4F\\\n",
       "CAAA+A4FCAAA+A4FCAAA+A4FCAAA+A4FCAAA+E6S7QCJLBAI2I4AAEDcOY5jO0LMMQIEAAB8hwIU\\\n",
       "Acdx+Inhz+zZs61n8MMPx5lj7IUfjnFsf/yEAgQAAHyHAgQAAHyHAgTr8vPzbUfwBY5z7HGMY49j\\\n",
       "jGgJOH6b9GuF8FVgHCIAgB/46bzHCBAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAdChAAAPAd\\\n",
       "ChAAAPAdzxagO+64Qz179tSAAQNOu8+9996rjIwM5ebmat26dXFMBwAAbPJsAbr99ttVVlZ22t+X\\\n",
       "lpbqo48+0tatW/X0009rxowZcUwHAABs8mwBuvzyy9WlS5fT/n7JkiW67bbbJEkjRozQ/v37tXPn\\\n",
       "znjFAwAAFnm2AJ1JXV2d0tLSmt+npqaqtrbWYiIAABAvSbYD2HTis07Cz0ABAPhHY6O0aJFUUSF9\\\n",
       "/evSlClSTo7tVIg13xagYDCompqa5ve1tbUKBoOn3HfOnDnNr/Pz83kaMQB4xLZt0re/LVVXt/yz\\\n",
       "uXOl+++XCgulJB+cJUOhkEKhkO0Ycefpp8F/8sknmjRpkj744IOTfldaWqqioiKVlpaqoqJCs2bN\\\n",
       "UkVFxXH7+OmpuADgN3V1Ul6etGOH1Lu3dMcdUm2t9OyzZlTon/5JevppyU+TA34673m22954441a\\\n",
       "sWKF6uvrlZaWprlz56qhoUGSNH36dE2YMEGlpaVKT09Xx44dNX/+fMuJAQDx0tRkprp27JBGj5Ze\\\n",
       "f13q3Nn87sYbpWuukX7zG2nYMGn6dLtZERueHgE6V35qwgDgJ/PmSffeKwWDUlWV1K3b8b9fuFC6\\\n",
       "+WapQwdp82bp4ovt5Iw3P533fHsVGADAn/76V+mhh8zrp546ufxI0k03SZMnS4cOSf/2b/HNh/ig\\\n",
       "AAEAfOWXv5T+9jfp2mulb33r9PsVFkrJydLzzx+/SBreQAECAPjG7t3Sr39tXs+d+9X79usnzZgh\\\n",
       "OY706KOxz4b4ogABAHxj3jwzrTVxojRkyJn3f+ABqW1b6eWXpWPunAIPoAABAHyhocFc2SWZYhOJ\\\n",
       "1FTphhvMVWNPPRW7bIg/rgL7Cn5aDQ8AXvfqq9J3viNlZUmbNkV+f5+KCmnUKKlrV3PZfLt2sc1p\\\n",
       "k5/Oe4wAAQB84emnzfauu1p3c8MRI8yjMfbskZYujU02xB8FCADgeTt3Sm+8Ya7quvXW1v3ZQKDl\\\n",
       "zzz/fPSzwQ4KEADA815+WTp6VBo3zkxltdbNN0tt2kh/+IO0d2/08yH+KEAAAM978UWzLSg4uz+f\\\n",
       "kiKNHWsWUv/hD9HLBXsoQAAAT6upkd55Rzr/fOm6687+c66/3mxffTU6uWAXBQgA4GnhEZtrrpE6\\\n",
       "dTr7zwnfNfqNN8y9hOBuFCAAgKe99prZTpp0bp+TkmKuCDt8WFq27NxzwS4KEADAsz7/XPrjH82V\\\n",
       "XBMmnPvnMQ3mHRQgAIBnLV8uHTki5eVJPXue++d9+9tm+9prUmPjuX8e7KEAAQA8K1rTX2GZmVJG\\\n",
       "hrRvn/T++9H5TNhBAQIAeJLjSK+/bl5fe230Pveb3zTbN96I3mci/ihAAABP2rhR+vRTqVcvaeDA\\\n",
       "6H0uBcgbKEAAAE/64x/NduzY1j3760zy86WkJPOQ1M8+i97nIr4oQAAATyovN9uxY6P7uV//unk6\\\n",
       "fFOT9Oab0f1sxA8FCADgOY2NUihkXl95ZfQ/PzwNxv2A3IsCBADwnHXrpAMHpPR06eKLo//5V19t\\\n",
       "tuFRJrgPBQgA4DnhYhKL0R9JGjJE6thR2rrVLLSG+1CAAACeE14AHasClJwsjR5tXr/9dmy+A7FF\\\n",
       "AQIAeMqRI+bp75I0ZkzsvueKK8z2rbdi9x2IHQoQAMBT3nvPPLA0J0fq0SN23xMuQCtWxO47EDsU\\\n",
       "IACAp6xcabbhghIreXnSeedJGzZIe/bE9rsQfRQgAICnhAtQeI1OrJx3njRypHnNOiD3oQABADzj\\\n",
       "6FHp3XfN61gXIIl1QG7m2QJUVlamrKwsZWRkqLCw8KTf19fXa/z48Ro0aJBycnL03HPPxT8kACCq\\\n",
       "tmwxT2oPBmNz/58T/eM/mi0FyH08WYCampo0c+ZMlZWVadOmTSopKdHmzZuP26eoqEiDBw9WVVWV\\\n",
       "QqGQfvjDH6qxsdFSYgBANISnv77xjeg+/+t0Ro40zwVbt046eDD234fo8WQBqqysVHp6unr37q3k\\\n",
       "5GQVFBRo8eLFx+3Tq1cvHThwQJJ04MABde3aVUlJSTbiAgCiJF7rf8I6dpQGDTJTb++/H5/vRHR4\\\n",
       "sgDV1dUpLS2t+X1qaqrq6uqO22fatGnauHGjUlJSlJubqyeeeCLeMQEAURbvAiS1LIRetSp+34lz\\\n",
       "58kCFIhg3PPRRx/VoEGDtGPHDlVVVemee+7RQcYvAcC1du82j6bo0EHKzY3f94YLUEVF/L4T586T\\\n",
       "cz7BYFA1NTXN72tqapSamnrcPu+++64efvhhSVK/fv3Up08fbdmyRcOGDTvp8+bMmdP8Oj8/X/n5\\\n",
       "+THJDQA4e+Grv/LyzKMq4mXUKLOtqJAcJz5rj6IpFAopFArZjhF3AcdxHNshoq2xsVGZmZkqLy9X\\\n",
       "SkqK8vLyVFJSouzs7OZ97r//fnXu3FmzZ8/Wzp07NXToUFVXV+vCCy9s3ic8kuTBQwQAnvPjH0u/\\\n",
       "/KX08MPSz34Wv+91HKlnTzMC9fHHUt++8fvuaPPTec+TU2BJSUkqKirSuHHj1L9/f02dOlXZ2dkq\\\n",
       "Li5WcXGxJOmhhx7S+++/r9zcXF111VV6/PHHjys/AAB3sbH+RzIjPqwDch9PjgBFi5+aMAC4WUOD\\\n",
       "1KmTeRDq3r1Sly7x/f5HHzUjTzNnSvPmxfe7o8lP5z1PjgABAPxl40ZTfjIy4l9+pOPXAcEdKEAA\\\n",
       "ANcL34PnFNexxMWwYVKbNlJVlXkSPRIfBQgA4Hq2C1CnTlJOjtTYKK1ZYycDWocCBABwPdsFSOJ+\\\n",
       "QG5DAQIAuNqRI1J1tbkaa/BgezlYB+QuFCAAgKtt2GCuAsvMNFNRtuTlme3q1fYyIHIUIACAqyXC\\\n",
       "9JdkCljHjtJf/iLt2mU3C86MAgQAcLVEKUBt20pDhpjXLIROfBQgAICrJUoBOjZDOBMSFwUIAOBa\\\n",
       "hw+bNUBt2kiDBtlOIw0fbrasA0p8FCAAgGtVV5t77/Tvb9bf2MYIkHtQgAAArhVeazN0qN0cYf36\\\n",
       "SZ07S59+Ku3YYTsNvgoFCADgWom0/kcyU3HhMsYoUGKjAAEAXCvRCpDEOiC3oAABAFzp0CHzFPi2\\\n",
       "baXcXNtpWrAOyB0oQAAAV6qqko4eNQ8hbd/edpoWxxYgx7GbBadHAQIAuFIiTn9J0j/8g9S1q1Rf\\\n",
       "b+4KjcREAQIAuFL4CrBEK0CBAOuA3IACBABwpfAIUKJcAn8s1gElPgoQAMB1/vY3afNmKTlZGjjQ\\\n",
       "dpqTUYASHwUIAOA669aZBcYDBkjnnWc7zclYCJ34KEAAANdJ1AXQYcGg1KuX9Nln0kcf2U6DU6EA\\\n",
       "AQBcJ9ELkMQ0WKKjAAEAXMcNBSi8ODt8tRoSCwUIAOAqBw5IH35o1v5ceqntNKfHCFBiowABAFxl\\\n",
       "7VqzHThQatfObpavEh4BWrvW3LEaiYUCBABwFTdMf0nSRReZxdAHD0pbt9pOgxNRgAAAruKWAiQx\\\n",
       "DZbIPFuAysrKlJWVpYyMDBUWFp5yn1AopMGDBysnJ0f5+fnxDQgAOCtuKkAshE5cSbYDxEJTU5Nm\\\n",
       "zpyp5cuXKxgMavjw4bruuuuUnZ3dvM/+/ft1zz33aNmyZUpNTVV9fb3FxACASOzbJ338sXT++VL/\\\n",
       "/rbTnBkjQInLkyNAlZWVSk9PV+/evZWcnKyCggItXrz4uH0WLlyoyZMnKzU1VZLUrVs3G1EBAK0Q\\\n",
       "XgA9eLCU5IL/hA+PAK1bJzU12c2C43myANXV1SktLa35fWpqqurq6o7bZ+vWrdq7d6/GjBmjYcOG\\\n",
       "6YUXXoh3TABAKyXyA1BPpUcPKS3NPLvsww9tp8GxXNCfWy8QCJxxn4aGBq1du1bl5eU6dOiQRo0a\\\n",
       "pZEjRyojIyMOCQEAZ8NN63/Chg2TampM9mNWYsAyTxagYDCompqa5vc1NTXNU11haWlp6tatm9q3\\\n",
       "b6/27dvriiuu0Pr1609ZgObMmdP8Oj8/nwXTAGCJGwvQ0KHSq6+ahdDf/a7tNCcLhUIKhUK2Y8Rd\\\n",
       "wHG895zaxsZGZWZmqry8XCkpKcrLy1NJSclxi6D/9Kc/aebMmVq2bJmOHDmiESNG6He/+536H7Oq\\\n",
       "LjyS5MFDBACuU18vde8udehg7gbdtq3tRJFZtkwaP14aPVp65x3bab6an857nhwBSkpKUlFRkcaN\\\n",
       "G6empibdeeedys7OVnFxsSRp+vTpysrK0vjx4zVw4EC1adNG06ZNO678AAASS/hS8iFD3FN+pJMX\\\n",
       "Qrspu5d5cgQoWvzUhAEg0f3859K//qs0a5b0q1/ZTtM6vXtL27dLGzYk9vPL/HTe8+RVYAAA7wmP\\\n",
       "ALlp/U8Y9wNKPBQgAIAruO0S+GNxR+jEQwECACS8nTvNpeRf+5p0ySW207QeI0CJhwIEAEh44ZGT\\\n",
       "oUOlNi48c4VHgKqqpMZGu1lguPCvEQDAb9x4/59jXXih1KePdPiwtHmz7TSQKEAAABdwewGSmAZL\\\n",
       "NBQgAEDC80IBYiF0YqEAAQAS2o4d0qefSp07S/362U5z9hgBSiwUIABAQjv28vcInnWdsIYMMdv1\\\n",
       "66WGBrtZQAECACS4cAEaPtxujnPVpYsZwfriC2nTJttpQAECACS01avN1s3rf8LC/w6sA7KPAgQA\\\n",
       "SFiO01KA3D4CJLUshGYdkH0UIABAwvrkE2nPHql7d+nii22nOXcshE4cFCAAQMI6dvTHzQugw8IL\\\n",
       "oaurpS+/tJvF7yhAAICE5YX7/xyrc2cpI0M6ckTauNF2Gn+jAAEAEpaX1v+EsRA6MVCAAAAJ6ejR\\\n",
       "lpLglREgiYXQiYICBABISFu2SAcPSqmp0kUX2U4TPSyETgwUIABAQvLi9JckDR5sFnRXV5u1QLCD\\\n",
       "AgQASEheuQP0ib7+demSS8zjMDZssJ3GvyhAAICE5NURIImF0ImAAgQASDgNDVJVlXkdXjTsJSyE\\\n",
       "to8CBABIOBs2mIeGpqebh4h6DQuh7aMAAQASjpenv6SWhdDhoof4owABABKOVxdAh33ta1JWlpnq\\\n",
       "++AD22n8iQIEAEg44REgL90A8UThcldZaTeHX1GAAAAJ5fPPzahI27YtDw/1opEjzXbVKrs5/IoC\\\n",
       "BABIKO+/LzU1SQMHSh072k4TO6NGmS0FyA7PFqCysjJlZWUpIyNDhYWFp91v9erVSkpK0qJFi+KY\\\n",
       "DgBwOhUVZhseIfGqnBxT8P78Z2nXLttp/MeTBaipqUkzZ85UWVmZNm3apJKSEm3evPmU+z344IMa\\\n",
       "P368HMexkBQAcKLwiEh4hMSrkpJa1gGFSx/ix5MFqLKyUunp6erdu7eSk5NVUFCgxYsXn7TfvHnz\\\n",
       "NGXKFHXv3t1CSgDAiRzHPyNAUsu/IwUo/jxZgOrq6pSWltb8PjU1VXV1dSfts3jxYs2YMUOSFAgE\\\n",
       "4poRAHCyTz6Rdu6UunY1N0H0OtYB2ePJAhRJmZk1a5Yee+wxBQIBOY7DFBgAJIBjR3/88N+l4RGg\\\n",
       "ykqpsdFuFr9Jsh0gFoLBoGpqaprf19TUKDU19bh91qxZo4KCAklSfX29li5dquTkZF133XUnfd6c\\\n",
       "OXOaX+fn5ys/Pz8muQHA7/yy/iesRw+pb1+zEHrDBmnQoPhnCIVCCoVC8f9iywKOB4c+GhsblZmZ\\\n",
       "qfLycqWkpCgvL08lJSXKzs4+5f633367Jk2apO985zvH/fPwSJIHDxEAJKS8PHMTxOXLpbFjbaeJ\\\n",
       "j1tukRYskP77v6W/r8qwxk/nPU9OgSUlJamoqEjjxo1T//79NXXqVGVnZ6u4uFjFxcW24wEATuHw\\\n",
       "YWndOjP1lZdnO038sBDaDk+OAEWLn5owANi2cqV02WXSgAFSdbXtNPGzZo155EdGhvThh3az+Om8\\\n",
       "58kRIACA+/ht/U/YwIFS+/bS1q3Snj220/gHBQgAkBBWrjRbvxWg5OSWh74yDRY/FCAAgHWOI739\\\n",
       "tnl9+eV2s9gQLn3vvGM3h59QgAAA1m3ebKZ/UlLMZeF+c8UVZhsugYg9ChAAwLpjR3/8cAPEE40e\\\n",
       "bf69KyvN1XCIPQoQAMC6cAEKj4T4zQUXSLm5UkOD9N57ttP4AwUIAGDdW2+ZrR/X/4SFy1/4WCC2\\\n",
       "KEAAAKu2b5dqaqQuXaRLL7Wdxh4KUHxRgAAAVoVP+JddJrXx8VkpPPq1apWZCkNs+fivGgAgEfj5\\\n",
       "8vdj9eghZWVJhw5Ja9faTuN9FCAAgFV+XwB9LKbB4ocCBACwZtcu6U9/kjp0kIYMsZ3GPgpQ/FCA\\\n",
       "AADWrFhhtqNGmUdC+N2xN0RsarKbxesoQAAAa8rLzXbsWLs5EkVamtS7t/TZZ1JVle003kYBAgBY\\\n",
       "s3y52VKAWoSPRbgcIjYoQAAAKz75RPr4Y6lzZ2noUNtpEsdVV5ltuBwiNihAAAArwiMcY8ZIbdva\\\n",
       "zZJIwiNAb78tffGF3SxeRgECAFjB+p9T695dGjTIlJ+VK22n8S4KEAAg7o4ebZniCU/5oAXTYLFH\\\n",
       "AQIAxN2GDdLu3VJKipSZaTtN4qEAxR4FCAAQd8eO/gQCdrMkossuk9q1k9askfbutZ3GmyhAAIC4\\\n",
       "Ky01229+026ORNWxo/SNb0iOw+XwsUIBAgDE1cGD5lEPbdpI48fbTpO4wsfm9dft5vAqChAAIK6W\\\n",
       "L5caGqSRI6WuXW2nSVzXXmu2paVm0TiiiwIEAIir8IjGhAl2cyS6/v3NYzF275ZWr7adxnsoQACA\\\n",
       "uHGclvU/EyfazZLoAoGWY8Q0WPRRgAAAcVNVJX36qRQMSrm5ttMkvvA02Guv2c3hRRQgAEDcHDv9\\\n",
       "xeXvZ5afL3XoIK1bJ9XV2U7jLZ4uQGVlZcrKylJGRoYKCwtP+v2CBQuUm5urgQMHavTo0aqurraQ\\\n",
       "EgD8Y8kSs2X9T2TOP1+6+mrzmmmw6PJsAWpqatLMmTNVVlamTZs2qaSkRJs3bz5un759++qtt95S\\\n",
       "dXW1fvrTn+quu+6ylBYAvG/7drOYt0MH7v/TGuFpsP/9X7s5vMazBaiyslLp6enq3bu3kpOTVVBQ\\\n",
       "oMWLFx+3z6hRo9S5c2dJ0ogRI1RbW2sjKgD4wqJFZjtxoilBiMy3viW1bWtuH7Bvn+003uHZAlRX\\\n",
       "V6e0tLTm96mpqar7ignUZ555RhMYkwWAmHnlFbOdPNluDrfp3t2sBWpokE7473icA88WoEArVte9\\\n",
       "+eabevbZZ0+5TggAcO7q6qSVK82aFv5bs/VuuMFsX3rJbg4vSbIdIFaCwaBqamqa39fU1Cg1NfWk\\\n",
       "/aqrqzVt2jSVlZWpS5cup/ysOXPmNL/Oz89Xfn5+tOMCgKe9+qrZjh8vdepkN4sbXX+9dPfd0v/9\\\n",
       "n7R/v3TBBdH77FAopFAoFL0PdImA4ziO7RCx0NjYqMzMTJWXlyslJUV5eXkqKSlRdnZ28z5/+ctf\\\n",
       "dOWVV+q3v/2tRo4cedJnhEeRPHqIACBuxoyRQiHphRekW26xncadrrxSevNN6X/+R7r11th8h5/O\\\n",
       "e56dAktKSlJRUZHGjRun/v37a+rUqcrOzlZxcbGKi4slSY888oj27dunGTNmaPDgwcrLy7OcGgC8\\\n",
       "p7ZWWrFCatdOmjTJdhr3Ck+D/f73dnN4hWdHgKLBT00YAGLl8celBx+UpkxhDcu52LVLSkkxr+vq\\\n",
       "pJ49o/8dfjrveXYECABgn+OYKRspdtM2ftGjh1lA3tQkLVhgO437UYAAADGzbp20aZPUrZtZAI1z\\\n",
       "c/vtZjt/vimXOHsUIABAzDz/vNnedJOUnGw3ixdMnGjK5IYN0tq1ttO4GwUIABAThw+3FCCmv6Kj\\\n",
       "XTvp5pvN6/nz7WZxOwoQACAmfv978+iGYcOkoUNtp/GO8DTYwoWmZOLsUIAAADHx61+b7YwZdnN4\\\n",
       "TW6uKZX79kkvvmg7jXtRgAAAUVdVJVVUSJ07S1On2k7jPf/8z2b75JMshj5bFCAAQNQ9+aTZ3nab\\\n",
       "1LGj3SxeNHWquSy+qkp65x3badyJAgQAiKq6Oum3v5XatGkZqUB0nXeedNdd5vUTT9jN4lYUIABA\\\n",
       "VD3xhNTQIE2eLKWn207jXTNmmFsLLFokbdliO437UIAAAFHz2Wcti58feMBuFq9LSTFXhDmO9Itf\\\n",
       "2E7jPhQgAEDU/Nd/SQcPmqe/Dx9uO433Pfig1LatmXLcts12GnehAAEAoqK+XvrP/zSv5861m8Uv\\\n",
       "+vY1N0ZsapJ+/nPbadyFAgQAiIrCQjP6M368dPnlttP4x8MPm1Gg+fPNIzIQGQoQAOCcbd8uFRWZ\\\n",
       "1z/7md0sfnPJJdL3vy8dPSr9+Me207gHBQgAcM7uu0/64gupoIDHXtgwe7bUqZO0dKn0xhu207gD\\\n",
       "BQgAcE6WLZNefdXc8PA//sN2Gn/q3t1MhUnS3XfzjLBIUIAAAGft88+le+4xr2fPloJBu3n87L77\\\n",
       "pEsvlT7+WPr3f7edJvEFHIeniJxOIBCQJHGIAODUZsww9/0ZOFBavVpq1852In9btUoaPdosil61\\\n",
       "yjw0tTX8dN5jBAgAcFaWLjXlp1076YUXKD+JYNQo8/iRxkazHuvAAduJEhcFCADQatu2SbfcYl4/\\\n",
       "8ogZAUJiKCyUcnPNVNj3v8/T4k+HAgQAaJXPP5euv17au1eaMEH60Y9sJ8Kxzj9fevFFqUMHqaTE\\\n",
       "FCKcjAIEAIjYl19KN9wgrV8vZWRICxaY9SZILFlZ5vEYgYD0L/8ivfSS7USJhwIEAIhIY6N0661m\\\n",
       "7U/XrtKSJdIFF9hOhdO5/vqW0Z+bbpIWL7abJ9FQgAAAZ3T4sDRlivS735kb7i1bZkYZkNh+9CPp\\\n",
       "gQdMeQ3/7weDAgQA+Eo7dkhXXWVGELp0kcrKuNuzWwQCZhQoXIIKCsw9glgYzX2AvpKf7ocAAKey\\\n",
       "bJmZ9tq1S0pNNe/797edCq3lONKvfmVGhBxHuuYa8/DUnj2P389P5z1GgAAAJ9m5U7r5ZvNk9127\\\n",
       "pLFjpTVrKD9uFQhI99/fMoq3dKm5a3RxsdTUZDudHZ4tQGVlZcrKylJGRoYKT3MN4L333quMjAzl\\\n",
       "5uZq3bp1cU4IAIln925z1VB6urRwobmk+he/MCM/PXrYTodzNWmS9MEH0tVXS3v2mPsEDRlirhJr\\\n",
       "bLSdLr48OQXW1NSkzMxMLV++XMFgUMOHD1dJSYmys7Ob9yktLVVRUZFKS0v13nvv6Qc/+IEqKiqO\\\n",
       "+xw/DQUC8K+mJuntt82UyEsvtTxIc+JE6cknpb597eZD9DmO9MorZkps+3bzz/r0kbZt8895z5Mj\\\n",
       "QJWVlUpPT1fv3r2VnJysgoICLT7h+r8lS5botttukySNGDFC+/fv186dO23EBYC4OnpU2rLFPL7i\\\n",
       "u9+VLrpIGjNGev55U34mTJAqKqTXXqP8eFUgYK4K27xZeuopqV8/c3dvP0myHSAW6urqlJaW1vw+\\\n",
       "NTVV77333hn3qa2tVc8TV4QBgMs0NJjpjT17pPp6qa5O+vOfzc9HH0lVVdLBg8f/mT59zJqf733P\\\n",
       "nAzhD+3bS3ffLU2fbq7uu/Za24nix5MFKDx1dSYnDvGd7s9NmxbZ97ZmxDBW+5KDHOTwfo6jR6Uv\\\n",
       "vjA/hw+3bMM/J5abUwkGzZPCL7/cTHVlZppRAfhT27bm74GfeLIABYNB1dTUNL+vqalRamrqV+5T\\\n",
       "W1urYDB4ys/7zW/mHPMu/+8/AJCY2rQxd2ru2lXq1s1c6tyvnxnl6dtXGjBA6tXLdkokilAopFAo\\\n",
       "ZDtG3HlyEXRjY6MyMzNVXl6ulJQU5eXlfeUi6IqKCs2aNeu0i6CffjryQ9Sa/4KK1b7kIAc5vJ0j\\\n",
       "EDBXZ7Vvf/K2fXtzp+Y2nlzhiVjz08U/nhwBSkpKUlFRkcaNG6empibdeeedys7OVnFxsSRp+vTp\\\n",
       "mjBhgkpLS5Wenq6OHTtq/vz5p/28SKfAAACAO3hyBCha/NSEAQDw03mPQVIAAOA7FCAAAOA7FCAA\\\n",
       "AOA7FCAAAOA7FCAAAOA7FCAAAOA7FCAAAOA7FCAAAOA7FCAAAOA7FCAAAOA7FCAAAOA7FCBYFwqF\\\n",
       "bEfwBY5z7HGMY49jjGihAME6/g8tPjjOsccxjj2OMaKFAgQAAHwn4PjhmfdnKRAI2I4AAEDc+aEa\\\n",
       "MAIEAAB8J8l2gETmhwYMAIAfMQIEAAB8hwIEAAB8hwL0d2VlZcrKylJGRoYKCwtPuc+9996rjIwM\\\n",
       "5ebmat26dXFO6H5nOsYLFixQbm6uBg4cqNGjR6u6utpCSneL5O+xJK1evVpJSUlatGhRHNN5QyTH\\\n",
       "OBQKafDgwcrJyVF+fn58A3rEmY5zfX29xo8fr0GDBiknJ0fPPfdc/EO62B133KGePXtqwIABp93H\\\n",
       "8+c8B05jY6PTr18/Z9u2bc6XX37p5ObmOps2bTpun9dff9255pprHMdxnIqKCmfEiBE2orpWJMf4\\\n",
       "3Xffdfbv3+84juMsXbqUY9xKkRzj8H5jxoxxJk6c6Lz88ssWkrpXJMd43759Tv/+/Z2amhrHcRxn\\\n",
       "9+7dNqImvHt9AAAD/0lEQVS6WiTHefbs2c5PfvITx3HMMb7wwgudhoYGG3Fd6a233nLWrl3r5OTk\\\n",
       "nPL3fjjnMQIkqbKyUunp6erdu7eSk5NVUFCgxYsXH7fPkiVLdNttt0mSRowYof3792vnzp024rpS\\\n",
       "JMd41KhR6ty5syRzjGtra21Eda1IjrEkzZs3T1OmTFH37t0tpHS3SI7xwoULNXnyZKWmpkqSunXr\\\n",
       "ZiOqq0VynHv16qUDBw5Ikg4cOKCuXbsqKYnreiJ1+eWXq0uXLqf9vR/OeRQgSXV1dUpLS2t+n5qa\\\n",
       "qrq6ujPuwwk6cpEc42M988wzmjBhQjyieUakf48XL16sGTNmSOJeV60VyTHeunWr9u7dqzFjxmjY\\\n",
       "sGF64YUX4h3T9SI5ztOmTdPGjRuVkpKi3NxcPfHEE/GO6Wl+OOdRlxX5ScA54bJ4Th6Ra82xevPN\\\n",
       "N/Xss89q5cqVMUzkPZEc41mzZumxxx5TIBCQ4zjc6qGVIjnGDQ0NWrt2rcrLy3Xo0CGNGjVKI0eO\\\n",
       "VEZGRhwSekMkx/nRRx/VoEGDFAqF9PHHH+vqq6/W+vXr1alTpzgk9Aevn/MoQJKCwaBqamqa39fU\\\n",
       "1DQPX59un9raWgWDwbhldLtIjrEkVVdXa9q0aSorK/vK4VmcLJJjvGbNGhUUFEgyi0iXLl2q5ORk\\\n",
       "XXfddXHN6laRHOO0tDR169ZN7du3V/v27XXFFVdo/fr1FKBWiOQ4v/vuu3r44YclSf369VOfPn20\\\n",
       "ZcsWDRs2LK5ZvcoX5zy7S5ASQ0NDg9O3b19n27ZtzpEjR864CHrVqlWeXBAWS5Ec4+3btzv9+vVz\\\n",
       "Vq1aZSmlu0VyjI/1ve99z3nllVfimND9IjnGmzdvdsaOHes0NjY6n3/+uZOTk+Ns3LjRUmJ3iuQ4\\\n",
       "33fffc6cOXMcx3Gcv/71r04wGHT27NljI65rbdu2LaJF0F495zECJCkpKUlFRUUaN26cmpqadOed\\\n",
       "dyo7O1vFxcWSpOnTp2vChAkqLS1Venq6OnbsqPnz51tO7S6RHONHHnlE+/bta16fkpycrMrKSpux\\\n",
       "XSWSY4xzE8kxzsrK0vjx4zVw4EC1adNG06ZNU//+/S0nd5dIjvNDDz2k22+/Xbm5uTp69Kgef/xx\\\n",
       "XXjhhZaTu8eNN96oFStWqL6+XmlpaZo7d64aGhok+eecx8NQAQCA73AVGAAA8B0KEAAA8B0KEAAA\\\n",
       "8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0K\\\n",
       "EAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA8B0KEAAA\\\n",
       "8B0KEAAA8J3/BwOgsmoGnvSgAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[33] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtwVGWexvEnmIiAiNxkSHckQDJJEBLuFxEMqAuisq6y\\\n",
       "O3HWGyDDskMxjO6Wo9SOccZR8Y/dtcxMFbqCUwxSs+Nlw44hjKCtrhCC3AUvoAidFpAAGeQiJuHs\\\n",
       "H68dQCB0oLtPn/N+P1Wpc5qcdP9yJuV55n1/5z1pjuM4AgAAsEgrtwsAAABINgIQAACwDgEIAABY\\\n",
       "hwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIA\\\n",
       "ANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCA\\\n",
       "AACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYJ93tAlJZWlqa2yUAAJB0juO4XULCMQIEAACsQwCK\\\n",
       "geM4fCXw67HHHnO9Bhu+OM+cYz98cY4T+2UTAhAAALAOAQgAAFiHAATXFRcXu12CFTjPicc5TjzO\\\n",
       "MeIlzbFt0q8FoneBcYoAADaw6brHCBAAALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUI\\\n",
       "QAAAwDq+DUBTpkxRt27d1K9fv3MeM2vWLOXm5qqoqEjr169PYnUAAMBNvg1AkydPVmVl5Tm/X1FR\\\n",
       "oe3bt2vbtm16/vnnNWPGjCRWBwAA3OTbADRq1Ch17NjxnN9fsmSJ7rvvPknSsGHDVFdXp7179yar\\\n",
       "PAAA4CLfBqDziUQiysrKanodDAZVU1PjYkUAACBZ0t0uwE3ff9ZJ9BkoAACc6sQJqbJSCoWkjAzp\\\n",
       "1lulESPcrgoXw9oAFAgEFA6Hm17X1NQoEAic9djS0tKm/eLiYp5GDAAW2btXKikx4SfqySelu++W\\\n",
       "XnhBuuwy10qLi1AopNCpv5wlfP00+C+++EK33XabNm/efMb3KioqVFZWpoqKClVVVWn27Nmqqqo6\\\n",
       "7RibnooLADhTXZ00apT04YfSVVdJP/mJdOSING+edPSoNGGCtGSJdMklblcaHzZd93wbgO666y69\\\n",
       "8847qq2tVbdu3fT444+rvr5ekjR9+nRJ0syZM1VZWal27dppwYIFGjhw4GnvYdMfAgDgTD/6kfTf\\\n",
       "/y3l50tvvSV1727+feNG6cYbpdpa6dFHpd/8xt0648Wm655vA1A82PSHAAA43Z/+JP3DP0jt2kmb\\\n",
       "Nkm9ep3+/VBIGjtWatVKWr1aGjTIlTLjyqbrnrV3gQEAcC7ffCP9/Odm/5lnzgw/klRcLP3sZ1Jj\\\n",
       "o/TQQ5IFmcFXGAFqhk1JGABw0rPPSrNnS0VF0rp1ZpTnbOrqTDg6eFB6800zLeZlNl33GAECAOAU\\\n",
       "x45JTz1l9n/1q3OHH0m68krpX//V7P/bvyW+NsQPI0DNsCkJAwCM+fOlqVOlgQOlDz6QzrdE3JEj\\\n",
       "0tVXSwcOmF6goUOTU2ci2HTdYwQIAIDvOI7029+a/Z/97PzhRzJN0lOmmP3ozyL1MQLUDJuSMADA\\\n",
       "jOAMHy516iRFIrEvcvj551JOjlkluqZG6to1sXUmik3XPUaAAAD4zvz5ZjtlSstWeO7VS7r5Zunb\\\n",
       "b6XFixNTG+KLAAQAgEx4eeUVs3/vvS3/+XvuMdtFi+JXExKHAAQAgKTly00j8zXXSP36tfznJ06U\\\n",
       "Lr9cqq6Wtm2Lf32ILwIQAAA6OXVVUnJhP9+2rXTHHWb/5ZfjUxMShwAEALDesWPS//yP2b/QAHTq\\\n",
       "z77++sXXhMQiAAEArLdsmXT4sHmeV07Ohb/P2LFmGmzjRmnnzvjVh/gjAAEArPfnP5vt3/3dxb1P\\\n",
       "69bS+PFmf8mSi3svJBYBCABgNceRKirM/i23XPz7TZxotuXlF/9eSBwWQmyGTQtCAYCt1q0zU1+B\\\n",
       "gBQOx7b6c3MOHJCuusq8z7595nlhXmHTdY8RIACA1aLTX7fccvHhRzKrSI8aJTU0SJWVF/9+SAwC\\\n",
       "EADAam+8Yba33hq/95wwwWzffDN+74n4YgqsGTYNBQKAjfbtM9NVrVtL+/ebB5vGw/r15mnyWVnm\\\n",
       "brB4jCwlg03XPUaAAADWCoXM9rrr4hd+JKmoyDwQNRyWPv00fu+L+CEAAQCs9fbbZjtmTHzft1Ur\\\n",
       "6YYbzD7TYKmJAAQAsNZbb5nt2LHxf++bbjJbAlBqogeoGTbNhQKAbSIRKRg0KzcfOCBlZMT3/Xft\\\n",
       "knr0kNq3N/1F8X7/RLDpuscIEADAStHpr1GjEhNOrr5a+uEPpa+/ltaujf/74+IQgAAAVooGoERM\\\n",
       "f0Vdf73Zvvde4j4DF4YABACwUiL7f6JGjTLbd99N3GfgwtAD1Ayb5kIBwCY7dki9ekkdO5q1gC65\\\n",
       "JDGfs3OnlJ1tPqe21twdlspsuu6l+P8UAADEX3REZvToxIUfyTRBZ2VJBw9KW7Yk7nPQcgQgAIB1\\\n",
       "3n/fbK+7LvGfNXq02TINlloIQAAA66xcabbXXpv4z4r2AdEInVp8G4AqKyuVn5+v3NxczZ0794zv\\\n",
       "19bWavz48erfv7/69u2rl156KflFAgCSLjoddeml0qBBif+8U0eALGit8QxfBqDGxkbNnDlTlZWV\\\n",
       "2rp1qxYvXqyPPvrotGPKyso0YMAAbdiwQaFQSA899JAaGhpcqhgAkCxVVWY7eLB5CGqi5edLXbpI\\\n",
       "u3dLn3+e+M9DbHwZgKqrq5WTk6Ps7GxlZGSopKRE5eXlpx3TvXt3HTp0SJJ06NAhde7cWenp6W6U\\\n",
       "CwBIomROf0nmSfBMg6UeXwagSCSirKysptfBYFCRSOS0Y6ZNm6YtW7YoMzNTRUVFevbZZ5NdJgDA\\\n",
       "BdEG6JEjk/eZ0bAVHX2C+3wZgKLrGDTnySefVP/+/fXll19qw4YN+ulPf6qvv/46CdUBANzS0CCt\\\n",
       "Xm32R4xI3ucOH262BKDU4cs5n0AgoHA43PQ6HA4rGAyedszKlSs1Z84cSVLv3r3Vs2dPffLJJxo8\\\n",
       "ePAZ71daWtq0X1xcrOLi4oTUDQBIrE2bpKNHpd69pW7dkve5Awea9YY2b5aOHJHatUveZ59PKBRS\\\n",
       "KBRyu4yk8+VK0A0NDcrLy9OKFSuUmZmpoUOHavHixSooKGg65sEHH1SHDh302GOPae/evRo0aJA2\\\n",
       "bdqkTp06NR1j04qYAGCD556TZs2S7r1X+v3vk/vZgwZJ69ZJodDJZ4SlGpuue76cAktPT1dZWZnG\\\n",
       "jRunPn366Ec/+pEKCgo0b948zZs3T5L06KOP6oMPPlBRUZFuvPFGPfPMM6eFHwCA/yS7AfpUTIOl\\\n",
       "Fl+OAMWLTUkYAGzQo4e0a5eZCuvXL7mfvXChGXm6/Xbp9deT+9mxsum6RwBqhk1/CADgd7t3S5mZ\\\n",
       "Uvv2Ul1d8h9M+umnUl6e9IMfSF9+aW6PTzU2Xfd8OQUGAMD3rV1rtgMHuvNU9txc81T4PXukU+7T\\\n",
       "gUsIQAAAK0QD0Flu9k2KtDT6gFIJAQgAYIUPPjBbtwKQRABKJQQgAIDvOU5qBKBhw8yWAOQ+mqCb\\\n",
       "YVMzGAD4WSQiBYNShw7mafBuNSAfPCh16mQewnrokHkifSqx6brHCBAAwPei/T+DBrl791XHjuZO\\\n",
       "sOPHzarQcA8BCADge6kw/RUVrSFaE9xBAAIA+B4BCN9HAAIA+FqqNEBHEYBSA03QzbCpGQwA/GrX\\\n",
       "LvMIjE6dpNpa91dgPnzYNGO3amUaodu0cbeeU9l03WMECADga6nSAB11+eVSQYHU0GCeSQZ3EIAA\\\n",
       "AL6WStNfUUyDuY8ABADwNQIQzoYABADwrVRrgI4iALmPJuhm2NQMBgB+9MUXUs+eUpcu0ldfpUYP\\\n",
       "kCQdOya1b28C2qFDUrt2bldk2HTdYwQIAOBbp47+pEr4kcydX337SidOSBs2uF2NnQhAAADfSsXp\\\n",
       "ryimwdxFAAIA+BYBCOdCAAIA+JLjnFwDiACE76MJuhk2NYMBgN989pmUkyN16ybt3p1aPUCSeSJ8\\\n",
       "+/ZmQcS6OumKK9yuyK7rHiNAAABfStUG6KjWraXCQjNStX6929XYhwAEAPClVO7/iWIazD0EIACA\\\n",
       "L3kpAK1Z424dNiIAAQB858QJad06sz9okLu1NCcagKLN2kgemqCbYVMzGAD4yaefSnl5UmamFIm4\\\n",
       "Xc251debRujjx6WDB6Urr3S3Hpuue4wAAQB8xwvTX5KUkSEVFZn96IgVkoMABADwHa8EIIlGaLf4\\\n",
       "NgBVVlYqPz9fubm5mjt37lmPCYVCGjBggPr27avi4uLkFggASBgvBaBojxJ9QMnlyx6gxsZG5eXl\\\n",
       "afny5QoEAhoyZIgWL16sgoKCpmPq6uo0cuRILVu2TMFgULW1terSpctp72PTXCgA+EVjo+mlOXxY\\\n",
       "2rtXuuoqtytq3qZNZhqsVy+zeKObbLru+XIEqLq6Wjk5OcrOzlZGRoZKSkpUXl5+2jEvv/yy7rzz\\\n",
       "TgWDQUk6I/wAALzp009N+MnKSv3wI0l9+kiXXSZ9/rlphEZy+DIARSIRZWVlNb0OBoOKfO82gG3b\\\n",
       "tunAgQMaM2aMBg8erIULFya7TABAAnhp+kuS0tOl/v3NPtNgyePLAJQWw5rn9fX1WrdunSoqKrRs\\\n",
       "2TL9+te/1rZt25JQHQAgkbwWgCTWA3JDutsFJEIgEFA4HG56HQ6Hm6a6orKystSlSxe1adNGbdq0\\\n",
       "0ejRo7Vx40bl5uae8X6lpaVN+8XFxTRMA0AKS+UnwJ9LtBHajTvBQqGQQqFQ8j/YZb5sgm5oaFBe\\\n",
       "Xp5WrFihzMxMDR069Iwm6I8//lgzZ87UsmXLdPz4cQ0bNkx//OMf1adPn6ZjbGoGAwA/aGiQOnSQ\\\n",
       "jh6Vamulzp3drig2H34o9esnZWdLO3a4V4dN1z1fjgClp6errKxM48aNU2Njo6ZOnaqCggLNmzdP\\\n",
       "kjR9+nTl5+dr/PjxKiwsVKtWrTRt2rTTwg8AwHs+/tiEn+xs74QfScrPl9q0kb74Qtq/31u1e5Uv\\\n",
       "R4DixaYkDAB+8NJL0uTJ0qRJ0p/+5HY1LTNypLRypbRsmfQ3f+NODTZd93zZBA0AsJMXG6CjWBAx\\\n",
       "uQhAAADfiIaHVH4C/LnwSIzkIgABAHyhvl7asMHsezkAMQKUHAQgAIAvbN0qffON1Lu31LGj29W0\\\n",
       "XF6e1K6dtHOntG+f29X4HwEIAOALXu7/kaRLLpEGDDD7jAIlHgEIAOALXlwA8ftohE4eAhAAwBei\\\n",
       "I0Be7P+JohE6eQhAAADP+/ZbaeNGsz9woLu1XAxGgJKHAAQA8LzNm00Iysszj8Lwqh/+ULr8cikc\\\n",
       "lr76yu1q/I0ABADwvDVrzNbL/T+SaYSOjmAxCpRYBCAAgOdFe2aGDHG3jnhw88nwNiEAAQA8zy8j\\\n",
       "QBKN0MnCw1CbYdND4QDAq44ela64QnIc6euvpbZt3a7o4nzyiXk6fCAg1dQk97Ntuu4xAgQA8LQN\\\n",
       "G6TGRumaa7wffiQpN1dq316KRKQ9e9yuxr8IQAAAT4tOf/mh/0eSWrXidvhkIAABADzNTw3QUTRC\\\n",
       "Jx4BCADgaX5qgI7iyfCJRxN0M2xqBgMALzp0yCx8eOmlZr91a7crio9t28yiiN27S19+mbzPtem6\\\n",
       "xwgQAMCzoiMkhYX+CT+S1Lu3CXa7dyc3ANmEAAQA8Cw/9v9IphGaFaETiwAEAPAsv90BdioWREws\\\n",
       "AhAAwLOi4cBPDdBRNEInFk3QzbCpGQwAvKa2Vura1Sx++Ne/SunpblcUX599JuXkSN26mV6g7y5J\\\n",
       "CWXTdY8RIACAJ0VHfwYM8F/4kaRevaQrr5T27qUROhEIQAAAT/Lj+j+nSks7+butXu1uLX5EAAIA\\\n",
       "eFI0FAwf7m4diRT93QhA8UcAAgB4juNIVVVm34YAtGqVu3X4EU3QzbCpGQwAvGT7dvPU9GQ2CLsh\\\n",
       "2ujdpo1p9M7ISOzn2XTd8+0IUGVlpfLz85Wbm6u5c+ee87g1a9YoPT1dr732WhKrAwBcjFNHf/wa\\\n",
       "fiSpSxcT9I4dkzZvdrsaf/FlAGpsbNTMmTNVWVmprVu3avHixfroo4/OetzDDz+s8ePHW5F2AcAv\\\n",
       "bJj+imIaLDF8GYCqq6uVk5Oj7OxsZWRkqKSkROXl5Wcc99xzz2nSpEnq2rWrC1UCAC6UjQEo+jsj\\\n",
       "PnwZgCKRiLKysppeB4NBRSKRM44pLy/XjBkzJJ2c9wQApLajR6WNG83zsvx6C/ypRowwWwJQfPky\\\n",
       "AMUSZmbPnq2nn35aaWlpchyHKTAA8Ih166SGBqlfP+nyy92uJvH69TNN0Nu3m6ZoxIcP186UAoGA\\\n",
       "wuFw0+twOKxgMHjaMWvXrlVJSYkkqba2VkuXLlVGRoYmTpx4xvuVlpY27RcXF6u4uDghdQMAzs+m\\\n",
       "6S/JrHI9ZIj07rvmd7/11vi+fygUUigUiu+beoAvb4NvaGhQXl6eVqxYoczMTA0dOlSLFy9WQUHB\\\n",
       "WY+fPHmybrvtNt1xxx2n/btNtwMCgFdMmiS9+qq0YIF0//1uV5McDz8sPfOMNGeO9MQTifscm657\\\n",
       "vhwBSk9PV1lZmcaNG6fGxkZNnTpVBQUFmjdvniRp+vTpLlcIALhQto0ASfQBJYIvR4DixaYkDABe\\\n",
       "EA5LV19tHhK6f79phLbB7t1SZqbpeaqrky65JDGfY9N1z5I/HQCAH/zf/5ntiBH2hB9J6t5d6tFD\\\n",
       "OnxY2rrV7Wr8waI/HwCA10UD0KhR7tbhhug02MqV7tbhFwQgAIBnvPee2V53nbt1uCH6O0fPAS4O\\\n",
       "PUDNsGkuFABS3cGDUufO5oGgf/2rdNllbleUXJs3S4WFUlaWtGtXYj7DpuseI0AAAE94/33JcaSh\\\n",
       "Q+0LP5J0zTVSx46mEXznTrer8T4CEADAE6JTPzb2/0im6Ts6Dfbuu+7W4gcEIACAJ9jcAB0V/d3p\\\n",
       "A7p4BCAAQMo7dkxas0ZKS5OuvdbtatwzerTZMgJ08QhAAICUV10t1ddLRUVShw5uV+OegQOltm2l\\\n",
       "Tz6RvvrK7Wq8jQAEAEh5Nt/+fqqMjJPrATENdnEIQACAlEf/z0lMg8UHAQgAkNLq6wlAp6IROj4I\\\n",
       "QACAlFZdLR05IhUUmGdi2W7YMDMVtmGDeTAqLgwBCACQ0lasMNsbbnC3jlTRtq00fLhZFDIUcrsa\\\n",
       "7yIAAQBSWjQAjR3rbh2p5MYbzXb5cnfr8DICEAAgZR05Iq1aZVZBLi52u5rUEQ1A0XCIliMAAQBS\\\n",
       "1vvvmybogQPNc7BgDBkiXX659PHHUk2N29V4EwEIAJCymP46u4yMkyNijAJdGAIQACBl0QB9bkyD\\\n",
       "XZw0x3Ect4tIVWlpaZIkThEAJN+BA1KXLlJ6urndu21btytKLR9+KPXrZ5YGiETMc9Iulk3XPUaA\\\n",
       "AAAp6S9/Mbd6X3cd4edsrrlG6tZN2r1b2rrV7Wq8hwAEAEhJFRVmO2GCu3WkqrQ06aabzP6yZe7W\\\n",
       "4kUEIABAyjlxQqqsNPsEoHOLnps33nC3Di+iB6gZNs2FAkAqWbNGGjpU6tFD2rEjPv0tfnTggNS1\\\n",
       "q1knaf9+6YorLu79bLruMQIEAEg50emvm28m/DSnUyfp2mulhgbpzTfdrsZbCEAAgJSzdKnZMv11\\\n",
       "frfcYrZMg7UMU2DNsGkoEABSxb595u6mjAwzxdOundsVpbbNm6XCQnPOvvzSTIddKJuue4wAAQBS\\\n",
       "ytKl5vb3668n/MSib18pK0vau1dat87tarzD1wGosrJS+fn5ys3N1dy5c8/4/qJFi1RUVKTCwkKN\\\n",
       "HDlSmzZtcqFKAMCpXnvNbG+/3d06vCIt7eQ02P/+r7u1eIlvp8AaGxuVl5en5cuXKxAIaMiQIVq8\\\n",
       "eLEKCgqajlm1apX69OmjDh06qLKyUqWlpaqqqmr6vk1DgQCQCg4fNnc1ffONWd04M9Ptirxh2TJp\\\n",
       "/HizOOKHH174+9h03fPtCFB1dbVycnKUnZ2tjIwMlZSUqLy8/LRjRowYoQ4dOkiShg0bphoeqQsA\\\n",
       "rlq61ISfa68l/LTE2LFSx47Sli3SRx+5XY03+DYARSIRZWVlNb0OBoOKRCLnPP7FF1/UBG43AABX\\\n",
       "vfqq2d5xh7t1eE1GhvS3f2v2o+cQzfNtAEprwcIRb7/9tubPn3/WPiEAQHJ8883JW7kJQC03aZLZ\\\n",
       "vvKKu3V4RbrbBSRKIBBQOBxueh0OhxUMBs84btOmTZo2bZoqKyvVsWPHs75XaWlp035xcbGKi4vj\\\n",
       "XS4AWO/NN00P0MCBUs+eblfjPTfeaFaC3rhR2rZNys2N7edCoZBCoVBCa0tFvm2CbmhoUF5enlas\\\n",
       "WKHMzEwNHTr0jCboXbt2aezYsfrDH/6g4cOHn/EeNjWDAYDb7r1XWrhQeuIJac4ct6vxpnvukf7w\\\n",
       "B+mpp6Rf/KLlP2/Tdc+3AUiSli5dqtmzZ6uxsVFTp07VI488onnz5kmSpk+frgceeECvv/66rr76\\\n",
       "aklSRkaGqqurm37epj8EAHDTkSNmIb8jR6Tt26Xevd2uyJuWLDG9QIWFZiSopWy67vk6AF0sm/4Q\\\n",
       "AMBNixZJd99t7v56/323q/Gu48fN3XMHDkjr10v9+7fs52267vm2CRoA4B0LF5rt3Xe7W4fXtW4t\\\n",
       "/fjHZv/3v3e3llTHCFAzbErCAOCWPXukQMA8w2rPHqlzZ7cr8rYPPpCGDDELSkYi5hb5WNl03WME\\\n",
       "CADgqoULpRMnzJPfCT8Xb9AgsyL0vn1mYUmcHQEIAOCaEyek5583+w884G4tfpGWJt1/v9l/6SU3\\\n",
       "K0ltTIE1w6ahQABww4oVZv2aYFDasUNK9+3qdMm1e7d5QnxamrRrl9S9e2w/Z9N1jxEgAIBrTh39\\\n",
       "IfzET/fu5nb4hoaT5xinYwSoGTYlYQBItj17pKuvlhobpZ07zSgQ4uftt81DUn/wA3N+L730/D9j\\\n",
       "03WPESAAgCvKyqT6eun22wk/iVBcbJqh9+zhAalnQwACACTdkSPS735n9v/lX9ytxa/S0qSZM83+\\\n",
       "f/6nZMGgTosQgAAASbdggXTwoDRihPlCYtxzj1laoLraTInhJAIQACCp6uulf/93s8/oT2K1ayfN\\\n",
       "nm32f/Mbd2tJNTRBN8OmZjAASJYXXpB+8hMpL0/askW65BK3K/K3ujqpRw/p0CFp1Spp+PBzH2vT\\\n",
       "dY8RIABA0hw/Lv3612b/8ccJP8lw5ZXST39q9n/5S3drSSUEIABA0rzwghQOS/36SX//925XY4+H\\\n",
       "HpI6dJDefFP6y1/criY1EIAAAElx8KBUWmr2H3/cPPwUydG5s/TII2b/4YfNI0hsx58fACApSkul\\\n",
       "/ful6683a/8guWbNMustbdjAM8IkmqCbZVMzGAAk0ocfSv37m7Vo1q+XCgvdrshOixZJd98tdeok\\\n",
       "ffyx1LXr6d+36brHCBAAIKEaGqQpU8wjL/7pnwg/bvrxj83DZw8cYAkCRoCaYVMSBoBEefJJac4c\\\n",
       "83TyzZtNMy7cs22baUI/flxaskS67baT37PpuscIEAAgYdatO9n4/OKLhJ9UkJsrPfGE2Z88Wfry\\\n",
       "S3frcQsBCACQEPv3S3feaVZ+/ud/lm66ye2KEPXgg+Z/j/37TU9Qfb3bFSUfU2DNsGkoEADiqaFB\\\n",
       "uvVWadkyacgQ6b33pNat3a4Kp9q92zSmf/WVCai//a1d1710twsAAPiL45hHXSxbZtafeeUVwk8q\\\n",
       "6t5dev11acwY6Xe/M1NjNmEEqBk2JWEAiAfHMasO/8d/SG3bSsuX87T3VBe9Nd6w57pHDxAAIC4a\\\n",
       "G6Xp0034SU83Iz+En9T3j/8oPfus21UkH1NgAICLVlcn3XOP9Oc/S5ddZsLPzTe7XRViNWuWCbAP\\\n",
       "Puh2JcnDFFgzmAIDgPOrqjJTKJ99JnXsKJWXS6NGuV0VLoRN1z2mwAAAF+TQITNycO21JvwMGCCt\\\n",
       "XUv4gTf4NgBVVlYqPz9fubm5mjt37lmPmTVrlnJzc1VUVKT169cnuUIA8Kavv5aeekrq2VN67jnz\\\n",
       "VPdHHpFWrjT/BniBL3uAGhsbNXPmTC1fvlyBQEBDhgzRxIkTVVBQ0HRMRUWFtm/frm3btmn16tWa\\\n",
       "MWOGqqqqXKwaAFKX40gffCDNn2/uGvr6a/Pv110nlZVJRUXu1ge0lC8DUHV1tXJycpSdnS1JKikp\\\n",
       "UXl5+WkBaMmSJbrvvvskScOGDVNdXZ327t2rbt26uVEyAKQUx5F27JCqq6W33pLeeOP0RyaMGiX9\\\n",
       "8pfSDTdI37WNAJ7iywAUiUSUlZXV9DoYDGr16tXnPaampoYABMAKjY3mieD79km1tdLevaaPJ/q1\\\n",
       "aZN5TMKpgkHzaIsHHpD69nWnbiBefBmA0mL8vyPf73I/189NmxbLe8X0kb4+1u3P99qxbn++1451\\\n",
       "+/NT4diWvue330rHjpmvb745uX/smHT48Pnfr2tXaehQs5bPLbeYaS5Ge+AXvgxAgUBA4XC46XU4\\\n",
       "HFYwGGz2mJqaGgUCgbO+33/9V+kpr4q/+wIA70pLM4+p6NLFfHXtahqYe/c2X/n5Uo8eBB4bhEIh\\\n",
       "hUIht8tIOl+uA9TQ0KC8vDytWLFCmZmZGjp0qBYvXnxGE3RZWZkqKipUVVWl2bNnn9EEHR0Rev75\\\n",
       "2E5RS/5D4ddj3f58rx3r9ud77Vi3P99rx156qdSmjVmYsE2b07/atTOrNQOnsmkdIF/++aenp6us\\\n",
       "rEzjxo1TY2Ojpk6dqoKCAs2bN0+SNH36dE2YMEEVFRXKyclRu3bttGDBgnO+XyxTYAAAwDt8OQIU\\\n",
       "LzYlYQAAbLru+XYhRAAAgHMhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAA\\\n",
       "rEMAAgAA1iEAAQAA6xCAAACAdQhAcF0oFHK7BCtwnhOPc5x4nGPECwEIruM/aMnBeU48znHicY4R\\\n",
       "LwQgAABgnTTHhmfeX6C0tDS3SwAAIOlsiAaMAAEAAOuku11AKrMhAQMAYCNGgAAAgHUIQAAAwDoE\\\n",
       "oO9UVlYqPz9fubm5mjt37lmPmTVrlnJzc1VUVKT169cnuULvO985XrRokYqKilRYWKiRI0dq06ZN\\\n",
       "LlTpbbGMMeqJAAAEwElEQVT8HUvSmjVrlJ6ertdeey2J1flDLOc4FAppwIAB6tu3r4qLi5NboE+c\\\n",
       "7zzX1tZq/Pjx6t+/v/r27auXXnop+UV62JQpU9StWzf169fvnMf4/prnwGloaHB69+7t7Nixw/n2\\\n",
       "22+doqIiZ+vWracd88Ybbzg333yz4ziOU1VV5QwbNsyNUj0rlnO8cuVKp66uznEcx1m6dCnnuIVi\\\n",
       "OcfR48aMGePccsstziuvvOJCpd4Vyzk+ePCg06dPHyccDjuO4zj79u1zo1RPi+U8P/bYY84vfvEL\\\n",
       "x3HMOe7UqZNTX1/vRrme9O677zrr1q1z+vbte9bv23DNYwRIUnV1tXJycpSdna2MjAyVlJSovLz8\\\n",
       "tGOWLFmi++67T5I0bNgw1dXVae/evW6U60mxnOMRI0aoQ4cOksw5rqmpcaNUz4rlHEvSc889p0mT\\\n",
       "Jqlr164uVOltsZzjl19+WXfeeaeCwaAkqUuXLm6U6mmxnOfu3bvr0KFDkqRDhw6pc+fOSk/nvp5Y\\\n",
       "jRo1Sh07djzn92245hGAJEUiEWVlZTW9DgaDikQi5z2GC3TsYjnHp3rxxRc1YcKEZJTmG7H+HZeX\\\n",
       "l2vGjBmSWOuqpWI5x9u2bdOBAwc0ZswYDR48WAsXLkx2mZ4Xy3meNm2atmzZoszMTBUVFenZZ59N\\\n",
       "dpm+ZsM1j7is2C8Czvdui+fiEbuWnKu3335b8+fP1/vvv5/AivwnlnM8e/ZsPf3000pLS5PjOCz1\\\n",
       "0EKxnOP6+nqtW7dOK1as0NGjRzVixAgNHz5cubm5SajQH2I5z08++aT69++vUCikzz77TDfddJM2\\\n",
       "btyo9u3bJ6FCO/j9mkcAkhQIBBQOh5teh8PhpuHrcx1TU1OjQCCQtBq9LpZzLEmbNm3StGnTVFlZ\\\n",
       "2ezwLM4Uyzleu3atSkpKJJkm0qVLlyojI0MTJ05Maq1eFcs5zsrKUpcuXdSmTRu1adNGo0eP1saN\\\n",
       "GwlALRDLeV65cqXmzJkjSerdu7d69uypTz75RIMHD05qrX5lxTXP3Rak1FBfX+/06tXL2bFjh3P8\\\n",
       "+PHzNkGvWrXKlw1hiRTLOd65c6fTu3dvZ9WqVS5V6W2xnONT3X///c6rr76axAq9L5Zz/NFHHzk3\\\n",
       "3HCD09DQ4Bw5csTp27evs2XLFpcq9qZYzvPPf/5zp7S01HEcx9mzZ48TCASc/fv3u1GuZ+3YsSOm\\\n",
       "Jmi/XvMYAZKUnp6usrIyjRs3To2NjZo6daoKCgo0b948SdL06dM1YcIEVVRUKCcnR+3atdOCBQtc\\\n",
       "rtpbYjnHv/rVr3Tw4MGm/pSMjAxVV1e7WbanxHKOcXFiOcf5+fkaP368CgsL1apVK02bNk19+vRx\\\n",
       "uXJvieU8P/roo5o8ebKKiop04sQJPfPMM+rUqZPLlXvHXXfdpXfeeUe1tbXKysrS448/rvr6ekn2\\\n",
       "XPN4GCoAALAOd4EBAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYh\\\n",
       "AAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACA\\\n",
       "dQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACs8//ZK9QQToSAcwAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[34] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X10VPWdx/FPIBEilfAQBDITDZCYBGMCC+GhFBt8aBCr\\\n",
       "VfEcY7enqJRlaVmWtuux1e6C2uOKe/qHmp49cBaxPqXdU3XDWUPchTKyFkIQkChECog6SSvKM5an\\\n",
       "ZHL3j58TiJBhAjNzZ+7v/Ton586Qmzvf3JP6+/T3+9570xzHcQQAAGCRXm4XAAAAkGgEIAAAYB0C\\\n",
       "EAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABY\\\n",
       "hwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIA\\\n",
       "ANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsE662wUks7S0NLdLAAAg4RzHcbuEuGMGCAAA\\\n",
       "WIcAFAXHcfiK49eiRYtcr8GGL84z59gLX5zj+H7ZhAAEAACsQwACAADWIQDBdRUVFW6XYAXOc/xx\\\n",
       "juOPc4xYSXNsW/TrgfBVYJwiAIANbBr3mAECAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAA\\\n",
       "ALAOAQgAAFjHswHogQce0NChQ3Xdddd1u8+CBQtUUFCgsrIybd26NYHVAQAAN3k2AN1///2qr6/v\\\n",
       "9vt1dXXavXu3du3apWXLlmnevHkJrA4AALjJswFo6tSpGjhwYLffX7lypWbNmiVJmjhxog4fPqx9\\\n",
       "+/YlqjwAAOAizwagC2ltbVVubm7ne7/fr5aWFhcrAgAAiZLudgFu+uqzTsLPQAEAoKccR1q3Tqqv\\\n",
       "lzo6pJtuMl8MLcnJ2gDk8/kUDAY737e0tMjn851338WLF3e+rqio4GnEAIAuvvhCmjVLeu21M//2\\\n",
       "1FPS9OlSTY00YIB7tV1IIBBQIBBwu4yE8/TT4D/66CPddttteu+99875Xl1dnaqrq1VXV6eGhgYt\\\n",
       "XLhQDQ0NXfax6am4AICLc+qUVFkpvfWW1L+/9Hd/J6WnS8uWSQcPSuXlUiAgXX6525VemE3jnmdn\\\n",
       "gO6991699dZb2r9/v3Jzc/Xoo4+qra1NkjR37lzNmDFDdXV1ys/PV79+/bRixQqXKwYApKKHHjLh\\\n",
       "Z/hwE3Suucb8+9y50rRp0qZN0g9/KD3/vJtV4qs8PQN0qWxKwgCAntuwQZoyRerVy7wuL+/6/e3b\\\n",
       "pfHjpZMnpf/+b+nWW92pM1o2jXvWXgUGAMCl6OiQ/v7vTfPzgw+eG34k6dprpV/+0rx+8EGpvT2x\\\n",
       "NaJ7zABFYFMSBgD0zKuvSnffLeXmSjt3SpmZ59/v9GmpqEjau1davlx64IHE1tkTNo17zAABANBD\\\n",
       "HR3SY4+Z1z//effhR5Iuu+zMLNBjj0mhUPzrw4UxAxSBTUkYABC9+nrpllskn0/as0fq0yfy/h0d\\\n",
       "pjl6zx5zqfyddyamzp6yadxjBggAgB7693832/nzLxx+JNMk/Q//YF4/80z86kL0mAGKwKYkDACI\\\n",
       "TjAo5eVJvXub10OHRvdzR45Ifr+5aeL775sG6WRj07jHDBAAAD3w3HNmSeuuu6IPP5KUlSXde695\\\n",
       "/eKL8akN0SMAAQAQJccxj7aQLu5qru9/32xffplmaLcRgAAAiFJTk7nkPTtbuuGGnv/8lCnSiBFS\\\n",
       "S4u5azTcQwACACBKv/ud2c6caZ731VNpadL3vmde//a3sasLPUcAAgAgCo5zJgDdc8/FH2fmTLNd\\\n",
       "uZJlMDcRgAAAiMLmzdKHH0rDhknXX3/xxyktNVeRffaZtHFjzMpDDxGAAACIwsqVZnvnneYS+IuV\\\n",
       "libdcYd5XVt76XXh4hCAAACIQl2d2X7725d+rHAAev11s7SGxONGiBHYdEMoAED3Pv1UGj5c6ttX\\\n",
       "Ongw8rO/otHebu4hdPCgtH27NHp0bOq8VDaNe8wAAQBwAatWme0NN1x6+JHMFWS33tr12EgsAhAA\\\n",
       "ABcQXv6aMSN2x6ysNNv//d/YHRPRYwksApumAgEA59fWZm58ePSouQpsxIjYHHffPnNFWd++0qFD\\\n",
       "Zus2m8Y9ZoAAAIigsdGEn8LC2IUfyfQAlZVJJ09Kf/xj7I6L6BCAAACIYO1as73xxtgf++abzZZl\\\n",
       "sMQjAAEAEEE4AE2bFvtjf+tbZvs//xP7YyMyeoAisGktFABwrlOnpAEDzDLV55+bXqBYOnFCGjTI\\\n",
       "HP+zz6QhQ2J7/J6yadxjBggAgG40NJhwct11sQ8/krmkfvJk8/rtt2N/fHSPAAQAQDfiufwVFn6u\\\n",
       "2Lp18fsMnIsABABANwhA3kUPUAQ2rYUCALo6ccL0/7S1SQcOSAMHxudzjh+XsrKkjg7zaIysrPh8\\\n",
       "TjRsGveYAQIA4DzWr5dOn5bGjIlf+JGkyy+XystNAFq/Pn6fg64IQAAAnEe4Kfmb34z/Z7EMlngE\\\n",
       "IAAAziM8GzNlSvw/iwCUeJ4NQPX19SoqKlJBQYGWLFlyzvf379+v6dOna8yYMSopKdHzzz+f+CIB\\\n",
       "AEkpFDKXwEvS178e/8+bMkVKS5M2bTI9QYg/TwagUCik+fPnq76+Xjt27FBNTY2am5u77FNdXa2x\\\n",
       "Y8fq3XffVSAQ0E9/+lO1t7e7VDEAIJns2GGe/3X11VJOTvw/LyvL9Bq1tZ0JXogvTwagxsZG5efn\\\n",
       "Ky8vTxkZGaqqqlJtbW2XfYYPH66jR49Kko4eParBgwcrPT3djXIBAEkmvPyViNmfsG98w2w3bEjc\\\n",
       "Z9rMkwGotbVVubm5ne/9fr9aW1u77DNnzhxt375dOTk5Kisr09NPP53oMgEAScqNADRpktkyA5QY\\\n",
       "ngxA4fsYRPLEE09ozJgx+vOf/6x3331XP/rRj3Ts2LEEVAcASHZuByALbsPjOk+u+fh8PgWDwc73\\\n",
       "wWBQfr+/yz7r16/XI488IkkaNWqURowYoZ07d2r8+PHnHG/x4sWdrysqKlRRURGXugEA7vvsM2n3\\\n",
       "bnN/ntLSxH3uiBHSlVeaz//wQ2nUqMR8biAQUCAQSMyHJRFP3gm6vb1dhYWFWrNmjXJycjRhwgTV\\\n",
       "1NSouLi4c5+f/OQnysrK0qJFi7Rv3z6NGzdOTU1NGjRoUOc+Nt0REwBg1NZKd9xhHn/xhz8k9rO/\\\n",
       "8x1p5UrppZekv/3bxH62ZNe458klsPT0dFVXV6uyslKjR4/WPffco+LiYi1dulRLly6VJD388MN6\\\n",
       "5513VFZWpptuuklPPfVUl/ADALCTG8tfYfQBJY4nZ4BixaYkDAAwpk41d4F+4w1pxozEfvbatdIN\\\n",
       "N0jjx5t7AiWaTeMeASgCm/4QAADm2V/9+0unTpkHoCZ6YeDYMfMA1l69zH2IMjMT+/k2jXueXAID\\\n",
       "AOBivP++CT8FBYkPP5J0xRVSSYnU3i5t2ZL4z7cJAQgAgC+9847Zlpe7VwN9QIlBAAIA4EubN5vt\\\n",
       "uHHu1UAASgwCEAAAXwrPAJ3nlnAJEw5APBIjvmiCjsCmZjAAsN3Jk6YBur1dOnLE9OO4oaPD9B8d\\\n",
       "OSK1tibmYaxhNo17zAABACDpvffM09iLitwLP5K5Aiy8BBeekULsEYAAAFBy9P+EhZfgCEDxQwAC\\\n",
       "AEDJ0f8TRgCKPwIQAABK3gBkQTuOK2iCjsCmZjAAsNmJE6YBuqPD3IG5Xz9363EcacgQczfqjz+W\\\n",
       "rroqMZ9r07jHDBAAwHpNTebqr+Ji98OPJKWlnZkFcuOZYDYgAAEArJdMy19h9AHFFwEIAGC9cMhI\\\n",
       "hivAwghA8UUAAgBYL3wJfLLOAFnQkpNwNEFHYFMzGADY6vhxc+PDtDTTAH355W5XZDiONHy4tG+f\\\n",
       "tHu3NGpU/D/TpnGPGSAAgNXefddc/XXttckTfiQTyMJPpWcZLPYIQAAAqyXTHaC/iivB4ocABACw\\\n",
       "WjJeARZGI3T8EIAAAFZL5gAUnpXavNks0yF2aIKOwKZmMACw0RdfSFlZ5gnsx45Jffu6XdG5cnOl\\\n",
       "lhapudk8qT6ebBr3mAECAFgr3ABdUpKc4UdiGSxeCEAAAGsl8/JXWPhKMBqhY4sABACwVioEoLP7\\\n",
       "gBA7BCAAgLWS+RL4sHBtW7dKoZC7tXgJAQgAYKWjR6WdO6WMDOm669yupnvZ2dLVV5s7Vn/wgdvV\\\n",
       "eAcBCABgpa1bzeMmSkulPn3criYyGqFjjwAEALBSKix/hdEHFHueDUD19fUqKipSQUGBlixZct59\\\n",
       "AoGAxo4dq5KSElVUVCS2QACAq1KhATqMGaDY8+SNEEOhkAoLC7V69Wr5fD6Vl5erpqZGxcXFnfsc\\\n",
       "PnxYU6ZM0Ztvvim/36/9+/crOzu7y3FsuiEUANjmmmukXbukLVuksWPdriayAwdML1BmpuldSk+P\\\n",
       "z+fYNO55cgaosbFR+fn5ysvLU0ZGhqqqqlRbW9tln1deeUUzZ86U3++XpHPCDwDAu44cMeGnTx/z\\\n",
       "FPhkN3iwNGKEdOKEuSM0Lp0nA1Bra6tyc3M73/v9frW2tnbZZ9euXTp48KCmTZum8ePH68UXX0x0\\\n",
       "mQAAl2zZYralpdJll7lbS7ToA4otTwag8BReJG1tbdqyZYvq6ur05ptv6vHHH9euXbsSUB0AwG2p\\\n",
       "1P8TRh9QbMVpFdFdPp9PwWCw830wGOxc6grLzc1Vdna2MjMzlZmZqeuvv17btm1TQUHBOcdbvHhx\\\n",
       "5+uKigoapgEgxaViAIrXDFAgEFAgEIjtQVOAJ5ug29vbVVhYqDVr1ignJ0cTJkw4pwn6gw8+0Pz5\\\n",
       "8/Xmm2/q1KlTmjhxon73u99p9OjRnfvY1AwGADbJz5f27DEPQy0rc7ua6Bw6JA0aZB7aeuxYfBqh\\\n",
       "bRr3PDkDlJ6erurqalVWVioUCmn27NkqLi7W0qVLJUlz585VUVGRpk+frtLSUvXq1Utz5szpEn4A\\\n",
       "AN506JAJP337Sqn0n/2BA6WRI6UPP5R27DD9S7h4npwBihWbkjAA2GL1aunmm6VJk6QNG9yupmfu\\\n",
       "uUf6z/+Uli+XHngg9se3adzzZBM0AADdCffQpFL/TxhXgsUOAQgAYJVwA3QqPALjq7gSLHYIQAAA\\\n",
       "q6TiFWBhf/M3Zrttm9TW5m4tqY4ABACwxoED0kcfSZdfLhUVuV1Nzw0YYK5gO3VK2r7d7WpSGwEI\\\n",
       "AGCNcO/MmDHxe55WvNEHFBsEIACANVJ5+SuMPqDYIAABAKzhhQDEDFBsEIAAANZI5Uvgw85uhD59\\\n",
       "2t1aUhkBCABghc8+kz75ROrXT7rmGreruXhZWVJBgQk/NEJfPAIQAMAKmzaZ7bhxUu/e7tZyqegD\\\n",
       "unQEIACAFcJhobzc3TpigT6gS0cAAgBYITwDlMr9P2HMAF06HoYagU0PhQMAL3Mcadgw0we0e7c0\\\n",
       "apTbFV2ao0dNL1BGhnTsmNSnT2yOa9O4xwwQAMDzgkETfgYOlEaOdLuaS9e/v1RYaB6H8f77bleT\\\n",
       "mghAAADPO/v+P19OcqQ8+oAuDQEIAOB54f4fLzRAh9EHdGkIQAAAz/NiAGIG6NLQBB2BTc1gAOBV\\\n",
       "jmN6f44ckVpaJJ/P7Ypi49gx0widnh67Rmibxj1mgAAAnrZ7twk/w4ZJOTluVxM7V1xxphH6vffc\\\n",
       "rib1EIAAAJ529vKXVxqgw+gDungEIACAp3mx/yeMPqCLRwACAHialx6B8VXMAF08mqAjsKkZDAC8\\\n",
       "qL3dNAofPy59/rmUne12RbH1xRfmpoi9e5tG6L59L+14No17zAABADyrudmEn7w874UfSfra16Ti\\\n",
       "YhP0tm1zu5rUQgACAHiWl5e/wiZONNuGBnfrSDUEIACAZzU2mq0XngDfncmTzZYA1DMEIACAZ4VD\\\n",
       "waRJ7tYRT+HfjQDUMzRBR2BTMxgAeM1f/2oahNPSzI0Q+/Vzu6L4CIWkAQNMQ/Rf/mJu+HixbBr3\\\n",
       "PDsDVF9fr6KiIhUUFGjJkiXd7rdp0yalp6frtddeS2B1AIB427RJ6uiQysq8G34kcwXYhAnm9caN\\\n",
       "7taSSjwZgEKhkObPn6/6+nrt2LFDNTU1am5uPu9+Dz30kKZPn25F2gUAm9iw/BXGMljPeTIANTY2\\\n",
       "Kj8/X3l5ecrIyFBVVZVqa2vP2e/ZZ5/V3XffrSFDhrhQJQAgnghAiMSTAai1tVW5ubmd7/1+v1pb\\\n",
       "W8/Zp7a2VvPmzZN0Zt0TAJD6HOdMGAhfJeVl4UvhN20y9wTChXkyAEUTZhYuXKgnn3xSaWlpchyH\\\n",
       "JTAA8JCPPpL27ZMGD5ZGjXK7mvi78kpp5EjT+L19u9vVpIZ0twuIB5/Pp2Aw2Pk+GAzK7/d32Wfz\\\n",
       "5s2qqqqSJO3fv1+rVq1SRkaGbr/99nOOt3jx4s7XFRUVqqioiEvdAIDYOHv5y5YJ/kmTpA8/NL97\\\n",
       "WVn0PxcIBBQIBOJWV7Ly5GXw7e3tKiws1Jo1a5STk6MJEyaopqZGxcXF593//vvv12233aa77rqr\\\n",
       "y7/bdDkgAHjJP/6j9Mwz0i9/KT3yiNvVJMazz0oLFkj33SetWHFxx7Bp3PPkDFB6erqqq6tVWVmp\\\n",
       "UCik2bNnq7i4WEuXLpUkzZ071+UKAQDxtGGD2drQAB1GI3TPeHIGKFZsSsIA4BUnTpgbIIZC0uHD\\\n",
       "5rUNTp82v+upU9LBg9LAgT0/hk3jnieboAEA9tqyxVwJde219oQfSbrsMmncOPOaWaALIwABADzl\\\n",
       "//7PbL/xDXfrcMOUKWb79tvu1pEKCEAAAE8JB6CpU92tww3h3zl8DtA9eoAisGktFAC8IBQy9/45\\\n",
       "ckT65BPprHviWuHgQfP79+ljzkGfPj37eZvGPWaAAACe8f77ZuC/+mr7wo8kDRoklZSYRuhNm9yu\\\n",
       "JrkRgAAAnmHz8ldY+Hdft87dOpIdAQgA4BnhAHT99e7W4Sb6gKJDD1AENq2FAkCqcxwpJ0f69FOp\\\n",
       "uVkqKnK7Ine0tJjlv/79TU9Q797R/6xN4x4zQAAAT9izx4SfIUOkwkK3q3GP3y+NGCEdPSo1Nbld\\\n",
       "TfIiAAEAPOHs+//Y8gDU7rAMdmEEIACAJ9AAfQaN0BdGAAIAeAIN0GecPQNkQTvPRaEJOgKbmsEA\\\n",
       "IJV98om590///tKBA1J6utsVuevshvD33zfPRYuGTeMeM0AAgJS3Zo3ZVlQQfiTTA3XDDeZ1+Nyg\\\n",
       "KwIQACDlhQf5G290t45kctNNZksAOj+WwCKwaSoQAFLVxS73eN3FLAvaNO4xAwQASGnNzSb8DBsm\\\n",
       "jR7tdjXJ46qrpPx8cz+gzZvdrib5EIAAAClt9WqzvfFG7v/zVeElwfA5whkEIABASqP/p3v0AXWP\\\n",
       "HqAIbFoLBYBU1N4uDR5slnk+/tgs++CMAwfMo0Euu0w6dEjKzIy8v03jHjNAAICU1dhowk9+PuHn\\\n",
       "fAYPlsaOlU6d4q7QX0UAAgCkrLo6s73lFnfrSGbTp5vtqlXu1pFsCEAAgJQVDkAzZrhbRzILn5s3\\\n",
       "3nC3jmRDD1AENq2FAkCq+fOfJZ/P9LUcPCj17et2RckpFJKuvNKcoz/9SSoo6H5fm8Y9ZoAAACkp\\\n",
       "vKRz442En0h695YqK83r8IwZCEAAgBTF8lf0br3VbFkGO4MlsAhsmgoEgFRy+rSUnS0dOyZ99JF5\\\n",
       "5AO6t3+/WQbLyDCXxn/ta+ffz6ZxjxkgAEDKefttE36uvZbwE43sbGniRBMcuSmi4ekAVF9fr6Ki\\\n",
       "IhUUFGjJkiXnfP/ll19WWVmZSktLNWXKFDU1NblQJQCgp/7rv8w2vLSDC/v2t802fO5s59klsFAo\\\n",
       "pMLCQq1evVo+n0/l5eWqqalRcXFx5z4bNmzQ6NGjlZWVpfr6ei1evFgNDQ2d37dpKhAAUkVHh5Sb\\\n",
       "a64C27hRmjDB7YpSQ3OzeVjswIHSvn1mOeyrbBr3PDsD1NjYqPz8fOXl5SkjI0NVVVWqra3tss/k\\\n",
       "yZOVlZUlSZo4caJaWlrcKBUA0AMbN5rwk5srlZe7XU3qKC42X4cOSYGA29W4z7MBqLW1Vbm5uZ3v\\\n",
       "/X6/Wltbu91/+fLlmsGlBACQ9F591WxnzuTp7z11991mGz6HNvNsAErrwf8q1q5dq+eee+68fUIA\\\n",
       "gOThOF0DEHomfM5ef93cINFm6W4XEC8+n0/BYLDzfTAYlN/vP2e/pqYmzZkzR/X19Ro4cOB5j7V4\\\n",
       "8eLO1xUVFaqoqIh1uQCAKGzdai57HzZM+vrX3a4m9ZSWmgfH7t5trqT75jelQCCggIVrYp5tgm5v\\\n",
       "b1dhYaHWrFmjnJwcTZgw4Zwm6E8++UQ33HCDXnrpJU2aNOmcY9jUDAYAqeDhh6V//Vfphz+Ufv1r\\\n",
       "t6tJTT/7mbRkiTR/vvTss12/Z9O459kAJEmrVq3SwoULFQqFNHv2bP385z/X0qVLJUlz587VD37w\\\n",
       "A73++uu66qqrJEkZGRlqbGzs/Hmb/hAAINl1dEgjR0offyytXSsxGX9xNm+Wxo+XhgyRWlu7Xg1m\\\n",
       "07jn6QB0qWz6QwCAZLdunVmyueoqae9eqZdnu1jjy3GkkhJpxw5p5UrpttvOfM+mcY8/HwBASnjh\\\n",
       "BbP93vcIP5ciLU2aNcu8/s1v3K3FTcwARWBTEgaAZHbihGl8PnrU3NCvqMjtilJba6uZSUtPl/7y\\\n",
       "F2nQIPPvNo17ZGgAQNJbudKEn/HjCT+x4PNJN91kng3229+6XY07CEAAgKT35fUruu8+V8vwlO9/\\\n",
       "32xtXQZjCSwCm6YCASBZffCBeYRDv37mERj9+7tdkTccPy7l5EhHjkhbtkhjx9o17jEDBABIasuW\\\n",
       "me13v0v4iaXLLz8zo2bjPZWYAYrApiQMAMnoxAnTr3LokPTOO9K4cW5X5C1/+pNUWCj17WsaowcP\\\n",
       "tmfcYwYIAJC0XnjBhJ/ycsJPPFxzjfStb0knT0orVrhdTWIRgAAASSkUkn71K/P6pz91txYvmz/f\\\n",
       "bJ95xt06Eo0lsAhYAgMA97z2mnl6eV6etGuXuWcNYq+jw9wZurlZkuwZ95gBAgAkHceR/u3fzOuf\\\n",
       "/ITwE0+9ekkPPeR2FYnHDFAEzAABgDvq66VbbpEGDzYPP+3Xz+2KvK2tTcrPlz75xJ5xjxkgAEBS\\\n",
       "cRzpF78wrx96iPCTCBkZ0oMPul1FYjEDFAEzQACQeOHen2HDpD17zP1qEH+nTkl9+9oz7jEDBABI\\\n",
       "GqdPSw8/bF7/4heEn0Tq08ftChKLAAQASBpPPy3t3GnuTzNnjtvVwMtYAouAJTAASJzWVvOk9y++\\\n",
       "ME3QlZVuV2Qfm8Y9ZoAAAK5zHHNDvi++kO68k/CD+GMGKAKbkjAAuOmFF6RZs8zDTt97T7rqKrcr\\\n",
       "spNN4x4zQAAAV338sbRggXn99NOEHyQGAQgA4JoTJ8wl70eOSN/5jpkFAhKBAAQAcIXjSPPmSZs3\\\n",
       "SyNHSs89J325AgPEHQEIAOCKRYuk3/zG3Ovn9delQYPcrgg2IQABABLuV7+SHn9c6t1beuUVqbTU\\\n",
       "7YpgGwIQACBhHMfM/PzTP5n3y5eb3h8g0dLdLgAAYIcTJ6Qf/UhasULq1UtatoymZ7iHAAQAiLvm\\\n",
       "Zum735XefVfq21eqqZHuuMPtqmAzlsAAAHFz8qT0L/8ilZWZ8JOfLzU0EH7gPs8GoPr6ehUVFamg\\\n",
       "oEBLliw57z4LFixQQUGBysrKtHXr1gRXCADedfKk9Otfm8Dz+ONSW5t5uOk775gwBLjNk0tgoVBI\\\n",
       "8+fP1+rVq+Xz+VReXq7bb79dxcXFnfvU1dVp9+7d2rVrlzZu3Kh58+apoaHBxaoBILU5jrR9u+nx\\\n",
       "efFF6fPPzb+XlkrV1dLUqe7WB5zNkwGosbFR+fn5ysvLkyRVVVWptra2SwBauXKlZn3ZfTdx4kQd\\\n",
       "PnxY+/bt09ChQ90oGQBSjuOYJ7hv2iT94Q/SG29Ie/ee+f6YMdI//7NZ7url2fUGpCpPBqDW1lbl\\\n",
       "5uZ2vvf7/dq4ceMF92lpaSEAAcCXQiHp0CFp/37ztW+fCTgffijt2SM1NUmfftr1ZwYPlu66S/rB\\\n",
       "D6Tycu7sjOTlyQCUFuX/4r76tNvufm7OnOg+t6cPz+3J/ql67GSqhd8zuY+dTLXY9HuePm0uTz9x\\\n",
       "wvTthF+fOCEdO3bh4w0YII0fL02eLM2YYUJP7949qxlwgycDkM/nUzAY7HwfDAbl9/sj7tPS0iKf\\\n",
       "z3fe4/3Hfyw+613Fl18A4H0DBkjZ2eZryBBpxAhp1Cjz7K6iIvOaWZ7UFggEFAgE3C4j4dKcr06D\\\n",
       "eEB7e7sKCwu1Zs0a5eTkaMKECaqpqTmnCbq6ulp1dXVqaGjQwoULz2mCDs8ILVsW/Snq6X8IerJ/\\\n",
       "qh47mWrh90zuYydTLbb8npddJmVmmnvzZGZ2fX3FFVK6J/9vMroTHvc8GA3O4ck/7fT0dFVXV6uy\\\n",
       "slKhUEizZ89WcXGxli5dKkmaO3euZsyYobq6OuXn56tfv35asWJFt8eLdgkMAACkBk/OAMWKTUkY\\\n",
       "AACbxj0uTAQAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA\\\n",
       "1iEAAQAA6xCAAACAdQhAcF0gEHC7BCtwnuOPcxx/nGPECgEIruM/aInBeY4/znH8cY4RKwQgAABg\\\n",
       "nTTHhmfeX6S0tDS3SwAAIOFsiAbMAAEAAOuku11AMrMhAQMAYCNmgAAAgHUIQAAAwDoEoC/V19er\\\n",
       "qKhIBQUFWrJkyXn3WbBggQoKClRWVqatW7cmuMLUd6Fz/PLLL6usrEylpaWaMmWKmpqaXKgytUXz\\\n",
       "dyxJmzZtUnp6ul577bUEVucN0ZzjQCCgsWPHqqSkRBUVFYkt0CMudJ7379+v6dOna8yYMSopKdHz\\\n",
       "zz+f+CJT2AMPPKChQ4fquuuu63Yfz495Dpz29nZn1KhRzt69e53Tp087ZWVlzo4dO7rs88Ybbzi3\\\n",
       "3HKL4ziO09DQ4EycONGNUlNWNOd4/fr1zuHDhx3HcZxVq1ZxjnsomnMc3m/atGnOrbfe6vz+9793\\\n",
       "odLUFc05PnTokDN69GgnGAw6juM4n3/+uRulprRozvOiRYucn/3sZ47jmHM8aNAgp62tzY1yU9K6\\\n",
       "deucLVs0gdN+AAAD10lEQVS2OCUlJef9vg1jHjNAkhobG5Wfn6+8vDxlZGSoqqpKtbW1XfZZuXKl\\\n",
       "Zs2aJUmaOHGiDh8+rH379rlRbkqK5hxPnjxZWVlZksw5bmlpcaPUlBXNOZakZ599VnfffbeGDBni\\\n",
       "QpWpLZpz/Morr2jmzJny+/2SpOzsbDdKTWnRnOfhw4fr6NGjkqSjR49q8ODBSk/nup5oTZ06VQMH\\\n",
       "Duz2+zaMeQQgSa2trcrNze187/f71draesF9GKCjF805Ptvy5cs1Y8aMRJTmGdH+HdfW1mrevHmS\\\n",
       "uNdVT0Vzjnft2qWDBw9q2rRpGj9+vF588cVEl5nyojnPc+bM0fbt25WTk6OysjI9/fTTiS7T02wY\\\n",
       "84jLin4QcL5yWTyDR/R6cq7Wrl2r5557Tn/84x/jWJH3RHOOFy5cqCeffFJpaWlyHIdbPfRQNOe4\\\n",
       "ra1NW7Zs0Zo1a3T8+HFNnjxZkyZNUkFBQQIq9IZozvMTTzyhMWPGKBAIaM+ePbr55pu1bds2XXHF\\\n",
       "FQmo0A5eH/MIQJJ8Pp+CwWDn+2Aw2Dl93d0+LS0t8vl8Casx1UVzjiWpqalJc+bMUX19fcTpWZwr\\\n",
       "mnO8efNmVVVVSTJNpKtWrVJGRoZuv/32hNaaqqI5x7m5ucrOzlZmZqYyMzN1/fXXa9u2bQSgHojm\\\n",
       "PK9fv16PPPKIJGnUqFEaMWKEdu7cqfHjxye0Vq+yYsxztwUpObS1tTkjR4509u7d65w6deqCTdAb\\\n",
       "NmzwZENYPEVzjj/++GNn1KhRzoYNG1yqMrVFc47Pdt999zmvvvpqAitMfdGc4+bmZufGG2902tvb\\\n",
       "nb/+9a9OSUmJs337dpcqTk3RnOcf//jHzuLFix3HcZxPP/3U8fl8zoEDB9woN2Xt3bs3qiZor455\\\n",
       "zABJSk9PV3V1tSorKxUKhTR79mwVFxdr6dKlkqS5c+dqxowZqqurU35+vvr166cVK1a4XHVqieYc\\\n",
       "P/bYYzp06FBnf0pGRoYaGxvdLDulRHOOcWmiOcdFRUWaPn26SktL1atXL82ZM0ejR492ufLUEs15\\\n",
       "fvjhh3X//ferrKxMHR0deuqppzRo0CCXK08d9957r9566y3t379fubm5evTRR9XW1ibJnjGPh6EC\\\n",
       "AADrcBUYAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAO\\\n",
       "AQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAA\\\n",
       "rEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOv8PDHPOgNKqN9sAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[35] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VOWdx/FPcFJAVJZfopmJhx8JSRAJICREhAbUhkLF\\\n",
       "tXqOcdceRERKjS5tz65dbQ/oOWuF3f7hmnNsXBW3VrO66jZWQ1zJMmCBEH5JqiAiIEyCIuGHoCgm\\\n",
       "4e4fjxOIkDBJZubO3Of9OifnuUMud759Sns/53me+9wUx3EcAQAAWKSH2wUAAADEGwEIAABYhwAE\\\n",
       "AACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYh\\\n",
       "AAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACA\\\n",
       "dQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACs43O7gESWkpLidgkAAMSd4zhulxBzjAABAADr\\\n",
       "EIAi4DgOPzH8WbRokes12PBDP9PHXvihj2P7YxMCEAAAsA4BCAAAWIcABNcVFha6XYIV6OfYo49j\\\n",
       "jz5GtKQ4tk36dUL4KTC6CABgA5vue4wAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABY\\\n",
       "hwAEAACs49kAdNddd2nw4MG66qqr2j3n/vvvV2ZmpnJzc7Vly5Y4VgcAANzk2QA0Z84cVVVVtfv7\\\n",
       "yspKffTRR9q5c6eeeuopLViwII7VAQAAN3k2AE2ePFn9+vVr9/evv/66Zs+eLUnKz8/X0aNHdeDA\\\n",
       "gXiVBwAAXOTZAHQ+DQ0NSk9Pb/0cCARUX1/vYkUAACBefG4X4Kbvvusk/A4UAABiZeNGqaJC+uor\\\n",
       "6dprpRtvlC64wO2q7GNtAPL7/QqFQq2f6+vr5ff7z3nu4sWLW48LCwt5GzEAoNOamqT77pPKyk7/\\\n",
       "2e9+J02cKP33f0uBgDt1BYNBBYNBd77cRZ5+G/zHH3+sG2+8UX/961/P+l1lZaVKS0tVWVmpmpoa\\\n",
       "LVy4UDU1NW3OsemtuACA2Dl1Srr9dunll6WePaV586QBA6Snn5YaGqTMTOkvf5EuvdTdOm2673k2\\\n",
       "AN1+++1atWqVGhsbNXjwYD388MNqamqSJM2fP1+SVFJSoqqqKvXp00fLli3TuHHj2lzDpn8IAIDY\\\n",
       "+dd/lf7pn6RLLpHeflvKyzN/3tgo/eAH0pYt0g03SFVVUg8XV+fadN/zbACKBpv+IQAAYmP3bunK\\\n",
       "K6Wvv5b+/GfpRz9q+/tPPpGuuko6dMhMj91zjzt1Snbd96x9CgwAgHi47z4Tfv7+788OP5J0+eVS\\\n",
       "aak5/s1vpOPH41ufrQhAAADEyLp1UmWlmfr63e/aP++228xi6M8+M9NliD0CEAAAMfIv/2LakhJp\\\n",
       "8OD2z0tJOR18/v3fpS++iH1ttiMAAQAQA3/9q/Tmm9KFF0oLF57//GuvlSZNkj7/XFq2LPb12Y4A\\\n",
       "BABADPz+96adM0caNCiyv/OLX5j28cellpbY1AWDp8A6YNNqeABA9Hz5pZSWJh07JtXVmae8ItHS\\\n",
       "ImVkSB9/bB6Xv/76mJZ5Fpvue4wAAQAQZS+/bMJPQUHk4Ucyr8S4805z/J//GZPS8C0CEAAAUfaH\\\n",
       "P5j27rs7/3d/8hPTvvYaj8THEgEIAIAo2r9fWrVK+t73pFtu6fzfHzZMmjxZOnFCevXV6NcHgwAE\\\n",
       "AEAUvfKK5DjSjBlS375du8Ydd5iWABQ7BCAAAKLov/7LtLfd1vVr3HST2Rvo7beZBosVAhAAAFHy\\\n",
       "6adm9+devc792otIDR4sXXONdPKkeUEqoo8ABABAlFRWmva666SLLuretW6+2bT/8z/duw7OjQAE\\\n",
       "AECUvPGGabsz+hMWDkBvvGFGghBdBCAAAKLg5Enpf//XHM+c2f3rDRsmjR5t1gCtWtX966EtAhAA\\\n",
       "AFGwapXZATo3V0pPj841Z8wwbThYIXoIQAAAREE0p7/CfvAD0771VvSuCYMABABAFIRDSnjUJhqu\\\n",
       "uUbq00d67z2zwSKihwAEAEA31ddLH34oXXyxlJcXvev27CkVFprjt9+O3nVBAAIAoNtWrjTtlCmS\\\n",
       "zxfdazMNFhsEIAAAuun//s+006ZF/9pFRaZ9+23p1KnoX99WBCAAALrBcWIbgEaMkAIBqbFRev/9\\\n",
       "6F/fVgQgAAC6Yfduad8+qX9/s29PtKWkSN//vjlmP6DoIQABANAN1dWmnTpV6hGju2o4AK1eHZvr\\\n",
       "24gABABAN8Ry+itsyhTTrlplptzQfQQgAAC6yHFOPwEWywA0YoR5Q/xnn0k7dsTue2xCAAIAoIt2\\\n",
       "7jSh5NJLpays2H1PSsrpUSCmwaKDAAQAQBetXWvaSZNMSIklFkJHFwEIAIAuWrPGtJMmxf67WAcU\\\n",
       "XZ4NQFVVVcrOzlZmZqaWLFly1u8bGxs1ffp0jRkzRqNGjdJzzz0X/yIBAEktPAJ0zTWx/64rrzSP\\\n",
       "2jc0SHv2xP77vM6TAailpUUlJSWqqqrStm3bVF5eru3bt7c5p7S0VGPHjtW7776rYDCoX/7yl2pu\\\n",
       "bnapYgBAsjl8WNq2zbyva9y42H9fjx7S5MnmODzyhK7zZACqra1VRkaGhgwZotTUVBUXF6uioqLN\\\n",
       "OZdffrmOHTsmSTp27JgGDBggX7Rf4AIA8KyaGtNOmGBCUDwUFJh23br4fJ+XefKO39DQoPT09NbP\\\n",
       "gUBA69evb3POvHnzNG3aNKWlpen48eN6+eWX410mACCJhUdh4jH9FTZxomnD4Qtd58kRoJQIluI/\\\n",
       "+uijGjNmjPbv3693331X9957r44fPx6H6gAAXnDmE2DxMn68dMEFUl2d9OWX8fteL/LkCJDf71co\\\n",
       "FGr9HAqFFAgE2pyzdu1aPfTQQ5Kk4cOHa+jQodqxY4fGjx9/1vUWL17celxYWKjCwsKY1A0ASA5N\\\n",
       "TVJ4YiE8LRUPffqY941t2SJt3Hj60fjuCAaDCgaD3b9QkklxHO89TNfc3KysrCxVV1crLS1NeXl5\\\n",
       "Ki8vV05OTus5v/jFL9S3b18tWrRIBw4c0NVXX626ujr179+/9ZzwSJIHuwgA0A0bN5q1PyNGxH9n\\\n",
       "5p/9THrySemxx6QHHojutW2673lyCszn86m0tFRFRUUaOXKkbrvtNuXk5KisrExlZWWSpAcffFAb\\\n",
       "N25Ubm6urr/+ei1durRN+AEAoD3x3P/nu1gIHR2eHAGKFpuSMAAgcsXF0ksvSf/xH9Ldd8f3u3fu\\\n",
       "PP1usE8+ie4O1Dbd9zw5AgQAQCxt2GDa/Pz4f3dGhjRggHTggLR3b/y/3ysIQAAAdMKRI9Lu3VLv\\\n",
       "3tIZS0vjJiXl9OPwTIN1HQEIAIBO2LTJtGPGSG7tn8t+QN1HAAIAoBM2bjTtOXZNiRsWQncfAQgA\\\n",
       "gE5IhAA0YYKZCnv3XenkSffqSGYEIAAAOiERAtAll0jZ2WZDxro69+pIZgQgAAAi1Nhonrzq00fK\\\n",
       "ynK3lnAACwcydA4BCACACIUXQI8da97J5SYCUPcQgAAAiFAiTH+FTZhg2vCeROgcAhAAABFKpACU\\\n",
       "m2tGod5/Xzpxwu1qkg8BCACACCVSALrwQunKK6VTp8zTYOgcAhAAABE4cECqr5cuvljKzHS7GoNp\\\n",
       "sK4jAAEAEIHwAuhx46QeCXL3ZCF01yXIf4UAACS2RJr+CiMAdR0BCACACCRiALrqKik1VdqxQzp2\\\n",
       "zO1qkgsBCACACCRiAOrZ0zwN5jjS5s1uV5NcCEAAAJzH/v3SJ59IfftKw4e7XU1bTIN1DQEIAIDz\\\n",
       "OHP0JyXF3Vq+iwDUNQQgAADOI/wE2NVXu1vHufAofNcQgAAAOI9EXP8TNnKk1KuXtHu3dPiw29Uk\\\n",
       "DwIQAAAdcJzEDkA+n3k5q3R6pArnRwACAKAD9fXSZ59J/ftLQ4a4Xc25MQ3WeQQgAAA6kMgLoMPC\\\n",
       "I1OMAEWOAAQAQAcSeQF0WLg2ngSLHAEIAIAOJPL6n7CsLKlPH2nfPungQberSQ4EIAAA2pHoC6DD\\\n",
       "LriAhdCdRQACAKAde/dKhw5JgwZJ6eluV9MxNkTsHAIQAADtSIYF0GEshO4czwagqqoqZWdnKzMz\\\n",
       "U0uWLDnnOcFgUGPHjtWoUaNUWFgY3wIBAAkvGaa/wlgI3Tk+twuIhZaWFpWUlGjFihXy+/2aMGGC\\\n",
       "Zs2apZycnNZzjh49qnvvvVdvvfWWAoGAGhsbXawYAJCIkuEJsLARI6SLLjL7Fh04IA0e7HZFic2T\\\n",
       "I0C1tbXKyMjQkCFDlJqaquLiYlVUVLQ558UXX9Qtt9yiQCAgSRo4cKAbpQIAElSyLIAO69FDGjfO\\\n",
       "HDMNdn6eDEANDQ1KP2O1WiAQUENDQ5tzdu7cqcOHD2vq1KkaP368nn/++XiXCQBIYLt3S0ePSpdd\\\n",
       "JqWluV1NZFgIHTlPToGlRLBSrampSZs3b1Z1dbVOnDihgoICTZw4UZmZmXGoEACQ6JJpAXRYeKqO\\\n",
       "EaDz82QA8vv9CoVCrZ9DoVDrVFdYenq6Bg4cqN69e6t3796aMmWKtm7des4AtHjx4tbjwsJCFkwD\\\n",
       "gAWSaforrCsjQMFgUMFgMCb1JLIUx3Ect4uItubmZmVlZam6ulppaWnKy8tTeXl5m0XQH3zwgUpK\\\n",
       "SvTWW2/p5MmTys/P10svvaSRI0e2nhMeSfJgFwEAzmPaNGnlSumNN6SZM92uJjKnTkn9+knHjkn7\\\n",
       "90uXX965v2/Tfc+Ta4B8Pp9KS0tVVFSkkSNH6rbbblNOTo7KyspUVlYmScrOztb06dM1evRo5efn\\\n",
       "a968eW3CDwDAXqdOJdcTYGEshI6cJ0eAosWmJAwAOO3DD837tfx+81h5MvnHf5T+7d+kxYulRYs6\\\n",
       "93dtuu95cgQIAIDuSMb1P2FsiBgZAhAAAN+RzAGIV2JEhgAEAMB3hMNDMgag4cOlvn2lTz4xC6Fx\\\n",
       "bgQgAADO0NIibd5sjpNpAXRYSgrTYJEgAAEAcIYPP5S++EK64gpp0CC3q+kaNkQ8PwIQAABnSOb1\\\n",
       "P2G8EuP8CEAAAJzBSwFo0ybzUlecjQAEAMAZvBCAhg41O0IfOCB9513g+BYBCACAbzU3S+++a46T\\\n",
       "cQF02JkLoVkHdG4EIAAAvrV9u3TihBlB6d/f7Wq6hyfBOkYAAgDgWxs2mHbCBHfriAYWQneMAAQA\\\n",
       "wLe8FIDOnAJjIfTZCEAAAHzLSwFoyBAzjXfwoBQKuV1N4iEAAQAg6eRJqa7OLCAeN87tarovJYX3\\\n",
       "gnWEAAQAgKStW6WmJik7W7r4YreriQ4WQrePAAQAgLw1/RXGCFD7CEAAAOj0KImXAtCZI0AshG6L\\\n",
       "AAQAgLw5AnTFFdLAgdKhQ9LevW5Xk1gIQAAA633xhdkE0eeTcnPdriZ62BG6fQQgAID1Nm+WTp2S\\\n",
       "Ro+WevVyu5roYkPEcyMAAQCsF57+SuYXoLaHhdDnRgACAFjPi+t/wlgIfW4EIACA9bwcgAIB6dJL\\\n",
       "pSNHpI8/druaxEEAAgBY7dAhafduqXdv6cor3a4m+s5cCM06oNMIQAAAq4XXxowda54C8yIWQp+N\\\n",
       "AAQAsJqXF0CH5eWZtqbG3ToSCQEIAGC12lrTenH9T9jEiabdsEFqbna3lkRBAAIAWMtxpHXrzHFB\\\n",
       "gbu1xNLAgVJGhvTVV+aN9/BwAKqqqlJ2drYyMzO1ZMmSds/bsGGDfD6fXnvttThWBwBIBLt3SwcP\\\n",
       "moAwbJjb1cRWeBSIaTDDkwGopaVFJSUlqqqq0rZt21ReXq7t27ef87wHHnhA06dPl8PmCABgnXAY\\\n",
       "KCgwT0t5WXiEKzziZTtPBqDa2lplZGRoyJAhSk1NVXFxsSoqKs4674knntCtt96qQYMGuVAlAMBt\\\n",
       "Nkx/hTEC1JYnA1BDQ4PS09NbPwcCATU0NJx1TkVFhRYsWCBJSvF69AcAnCUcBsLhwMtGjzZ7HX30\\\n",
       "kZn2s50nA1AkYWbhwoV67LHHlJKSIsdxmAIDAMucOCFt3Sr16OHtJ8DCfL7T/znXr3e3lkTgyS2f\\\n",
       "/H6/QqFQ6+dQKKRAINDmnE2bNqm4uFiS1NjYqOXLlys1NVWzZs0663qLFy9uPS4sLFRhYWFM6gYA\\\n",
       "xM+mTeaR8Nxc6aKL3K4mPgoKpNWrzdTfj35k/iwYDCoYDLpalxtSHA8OfTQ3NysrK0vV1dVKS0tT\\\n",
       "Xl6eysvLlZOTc87z58yZoxtvvFE//vGP2/x5eCTJg10EANZbulR64AHppz+VnnzS7Wri409/km6+\\\n",
       "WZo2TaquPvv3Nt33PDkC5PP5VFpaqqKiIrW0tGju3LnKyclRWVmZJGn+/PkuVwgAcFt4AbQN63/C\\\n",
       "wv9Za2ullhbpggvcrcdNnhwBihabkjAA2MRxpLQ06dNPpR07pBEj3K4ofoYONW+F37rVLIw+k033\\\n",
       "PU8uggYAoCN795rw07+/lJnpdjXxFX7k3/bH4QlAAADrrF1r2okTvb8B4neFp8Fs3xCRAAQAsM47\\\n",
       "75h28mR363DDNdeY9i9/cbcOtxGAAADWWb3atDYGoDFjzGP/H30k7d/vdjXuIQABAKzS2Cht2yb1\\\n",
       "6iWNH+92NfHn80mTJpnj8EiYjQhAAACrhKd+Jk6UevZ0txa3TJli2vBImI0IQAAAq9i8/ieMAEQA\\\n",
       "AgBYJnzTD4cAG02YYEa/3ntPOnzY7WrcQQACAFjj+HFpyxazA7JNO0B/V8+eUn6+Obb1aTACEADA\\\n",
       "GuvWmVdAXH21PS9AbY/t02AEIACANVj/cxoBCAAAS7D+57SCAjMVuHmz9MUXblcTfwQgAIAVvv5a\\\n",
       "Wr/eHIf3wbHZRReZqcCWltOvBrEJAQgAYIU1a6STJ81OyAMGuF1NYvj+9027cqW7dbiBAAQAsMKK\\\n",
       "Faa9/np360gk4b4I941NCEAAACtUV5uWAHTatddK3/uetGmTffsBEYAAAJ535Ii0caO52V97rdvV\\\n",
       "JI4LLzTroRzHvmkwAhAAwPNWrjQ3+YICqU8ft6tJLLZOgxGAAACex/qf9tkagFIcx3HcLiJRpaSk\\\n",
       "SJLoIgBIbiNGSDt3mp2gbX4Fxrm0tJin4j7/XJLsue8xAgQA8LR9+0z4ueQSafx4t6tJPBdcIE2b\\\n",
       "5nYV8UcAAgB42vLlpp06VfL53K0lUdk4NUgAAgB4WmWlaWfOdLeORDZ9utsVxB9rgDrAGiAASG5f\\\n",
       "f23Wt5w4IdXXS36/2xUlrpwc6YMP7LnvMQIEAPCsVatM+BkzhvBzPjNmuF1BfBGAAACe9eabpmX6\\\n",
       "6/xs6yOmwDrAFBgAJC/HkTIypN27zdvOCwrcriixffON1LOnPfc9AlAHCEAAkLw++MCsaxk4UPr0\\\n",
       "U/O4Nzpm033P01NgVVVVys7OVmZmppYsWXLW71944QXl5uZq9OjRmjRpkurq6lyoEgAQC2+8Ydrp\\\n",
       "0wk/OJtnd0RoaWlRSUmJVqxYIb/frwkTJmjWrFnKyclpPWfYsGFavXq1+vbtq6qqKt1zzz2qqalx\\\n",
       "sWoAQLS8+qpp//Zv3a0DicmzI0C1tbXKyMjQkCFDlJqaquLiYlVUVLQ5p6CgQH379pUk5efnq76+\\\n",
       "3o1SAQBRFgpJNTXmbec//KHb1SAReTYANTQ0KD09vfVzIBBQQ0NDu+c/88wzmmHbM4AA4FHh0Z8Z\\\n",
       "M0wIAr7Ls1Ng4YVckVi5cqWeffZZrVmzJoYVAQDi5ZVXTHvLLe7WgcTl2QDk9/sVCoVaP4dCIQUC\\\n",
       "gbPOq6ur07x581RVVaV+/fqd81qLFy9uPS4sLFRhYWG0ywUARElDg7RmjdSzp31723RFMBhUMBh0\\\n",
       "u4y48+xj8M3NzcrKylJ1dbXS0tKUl5en8vLyNoug9+3bp2nTpumPf/yjJk6ceNY1bHocEAC8orRU\\\n",
       "uu8+6aabpD/9ye1qkotN9z3PjgD5fD6VlpaqqKhILS0tmjt3rnJyclRWViZJmj9/vh555BEdOXJE\\\n",
       "CxYskCSlpqaqtrbWzbIBAN300kumvfVWd+tAYvPsCFA02JSEAcALdu0yuz9feKHZ/PDii92uKLnY\\\n",
       "dN/z7FNgAAD7PP+8aX/8Y8IPOkYAAgB4guNIf/iDOZ49291akPgIQAAAT1izRtqzR/L7palT3a4G\\\n",
       "iY4ABADwhKefNu0dd/DuL5wfi6A7YNNiMABIZocOmZGfb76Rdu6Uhg93u6LkZNN9jxEgAEDSe+45\\\n",
       "6eRJqaiI8IPIEIAAAEnt1CnpySfN8c9+5m4tSB4EIABAUnvrLbP/zxVXmJefApEgAAEAktrSpaa9\\\n",
       "914WPyNyLILugE2LwQAgGdXWSvn50iWXSPv2SX37ul1RcrPpvscIEAAgaYVHfxYsIPygcxgB6oBN\\\n",
       "SRgAks1770mjR0upqWYDxLQ0tytKfjbd9xgBAgAkpV//2rz+4p57CD/oPEaAOmBTEgaAZFJTIxUU\\\n",
       "mLe+79olXXaZ2xV5g033PUaAAABJxXGkX/3KHP/DPxB+0DWMAHXApiQMAMmivFz6u7+TBgwwr73o\\\n",
       "18/tirzDpvseI0AAgKRx7Jj0y1+a4yVLCD/oOgIQACBp/PrX0iefmL1/5sxxuxokM6bAOmDTUCAA\\\n",
       "JLoVK6QbbpB8PrMB4tixblfkPTbd9xgBAgAkvCNHpDvvNMeLFhF+0H2MAHXApiQMAImqpUW68UZp\\\n",
       "+XJp4kTpnXfMKBCiz6b7HiNAAICE9pvfmPAzYID04ouEH0QHAQgAkLCeekr67W/NW95fekkaOtTt\\\n",
       "iuAVBCAAQEJ68UXppz81x088IV13nbv1wFsIQACAhFNWJv3kJ2bX59/+1rztHYgmAhAAIGG0tEgP\\\n",
       "PmhGfk6dkh555PRrL4BoYikZACAhNDRId9whBYNSjx7S738vzZvndlXwKkaAAACuam6WSkulnBwT\\\n",
       "fi67zGx6SPhBLHk2AFVVVSk7O1uZmZlasmTJOc+5//77lZmZqdzcXG3ZsiXOFQKA3ZqbpRdekEaO\\\n",
       "lO67Tzp+XLrpJmnLFmnqVLerg9d5cgqspaVFJSUlWrFihfx+vyZMmKBZs2YpJyen9ZzKykp99NFH\\\n",
       "2rlzp9avX68FCxaopqbGxaoBwA67dknPPy8984xUX2/+LCNDWrpUuvlmd2uDPTwZgGpra5WRkaEh\\\n",
       "Q4ZIkoqLi1VRUdEmAL3++uuaPXu2JCk/P19Hjx7VgQMHNHjwYDdKBgDP+uwz8+6ud96R/vxnafv2\\\n",
       "07/LzJT++Z/NE19scIh48uQ/t4aGBqWnp7d+DgQCWr9+/XnPqa+vJwABQCecOiUdPSodPCg1Npr2\\\n",
       "44/NKM+uXdK2bdLevW3/Tt++0syZ0t13S4WF0rdvXwDiypMBKCXC/zV9910n7f29zizE6+zrU7ry\\\n",
       "upVYfwc1Jc53UFPifIfNNX3zjfTVV9LXX5/dfv65CUEduegiafx4KS9PKiqSJk+WUlM7XzsQTZ4M\\\n",
       "QH6/X6FQqPVzKBRSIBDo8Jz6+nr5/f5zXu/ppxef8anw2x8AgCT9zd9IAwee/klPN2t6hg83U1xZ\\\n",
       "WeZVFkhMwWBQwWDQ7TLizpNvg29ublZWVpaqq6uVlpamvLw8lZeXn7UIurS0VJWVlaqpqdHChQvP\\\n",
       "WgQdHhF66qnOdVFnh3O7Mvwb6++gpsT5DmpKnO+wtaaePaVevaTevdu2vXpJl1zCaI6X2PQ2eE+O\\\n",
       "APl8PpWWlqqoqEgtLS2aO3eucnJyVFZWJkmaP3++ZsyYocrKSmVkZKhPnz5atmxZu9djLwoAALzF\\\n",
       "kyNA0WJTEgYAwKb7nmc3QgQAAGgPAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoE\\\n",
       "IAAAYB0CEAAAsA4BCAAAWIcABAAArEMAguuCwaDbJViBfo49+jj26GNECwEIruP/0OKDfo49+jj2\\\n",
       "6GNECwEIAABYJ8Wx4Z33XZSSkuJ2CQAAxJ0N0YARIAAAYB2f2wUkMhsSMAAANmIECAAAWIcABAAA\\\n",
       "rEMA+lZVVZWys7OVmZmpJUuWnPOc+++/X5mZmcrNzdWWLVviXGHyO18fv/DCC8rNzdXo0aM1adIk\\\n",
       "1dXVuVBlcovk37EkbdiwQT6fT6+99locq/OGSPo4GAxq7NixGjVqlAoLC+NboEecr58bGxs1ffp0\\\n",
       "jRkzRqNGjdJzzz0X/yKT2F133aXBgwfrqquuavccz9/zHDjNzc3O8OHDnT179jjffPONk5ub62zb\\\n",
       "tq3NOW+++abzwx/+0HEcx6mpqXHy8/PdKDVpRdLHa9eudY4ePeo4juMsX76cPu6kSPo4fN7UqVOd\\\n",
       "mTNnOq+88ooLlSavSPr4yJEjzsiRI51QKOQ4juMcPHjQjVKTWiT9vGjRIudXv/qV4zimj/v37+80\\\n",
       "NTW5UW5SWr16tbN582Zn1KhR5/y9Dfc8RoAk1dbWKiMjQ0OGDFFqaqqKi4tVUVHR5pzXX39ds2fP\\\n",
       "liTl5+fr6NGjOnDggBvlJqVI+rigoEB9+/aVZPq4vr7ejVKTViR9LElPPPGEbr31Vg0aNMiFKpNb\\\n",
       "JH384osv6pZbblEgEJAkDRw40I1Sk1ok/Xz55Zfr2LFjkqRjx45pwIAB8vl4ridSkydPVr9+/dr9\\\n",
       "vQ33PAKQpIaGBqWnp7d+DgQCamhoOO853KAjF0kfn+mZZ57RjBkz4lGaZ0T677iiokILFiyQxF5X\\\n",
       "nRVJH+/cuVOHDx/W1KlTNX78eD3//PPxLjPpRdLP8+bN0/vvv6+0tDTl5ubq8ccfj3eZnmbDPY+4\\\n",
       "rMhvAs53Hovn5hG5zvTVypUr9eyzz2rNmjUxrMh7IunjhQsX6rHHHlNKSoocx2Grh06KpI+bmpq0\\\n",
       "efNmVVdX68SJEyooKNDEiROVmZkZhwq9IZJ+fvTRRzVmzBgFg0Ht2rVLN9xwg7Zu3aqLL744DhXa\\\n",
       "wev3PAKQJL/fr1Ao1Po5FAq1Dl+3d059fb38fn/cakx2kfSxJNXV1WnevHmqqqrqcHgWZ4ukjzdt\\\n",
       "2qTi4mJJZhHp8uXLlZqaqlmzZsW11mQVSR+np6dr4MCB6t27t3r37q0pU6Zo69atBKBOiKSf165d\\\n",
       "q4ceekiSNHz4cA0dOlQ7duzQ+PHj41qrV1lxz3N3CVJiaGpqcoYNG+bs2bPHOXny5HkXQa9bt86T\\\n",
       "C8JiKZJXcF5rAAABpElEQVQ+3rt3rzN8+HBn3bp1LlWZ3CLp4zPdeeedzquvvhrHCpNfJH28fft2\\\n",
       "57rrrnOam5udL7/80hk1apTz/vvvu1Rxcoqkn3/+8587ixcvdhzHcT799FPH7/c7hw4dcqPcpLVn\\\n",
       "z56IFkF79Z7HCJAkn8+n0tJSFRUVqaWlRXPnzlVOTo7KysokSfPnz9eMGTNUWVmpjIwM9enTR8uW\\\n",
       "LXO56uQSSR8/8sgjOnLkSOv6lNTUVNXW1rpZdlKJpI/RPZH0cXZ2tqZPn67Ro0erR48emjdvnkaO\\\n",
       "HOly5cklkn5+8MEHNWfOHOXm5urUqVNaunSp+vfv73LlyeP222/XqlWr1NjYqPT0dD388MNqamqS\\\n",
       "ZM89j5ehAgAA6/AUGAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABg\\\n",
       "HQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgA\\\n",
       "AFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDr/DxHmRBTJrbXNAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[36] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VOWdx/FPcFKNiBSMB81M2kiSTQKRhF8JaHED1pOI\\\n",
       "R3brjxrOtqXIpik19aDu2XZ1e4jateLZrqfH7G7DKrj1R1q3egzVMK5GR1QIQX4F+WHRIp3ElRok\\\n",
       "gvwImeHuH5cJREKYwMzczH3er3Pm3Bnm5t5vHnP6fPrc594nxbIsSwAAAAYZ5nQBAAAAiUYAAgAA\\\n",
       "xiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAA\\\n",
       "AIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgE\\\n",
       "IAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA43icLmAoS0lJcboEAAASzrIsp0uIO0aA\\\n",
       "AACAcQhAUbAsi1ccX4sXL3a8BhNetDNt7IYXbRzfl0kIQAAAwDgEIAAAYBwCEBxXVlbmdAlGoJ3j\\\n",
       "jzaOP9oYsZJimXbRbxAid4HRRAAAE5jU7zECBAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQg\\\n",
       "AABgHAIQAAAwjmsD0O23364xY8boyiuvPO0+d955p3Jzc1VUVKSNGzcmsDoAAOAk1wag+fPny+/3\\\n",
       "n/b7pqYmffDBB9q5c6eWLl2qhQsXJrA6AADgJNcGoBkzZmjUqFGn/X7FihWaN2+eJKm0tFRdXV3a\\\n",
       "s2dPosoDAAAOcm0AOpOOjg5lZmb2fvb5fGpvb3ewIgAAkCgepwtw0pfXOomsgQIAgJN27JCee076\\\n",
       "7DNp6lTp29+WUlOdrspdjA1AXq9XwWCw93N7e7u8Xm+/+9bW1va+LysrYzViAEBcHDsm1dZKP/+5\\\n",
       "dPL/R//5z6UXX5Ty8mJ/zkAgoEAgEPsDD3GuXg3+o48+0o033qgtW7ac8l1TU5Pq6urU1NSklpYW\\\n",
       "LVq0SC0tLX32MWlVXACA8+65R/q3f5OGDZPmzZOys6X//m9p504pPV1au1YaOzZ+5zep33NtAJo7\\\n",
       "d67efPNNdXZ2asyYMbr//vvV09MjSaqurpYk1dTUyO/3a/jw4Vq+fLkmTZrU5xgm/SEAAJz1P/9z\\\n",
       "4lLXiy9Ks2fb/37woPStb0mvvipdeaW0bp10/vnxqcGkfs+1ASgWTPpDAAA459NPpfHj7e2//7v0\\\n",
       "ox/1/f7zz+25QDt3Sv/8z9KDD8anDpP6PQLQAEz6QwAAOKe6Wlq6VJo5U3rtNfsS2Je9/bY0Y4Y9\\\n",
       "+vPBB5LPF/s6TOr3jL0NHgCAoWDXLmnZMjv0/Od/9h9+JOkb35BuvVXq7rYnRePcEIAAAHDQv/yL\\\n",
       "FApJf/d3Z77L68EH7YD0+OPSRx8lpDzXIgABAOCQv/xF+s1v7FDzs5+def+8PGnuXCkclv7jP+Jf\\\n",
       "n5sRgAAAcMiyZVJPj3TDDVJubnQ/8+Mf29vHH5cOHYpfbW5HAAIAwAHhsFRfb78fzHrcpaX2HWH7\\\n",
       "9kkNDfGpzQQEIAAAHPD66/Y8niuukMrLB/ezkdvkf/ObmJdlDAIQAAAO+O1v7e33vnf6O79O56ab\\\n",
       "pLQ0adUqaffu2NdmAgIQAAAJ1t0tvfCC/f622wb/8xdfLP3N39jvn302dnWZhAAEAECC/e//Sl1d\\\n",
       "UlGRVFBwdsf4znfsLQHo7BCAAABIsMjlr7MZ/Ym47jpp5EjpvffsJ0NjcAhAAAAk0JEjUmOj/f5c\\\n",
       "AtBXvnJiwdTI8RA9AhAAAAkUCNgrvBcXS2PHntuxIvOACECDRwACACCBXn7Z3t5ww7kf6/rrpdRU\\\n",
       "6Z13pM7Ocz+eSQhAAAAkiGXFNgBdfLG9gvyxY9JLL5378UxCAAIAIEF27LBXf09Pl0pKYnPMyGWw\\\n",
       "P/whNsczBQEIAIAEiYz+VFRI550Xm2NWVNjb11+3l9dAdAhAAAAkSFOTvY3F5a+IsWPtV1eX9O67\\\n",
       "sTuu2xGAAABIgMOH7cnKKSn2M3xiKXK8V1+N7XHdjAAEAEACrF4tHT1qP/35kktie2wC0OARgAAA\\\n",
       "SIA33rC3s2bF/tizZtkLqq5ZI33xReyP70YEIAAAEiASgGbOjP2xR42SpkyRenqkN9+M/fHdiAAE\\\n",
       "AECcffGF1Npq3/l1zTXxOcc3v2lvA4H4HN9tCEAAAMTZ229LoZA0ebL98MJ4iASrVavic3y3IQAB\\\n",
       "ABBnr79ub+Nx+SviqqvseUDr1zMPKBoEIAAA4iyeE6AjRoyQJk2yH4bY0hK/87gFAQgAgDj6/HNp\\\n",
       "wwbJ45Guvjq+5+IyWPQIQAAAxNHatfZipZMnS8OHx/dcM2bYWwLQmRGAAACIo9Wr7e1VV8X/XN/4\\\n",
       "hr1du1bq7o7/+ZKZawOQ3+9Xfn6+cnNztWTJklO+7+zsVEVFhYqLi1VYWKgnn3wy8UUCAFwvEoDi\\\n",
       "fflLsleZHz9eOnKEdcHOxJUBKBwOq6amRn6/X9u2bVNDQ4O2b9/eZ5+6ujpNnDhRmzZtUiAQ0D33\\\n",
       "3KNQKORQxQAANzp5QvL06Yk5Z+Qy2FtvJeZ8ycqVAai1tVU5OTnKyspSamqqKisr1djY2Gefyy+/\\\n",
       "XPv375ck7d+/X5dccok8Ho8T5QIAXOq996QDB6SsLCkjIzHnJABFx5U9fkdHhzIzM3s/+3w+rV27\\\n",
       "ts8+VVVVmjVrljIyMnTgwAE999xziS4TAOByiZz/ExE519q1kmXZq8/jVK4cAUqJ4r/2Qw89pOLi\\\n",
       "Yn388cfatGmT7rjjDh04cCAB1QEATOFEAPr616UxY6S9e6UPP0zceZONK0eAvF6vgsFg7+dgMCif\\\n",
       "z9dnn9WrV+u+++6TJGVnZ+uKK67Q+++/rylTppxyvNra2t73ZWVlKisri0vdAAB3SeQE6IiUFKm0\\\n",
       "VFqxwp5/lJMz8P6BQEABAxcQS7Esy3K6iFgLhULKy8tTc3OzMjIyVFJSooaGBhUUFPTuc/fdd2vk\\\n",
       "yJFavHix9uzZo8mTJ6utrU2jR4/u3ScykuTCJgIAxNknn0iXXy5ddJG0b5/9IMRE+cUvpHvvle64\\\n",
       "Q6qri/7nTOr3XDkC5PF4VFdXp/LycoXDYS1YsEAFBQWqr6+XJFVXV+vee+/V/PnzVVRUpGPHjumR\\\n",
       "Rx7pE34AADgXa9bY29LSxIYfSZo2zd6yJMbpuXIEKFZMSsIAgNj6h3+QfvlL6Wc/kx54ILHnPnBA\\\n",
       "+upX7cVR9++X0tKi+zmT+j1XToIGAMBpiX7+z8lGjJAKC6VQyF6HDKciAAEAEGOhkLRxo/1+6lRn\\\n",
       "auAy2MAIQAAAxNiOHdKhQ/YDENPTnamBADQwAhAAADG2fr297efJKglDABoYAQgAgBiLLEQ6ebJz\\\n",
       "NeTlSSNHSu3t9gt9EYAAAIixSABycgRo2DCppMR+/6XVoCACEAAAMRUKSZs22e+dHAGSTgSgSCDD\\\n",
       "CQQgAABiaNs26cgRKTtbGjXK2VoiI1AEoFMRgAAAiKGhMP8n4uQAZMCzDQeFAAQAQAwNhfk/EV6v\\\n",
       "vTJ8V5f0pz85Xc3QQgACACCGhlIASknhMtjpEIAAAIiRo0eltjb7/aRJztYSQQDqHwEIAIAY2bpV\\\n",
       "6u6WcnPtZ/AMBZGlOAhAfRGAAACIkaF0+SsiMhl7/Xrp2DFnaxlKCEAAAMTIUAxAl10m+XzSgQPS\\\n",
       "zp1OVzN0EIAAAIiRobAGWH8i9axb52wdQwkBCACAGOjutidAp6RIEyc6XU1fTIQ+FQEIAIAY2LJF\\\n",
       "6umxFyEdMcLpavoiAJ2KAAQAQAwMxfk/EZGJ0Bs32muVgQAEAEBMDNX5P5KUni5lZUmHDkk7djhd\\\n",
       "zdBAAAIAIAaG0hpg/eEyWF8EIAAAztHhw9J770nDhknFxU5X0z8CUF8EIAAAzlFbmz23pqBAuugi\\\n",
       "p6vpHwGoLwIQAADnaCjP/4mIXJrbtMm+W810BCAAAM7RUJ//I0lf/aqUk2M/r2jrVqercR4BCACA\\\n",
       "czSUb4E/2cnrgpmOAAQAwDk4dMgeUTnvPKmoyOlqBsY8oBMIQAAAnIPNm+1V1sePly680OlqBhYJ\\\n",
       "QIwAuTgA+f1+5efnKzc3V0uWLOl3n0AgoIkTJ6qwsFBlZWWJLRAA4ArJMP8nIrJG2ebN0tGjztbi\\\n",
       "NI/TBcRDOBxWTU2NXnvtNXm9Xk2dOlVz5sxRQUFB7z5dXV2644479Morr8jn86mzs9PBigEAySpZ\\\n",
       "5v9I0siR0l/9lfTHP9rPLZo0yemKnOPKEaDW1lbl5OQoKytLqampqqysVGNjY599nn32Wd18883y\\\n",
       "+XySpPT0dCdKBQAkuWQKQBIToSNcGYA6OjqUmZnZ+9nn86mjo6PPPjt37tRnn32mmTNnasqUKXrq\\\n",
       "qacSXSYAIMl98YW9tpbHI02Y4HQ10WEitM2Vl8BSUlLOuE9PT482bNig5uZmHTp0SNOnT9e0adOU\\\n",
       "m5ubgAoBAG6waZM9AXrCBOmCC5yuJjqMANlcGYC8Xq+CwWDv52Aw2HupKyIzM1Pp6elKS0tTWlqa\\\n",
       "rrnmGm3evLnfAFRbW9v7vqysjAnTAABJyXf5S7InQqek2Mt3dHdLa9YEFAgEnC4r4VIsy7KcLiLW\\\n",
       "QqGQ8vLy1NzcrIyMDJWUlKihoaHPJOgdO3aopqZGr7zyirq7u1VaWqrf/e53GjduXO8+kZEkFzYR\\\n",
       "ACAGvvMd6ZlnpF//Wqqudrqa6OXnS++/bwe4k+9eM6nfc+UIkMfjUV1dncrLyxUOh7VgwQIVFBSo\\\n",
       "vr5eklRdXa38/HxVVFRowoQJGjZsmKqqqvqEHwAAziQZ1gDrz5Qp/Qcgk7hyBChWTErCAIDB2b/f\\\n",
       "Xl/L45EOHJDOP9/piqL36KPS3XdLVVXS0qUn/t2kfs+Vd4EBABBvGzdKlmVPgE6m8CNxJ5hEAAIA\\\n",
       "4Kwk4wToiMhE6Pfek44ccboaZxCAAAA4C8k6/0eSLrrIngjd0yNt2eJ0Nc4gAAEAcBaSaQ2w/pi+\\\n",
       "MCoBCACAQerqknbutOf+jB/vdDVnJxLcTJ0HRAACAGCQNmywt0VF0le+4mwtZ8v0idAEIAAABimZ\\\n",
       "J0BHFBdLw4ZJW7dKhw87XU3iEYAAABikyLyZZJ3/I0nDh0sFBVIoZC+LYRoCEAAAg7Runb2dOtXZ\\\n",
       "Os6VyQujEoAAABiEzk5p1y4pLc0eQUlmJs8DIgABADAIkdGSSZPsZTCSGSNAAAAgKpHLX8k8ATrC\\\n",
       "5InQBCAAAAbBLfN/JOnCC+3nGIXD0ubNTleTWAQgAAAGITJfxg0BSDL3gYgEIAAAovTxx/br4oul\\\n",
       "nBynq4kNU5fEIAABABClkx+AOMwlPSgjQAAAYEBumv8TUVQknXeetG2b05UkFgEIAIAouekOsIi0\\\n",
       "NHsi9LFjTleSWAQgAACiYFnumwAd4aZAFy0CEAAAUfjoI2nvXunSS6Wvfc3pamIrmdc0O1sEIAAA\\\n",
       "onDy5a+UFGdriTVGgAAAQL/cevlLkiZMSP5lPQaLAAQAQBTcOAE64oILpMJCp6tILAIQAABncOzY\\\n",
       "iQcFunEESHJnsBsIAQgAgDP44x+lAwckn0+67DKnq4kPAhAAAOhj7Vp769bRH0kqLXW6gsQiAAEA\\\n",
       "cAYtLfZ2+nRn64gn5gABAIA+IgFo2jRn64gn7gJzCb/fr/z8fOXm5mrJkiWn3W/dunXyeDx64YUX\\\n",
       "ElgdACBZHDwotbXZ62WZ+MBAt3JlAAqHw6qpqZHf79e2bdvU0NCg7du397vfT37yE1VUVMiyLAcq\\\n",
       "BQAMde++a98FVlQkXXih09UgVlwZgFpbW5WTk6OsrCylpqaqsrJSjY2Np+z32GOP6ZZbbtGll17q\\\n",
       "QJUAgGSwZo29dfPlLxO5MgB1dHQoMzOz97PP51NHR8cp+zQ2NmrhwoWSpBS3PdccABATJsz/MZEr\\\n",
       "A1A0YWbRokV6+OGHlZKSIsuyuAQGADiFZZlxB5iJXDnn2+v1KhgM9n4OBoPy+Xx99lm/fr0qKysl\\\n",
       "SZ2dnVq5cqVSU1M1Z86cU45XW1vb+76srExlZWVxqRsAMLTs3i3t2SNdcomUne10NfERCAQUCASc\\\n",
       "LiPhUiwXDn2EQiHl5eWpublZGRkZKikpUUNDgwoKCvrdf/78+brxxht100039fn3yEiSC5sIABCF\\\n",
       "3/5WmjtXuuEG6aWXnK4m/kzq91w5AuTxeFRXV6fy8nKFw2EtWLBABQUFqq+vlyRVV1c7XCEAIBkw\\\n",
       "/8e9XDkCFCsmJWEAwKlKS6XWVunVV6VvftPpauLPpH6PADQAk/4QAAB9HT4sjRwphUJSV5d08cVO\\\n",
       "VxR/JvV7rrwLDACAc7V2rdTTYz8A0YTwYxoCEAAA/XjrLXs7Y4azdSA+CEAAAPSDAORuzAEagEnX\\\n",
       "QgEAJ4RC0qhR0hdfSP/3f9JllzldUWKY1O8xAgQAwJds2mSHn5wcc8KPaQhAAAB8CZe/3I8ABADA\\\n",
       "lxCA3I8ABADASSxLevtt+z0ByL0IQAAAnOT996VPP7Xn/rh1AVQQgAAA6OPky1/Hb4qCCxGAAAA4\\\n",
       "yapV9pbLX+5GAAIA4DjLkpqb7fezZjlbC+KLAAQAwHE7dtgPPhwzRho3zulqEE8EIAAAjjt59If5\\\n",
       "P+5GAAIA4LhIALr2WmfrQPyxFtgATFoTBQBMFw5L6elSV5e0a5eUleV0RYlnUr/HCBAAAJI2bLDD\\\n",
       "z9ixZoYf0xCAAAAQl79MQwACAEAEINMwB2gAJl0LBQCTHTwojR4t9fRIe/ZIl17qdEXOMKnfYwQI\\\n",
       "AGC8N96Qjh6Vpk41N/yYhgAEADBeU5O9nT3b2TqQOAQgAIDRLIsAZCLmAA3ApGuhAGCqbduk8ePt\\\n",
       "S1+ffCINM3howKR+z+D/zAAAnBj9uf56s8OPafhPDQAwGpe/zMQlsAGYNBQIACb6/HN7+Ytjx6TO\\\n",
       "TmnUKKcrcpZJ/Z6rR4D8fr/y8/OVm5urJUuWnPL9M888o6KiIk2YMEFXX3212traHKgSAOCUl16S\\\n",
       "QiFpxgzCj2k8ThcQL+FwWDU1NXrttdfk9Xo1depUzZkzRwUFBb37jB07VqtWrdLIkSPl9/v1gx/8\\\n",
       "QC0tLQ5WDQBIpOeft7c33+xsHUg8144Atba2KicnR1lZWUpNTVVlZaUaGxv77DN9+nSNHDlSklRa\\\n",
       "Wqr29nYnSgUAOODgQcnvt99/61vO1oLEc20A6ujoUGZmZu9nn8+njo6O0+7/xBNPaDYz4ADAGH6/\\\n",
       "dPiwVFoq+XxOV4NEc+0lsMhErmi88cYbWrZsmd555504VgQAGEq4/GU21wYgr9erYDDY+zkYDMrX\\\n",
       "T8Rva2tTVVWV/H6/Rp1mBlxtbW3v+7KyMpWVlcW6XABAAnV32xOgJQJQIBBQIBBwuoyEc+1t8KFQ\\\n",
       "SHl5eWpublZGRoZKSkrU0NDQZxL0n//8Z82aNUtPP/20pk2bdsoxTLodEABM8oc/SHPmSMXF0saN\\\n",
       "TlczdJjU77l2BMjj8aiurk7l5eUKh8NasGCBCgoKVF9fL0mqrq7WAw88oH379mnhwoWSpNTUVLW2\\\n",
       "tjpZNgAgAZ56yt7edpuzdcA5rh0BigWTkjAAmKKrS7rsMunoUWn3bumk+2WMZ1K/59q7wAAA6M/z\\\n",
       "z9tzgMrKCD8mIwABAIwSufz13e86WwecxSWwAZg0FAgAJvjTn6TsbOmCC6RPPpGOPwsXx5nU7zEC\\\n",
       "BAAwxn/9l7299VbCj+kYARqASUkYANzu6FF7zs9f/iK9/bZ09dVOVzT0mNTvMQIEADDCiy/a4aew\\\n",
       "ULrqKqergdMIQAAAI/z61/b2hz+UBrFaElyKS2ADMGkoEADcbNMmaeJEafhwqaOD+T+nY1K/xwgQ\\\n",
       "AMD1/vVf7W1VFeEHNkaABmBSEgYAtwoGpSuusN9/+KH09a87W89QZlK/xwgQAMDVHn1UCoelb3+b\\\n",
       "8IMTGAEagElJGADc6OOP7QcfHjkibdhgzwPC6ZnU7zECBABwrYcessPPTTcRftAXI0ADMCkJA4Db\\\n",
       "7N4t5eZKoZC0ZYs0frzTFQ19JvV7jAABAFzpn/5J6umR5s4l/OBUjAANwKQkDABusmqV9Nd/bS96\\\n",
       "un27lJXldEXJwaR+jxEgAICrhELSj39sv//pTwk/6B8BCADgKr/8pdTWZgeff/xHp6vBUMUlsAGY\\\n",
       "NBQIAG6wZYs0ZYq98vvKlVJFhdMVJReT+j1GgAAArnDkiPS979nhp7qa8IOBMQI0AJOSMAAkM8uS\\\n",
       "/v7vpWXLpLFj7cVPR4xwuqrkY1K/xwgQACDp1dfb4eeCC6Tnnyf84MwIQACApNbYKNXU2O+XLpWK\\\n",
       "i52tB8mBAAQASFrNzdJtt9mLnd53n/Td7zpdEZIFAQgAkJRefFGaPVvq7pZ++EPpwQedrgjJhAAE\\\n",
       "AEgqliU9+qh08832HV8/+pFUVycdn78LRIUABABIGp2d0q23SnffLR07Ji1ebIef885zujIkG4/T\\\n",
       "BQAAcCaWJT39tHTXXdLevfZdXk8+Kd10k9OVIVm5dgTI7/crPz9fubm5WrJkSb/73HnnncrNzVVR\\\n",
       "UZE2btyY4AoBAGdiWfZdXpMn2w853LtXmjVL2riR8INz48oAFA6HVVNTI7/fr23btqmhoUHbt2/v\\\n",
       "s09TU5M++OAD7dy5U0uXLtXChQsdqhYA8GUdHdIjj0h5edLf/q0deC6/XFq+XHrtNSk72+kKkexc\\\n",
       "eQmstbVVOTk5yjq+BHBlZaUaGxtVUFDQu8+KFSs0b948SVJpaam6urq0Z88ejRkzxomSAcBo+/ZJ\\\n",
       "774rvfWW9PLL0oYNJ77zeu1FTauqpLQ052qEu7gyAHV0dCgzM7P3s8/n09q1a8+4T3t7OwEIAGLM\\\n",
       "sqT9++0JzJ2d0qefSh99JH34of3avl364IO+P5OWJpWXSwsW2Gt6eVzZW8FJrvyTSonyXsgvr3Vy\\\n",
       "up+rqor+3INdPiXe+yfiHPwOQ+Mc/A5D4xxuqOlsfodQSDp8uP/XwYNST8/AP3/BBfYTnEtK7OAz\\\n",
       "cyajPYgvVwYgr9erYDDY+zkYDMrn8w24T3t7u7xeb7/He/zx2pM+lR1/AQCiddFFUnr6idfXvmbP\\\n",
       "4xk7VsrNlcaNk1JTna7STIFAQIFAwOkyEs6Vq8GHQiHl5eWpublZGRkZKikpUUNDQ585QE1NTaqr\\\n",
       "q1NTU5NaWlq0aNEitbS09DlOZERo6dLBNdFgH8YV7/0TcQ5+h6FxDhN/h0Scg9/hzM47zx6x6e81\\\n",
       "fLh0/vmDOx6cYdJq8K4cAfJ4PKqrq1N5ebnC4bAWLFiggoIC1dfXS5Kqq6s1e/ZsNTU1KScnR8OH\\\n",
       "D9fy5ctPe7zBXAIDAABDnytHgGLFpCQMAIBJ/Z4rnwMEAAAwEAIQAAAwDgEIAAAYhwAEAACMQwAC\\\n",
       "AADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAATHBQIBp0swAu0cf7Rx/NHG\\\n",
       "iBUCEBzH/6AlBu0cf7Rx/NHGiBUCEAAAME6KZcKa92cpJSXF6RIAAEg4E6IBI0AAAMA4HqcLGMpM\\\n",
       "SMAAAJiIESAAAGAcAhAAADAOAeg4v9+v/Px85ebmasmSJf3uc+eddyo3N1dFRUXauHFjgitMfmdq\\\n",
       "42eeeUZFRUWaMGGCrr76arW1tTlQZXKL5u9YktatWyePx6MXXnghgdW5QzRtHAgENHHiRBUWFqqs\\\n",
       "rCyxBbrEmdq5s7NTFRUVKi4uVmFhoZ588snEF5nEbr/9do0ZM0ZXXnnlafdxfZ9nwQqFQlZ2dra1\\\n",
       "a9cu6+jRo1ZRUZG1bdu2Pvu8/PLL1vXXX29ZlmW1tLRYpaWlTpSatKJp49WrV1tdXV2WZVnWypUr\\\n",
       "aeNBiqaNI/vNnDnTuuGGG6zf//73DlSavKJp43379lnjxo2zgsGgZVmW9emnnzpRalKLpp0XL15s\\\n",
       "/fSnP7Usy27j0aNHWz09PU6Um5RWrVplbdiwwSosLOz3exP6PEaAJLW2tionJ0dZWVlKTU1VZWWl\\\n",
       "Ghsb++yzYsUKzZs3T5JUWlqqrq4u7dmzx4lyk1I0bTx9+nSNHDlSkt3G7e3tTpSatKJpY0l67LHH\\\n",
       "dMstt+jSSy91oMrkFk0bP/vss7r55pvl8/kkSenp6U6UmtSiaefLL79c+/fvlyTt379fl1xyiTwe\\\n",
       "7uuJ1owZMzRq1KjTfm9Cn0cAktTR0aHMzMzezz6fTx0dHWfchw46etG08cmeeOIJzZ49OxGluUa0\\\n",
       "f8eNjY1auHChJJ51NVjRtPHOnTv12WefaebMmZoyZYqeeuqpRJeZ9KJp56qqKm3dulUZGRkqKirS\\\n",
       "r371q0SX6Wom9HnEZUXfCVhfui2eziN6g2mrN954Q8uWLdM777wTx4rcJ5o2XrRokR5++GGlpKTI\\\n",
       "siwe9TBI0bRxT0+PNmzYoObmZh06dEjTp0/XtGnTlJubm4AK3SGadn7ooYdUXFysQCCgDz/8UNdd\\\n",
       "d502b96sESNGJKBCM7i9zyMASfJ6vQoGg72fg8Fg7/D16fZpb2+X1+tNWI3JLpo2lqS2tjZVVVXJ\\\n",
       "7/cPODyLU0XTxuvXr1dlZaUkexLpypUrlZqaqjlz5iS01mQVTRtnZmYqPT1daWlpSktL0zXXXKPN\\\n",
       "mzcTgAYhmnZevXq17rvvPklSdna2rrjiCr3//vuaMmVKQmt1KyP6PGenIA0NPT091tixY61du3ZZ\\\n",
       "3d3dZ5wEvWbNGldOCIunaNp49+7dVnZ2trVmzRqHqkxu0bTxyb7//e9bzz//fAIrTH7RtPH27dut\\\n",
       "a6+91gqFQtbBgwetwsJCa+vWrQ5VnJyiaee77rrLqq2ttSzLsj755BPL6/Vae/fudaLcpLVr166o\\\n",
       "JkG7tc9jBEiSx+NRXV2dysvLFQ6HtWDBAhUUFKi+vl6SVF1drdmzZ6upqUk5OTkaPny4li9f7nDV\\\n",
       "ySWaNn7ggQe0b9++3vkpqampam1tdbLspBJNG+PcRNPG+fn5qqio0IQJEzRs2DBVVVVp3LhxDlee\\\n",
       "XKJp53vvvVfz589XUVGRjh07pkceeUSjR492uPLkMXfuXL355pvq7OxUZmam7r//fvX09Egyp89j\\\n",
       "MVQAAGDZ8m8YAAAAj0lEQVQc7gIDAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgA\\\n",
       "ABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMA\\\n",
       "AgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAY5/8BEYwlbO+5ZC8AAAAASUVO\\\n",
       "RK5CYII=\\\n",
       "\"\n",
       "  frames[37] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAH+VJREFUeJzt3X90VGV+x/FPYIIii1l+LUtmYgNklgQDAYEE5IABdINY\\\n",
       "qb/aE+0eEXMwS009qH/sHm0P0dNasac/XLLtiVWxdTHdXXUbrWF0TRm0QgwrP2IBERFlMi6UCAEq\\\n",
       "Kkm4/eM6gQiESZiZe+c+79c5OfcOuXPvdx9z9vmc53nuvRmWZVkCAAAwyACnCwAAAEg1AhAAADAO\\\n",
       "AQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAA\\\n",
       "jEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQAB\\\n",
       "AADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABjH53QBbpaRkeF0CQAApJxlWU6XkHSMAAEA\\\n",
       "AOMQgOJgWRY/SfxZuXKl4zWY8EM708Ze+KGNk/tjEgIQAAAwDgEIAAAYhwAEx5WWljpdghFo5+Sj\\\n",
       "jZOPNkaiZFimTfr1QewuMJoIAGACk/o9RoAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQA\\\n",
       "AIxDAAIAAMbxbAC6++67NXr0aE2aNOm8x9x3330KBoMqKirS1q1bU1gdAABwkmcD0NKlSxUKhc77\\\n",
       "+4aGBn300Ufas2ePnnrqKS1fvjyF1QEAACd5NgDNmTNHw4YNO+/vX3nlFS1ZskSSVFJSovb2dh08\\\n",
       "eDBV5QEAAAd5NgBdSDQaVU5OTvfnQCCg1tZWBysCAACp4nO6ACd9+10nsXegAADgdvv3S3V10mef\\\n",
       "SZMmSXfcIV12mdNVpQ9jA5Df71ckEun+3NraKr/ff85jq6uru/dLS0t5GzEAwFE//7n0wAPSyZOn\\\n",
       "/626WnrpJamkpG/nCofDCofDiSwvLXj6bfCffPKJbrzxRr3//vtn/a6hoUE1NTVqaGhQU1OTVqxY\\\n",
       "oaamph7HmPRWXABAevj7v5cefNDe/+M/lq66Svr1r6UtW+wRoA0bpOnT+3duk/o9zwag22+/XRs2\\\n",
       "bFBbW5tGjx6tRx55RB0dHZKkyspKSVJVVZVCoZCGDBmiNWvW6KqrrupxDpP+EAAA7rdhgzRvnmRZ\\\n",
       "0rPPSkuX2v/e0WHvr10r+f3S++9LvdwHdF4m9XueDUCJYNIfAgDA3b76Sioqkj78UHr4Yemv/qrn\\\n",
       "70+elK65Rmpqku66S1qzpu/XMKnfIwD1wqQ/BACAuz36qLRypVRQIG3dKl1yydnHfPihvSC6o8Oe\\\n",
       "EpsypW/XMKnfM/Y2eAAA0kV7u/R3f2fv/9M/nTv8SNIPfiD92Z/ZU2Q//Wnq6ktHBCAAAFxu9Wrp\\\n",
       "2DF7/c+FbkT+i7+QLr9cev11qbk5JeWlJQIQAAAu9uWX0j/+o73/l3954eNHjJC+uddHTz6ZvLrS\\\n",
       "HWuAemHSXCgAwJ2ef166805p2jRp82Ypnmf27t8vjRtnH/vJJ/adYfEwqd9jBAgAABerrbW3lZXx\\\n",
       "hR9JuuIK6eabpc5O6emnk1dbOmMEqBcmJWEAgPvs2CEVFkpDh9qvvPjOd+L/7htvSGVl0vjx0p49\\\n",
       "8YUnk/o9RoAAAHCptWvtbXl538KPJC1YII0ZI+3dK23alPja0h0BCAAAF7Is6d//3d6/446+f3/g\\\n",
       "QOlHP7L3//VfE1eXVzAF1guThgIBAO7S3Gy/2HTMGCkSsQNNX7W02E+PHjlSOnDgwucwqd9jBAgA\\\n",
       "ABeKjf78yZ/0L/xI9lOh8/KktjbpnXcSV5sXEIAAAHAZy5Lq6+39227r/3kyMqSbbrL3/+M/Lr4u\\\n",
       "LyEAAQDgMh98IH38sf1Qw1mzLu5cZwYgA2a24kYAAgDAZf7zP+3tokX9n/6KmTlTGj1a2rdPev/9\\\n",
       "i6/NKwhAAAC4zKuv2tsbb7z4cw0cKC1ebO8zDXYaAQgAABc5fNhesOzz2Q8yTIRYkHr99cSczwsI\\\n",
       "QAAAuEgoJJ06JV1zjf1W90QoLbUD1bvvSu3tiTlnuiMAAQDgIr/9rb29/vrEnXPoUOnqq6WuLmn9\\\n",
       "+sSdN50RgAAAcAnLkv7rv+z9BQsSe+4f/tDevvFGYs+brghAAAC4xN690v799u3vkycn9tzXXWdv\\\n",
       "CUA2AhAAAC4RG/2ZN08akOAeeto0adgw+/lCe/cm9tzpiAAEAIBLxALQ/PmJP/fAgdK119r7b76Z\\\n",
       "+POnGwIQAAAucOpU8tb/xJSW2tu33krO+dMJAQgAABfYsUM6dEjy+6VgMDnXmDvX3m7YwGsxCEAA\\\n",
       "ALhAY6O9XbDAfolpMkycKA0fLkWj9qsxTEYAAgDABcJheztvXvKuMWCANGeOvW/6NBgBCAAAh1mW\\\n",
       "/foL6fQ0VbJcc429JQABAABH7dkjtbVJ3/++NHZscq8VC1gEIAAA4KjY6M/s2clb/xNTVGS/GmPv\\\n",
       "XnstkKk8G4BCoZDy8/MVDAa1atWqs37f1tamhQsXasqUKSosLNRzzz2X+iIBANDpAHT11cm/ls9n\\\n",
       "By3J7FEgTwagrq4uVVVVKRQKaefOnaqrq9OuXbt6HFNTU6OpU6dq27ZtCofDevDBB9XZ2elQxQAA\\\n",
       "k505ApQKsXVAb7+dmuu5kScDUHNzs/Ly8pSbm6vMzEyVl5ervr6+xzFjxozRsWPHJEnHjh3TiBEj\\\n",
       "5PP5nCgXAGCwzz+XPvhAuvRSaerU1FwzNtK0aVNqrudGnuzxo9GocnJyuj8HAgG9++67PY5ZtmyZ\\\n",
       "5s+fr+zsbB0/fly/+tWvUl0mAADauNHeFhdLgwal5prTptmvxmhpkb74QhoyJDXXdRNPjgBlxLGC\\\n",
       "7LHHHtOUKVP02Wefadu2bbr33nt1/PjxFFQHAMBpsQCUqukvyQ48RUX26zd+97vUXddNPDkC5Pf7\\\n",
       "FYlEuj9HIhEFAoEex2zcuFEPP/ywJGn8+PEaO3asdu/erenTp591vurq6u790tJSlcZepgIAwEVK\\\n",
       "9fqfmJkzpS1bpLVrw1q/Ppzai7tAhmV5720gnZ2dmjBhghobG5Wdna3i4mLV1dWpoKCg+5gHHnhA\\\n",
       "WVlZWrlypQ4ePKhp06appaVFw4cP7z4mNpLkwSYCALjAyZNSVpb01Vf2WqAzuqCke/556c47pZtu\\\n",
       "kn7zG/vfTOr3PDkC5PP5VFNTo7KyMnV1damiokIFBQWqra2VJFVWVuqhhx7S0qVLVVRUpFOnTumJ\\\n",
       "J57oEX4AAEi2LVvs8FNQkNrwI9kjQJK9ENqykv/8Ibfx5AhQopiUhAEAqffkk9KKFVJFhfT006m9\\\n",
       "tmVJo0bZI0/79km5uWb1e55cBA0AQDqILUCeMSP1187IOD0K1NSU+us7jQAEAIBD3nvP3k6b5sz1\\\n",
       "CUAAACCljh+3H4CYmSlNmuRMDWeuAzINAQgAAAds3Wqvw5k8WbrkEmdqKC62p8K2brUXY5uEAAQA\\\n",
       "gANi63/O8fi5lLn8cunKK6WODvuONJMQgAAAcIAbApBkjwJJ5j0RmgAEAIAD3BKAYtcnAAEAgKQ6\\\n",
       "elTas8de+3Pllc7WErsFf/NmZ+tINQIQAAApFltvU1Rk3wXmpEmT7Bp273a2jlQjAAEAkGJumf6S\\\n",
       "7FGoyZPtO9JMQgACACDF3BSAJGeeRO00AhAAACnmtgDkljpSiQAEAEAKHT4sffyxNHiw/RZ4N2AE\\\n",
       "CAAAJFXs/V9Tpkg+n7O1xEycKF16qdNVpBYBCACAFHLb9JdkB7GpU52uIrUIQAAApFBsBMhNAUgy\\\n",
       "bxqMAAQAQAq5cQRIcl89yUYAAgAgRQ4dkj79VBoyRJowwelqemIECAAAJEVs+uuqq6SBA52t5dt+\\\n",
       "8AOnK0gtAhAAACni1ukvSRpgWCIw7H8uAADOiQWgadOcrQMEIAAAUsbNI0CmybAs015/Fr+MjAxJ\\\n",
       "Ek0EALhYBw5IY8ZIQ4dK7e3unHIyqd9zYfMDAOA9sQXQ06a5M/yYhv8EAACkANNf7kIAAgAgBQhA\\\n",
       "7kIAAgAgySyLO8DchkXQvTBpMRgAIHmiUSkQkLKypCNHpG+6F9cxqd/z7AhQKBRSfn6+gsGgVq1a\\\n",
       "dc5jwuGwpk6dqsLCQpWWlqa2QACAMc6c/nJr+DGNz+kCkqGrq0tVVVV688035ff7NWPGDC1evFgF\\\n",
       "BQXdx7S3t+vee+/V66+/rkAgoLa2NgcrBgB4Get/3MeTI0DNzc3Ky8tTbm6uMjMzVV5ervr6+h7H\\\n",
       "vPDCC7r11lsVCAQkSSNHjnSiVACAAWK3wBOA3MOTASgajSonJ6f7cyAQUDQa7XHMnj17dPjwYc2b\\\n",
       "N0/Tp0/X888/n+oyAQAGOHMBNAHIPTw5BZYRxwRrR0eHtmzZosbGRp04cUKzZs3SzJkzFQwGU1Ah\\\n",
       "AMAUkYh06JA0YoT0B3/gdDWI8WQA8vv9ikQi3Z8jkUj3VFdMTk6ORo4cqcGDB2vw4MGaO3eutm/f\\\n",
       "fs4AVF1d3b1fWlrKgmkAQNzOvP3djQugw+GwwuGw02WknCdvg+/s7NSECRPU2Nio7OxsFRcXq66u\\\n",
       "rsci6A8++EBVVVV6/fXX9fXXX6ukpES//OUvNXHixO5jTLodEACQHA89JP3N39jbv/5rp6vpnUn9\\\n",
       "nidHgHw+n2pqalRWVqauri5VVFSooKBAtbW1kqTKykrl5+dr4cKFmjx5sgYMGKBly5b1CD8AACQC\\\n",
       "63/cyZMjQIliUhIGACSeZdlrf44ckfbvl864P8eVTOr3PHkXGAAAbvDJJ3b4+d737CdBwz0IQAAA\\\n",
       "JAlPgHYvAhAAAEnCC1DdiwAEAECSsADavVgE3QuTFoMBABLr1Clp+HDp6FH7bfDZ2U5XdGEm9XuM\\\n",
       "AAEAkAR799rhZ8yY9Ag/piEAAQCQBEx/uRsBCACAJOAN8O5GAAIAIAk2b7a33AHmTiyC7oVJi8EA\\\n",
       "AInT1SVlZUlffCEdPGg/CDEdmNTvMQIEAECC7d5th58rrkif8GMaAhAAAAkWm/5i/Y97EYAAAEiw\\\n",
       "WACaMcPZOnB+BCAAABKMAOR+LILuhUmLwQAAiXHypHT55dLXX9tvgv/ud52uKH4m9XuMAAEAkED/\\\n",
       "8z92+AkG0yv8mIYABABAAjH9lR4IQAAAJBABKD0QgAAASCACUHpgEXQvTFoMBgC4eCdO2AugLUs6\\\n",
       "fly67DKnK+obk/o9RoAAAEiQbdvs12BceWX6hR/TEIAAAEgQpr/SBwEIAIAEIQClDwIQAAAJ8rvf\\\n",
       "2VsCkPuxCLoXJi0GAwBcnKNH7QcfDhpkL4AeNMjpivrOpH6PESAAABLgvffsbVFReoYf0xCAAABI\\\n",
       "gKYme1tc7GwdiA8BCACABIgFoFmznK0D8fFsAAqFQsrPz1cwGNSqVavOe9zmzZvl8/n08ssvp7A6\\\n",
       "AICXWJa0aZO9TwBKD54MQF1dXaqqqlIoFNLOnTtVV1enXbt2nfO4n/zkJ1q4cKERC74AAMnx8cdS\\\n",
       "W5s0apQ0dqzT1SAengxAzc3NysvLU25urjIzM1VeXq76+vqzjlu9erVuu+02jRo1yoEqAQBeceb0\\\n",
       "1zc3UsHlPBmAotGocnJyuj8HAgFFo9Gzjqmvr9fy5cslnb71DwCAvopNf82c6WwdiJ8nA1A8YWbF\\\n",
       "ihV6/PHHlZGRIcuymAIDAPRbbASIAJQ+fE4XkAx+v1+RSKT7cyQSUSAQ6HHMe++9p/LycklSW1ub\\\n",
       "1q1bp8zMTC1evPis81VXV3fvl5aWqrS0NCl1AwDSz4kT0vbt0oAB6fkE6HA4rHA47HQZKefJJ0F3\\\n",
       "dnZqwoQJamxsVHZ2toqLi1VXV6eCgoJzHr906VLdeOONuuWWW3r8u0lPxAQA9M/bb0tz59oPQNy2\\\n",
       "zelqLo5J/Z4nR4B8Pp9qampUVlamrq4uVVRUqKCgQLW1tZKkyspKhysEAHgFz/9JT54cAUoUk5Iw\\\n",
       "AKB/brlF+s1vpOeek5Yscbqai2NSv+fJRdAAAKSCZTEClK4IQAAA9NO+fdLvfy+NGCEFg05Xg74g\\\n",
       "AAEA0E9vvWVv58zhAYjphgAEAEA/vf22vZ0zx9k60HcEIAAA+okAlL64C6wXJq2GBwD0zYED0pgx\\\n",
       "0pAhUnu75PPAg2VM6vcYAQIAoB9ioz9XX+2N8GMaAhAAAP3A9Fd6IwABANAPsQA0d66zdaB/WAPU\\\n",
       "C5PmQgEA8Wtvl4YPt6e+jh6VBg92uqLEMKnfYwQIAIA+2rjRfgr0jBneCT+mIQABANBHTH+lPwIQ\\\n",
       "AAB9tH69vSUApS/WAPXCpLlQAEB8jh611/8MGCAdOSJ95ztOV5Q4JvV7jAABANAH4bB06pQ0c6a3\\\n",
       "wo9pCEAAAPRBY6O9XbDA2TpwcQhAAAD0wZtv2ttrr3W2Dlwc1gD1wqS5UADAhX32meT32+//OnxY\\\n",
       "GjTI6YoSy6R+jxEgAADiFJv+mjvXe+HHNAQgAADiFAtATH+lPwIQAABxsKzT639YAJ3+CEAAAMSh\\\n",
       "pUWKRqXvf1+aNMnpanCxCEAAAMShocHeLlpkPwQR6Y3/hAAAxOG11+ztDTc4WwcSg9vge2HS7YAA\\\n",
       "gPP7/HPpe9+TBg6U2tqkyy93uqLkMKnfYwQIAIALeOMN+/UXc+Z4N/yYhgAEAMAFxKa/Fi1ytg4k\\\n",
       "DlNgvTBpKBAAcG5dXdLo0fY02K5dUn6+0xUlj0n9nqdHgEKhkPLz8xUMBrVq1aqzfr927VoVFRVp\\\n",
       "8uTJmj17tlpaWhyoEgDgZhs32uFn7FhpwgSnq0Gi+JwuIFm6urpUVVWlN998U36/XzNmzNDixYtV\\\n",
       "UFDQfcy4ceP01ltvKSsrS6FQSPfcc4+ampocrBoA4DYvvWRvb71V+maABB7g2RGg5uZm5eXlKTc3\\\n",
       "V5mZmSovL1d9fX2PY2bNmqWsrCxJUklJiVpbW50oFQDgUqdO9QxA8A7PBqBoNKqcnJzuz4FAQNFo\\\n",
       "9LzHP/PMM1rE6jYAwBk2b5ZaW6VAQCoudroaJJJnp8Ay+jBOuX79ej377LN65513klgRACDdvPii\\\n",
       "vb3lFp7+7DWeDUB+v1+RSKT7cyQSUSAQOOu4lpYWLVu2TKFQSMOGDTvnuaqrq7v3S0tLVVpamuhy\\\n",
       "AQAuY1mnp79uu83ZWpIpHA4rHA47XUbKefY2+M7OTk2YMEGNjY3Kzs5WcXGx6urqeiyC3r9/v+bP\\\n",
       "n69f/OIXmjlz5lnnMOl2QABAT1u2SNOm2S8/bW21nwLtdSb1e54dAfL5fKqpqVFZWZm6urpUUVGh\\\n",
       "goIC1dbWSpIqKyv16KOP6siRI1q+fLkkKTMzU83NzU6WDQBwiRdesLe33GJG+DGNZ0eAEsGkJAwA\\\n",
       "OK2zU8rJkQ4ckDZtks4xSeBJJvV7LOkCAOBbGhvt8BMMSiUlTleDZCAAAQDwLf/2b/b2zjt5+KFX\\\n",
       "MQXWC5OGAgEAtmPH7IXPX34p7dsn5eY6XVHqmNTvMQIEAMAZ1q61w88115gVfkxDAAIA4BuWJf3z\\\n",
       "P9v7P/6xs7UguZgC64VJQ4EAAPvN77NnS6NG2c/+GTTI6YpSy6R+jxEgAAC+ERv9qagwL/yYhhGg\\\n",
       "XpiUhAHAdL//vb3mp6ND2rtXGjvW6YpSz6R+jxEgAAAk/exn0smT0s03mxl+TMMIUC9MSsIAYLJj\\\n",
       "x6QrrpCOHpWamsx9+KFJ/R4jQAAA4/3Lv9jhZ+5cc8OPaRgB6oVJSRgATPXFF9K4cdL//q/06qvS\\\n",
       "H/6h0xU5x6R+jxEgAIDRVq+2w8+MGdINNzhdDVKFEaBemJSEAcBE7e32guf2dum3v5Wuvdbpipxl\\\n",
       "Ur/HCBAAwFiPP26Hn3nzpAULnK4GqcQIUC9MSsIAYJrdu6VJk6TOTvvOr+Jipytynkn9HiNAAADj\\\n",
       "WJb0539uP/SwooLwYyJGgHphUhIGAJO88IL0p38qffe70ocf2u/+gln9HiNAAACjRKPSvffa+3/7\\\n",
       "t4QfUxGAAADGOHVKuvtue+HzDTfY018wEwEIAGCMRx+V3nhDGjFCevpp6ZsZHxiINUC9MGkuFAC8\\\n",
       "rr5euukmO/SsWyeVlTldkfuY1O8xAgQA8LxNm6Q77rD3H3uM8ANGgHplUhIGAK/avl0qLbXX/SxZ\\\n",
       "Iq1Zw9TX+ZjU7zECBADwrLffPh1+br6ZdT84jQAEAPCktWulH/7wdPipq5N8PqerglsQgAAAnvJ/\\\n",
       "/yf9+MfSj34kffWVVFkp/frX0iWXOF0Z3IQsDADwjFdflaqqpP37pUGDpJ/9TLrnHqa9cDbPjgCF\\\n",
       "QiHl5+crGAxq1apV5zzmvvvuUzAYVFFRkbZu3ZriCgEAiWBZ0vr19lqfxYvt8HPVVfYLTisrCT84\\\n",
       "N08GoK6uLlVVVSkUCmnnzp2qq6vTrl27ehzT0NCgjz76SHv27NFTTz2l5cuXO1QtAKA/Pv9c+vnP\\\n",
       "pWnTpPnzpQ0bpKws6R/+QXr3XWnqVKcrhJt5cgqsublZeXl5ys3NlSSVl5ervr5eBQUF3ce88sor\\\n",
       "WrJkiSSppKRE7e3tOnjwoEaPHu1EyQCACzh+XNqyRfrv/5YaGuwRnlOn7N+NGCHdf789/ZWV5Wyd\\\n",
       "SA+eDEDRaFQ5OTndnwOBgN59990LHtPa2koAAgAHWJa9eLmtzf45dEj69FPp44/tn507pd277eNi\\\n",
       "MjOl666Tli6V/uiPpEsvda5+pB9PBqCMOCd8v/2gp/N9b9my+K/dn2dH9fU7XrlGf77jlWv05zte\\\n",
       "uUZ/vuOVa/TnO165hiR1dNh3ZX35pf0T2//qKzv8nDzZ+/czM6XJk6UZM+wnOS9YIA0d2vc6AMmj\\\n",
       "Acjv9ysSiXR/jkQiCgQCvR7T2toqv99/zvM9/XT1GZ9Kv/kBACTSZZdJI0fa01kjR0pXXCGNG2f/\\\n",
       "5OVJhYWM8iRDOBxWOBx2uoyU8+SrMDo7OzVhwgQ1NjYqOztbxcXFqqur67EGqKGhQTU1NWpoaFBT\\\n",
       "U5NWrFihpqamHueJjQg99VTfmqg/dxz09TteuUZ/vuOVa/TnO165Rn++45Vr9Oc7XrnGwIHS4MH2\\\n",
       "z6WX9twOGWJv4SyTXoXhyREgn8+nmpoalZWVqaurSxUVFSooKFBtba0kqbKyUosWLVJDQ4Py8vI0\\\n",
       "ZMgQrVmz5rzn68sUGAAAcD9PjgAliklJGAAAk/o9Tz4HCAAAoDcEIAAAYBwCEAAAMA4BCAAAGIcA\\\n",
       "BAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIjguHw06XYATaOflo4+Sj\\\n",
       "jZEoBCA4jv9DSw3aOflo4+SjjZEoBCAAAGCcDMuEd973U0ZGhtMlAACQciZEA0aAAACAcXxOF+Bm\\\n",
       "JiRgAABMxAgQAAAwDgEIAAAYhwD0jVAopPz8fAWDQa1ateqcx9x3330KBoMqKirS1q1bU1xh+rtQ\\\n",
       "G69du1ZFRUWaPHmyZs+erZaWFgeqTG/x/B1L0ubNm+Xz+fTyyy+nsDpviKeNw+Gwpk6dqsLCQpWW\\\n",
       "lqa2QI+4UDu3tbVp4cKFmjJligoLC/Xcc8+lvsg0dvfdd2v06NGaNGnSeY/xfJ9nwers7LTGjx9v\\\n",
       "7du3zzp58qRVVFRk7dy5s8cxr732mnX99ddblmVZTU1NVklJiROlpq142njjxo1We3u7ZVmWtW7d\\\n",
       "Otq4j+Jp49hx8+bNs2644QbrxRdfdKDS9BVPGx85csSaOHGiFYlELMuyrEOHDjlRalqLp51Xrlxp\\\n",
       "/fSnP7Usy27j4cOHWx0dHU6Um5beeusta8uWLVZhYeE5f29Cn8cIkKTm5mbl5eUpNzdXmZmZKi8v\\\n",
       "V319fY9jXnnlFS1ZskSSVFJSovb2dh08eNCJctNSPG08a9YsZWVlSbLbuLW11YlS01Y8bSxJq1ev\\\n",
       "1m233aZRo0Y5UGV6i6eNX3jhBd16660KBAKSpJEjRzpRalqLp53HjBmjY8eOSZKOHTumESNGyOfj\\\n",
       "vp54zZkzR8OGDTvv703o8whAkqLRqHJycro/BwIBRaPRCx5DBx2/eNr4TM8884wWLVqUitI8I96/\\\n",
       "4/r6ei1fvlwSz7rqq3jaeM+ePTp8+LDmzZun6dOn6/nnn091mWkvnnZetmyZduzYoezsbBUVFenJ\\\n",
       "J59MdZmeZkKfR1xW/J2A9a3b4uk84teXtlq/fr2effZZvfPOO0msyHviaeMVK1bo8ccfV0ZGhizL\\\n",
       "4lEPfRRPG3d0dGjLli1qbGzUiRMnNGvWLM2cOVPBYDAFFXpDPO382GOPacqUKQqHw9q7d6+uu+46\\\n",
       "bd++XUOHDk1BhWbwep9HAJLk9/sViUS6P0cike7h6/Md09raKr/fn7Ia0108bSxJLS0tWrZsmUKh\\\n",
       "UK/DszhbPG383nvvqby8XJK9iHTdunXKzMzU4sWLU1pruoqnjXNycjRy5EgNHjxYgwcP1ty5c7V9\\\n",
       "+3YCUB/E084bN27Uww8/LEkaP368xo4dq927d2v69OkprdWrjOjznF2C5A4dHR3WuHHjrH379llf\\\n",
       "f/31BRdBb9q0yZMLwpIpnjb+9NNPrfHjx1ubNm1yqMr0Fk8bn+muu+6yXnrppRRWmP7iaeNdu3ZZ\\\n",
       "CxYssDo7O60vvvjCKiwstHbs2OFQxekpnna+//77rerqasuyLOvAgQOW3++3Pv/8cyfKTVv79u2L\\\n",
       "axG0V/s8RoAk+Xw+1dTUqKysTF1dXaqoqFBBQYFqa2slSZWVlVq0aJEaGhqUl5enIUOGaM2aNQ5X\\\n",
       "nV7iaeNHH31UR44c6V6fkpmZqebmZifLTivxtDEuTjxtnJ+fr4ULF2ry5MkaMGCAli1bpokTJzpc\\\n",
       "eXqJp50feughLV26VEVFRTp16pSeeOIJDR8+3OHK08ftt9+uDRs2qK2tTTk5OXrkkUfU0dEhyZw+\\\n",
       "j5ehAgAA43AXGAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQ\\\n",
       "AAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiH\\\n",
       "AAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDj/D3dfExl5+KneAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[38] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAHlhJREFUeJzt3X9w1PWdx/FXMKH8OBr5JWd2UwNkm4QLBCQQ0EoDHhfA\\\n",
       "Su/EO+N1eoiZmGGkDm3nWk/rGb2pFaczvY7pzYU5RauY1lp6wRqWO3Iu3AAxlp/yQ0QLulkrGCAE\\\n",
       "hcPs5nt/fE0gAssGdve7+/08HzM7u0u+2X37mYyf17w/n+/3m2FZliUAAACDDHC6AAAAgGQjAAEA\\\n",
       "AOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhA\\\n",
       "AADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAc\\\n",
       "AhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEynS4glWVkZDhdAgAASWdZltMlJBwd\\\n",
       "IAAAYBwCUAwsy+KRwMejjz7qeA0mPBhnxtgND8Y4sQ+TEIAAAIBxCEAAAMA4BCA4rry83OkSjMA4\\\n",
       "Jx5jnHiMMeIlwzJt0a8fes4CY4gAACYwad6jAwQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgE\\\n",
       "IAAAYBwCEAAAMI5rA9C9996rMWPGaOLEiZc85oEHHpDP51NJSYl27NiRxOoAAICTXBuAlixZIr/f\\\n",
       "f8mfNzU16d1339XBgwe1cuVKLV26NInVAQAAJ7k2AN1yyy0aPnz4JX++du1aLV68WJJUVlamjo4O\\\n",
       "HTlyJFnlAQAAB7k2AF1OKBRSbm5u73uv16u2tjYHKwIAAMmS6XQBTvrivU567oECAIAbHD0qrV4t\\\n",
       "HTokFRRId98tjRjhdFWpwdgA5PF4FAwGe9+3tbXJ4/Fc9Nja2tre1+Xl5dyNGACQ8l5+Waqqkj75\\\n",
       "5Ny//fM/Sy++KM2ff+7fAoGAAoFA0utzmqvvBn/48GHdfvvteuutty74WVNTk+rq6tTU1KSWlhYt\\\n",
       "X75cLS0tfY4x6a64AAD3+NWvpL//e8mypIoKac4cqalJ2rhRuuYaae1aacGCC3/PpHnPtQHo7rvv\\\n",
       "1saNG9Xe3q4xY8boscceU1dXlySppqZGkrRs2TL5/X4NHTpUq1at0o033tjnM0z6QwAAuMM770iT\\\n",
       "J0tnzkj/8i/Sww9LGRl2GPrBD6Sf/lT68pelnTulsWP7/q5J855rA1A8mPSHAABIf5GINGuWtGWL\\\n",
       "9K1vSS+8YIefHt3d0qJF0n/+pzR3rrR+fd+fmzTvEYCiMOkPAQCQ/p5/XrrnHiknR9qzR7rY1WCO\\\n",
       "HpWKiqTjx6VXX5W+8Y1zPzNp3jP2NHgAANykq0t67DH79U9+cvHwI0nXXWdvhpakRx6xu0ImIgAB\\\n",
       "AOACzz9/7nT3b30r+rE1NZLHY+8D+t3vklNfqiEAAQCQ5ixL+tnP7NePPGKf6RXNoEHSP/2T/fpf\\\n",
       "/zWxtaUq9gBFYdJaKAAgfQUC0uzZ0p//ufT++9LAgZf/nVOn7C7QqVN2J6ikxKx5jw4QAABp7he/\\\n",
       "sJ/vuy+28CNJw4ZJn98Ss/f3TUIHKAqTkjAAID0dP253fiIR6YMP7K5OrPbvlyZMsMPQkSPSkCHm\\\n",
       "zHt0gAAASGNr1thngN16a//Cj2SfDl9aai+DvfpqYupLVQQgAADSWEOD/VxZeWW/33PG2OrV8akn\\\n",
       "XbAEFgVLYACAVPanP9ldn6wsewnr2mv7/xkffWR/xoABUjhszrxHBwgAgDT18sv2KfDz519Z+JHs\\\n",
       "/UOzZ0vhcHxrS3UEIAAA0tQrr9jPV7r81eOb37z6WtINS2BRsAQGAEhVx49Lo0fbS1fHjtl3eL9S\\\n",
       "778v5eVJkjnzHh0gAADSkN9v38dr1qyrCz+SdMMN9oUQTUIAAgAgDb32mv18/t3cr4Zpy2AsgUXB\\\n",
       "EhgAIBWFw/Zd3U+ckA4ckL761av/zG3bpNJSc+Y9OkAAAKSZrVvt8OPzxSf8SNKNN8bnc9IFAQgA\\\n",
       "gDSzbp39fNtt8fvMzxc9jEEAAgAgzfzP/9jPc+c6W0c6Yw9QFOwBAgCkms5OacQI+/WJE/aNTOPF\\\n",
       "pHmPDhAAAGnkf//XvvP79OnxDT+mIQABAJBGepa/5sxxto50RwACACCN9ASg2bOdrSPdsQcoCpPW\\\n",
       "QgEAqe/YMfv2F1lZUkeHNHhwfD/fpHmPDhAAAGli40b77u833RT/8GMaAhAAAGmC/T/xQwACACBN\\\n",
       "bNxoP5eXO1qGK7AHKAqT1kIBAKmto8O+/k9WlnTypDRoUPy/w6R5jw4QAABpoKXF3v8zdWpiwo9p\\\n",
       "XBuA/H6/CgsL5fP5tGLFigt+3t7ernnz5mny5MkqLi7Wc889l/wiAQCI0ebN9vPNNztbh1u4MgBF\\\n",
       "IhEtW7ZMfr9f+/btU0NDg/bv39/nmLq6Ok2ZMkU7d+5UIBDQ97//fYXDYYcqBgAgOgJQfLkyALW2\\\n",
       "tio/P195eXnKyspSZWWlGhsb+xxz/fXXq7OzU5LU2dmpkSNHKjMz04lyAQCIqqtLeuMN+/VNNzlb\\\n",
       "i1u4csYPhULKzc3tfe/1evVGz1/O56qrqzVnzhzl5OTo1KlTevnll5NdJgAAMdm1Szp9WvL5pOuu\\\n",
       "c7oad3BlB6hnF3s0TzzxhCZPnqwPP/xQO3fu1P33369Tp04loToAAPqH5a/4c2UHyOPxKBgM9r4P\\\n",
       "BoPyer19jtmyZYsefvhhSdL48eM1duxYHThwQKWlpRd8Xm1tbe/r8vJylXMBBgBAEiUyAAUCAQUC\\\n",
       "gfh/cIpz5XWAwuGwCgoK1NzcrJycHE2fPl0NDQ0qKirqPeZ73/uesrOz9eijj+rIkSOaOnWqdu/e\\\n",
       "rREjRvQeY9L1EAAAqcvrlUIhad8+6bypLO5Mmvdc2QHKzMxUXV2dKioqFIlEVFVVpaKiItXX10uS\\\n",
       "ampq9NBDD2nJkiUqKSlRd3e3nnrqqT7hBwCAVPDhh3b4yc6WCgqcrsY9XNkBiheTkjAAIDW9+qq0\\\n",
       "cKF0663Shg2J/S6T5j1XboIGAMAt/vAH+3nqVGfrcBsCEAAAKawnAF3kHB1cBQIQAAApyrIIQIlC\\\n",
       "AAIAIEW1tUlHj9p3gc/Lc7oadyEAAQCQos7v/sRwjV/0AwEIAIAUxfJX4hCAAABIUQSgxCEAAQCQ\\\n",
       "gtgAnVgEIAAAUtDhw9Lx4/bd379wO0vEAQEIAIAUxAboxCIAAQCQglj+SiwCEAAAKYgAlFjcDDUK\\\n",
       "k24KBwBIHd3d9sUPT5607wSfk5Oc7zVp3qMDBABAinnvPTv85OQkL/yYhgAEAECKYfkr8QhAAACk\\\n",
       "GAJQ4hGAAABIMQSgxGMTdBQmbQYDAKSGSES69lrpk0+kI0fsCyEmi0nzHh0gAABSyDvv2OHnK19J\\\n",
       "bvgxDQEIAIAUwvJXchCAAABIIQSg5CAAAQCQQghAycEm6ChM2gwGAHBeOCx9+cvSmTPSsWP21aCT\\\n",
       "yaR5jw4QAAAp4u237fAzblzyw49pCEAAAKQIlr+ShwAEAECK6AlAU6c6W4cJCEAAAKQIOkDJwybo\\\n",
       "KEzaDAYAcFZXlzRsmHT2rHTihH016GQzad5zbQfI7/ersLBQPp9PK1asuOgxgUBAU6ZMUXFxscrL\\\n",
       "y5NbIAAA59m71w4/Pp8z4cc0mU4XkAiRSETLli3Thg0b5PF4NG3aNC1cuFBFRUW9x3R0dOj+++/X\\\n",
       "+vXr5fV61d7e7mDFAADTsfyVXK7sALW2tio/P195eXnKyspSZWWlGhsb+xzz0ksvadGiRfJ6vZKk\\\n",
       "UaNGOVEqAACSCEDJ5soAFAqFlJub2/ve6/UqFAr1OebgwYM6fvy4Zs+erdLSUr3wwgvJLhMAgF4E\\\n",
       "oORy5RJYzyauaLq6urR9+3Y1Nzfr9OnTmjlzpmbMmCGfz5eECgEAOOfsWWn3bikjQ5oyxelqzODK\\\n",
       "AOTxeBQMBnvfB4PB3qWuHrm5uRo1apQGDx6swYMHa9asWdq1a9dFA1BtbW3v6/LycjZMAwDi6q23\\\n",
       "7LPAiorsM8GSKRAIKBAIJPdLU4ArT4MPh8MqKChQc3OzcnJyNH36dDU0NPTZBP32229r2bJlWr9+\\\n",
       "vc6ePauysjL9+te/1oQJE3qPMel0QACAc/7936WlS6Vvf1v65S+dq8Okec+VHaDMzEzV1dWpoqJC\\\n",
       "kUhEVVVVKioqUn19vSSppqZGhYWFmjdvniZNmqQBAwaourq6T/gBACBZ2P+TfK7sAMWLSUkYAOCc\\\n",
       "yZOlXbukzZulm25yrg6T5j0CUBQm/SEAAJxx5oy978eypFOnpCFDnKvFpHnPlafBAwCQLnbtkiIR\\\n",
       "6S/+wtnwYxoCEAAADmL/jzMIQAAAOIgA5AwCEAAADiIAOYNN0FGYtBkMAJB8n3wiZWdLAwbYG6AH\\\n",
       "DXK2HpPmPTpAAAA4ZOdOqbtbmjjR+fBjGgIQAAAOYfnLOQQgAAAcQgByDgEIAACH9ASgqVOdrcNE\\\n",
       "bIKOwqTNYACA5Dp5Urr2WmngQHsD9MCBTldk1rxHBwgAAAds22Y/T56cGuHHNAQgAAAc8Oab9vO0\\\n",
       "ac7WYSoCEAAADiAAOYsABACAAwhAzmITdBQmbQYDACTP0aPSmDHS0KH2ZuhrrnG6IptJ8x4dIAAA\\\n",
       "kqyn+zN1auqEH9MQgAAASDKWv5xHAAIAIMkIQM4jAAEAkESWRQBKBQQgAACS6IMPpI8/lkaOlMaO\\\n",
       "dboacxGAAABIop7uT2mp9PlJV3AAAQgAgCTquQEqy1/OIgABAJBE53eA4BwuhBiFSReEAgAkXne3\\\n",
       "NHy41NkphUJSTo7TFfVl0rxHBwgAgCQ5eNAOPzk5qRd+TEMAAgAgSTj9PXUQgAAASJKtW+3nsjJn\\\n",
       "64CLA5Df71dhYaF8Pp9WrFhxyePefPNNZWZmas2aNUmsDgBgop4ANHOms3XApZugI5GICgoKtGHD\\\n",
       "Bnk8Hk2bNk0NDQ0qKiq64Li5c+dqyJAhWrJkiRYtWtTn5yZtBgMAJNann0rZ2faVoDs77TvBpxqT\\\n",
       "5j1XdoBaW1uVn5+vvLw8ZWVlqbKyUo2NjRcc9/TTT+vOO+/U6NGjHagSAGCSP/xBikSkSZNSM/yY\\\n",
       "xpUBKBQKKTc3t/e91+tVKBS64JjGxkYtXbpU0rnUCwBAIrD8lVpcGYBiCTPLly/Xk08+qYyMDFmW\\\n",
       "ZUS7DwDgnJYW+5kAlBoynS4gETwej4LBYO/7YDAor9fb55ht27apsrJSktTe3q5169YpKytLCxcu\\\n",
       "vODzamtre1+Xl5ervLw8IXUDANzJslK3AxQIBBQIBJwuI+lcuQk6HA6roKBAzc3NysnJ0fTp0y+6\\\n",
       "CbrHkiVLdPvtt+uOO+7o8+8mbQYDACTOH/8ojR8vjRolHT2aujdBNWnec2UHKDMzU3V1daqoqFAk\\\n",
       "ElFVVZWKiopUX18vSaqpqXG4QgCASXqWv2bMSN3wYxpXdoDixaQkDABInO98R6qrk378Y+mhh5yu\\\n",
       "5tJMmvdcuQkaAIBU0rP/Z8YMZ+vAOXSAojApCQMAEuP0afsCiN3dUkeHNGyY0xVdmknzHh0gAAAS\\\n",
       "6I03pHBYKilJ7fBjGgIQAAAJtGmT/TxrlrN1oC8CEAAACUQASk3sAYrCpLVQAED8ffaZdO210pkz\\\n",
       "9vV/Uv3WkybNe3SAAABIkO3b7fBTWJj64cc0BCAAABKE5a/URQACACBBCECpiz1AUZi0FgoAiK9I\\\n",
       "RBo5Ujp5UvrgAyk31+mKLs+keY8OEAAACbBnjx1+brghPcKPaQhAAAAkAMtfqY0ABABAAhCAUht7\\\n",
       "gKIwaS0UABA/3d3SdddJx45J77wj+XxOVxQbk+Y9OkAAAMTZrl12+LnhBik/3+lqcDEEIAAA4mzD\\\n",
       "Bvv5L/9S+rypghRDAAIAIM7OD0BITewBisKktVAAQHz83/9JI0bYt8A4csTeC5QuTJr36AABABBH\\\n",
       "W7fa4aekJL3Cj2kIQAAAxBHLX+mBAAQAQBwRgNIDe4CiMGktFABw9drbpTFjpMxM6fhxaehQpyvq\\\n",
       "H5PmPTpAAADEid9vXwTx619Pv/BjGgIQAABx8tpr9vNttzlbBy6PJbAoTGoFAgCuTjgsjR4tdXRI\\\n",
       "Bw+m5xWgTZr36AABABAHW7bY4eerX03P8GMaAhAAAHHA8ld6IQABABAHPQHoG99wtg7ExtUByO/3\\\n",
       "q7CwUD6fTytWrLjg56tXr1ZJSYkmTZqkm2++Wbt373agSgBAujt8WNq7Vxo2TPra15yuBrHIdLqA\\\n",
       "RIlEIlq2bJk2bNggj8ejadOmaeHChSoqKuo9Zty4cdq0aZOys7Pl9/t13333qaWlxcGqAQDpaM0a\\\n",
       "+3nePGngQGdrQWxc2wFqbW1Vfn6+8vLylJWVpcrKSjU2NvY5ZubMmcrOzpYklZWVqa2tzYlSAQBp\\\n",
       "7je/sZ//9m+drQOxc20ACoVCys3N7X3v9XoVCoUuefwzzzyjBQsWJKM0AICLBINSS4s0eLDENJI+\\\n",
       "XLsE1nMtg1i8/vrrevbZZ7V58+YEVgQAcKOe5a8FC7j6czpxbQDyeDwKBoO974PBoLxe7wXH7d69\\\n",
       "W9XV1fL7/Ro+fPhFP6u2trb3dXl5ucrLy+NdLgAgTfUsf915p7N1XKlAIKBAIOB0GUnn2itBh8Nh\\\n",
       "FRQUqLm5WTk5OZo+fboaGhr6bIL+4IMPNGfOHL344ouaMWPGBZ9h0hUxAQD9FwpJXq/0pS9JH39s\\\n",
       "nwWWzkya91zbAcrMzFRdXZ0qKioUiURUVVWloqIi1dfXS5Jqamr0+OOP68SJE1q6dKkkKSsrS62t\\\n",
       "rU6WDQBII6+8Yj/Pn5/+4cc0ru0AxYNJSRgA0H9Tp0rbt0u/+pV0111OV3P1TJr3CEBRmPSHAADo\\\n",
       "nz17pIkTpexs6aOPpEGDnK7o6pk077n2NHgAABLpl7+0n++6yx3hxzR0gKIwKQkDAGIXDktf+Yr0\\\n",
       "pz9JmzdLN93kdEXxYdK8RwcIAIB+Wr/eDj/5+dLMmU5XgytBAAIAoJ/+7d/s5+pqqR/X3UUKYQks\\\n",
       "CpNagQCA2Pzxj3bnZ+BAqa1NGjXK6Yrix6R5jw4QAAD9UF8vWZb0d3/nrvBjGjpAUZiUhAEAl3f6\\\n",
       "tL35+dgxaetW6SI3EUhrJs17dIAAAIjRqlV2+CktlcrKnK4GV4MABABADMJh6ac/tV//8Idsfk53\\\n",
       "BCAAAGLwm99Ihw9LPp/0N3/jdDW4WgQgAAAuo7tb+slP7Nf/+I/SNdc4Ww+uHgEIAIDLaGiQ3nrL\\\n",
       "3gD9D//gdDWIBwIQAABRfPaZ9Mgj9uvaWulLX3K0HMQJAQgAgChWrpQOHZKKiqRvf9vpahAvXAco\\\n",
       "CpOuhwAAuNDRo1JBgdTRIf3ud9Jf/7XTFSWWSfMeHSAAAC7hhz+0w09FhfTNbzpdDeKJDlAUJiVh\\\n",
       "AEBfmzZJX/+6fc+vPXvs09/dzqR5jw4QAABf0Nl57myvBx80I/yYhg5QFCYlYQDAOffcIz3/vHTj\\\n",
       "jfY9vwYOdLqi5DBp3qMDBADAeZ55xg4/gwZJL75oTvgxDQEIAIDPbdkiLV1qv/7FL+xT3+FOBCAA\\\n",
       "ACQdOGDf46urS/rOd6R773W6IiQSe4CiMGktFABMdviwdMstUlub9Fd/Jf3+91JWltNVJZ9J8x4d\\\n",
       "IACA0fbsORd+vvY1+4KHJoYf0xCAAADG+q//skNPT/j5/e+lIUOcrgrJQAACABinq0v60Y+kefOk\\\n",
       "kyelO+6Q/vu/pexspytDshCAAABG2bLFvr7Pj38sZWRIjz8uvfyyfdo7zOHaAOT3+1VYWCifz6cV\\\n",
       "K1Zc9JgHHnhAPp9PJSUl2rFjR5IrBAAk07Zt0u23SzffbO/7GTdOam6WHnlEuuYap6tDsrkyAEUi\\\n",
       "ES1btkx+v1/79u1TQ0OD9u/f3+eYpqYmvfvuuzp48KBWrlyppT0XfgAAuMbJk9Jzz9mhp7T03B6f\\\n",
       "H/3IDkHl5U5XCKdkOl1AIrS2tio/P195eXmSpMrKSjU2NqrovCtarV27VosXL5YklZWVqaOjQ0eO\\\n",
       "HNGYMWOcKBkAEAdnzkg7dti3r2hqsm9oGg7bPxs2TLrvPukHP5Cuu87ZOuE8VwagUCik3Nzc3vde\\\n",
       "r1dvvPHGZY9pa2sjAAFACvv0U6m93X58/LF99tZ779mPd96xuzqRyLnjBwywT3FfvFi66y7pz/7M\\\n",
       "udqRWlwZgHou5HQ5X7zQ06V+r7o69u/u77WjruRaU3wH38F38B3JPj5Z39HdbXdxLvY4fVo6ezb6\\\n",
       "7w8YIE2cKE2fLs2eLc2fL40Y0f864H6uDEAej0fBYLD3fTAYlNfrjXpMW1ubPB7PRT/vP/6j9rx3\\\n",
       "5Z8/AADJNnCgNHr0ucf110vjx597FBfT5emvQCCgQCDgdBlJ58pbYYTDYRUUFKi5uVk5OTmaPn26\\\n",
       "Ghoa+uwBampqUl1dnZqamtTS0qLly5erpaWlz+f0dIRWruzfEMXYgLri4/kOvoPv4DvS5Tuu5PhB\\\n",
       "g6TBgy/+GDLkyv47ERuTboXhyg5QZmam6urqVFFRoUgkoqqqKhUVFam+vl6SVFNTowULFqipqUn5\\\n",
       "+fkaOnSoVq1adcnP688SGAAASH2u7ADFi0lJGAAAk+Y9V14HCAAAIBoCEAAAMA4BCAAAGIcABAAA\\\n",
       "jEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAExwUCAadLMALjnHiM\\\n",
       "ceIxxogXAhAcx//QkoNxTjzGOPEYY8QLAQgAABgnwzLhnvdXKCMjw+kSAABIOhOiAR0gAABgnEyn\\\n",
       "C0hlJiRgAABMRAcIAAAYhwAEAACMQwD6nN/vV2FhoXw+n1asWHHRYx544AH5fD6VlJRox44dSa4w\\\n",
       "/V1ujFevXq2SkhJNmjRJN998s3bv3u1Alektlr9jSXrzzTeVmZmpNWvWJLE6d4hljAOBgKZMmaLi\\\n",
       "4mKVl5cnt0CXuNw4t7e3a968eZo8ebKKi4v13HPPJb/INHbvvfdqzJgxmjhx4iWPcf2cZ8EKh8PW\\\n",
       "+PHjrUOHDlmfffaZVVJSYu3bt6/PMa+99po1f/58y7Isq6WlxSorK3Oi1LQVyxhv2bLF6ujosCzL\\\n",
       "statW8cY91MsY9xz3OzZs63bbrvNeuWVVxyoNH3FMsYnTpywJkyYYAWDQcuyLOvjjz92otS0Fss4\\\n",
       "P/roo9aDDz5oWZY9xiNGjLC6urqcKDctbdq0ydq+fbtVXFx80Z+bMOfRAZLU2tqq/Px85eXlKSsr\\\n",
       "S5WVlWpsbOxzzNq1a7V48WJJUllZmTo6OnTkyBEnyk1LsYzxzJkzlZ2dLcke47a2NidKTVuxjLEk\\\n",
       "Pf3007rzzjs1evRoB6pMb7GM8UsvvaRFixbJ6/VKkkaNGuVEqWktlnG+/vrr1dnZKUnq7OzUyJEj\\\n",
       "lZnJeT2xuuWWWzR8+PBL/tyEOY8AJCkUCik3N7f3vdfrVSgUuuwxTNCxi2WMz/fMM89owYIFySjN\\\n",
       "NWL9O25sbNTSpUslca2r/opljA8ePKjjx49r9uzZKi0t1QsvvJDsMtNeLONcXV2tvXv3KicnRyUl\\\n",
       "Jfr5z3+e7DJdzYQ5j7is2CcB6wunxTN5xK4/Y/X666/r2Wef1ebNmxNYkfvEMsbLly/Xk08+qYyM\\\n",
       "DFmWxaUe+imWMe7q6tL27dvV3Nys06dPa+bMmZoxY4Z8Pl8SKnSHWMb5iSee0OTJkxUIBPTee+9p\\\n",
       "7ty52rVrl4YNG5aECs3g9jmPACTJ4/EoGAz2vg8Gg73t60sd09bWJo/Hk7Qa010sYyxJu3fvVnV1\\\n",
       "tfx+f9T2LC4Uyxhv27ZNlZWVkuxNpOvWrVNWVpYWLlyY1FrTVSxjnJubq1GjRmnw4MEaPHiwZs2a\\\n",
       "pV27dhGA+iGWcd6yZYsefvhhSdL48eM1duxYHThwQKWlpUmt1a2MmPOc3YKUGrq6uqxx48ZZhw4d\\\n",
       "ss6ePXvZTdBbt2515YawRIpljN9//31r/Pjx1tatWx2qMr3FMsbnu+eee6zf/va3Saww/cUyxvv3\\\n",
       "77duvfVWKxwOW59++qlVXFxs7d2716GK01Ms4/zd737Xqq2ttSzLsj766CPL4/FYx44dc6LctHXo\\\n",
       "0KGYNkG7dc6jAyQpMzNTdXV1qqioUCQSUVVVlYqKilRfXy9Jqqmp0YIFC9TU1KT8/HwNHTpUq1at\\\n",
       "crjq9BLLGD/++OM6ceJE7/6UrKwstba2Oll2WolljHF1YhnjwsJCzZs3T5MmTdKAAQNUXV2tCRMm\\\n",
       "OFx5eollnB966CEtWbJEJSUl6u7u1lNPPaURI0Y4XHn6uPvuu7Vx40a1t7crNzdXjz32mLq6uiSZ\\\n",
       "M+dxM1QAAGAczgIDAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxD\\\n",
       "AAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA\\\n",
       "4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAY5/8BrIj4fSNdKIsAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[39] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAHWhJREFUeJzt3X9w1HV+x/FXcKONKD9DkexGA8mWhIsEFBI4xFn0vATs\\\n",
       "MZ4y0zjXFjGTS6kpg2en3minRKfjGJ25jjV/NE4Vpx5msKedcCWsHsEVT4ihgqQCcqCcbpbKEX4Y\\\n",
       "RkSS5ds/vpdIBJYN2d3v7vfzfMzsfHdvP7v75jMZP6/7fD7f7zfLsixLAAAABhnldAEAAACpRgAC\\\n",
       "AADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQ\\\n",
       "gAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADA\\\n",
       "OAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjeJwuIJ1lZWU5XQIAAClnWZbTJSQd\\\n",
       "M0AAAMA4BKA4WJbFI4mPNWvWOF6DCQ/6mT52w4M+Tu7DJAQgAABgHAIQAAAwDgEIjgsEAk6XYAT6\\\n",
       "Ofno4+Sjj5EoWZZpi37DMHAWGF0EADCBSeMeM0AAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxD\\\n",
       "AAIAAMYhAAEAAOO4NgA9+OCDmjx5sm6++eZLtlm1apX8fr/Kysq0a9euFFYHAACc5NoAtGLFCgWD\\\n",
       "wUu+39bWpoMHD+rAgQN64YUXtHLlyhRWBwAAnOTaALRw4UKNHz/+ku9v2LBBy5cvlyRVVFTo5MmT\\\n",
       "OnLkSKrKAwAADnJtALqcSCSi/Pz8wdc+n0/d3d0OVgQAAFLF43QBTvruvU4G7oECAIApenuldeuk\\\n",
       "ffucriS1jA1AXq9X4XB48HV3d7e8Xu9F2zY0NAw+DwQC3I0YAOAKW7ZIP/5xSL29IadLSTljA9DS\\\n",
       "pUvV1NSk6upqdXR0aNy4cZo8efJF254fgAAAcINQSKqqkvr6Apo/P6B77pEeffQJp8tKmSzLpfe8\\\n",
       "v//++/XOO++op6dHkydP1hNPPKG+vj5JUl1dnSSpvr5ewWBQo0eP1tq1a3XLLbcM+Y6BJTGXdhEA\\\n",
       "wFB/+IM0Y4Z07Ji0cqX0/PPSVVeZNe65NgAlgkl/CAAAc1RXS+vXSz/4gRQM2uFHMmvcIwDFYNIf\\\n",
       "AgDADL/5jfTDH0qjR0sffSQVFHz7nknjnrGnwQMAYBrLkv7pn+zn//iPQ8OPaZgBisGkJAwAcL+3\\\n",
       "3pIqK6XcXOnQIem664a+b9K4xwwQAACGePZZ+/jIIxeGH9MwAxSDSUkYAOBuBw5If/ZnUk6OdPiw\\\n",
       "NG7chW1MGveYAQIAwADNzfbx/vsvHn5MwwxQDCYlYQCAe509K02ZIh0/LnV2SnPnXrydSeMeM0AA\\\n",
       "ALjcb35jh5/vfU+aM8fpatIDAQgAAJdbv94+VldL3PfbxhJYDCZNBQIA3OnMGelP/1Q6dUr63e8k\\\n",
       "v//SbU0a95gBAgDAxYJBO/zMnh07/JiGAAQAgIsNLH/9xV84W0e6YQksBpOmAgEA7tPXZ1/1ubdX\\\n",
       "OnhQKiyM3d6kcY8ZIAAAXGrbNjv8FBdfPvyYhgAEAIBLtbXZxyVLnK0jHRGAAABwqY0b7ePddztb\\\n",
       "RzpiD1AMJq2FAgDc5bPPpIIC6frrpZ4e6eqrL/8Zk8Y9ZoAAAHChTZvs4113xRd+TEMAAgDAhd56\\\n",
       "yz5WVTlbR7piCSwGk6YCAQDuce6cNGmSff+vTz6Rpk2L73MmjXvMAAEA4DJdXXb4ufFGaepUp6tJ\\\n",
       "TwQgAABc5u237eOiRdz89FIIQAAAuMz5AQgXxx6gGExaCwUAuEM0Kk2cKH35pX0q/I03xv9Zk8Y9\\\n",
       "ZoAAAHCRXbvs8DNt2vDCj2kIQAAAuMiWLfaR5a/YCEAAALhIKGQf77jD0TLSHnuAYjBpLRQAkPnO\\\n",
       "nZPGj7fvAB8OSz7f8D5v0rjHDBAAAC6xd68dfm68cfjhxzSuDUDBYFDFxcXy+/1qbGy84P2enh5V\\\n",
       "VVVp1qxZKi0t1csvv5z6IgEASKBt2+zj97/vbB2ZwJUBKBqNqr6+XsFgUHv37lVLS4v27ds3pE1T\\\n",
       "U5Nmz56tDz/8UKFQSI888oj6+/sdqhgAgJEjAMXPlQGos7NTRUVFKigoUHZ2tqqrq9Xa2jqkzZQp\\\n",
       "U9Tb2ytJ6u3t1cSJE+XxeJwoFwCAhCAAxc+VI34kElF+fv7ga5/Pp/fff39Im9raWt1xxx3Ky8vT\\\n",
       "qVOn9Nprr6W6TAAAEuboUenAAenaa6WZM52uJv25cgYoK44bnzz11FOaNWuWDh8+rA8//FAPPfSQ\\\n",
       "Tp06lYLqAABIvO3b7WN5uZSd7WwtmcCVM0Ber1fhcHjwdTgclu872+G3bdumxx9/XJJUWFioqVOn\\\n",
       "av/+/ZozZ84F39fQ0DD4PBAIKBAIJKVuAACu1JUuf4VCIYUGLh5kEFdeB6i/v1/Tp09Xe3u78vLy\\\n",
       "VF5erpaWFpWUlAy2+dnPfqaxY8dqzZo1OnLkiG699VZ1dXVpwoQJg21Muh4CACCz3X679O670n//\\\n",
       "t3T33Vf2HSaNe66cAfJ4PGpqalJlZaWi0ahqampUUlKi5uZmSVJdXZ0ee+wxrVixQmVlZTp37pye\\\n",
       "eeaZIeEHAIBMcfastGOH/XzePGdryRSunAFKFJOSMAAgc3V2ShUVUnGx9J2rvgyLSeOeKzdBAwBg\\\n",
       "koH9P/PnO1tHJiEAAQCQ4Vj+Gj4CEAAAGe6DD+zjrbc6W0cmYQ9QDCathQIAMlNvrzR2rHT11fbz\\\n",
       "a6658u8yadxjBggAgAy2c6d9nDlzZOHHNAQgAAAy2MDy10Wu44sYCEAAAGSw//kf+8j+n+EhAAEA\\\n",
       "kMEGAhAzQMPDJugYTNoMBgDIPCdPSuPH23t/Tp0a+U1QTRr3mAECACBDDWyALivjDvDDRQACACBD\\\n",
       "sfx15QhAAABkKALQlSMAAQCQoTgF/sqxCToGkzaDAQAyy/Hj0sSJUk6OfQVoj2fk32nSuMcMEAAA\\\n",
       "GWhg9mfWrMSEH9MQgAAAyEDs/xkZAhAAABmIO8CPDAEIAIAMxAzQyLAJOgaTNoMBADJHT480aZJ0\\\n",
       "7bX2BuirrkrM95o07jEDBABAhhlY/rrllsSFH9MQgAAAyDDcAX7kCEAAAGQY9v+MHAEIAIAMQwAa\\\n",
       "OTZBx2DSZjAAQGY4ckS64QbpuuukL7+URiVwKsOkcY8ZIAAAMsj5G6ATGX5MQ9cBAJBBWP5KDAIQ\\\n",
       "AAAZhACUGAQgAAAyCLfASAzXBqBgMKji4mL5/X41NjZetE0oFNLs2bNVWlqqQCCQ2gIBABimw4ft\\\n",
       "x5gxUlGR09VkNo/TBSRDNBpVfX29Nm/eLK/Xq7lz52rp0qUqKSkZbHPy5Ek99NBDevPNN+Xz+dTT\\\n",
       "0+NgxQAAXN75sz9sgB4ZV3ZfZ2enioqKVFBQoOzsbFVXV6u1tXVIm1dffVX33XeffD6fJCk3N9eJ\\\n",
       "UgEAiNtAAGL/z8i5MgBFIhHl5+cPvvb5fIpEIkPaHDhwQMePH9eiRYs0Z84cvfLKK6kuEwCAYeEW\\\n",
       "GInjyiWwgQs5xdLX16edO3eqvb1dp0+f1vz58zVv3jz5/f4UVAgAwPBYFmeAJZIrA5DX61U4HB58\\\n",
       "HQ6HB5e6BuTn5ys3N1c5OTnKycnR7bffrt27d180ADU0NAw+DwQCbJgGAKRcJGJfBXrcOGnatMR9\\\n",
       "bygUUigUStwXZghX3gqjv79f06dPV3t7u/Ly8lReXq6WlpYhm6A//vhj1dfX680339Q333yjiooK\\\n",
       "rV+/XjNmzBhsY9IlwQEA6a21VbrnHunOO6XNm5PzGyaNe66cAfJ4PGpqalJlZaWi0ahqampUUlKi\\\n",
       "5uZmSVJdXZ2Ki4tVVVWlmTNnatSoUaqtrR0SfgAASCcsfyWWK2eAEsWkJAwASG+LF0vBoPSf/ykt\\\n",
       "W5ac3zBp3HPlWWAAALiJZXEKfKIRgAAASHPhsHT0qDRhgnTTTU5X4w4EIAAA0tz5+3/iuNIL4kAA\\\n",
       "AgAgzbEBOvEIQAAApDnuAJ94BCAAANIYV4BODgIQAABp7Pe/l44flyZNks67zSVGiAAEAEAaO//0\\\n",
       "dzZAJw4BCACANLZjh31k/09iEYAAAEhjAwFo7lxn63AbboURg0mXBAcApJ9z56Tx46XeXvtu8Hl5\\\n",
       "yf09k8Y9ZoAAAEhTBw7Y4ScvL/nhxzQEIAAA0hTLX8lDAAIAIE0RgJKHAAQAQJoauAAiASjx2AQd\\\n",
       "g0mbwQAA6aW/XxozRvr6a6mnR5o4Mfm/adK4xwwQAABpaM8eO/xMm5aa8GMaAhAAAGmI5a/kIgAB\\\n",
       "AJCGBjZAcwPU5CAAAQCQhjgDLLnYBB2DSZvBAADp48wZewN0f7/05ZfS9den5ndNGveYAQIAIM10\\\n",
       "dUl9fVJxcerCj2kIQAAApBmWv5KPAAQAQJohACUfAQgAgDTDKfDJxyboGEzaDAYASA+nTknjxkmj\\\n",
       "Rtl3gs/JSd1vmzTuMQMEAEAa2bFDOndOmjUrteHHNAQgAADSSEeHfZw/39k63M61ASgYDKq4uFh+\\\n",
       "v1+NjY2XbLdjxw55PB698cYbKawOAICL277dPs6b52wdbufKABSNRlVfX69gMKi9e/eqpaVF+/bt\\\n",
       "u2i7Rx99VFVVVUasdwIA0ptlfTsDRABKLlcGoM7OThUVFamgoEDZ2dmqrq5Wa2vrBe2ef/55LVu2\\\n",
       "TJMmTXKgSgAAhvr0U6mnR5o0SZo61elq3M2VASgSiSg/P3/wtc/nUyQSuaBNa2urVq5cKenbne8A\\\n",
       "ADjl/P0/DEvJ5coAFE+YWb16tZ5++mllZWXJsiyWwAAAjmP/T+p4nC4gGbxer8Lh8ODrcDgsn883\\\n",
       "pM0HH3yg6upqSVJPT482bdqk7OxsLV269ILva2hoGHweCAQUCASSUjcAwGxO7P8JhUIKhUKp+8E0\\\n",
       "4coLIfb392v69Olqb29XXl6eysvL1dLSopKSkou2X7FihX70ox/p3nvvHfK/m3RBKACAs06flsaO\\\n",
       "ta8B9OWX0nXXpb4Gk8Y9V84AeTweNTU1qbKyUtFoVDU1NSopKVFzc7Mkqa6uzuEKAQAYaudOqb9f\\\n",
       "KitzJvyYxpUzQIliUhIGADjr2Welf/gHqa5O+rd/c6YGk8Y9V26CBgAg07ABOrUIQAAAOMyypN/+\\\n",
       "1n5+223O1mIKAhAAAA7bv186elS64QapsNDpasxAAAIAwGHvvmsfFy7kAoipQgACAMBh5wcgpAYB\\\n",
       "CAAAhxGAUo/T4GMw6XRAAIAzurul/Hz7IojHjklXXeVcLSaNe8wAAQDgoIHZnwULnA0/piEAAQDg\\\n",
       "oK1b7SPLX6lFAAIAwEHs/3EGe4BiMGktFACQeseOSbm50jXX2DdAveYaZ+sxadxjBggAAIe89559\\\n",
       "rKhwPvyYhgAEAIBD2tvtYyDgaBlGIgABAOCQgQB0553O1mEi9gDFYNJaKAAgtb74QpoyRbr2WunE\\\n",
       "Cenqq52uyKxxjxkgAAAcsGWLfVy4MD3Cj2kIQAAAOIDlL2cRgAAASDHLkjZvtp//4AfO1mIq9gDF\\\n",
       "YNJaKAAgdQ4elPx+aeJE6Q9/kEalyXSESeNemnQ5AADmGFj+WrQofcKPaeh2AABS7K237CP7f5zD\\\n",
       "ElgMJk0FAgBS4+xZ+/YXp05Jv/+9dNNNTlf0LZPGPWaAAABIod/+1g4/3/teeoUf0xCAAABIobY2\\\n",
       "+7hkibN1mI4ABABAChGA0gN7gGIwaS0UAJB8hw5J06ZJY8ZIPT1SdrbTFQ1l0rjHDBAAACmyaZN9\\\n",
       "/OEP0y/8mIYABABAimzcaB9Z/nKeqwNQMBhUcXGx/H6/GhsbL3h/3bp1Kisr08yZM7VgwQJ1dXU5\\\n",
       "UCUAwAS9vfbtL7KypMWLna4GHqcLSJZoNKr6+npt3rxZXq9Xc+fO1dKlS1VSUjLYZtq0adq6davG\\\n",
       "jh2rYDCon/70p+ro6HCwagCAW23caF8D6LbbpBtucLoauHYGqLOzU0VFRSooKFB2draqq6vV2to6\\\n",
       "pM38+fM1duxYSVJFRYW6u7udKBUAYIDXX7ePy5Y5Wwdsrg1AkUhE+fn5g699Pp8ikcgl27/44ota\\\n",
       "wqIsACAJTp/+dgP0vfc6Wwtsrl0CGziVLx5vv/22XnrpJb333ntJrAgAYKpg0A5B5eXSef/fHA5y\\\n",
       "bQDyer0Kh8ODr8PhsHw+3wXturq6VFtbq2AwqPHjx1/0uxoaGgafBwIBBQKBRJcLAHCxgeWv++5z\\\n",
       "to6LCYVCCoVCTpeRcq69EGJ/f7+mT5+u9vZ25eXlqby8XC0tLUM2QX/++ee644479Mtf/lLz5s27\\\n",
       "4DtMuiAUACA5zpyRJk+2zwI7eFAqLHS6okszadxz7QyQx+NRU1OTKisrFY1GVVNTo5KSEjU3N0uS\\\n",
       "6urq9OSTT+rEiRNauXKlJCk7O1udnZ1Olg0AcJlf/9oOP7fckt7hxzSunQFKBJOSMAAgOZYutUPQ\\\n",
       "v/yLtHq109XEZtK4RwCKwaQ/BABA4h09KuXlSZYlRSL2Ulg6M2ncc+1p8AAAOG39eqm/X6qsTP/w\\\n",
       "YxoCEAAASfIf/2Ef/+qvnK0DF2IJLAaTpgIBAIm1c6d0663SuHHS4cNSTo7TFV2eSeMeM0AAACTB\\\n",
       "H0861gMPZEb4MQ0zQDGYlIQBAInT22tvfv7qK2nfPqm42OmK4mPSuMcMEAAACbZunR1+AoHMCT+m\\\n",
       "IQABAJBA585Jzz1nP/+bv3G2FlwaAQgAgAT69a+l/fulG2/kzu/pjAAEAEACPfusfXz4YSk729la\\\n",
       "cGlsgo7BpM1gAICR27ZNWrDAPvU9HJauu87piobHpHGPGSAAABJkzRr7+Ld/m3nhxzTMAMVgUhIG\\\n",
       "AIxMKCQtWiSNGSMdOiRNmOB0RcNn0rjHDBAAACNkWdLjj9vP//7vMzP8mIYZoBhMSsIAgCv3X/9l\\\n",
       "n/E1caL06af2LFAmMmncYwYIAIAR+Ppr+4wvSWpoyNzwYxoCEAAAI9DYKH32mVRWxoUPMwlLYDGY\\\n",
       "NBUIABi+PXvsO75/84307rvSbbc5XdHImDTuMQMEAMAV6OuT/vqv7fBTU5P54cc0BCAAAK7Ak09K\\\n",
       "O3dKN90k/eIXTleD4WIJLAaTpgIBAPFra5P+/M/t51u22Hd9dwOTxj2P0wUAAJBJDh6UfvIT+9o/\\\n",
       "//zP7gk/pmEGKAaTkjAA4PL+7//svT6ffirdc4/0+uvSKBdtJjFp3CMAxWDSHwIAILZjx+zZno8+\\\n",
       "kubMsZe+rr/e6aoSy6Rxz0W5FQCA5Pj8c3vm56OPpOJiadMm94Uf0xCAAACIobNT+v73pY8/lkpL\\\n",
       "pfZ2KTfX6aowUgQgAAAuIhqVnnvOnvmJROzj1q1SXp7TlSERCEAAAHxHV5e0YIG0erV9wcO/+zt7\\\n",
       "5mf8eKcrQ6K4NgAFg0EVFxfL7/ersbHxom1WrVolv9+vsrIy7dq1K8UVAgDSzccfS3/5l9Ls2dL7\\\n",
       "70tTpkhvvCH9679KV1/tdHVIJFcGoGg0qvr6egWDQe3du1ctLS3at2/fkDZtbW06ePCgDhw4oBde\\\n",
       "eEErV650qFoAgJO+/lp67TWpslKaMUNat84+tb2+Xtq3T/rxj52uEMngygshdnZ2qqioSAUFBZKk\\\n",
       "6upqtba2qqSkZLDNhg0btHz5cklSRUWFTp48qSNHjmjy5MlOlAwASJGzZ+0lro4O+2yuLVukM2fs\\\n",
       "9665Rlq+XHrsMfsWF3AvVwagSCSi/Pz8wdc+n0/vv//+Zdt0d3cTgAAgw505I/X0fPsIh+0LF37y\\\n",
       "ifS730n/+792CDrfnDn2jU1/8hNpwgRn6kZquTIADVzI6XK+e6GnS32utnZ4v38l149K1WdS+Vv8\\\n",
       "m678M6n8LTfWx78p9b+VyvrOnbOXrb7+2g475z//6iv7+eUUF9uhZ9EiafFie68PzOLKAOT1ehUO\\\n",
       "hwdfh8Nh+Xy+mG26u7vl9Xov+n3//u8N570K/PEBAEhH2dnSpEn2tXpyc+1wU1goTZtmP8rKpDFj\\\n",
       "nK4yfYRCIYVCIafLSDlX3gqjv79f06dPV3t7u/Ly8lReXq6WlpYhe4Da2trU1NSktrY2dXR0aPXq\\\n",
       "1ero6BjyPQMzQi+8MPwuinMSypHPpPK3+Del/rf4N135Z1L5W26sL1X/pqwsKSfHfvzJn3z7fOAx\\\n",
       "evSV12I6k26F4coZII/Ho6amJlVWVioajaqmpkYlJSVqbm6WJNXV1WnJkiVqa2tTUVGRRo8erbVr\\\n",
       "117y+4a7BAYAANKbK2eAEsWkJAwAgEnjniuvAwQAABALAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQ\\\n",
       "gAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAguNCoZDTJRiBfk4++jj56GMkCgEI\\\n",
       "juM/aKlBPycffZx89DEShQAEAACMk2WZcM/7K5SVleV0CQAApJwJ0YAZIAAAYByP0wWkMxMSMAAA\\\n",
       "JmIGCAAAGIcABAAAjEMA+qNgMKji4mL5/X41NjZetM2qVavk9/tVVlamXbt2pbjCzHe5Pl63bp3K\\\n",
       "yso0c+ZMLViwQF1dXQ5Umdni+TuWpB07dsjj8eiNN95IYXXuEE8fh0IhzZ49W6WlpQoEAqkt0CUu\\\n",
       "1889PT2qqqrSrFmzVFpaqpdffjn1RWawBx98UJMnT9bNN998yTauH/MsWP39/VZhYaF16NAh6+zZ\\\n",
       "s1ZZWZm1d+/eIW02btxoLV682LIsy+ro6LAqKiqcKDVjxdPH27Zts06ePGlZlmVt2rSJPh6mePp4\\\n",
       "oN2iRYusu+++2/rVr37lQKWZK54+PnHihDVjxgwrHA5blmVZR48edaLUjBZPP69Zs8b6+c9/blmW\\\n",
       "3ccTJkyw+vr6nCg3I23dutXauXOnVVpaetH3TRjzmAGS1NnZqaKiIhUUFCg7O1vV1dVqbW0d0mbD\\\n",
       "hg1avny5JKmiokInT57UkSNHnCg3I8XTx/Pnz9fYsWMl2X3c3d3tRKkZK54+lqTnn39ey5Yt06RJ\\\n",
       "kxyoMrPF08evvvqq7rvvPvl8PklSbm6uE6VmtHj6ecqUKert7ZUk9fb2auLEifJ4OK8nXgsXLtT4\\\n",
       "8eMv+b4JYx4BSFIkElF+fv7ga5/Pp0gkctk2DNDxi6ePz/fiiy9qyZIlqSjNNeL9O25tbdXKlSsl\\\n",
       "ca2r4Yqnjw8cOKDjx49r0aJFmjNnjl555ZVUl5nx4unn2tpa7dmzR3l5eSorK9Nzzz2X6jJdzYQx\\\n",
       "j7is+AcB6zunxTN4xG84ffX222/rpZde0nvvvZfEitwnnj5evXq1nn76aWVlZcmyLC71MEzx9HFf\\\n",
       "X5927typ9vZ2nT59WvPnz9e8efPk9/tTUKE7xNPPTz31lGbNmqVQKKRPPvlEd911l3bv3q3rr78+\\\n",
       "BRWawe1jHgFIktfrVTgcHnwdDocHp68v1aa7u1terzdlNWa6ePpYkrq6ulRbW6tgMBhzehYXiqeP\\\n",
       "P/jgA1VXV0uyN5Fu2rRJ2dnZWrp0aUprzVTx9HF+fr5yc3OVk5OjnJwc3X777dq9ezcBaBji6edt\\\n",
       "27bp8ccflyQVFhZq6tSp2r9/v+bMmZPSWt3KiDHP2S1I6aGvr8+aNm2adejQIeubb7657Cbo7du3\\\n",
       "u3JDWDLF08efffaZVVhYaG3fvt2hKjNbPH18vgceeMB6/fXXU1hh5ounj/ft22fdeeedVn9/v/XV\\\n",
       "V19ZpaWl1p49exyqODPF088PP/yw1dDQYFmWZX3xxReW1+u1jh075kS5GevQoUNxbYJ265jHDJAk\\\n",
       "j8ejpqYmVVZWKhqNqqamRiUlJWpubpYk1dXVacmSJWpra1NRUZFGjx6ttWvXOlx1Zomnj5988kmd\\\n",
       "OHFicH9Kdna2Ojs7nSw7o8TTxxiZePq4uLhYVVVVmjlzpkaNGqXa2lrNmDHD4cozSzz9/Nhjj2nF\\\n",
       "ihUqKyvTuXPn9Mwzz2jChAkOV5457r//fr3zzjvq6elRfn6+nnjiCfX19UkyZ8zjZqgAAMA4nAUG\\\n",
       "AACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYh\\\n",
       "AAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACA\\\n",
       "cQhAAADAOAQgAABgHAIQAAAwzv8DpXiYAd1TmqIAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[40] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAHG5JREFUeJzt3X1wFPd9x/GP8GliymAVECHo7hJhSdZDZAlqIYEJjIzt\\\n",
       "iOCHToLbyn0iWKNoqBmKnT+SsadF9h8ey512JmO1HdHYeOoY1RnbU9Eizi2KD1pAFuZJHoOpcHA4\\\n",
       "nWNsIWTxkIDutP1jI9my4DgJ3e3d/t6vmZu9s3bvvvMbxr/P/Pa7uxmWZVkCAAAwyDSnCwAAAEg2\\\n",
       "AhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAA\\\n",
       "GIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwAC\\\n",
       "AADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABjH43QBqSwjI8PpEgAASDrLspwu\\\n",
       "IeFYAQIAAMYhAMXBsixeCXxt3rzZ8RpMeDHOjLEbXoxxYl8mIQABAADjEIAAAIBxCEBwXHV1tdMl\\\n",
       "GIFxTjzGOPEYY0yVDMu0k34TMHIVGEMEADCBSfMeK0AAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQA\\\n",
       "AIxDAAIAAMYhAAEAAOO4NgA98sgjmjdvnm6//fZr7rNx40YVFBSovLxchw8fTmJ1AADASa4NQOvW\\\n",
       "rVMgELjm39vb23Xy5En19PRoy5YtWr9+fRKrAwAATnJtAFq+fLlmzZp1zb9v375da9eulSRVVVVp\\\n",
       "YGBAZ86cSVZ5AADAQa4NQNcTDofl9/tHP/t8PvX29jpYEQAASBZjA5A0/lknI89AAQAA7uZxugCn\\\n",
       "eL1ehUKh0c+9vb3yer1X3bexsXH0fXV1NU8jBgC4RjAYVDAYdLqMpHP10+A//PBDPfDAA3r33XfH\\\n",
       "/a29vV3Nzc1qb29XZ2enNm3apM7OzjH7mPRUXAAATJr3XLsC9PDDD2v37t3q6+uT3+/XU089paGh\\\n",
       "IUlSQ0ODVq9erfb2duXn52vGjBnaunWrwxUDAIBkcfUK0I0yKQkDAGDSvGd0EzQAADATAQgAABiH\\\n",
       "AAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAQAZc+T4GAQgAAOjwYacrSC4CEAAA0L/9m9MVJBd3\\\n",
       "go7BpDtiAgDMZVlSbq50+rQ58x4rQAAAGK6zUzp92ukqkosABACA4f79352uIPkIQAAAGO4//9Pp\\\n",
       "CpKPAAQAgMF++Uvp2DHpllucriS5CEAAABhsxw57u2qVs3UkGwEIAACDjZz+uv9+Z+tINi6Dj4HL\\\n",
       "4AEAbnbhgjRnjjQ0JH3yiTR3rjnzHitAAAAYavdu6coVqapKys52uprkIgABAGCoX/zC3t59t7N1\\\n",
       "OIEABACAoUwOQPQAxUAPEADArc6etU97feUr0sCAdPPNZs17rAABAGCgt96yt8uW2eHHNAQgAAAM\\\n",
       "NHL6a+VKZ+twCgEIAAADmR6A6AGKwaRzoQAAc4TDks8nzZwp9fdLHo/9302a91gBAgDAMCP9PytW\\\n",
       "fB5+TEMAAgDAMP/7v/Z2xQpn63ASAQgAAMPs22dvly1ztg4n0QMUg0nnQgEAZhgYkGbPljIzpc8+\\\n",
       "G3sJvEnznmtXgAKBgIqKilRQUKCmpqZxf+/r69OqVau0cOFClZaW6qWXXkp+kQAAJFlnp2RZ0h13\\\n",
       "mHn/nxGuDEDRaFQbNmxQIBDQsWPH1NraquPHj4/Zp7m5WYsWLdKRI0cUDAb1wx/+UJFIxKGKAQBI\\\n",
       "Dk5/2VwZgLq6upSfn6/c3FxlZmaqtrZWbW1tY/aZP3++BgcHJUmDg4OaM2eOPKa2wgMAjLF3r701\\\n",
       "PQC5csYPh8Py+/2jn30+n95+++0x+9TX12vlypXKycnR+fPn9fOf/zzZZQIAkFSRiDQyHS5d6mwt\\\n",
       "TnPlCtBIE1cszzzzjBYuXKiPPvpIR44c0aOPPqrz588noToAAJzR3S1dvCjl50vz5jldjbNcuQLk\\\n",
       "9XoVCoVGP4dCIfl8vjH77Nu3T08++aQkKS8vTwsWLNCJEydUUVEx7vsaGxtH31dXV6u6ujohdQMA\\\n",
       "kEgjp7/uvPPz/xYMBhUMBh2px0muvAw+EomosLBQHR0dysnJUWVlpVpbW1VcXDy6z+OPP66srCxt\\\n",
       "3rxZZ86c0R133KHu7m7Nnj17dB+TLgcEALhfba306qtSS4v0gx+M/7tJ854rV4A8Ho+am5tVU1Oj\\\n",
       "aDSquro6FRcXq6WlRZLU0NCgJ554QuvWrVN5ebmGh4f13HPPjQk/AAC4DVeAfc6VK0BTxaQkDABw\\\n",
       "t5EHoGZl2Q9AnXaVLmCT5j1XNkEDAICx3nnH3i5efPXwYxqGAAAAA4wEoKtc62MkAhAAAAYgAI1F\\\n",
       "AAIAwOUsiwD0ZQQgAABcLhSS+vqkOXOkr3/d6WpSAwEIAACX++LqTxwPSzACAQgAAJfj9Nd4BCAA\\\n",
       "AFyOADQeN0KMwaQbQgEA3Mmy7N6fc+fsXqAvPRpzDJPmPVaAAABwsVOn7PDz1a9KXq/T1aQOAhAA\\\n",
       "AC528KC9pQF6LAIQAAAuRv/P1RGAAABwMQLQ1dEEHYNJzWAAAPcZHpZmz5Y++8x+GnxOTuz9TZr3\\\n",
       "WAECAMClPvjADj/z518//JiGAAQAgEtx+uvaCEAAALjUF68Aw1gEIAAAXIoVoGujCToGk5rBAADu\\\n",
       "MjwsZWVJFy5IH38szZt3/WNMmvdYAQIAwIX+7//s8OP3xxd+TEMAAgDAhUZOf91xh7N1pCoCEAAA\\\n",
       "LkT/T2wEIAAAXIgrwGKjCToGk5rBAADuEY1Kt9wiXbokffqplJ0d33EmzXusAAEA4DLvv2+Hn9zc\\\n",
       "+MOPaQhAAAC4DA3Q10cAAgDAZWiAvj4CEAAALkMAuj7XBqBAIKCioiIVFBSoqanpqvsEg0EtWrRI\\\n",
       "paWlqq6uTm6BAAAkQCQiHTliv+cU2LW58iqwaDSqwsJC7dq1S16vV4sXL1Zra6uKi4tH9xkYGNCy\\\n",
       "Zcv05ptvyufzqa+vT9lf6hQzqRseAOAO3d1SebmUlyedPDmxY02a91y5AtTV1aX8/Hzl5uYqMzNT\\\n",
       "tbW1amtrG7PPtm3btGbNGvl8PkkaF34AAEhHNEDHx5UBKBwOy+/3j372+XwKh8Nj9unp6VF/f7/u\\\n",
       "uusuVVRU6OWXX052mQAATDn6f+LjcbqARBhZwotlaGhIhw4dUkdHhy5duqSlS5dqyZIlKigoSEKF\\\n",
       "AAAkBgEoPq4MQF6vV6FQaPRzKBQaPdU1wu/3Kzs7W9OnT9f06dO1YsUKHT169KoBqLGxcfR9dXU1\\\n",
       "DdMAgJR05Yp09Kj9/g/+IL5jgsGggsFgwmpKVa5sgo5EIiosLFRHR4dycnJUWVk5rgn6/fff14YN\\\n",
       "G/Tmm2/q8uXLqqqq0quvvqqSkpLRfUxqBgMApL/Dh+3gc9tt0okTEz/epHnPlStAHo9Hzc3Nqqmp\\\n",
       "UTQaVV1dnYqLi9XS0iJJamhoUFFRkVatWqWysjJNmzZN9fX1Y8IPAADphtNf8XPlCtBUMSkJAwDS\\\n",
       "X0ODtGWL9Pd/Lz3++MSPN2nec+VVYAAAmIgVoPixAhSDSUkYAJDeLl+WZs607wT92Wf2+4kyad5j\\\n",
       "BQgAABd4911paEgqKppc+DENAQgAABfg9NfEEIAAAHABHoExMQQgAABcgBWgiaEJOgaTmsEAAOnr\\\n",
       "N7+x+34sSxoclGbMmNz3mDTvsQIEAECaO3pUikalkpLJhx/TEIAAAEhznP6aOAIQAABpjgboiSMA\\\n",
       "AQCQ5g4csLeLFztbRzqhCToGk5rBAADp6fx5KStLuukm+/3NN0/+u0ya91gBAgAgjR06ZF/9VVZ2\\\n",
       "Y+HHNAQgAADSGKe/JocABABAGiMATQ4BCACANEYAmhyaoGMwqRkMAJB+zp6VsrOl6dPtO0B7PDf2\\\n",
       "fSbNe6wAAQCQpkbu/7No0Y2HH9MQgAAASFOc/po8AhAAAGmKADR5BCAAANIUAWjyaIKOwaRmMABA\\\n",
       "egmHJZ/Pvgt0f780bQqWNEya91gBAgAgDY2s/lRUTE34MQ1DBgBAGhq5Aqyiwtk60hUBCACANET/\\\n",
       "z40hAAEAkGYs6/MVIALQ5BCAAABIMydP2o3PX/2q5Pc7XU16IgABAJBmOjvt7dKl0u8u3MIEuTYA\\\n",
       "BQIBFRUVqaCgQE1NTdfc78CBA/J4PHrjjTeSWB0AAJO3f7+9XbrU2TrSmSsDUDQa1YYNGxQIBHTs\\\n",
       "2DG1trbq+PHjV93vRz/6kVatWmXEPQ8AAO4wsgK0ZImzdaQzVwagrq4u5efnKzc3V5mZmaqtrVVb\\\n",
       "W9u4/Z5//nk99NBDmjt3rgNVAgAwcRcvSt3d0k03cQn8jXBlAAqHw/J/oSvM5/MpHA6P26etrU3r\\\n",
       "16+X9PndLwEASGXvvCNFo1JZmTRjhtPVpC9XBqB4wsymTZv07LPPKiMjQ5ZlcQoMAJAW6P+ZGh6n\\\n",
       "C0gEr9erUCg0+jkUCsnn843Z5+DBg6qtrZUk9fX1aefOncrMzNSDDz447vsaGxtH31dXV6u6ujoh\\\n",
       "dQMAcD1T3f8TDAYVDAan5svSiCsfhhqJRFRYWKiOjg7l5OSosrJSra2tKi4uvur+69at0wMPPKDv\\\n",
       "fe97Y/67SQ+FAwCkPsuSvvY16ZNPpJ4eKT9/ar/fpHnPlStAHo9Hzc3NqqmpUTQaVV1dnYqLi9XS\\\n",
       "0iJJamhocLhCAAAm7sMP7fCTnS3l5TldTXpz5QrQVDEpCQMAUt+2bdKf/Zl0//3Sf/zH1H+/SfOe\\\n",
       "K5ugAQBwI+7/M3UIQAAApIm9e+0tV4DdOE6BxWDSUiAAILUNDkqzZknTpkmffSb93u9N/W+YNO+x\\\n",
       "AgQAQBrYt08aHrbv/pyI8GMaAhAAAGngf/7H3i5f7mwdbkEAAgAgDezZY29XrHC2DregBygGk86F\\\n",
       "AgBS129/K2VlSUND0tmzdi9QIpg077ECBABAiuvqkq5ckW6/PXHhxzQEIAAAUhz9P1OPAAQAQIob\\\n",
       "CUD0/0wdeoBiMOlcKAAgNUUi9mmvCxekjz6S5s9P3G+ZNO+xAgQAQAo7etQOP/n5iQ0/piEAAQCQ\\\n",
       "woJBe0v/z9QiAAEAkMI6OuztypXO1uE29ADFYNK5UABA6rlyxe7/uXQp8f0/klnzHitAAACkqLff\\\n",
       "tsPPN79J/89UIwABAJCidu2yt3ff7WwdbkQAAgAgRY0EoHvucbYON6IHKAaTzoUCAFLL4KA0e7b9\\\n",
       "vr9fuuWWxP+mSfMeK0AAAKSgPXukaFSqrExO+DENAQgAgBRE/09iEYAAAEhB7e329tvfdrYOt6IH\\\n",
       "KAaTzoUCAFJHT4902232PYA++UTyeJLzuybNe6wAAQCQYkZWf2pqkhd+TEMAAgAgxezYYW/vu8/Z\\\n",
       "OtyMU2AxmLQUCABIDRcuSHPmSEND0pkz0ty5yfttk+Y9VoAAAEghu3bZzwCrqkpu+DENAQgAgBTC\\\n",
       "6a/kcHUACgQCKioqUkFBgZqamsb9/ZVXXlF5ebnKysq0bNkydXd3O1AlAAC24WECULK4tgcoGo2q\\\n",
       "sLBQu3btktfr1eLFi9Xa2qri4uLRffbv36+SkhJlZWUpEAiosbFRnZ2do3836VwoAMB5e/dK3/qW\\\n",
       "9I1vSKdOSb+bhpLGpHnPtStAXV1dys/PV25urjIzM1VbW6u2trYx+yxdulRZWVmSpKqqKvX29jpR\\\n",
       "KgAAkqTXXrO3Dz2U/PBjGtcGoHA4LL/fP/rZ5/MpHA5fc/8XXnhBq1evTkZpAACMMzz8eQBas8bZ\\\n",
       "Wkzg2tsrZUwgOr/11lt68cUXtXfv3gRWBADAtR04IPX2Sl6vfQUYEsu1Acjr9SoUCo1+DoVC8vl8\\\n",
       "4/br7u5WfX29AoGAZs2addXvamxsHH1fXV2t6urqqS4XAGC411+3t2vWSNOSeH4mGAwqGAwm7wdT\\\n",
       "hGuboCORiAoLC9XR0aGcnBxVVlaOa4I+ffq0Vq5cqZ/97GdasmTJuO8wqRkMAOAcy5Ly8uzG5z17\\\n",
       "pOXLnanDpHnPtStAHo9Hzc3NqqmpUTQaVV1dnYqLi9XS0iJJamho0NNPP61z585p/fr1kqTMzEx1\\\n",
       "dXU5WTYAwEBdXXb4+drXpDvvdLoaM7h2BWgqmJSEAQDO2bBB+sd/lB57TPqHf3CuDpPmPQJQDCb9\\\n",
       "QwAAOOPyZSknR+rvl44ckcrLnavFpHnPtZfBAwCQDtrb7fBTVuZs+DENAQgAAAf967/a27/8S2fr\\\n",
       "MA2nwGIwaSkQAJB8v/619PWv21eBhULS/PnO1mPSvMcKEAAADvnpT6VIRPrDP3Q+/JiGFaAYTErC\\\n",
       "AIDkikSkBQvsuz//939L99zjdEVmzXusAAEA4IAdO+zwU1AgrVzpdDXmIQABAOCA55+3t+vXJ/fR\\\n",
       "F7BxCiwGk5YCAQDJc/CgVFEhzZwpnT4t/f7vO12RzaR5j8wJAECS/d3f2duGhtQJP6ZhBSgGk5Iw\\\n",
       "ACA5fvlLu+/nppvs9z6f0xV9zqR5jxUgAACS6JlnpOFh6U//NLXCj2lYAYrBpCQMAEi8EyekkhIp\\\n",
       "I0M6ftxeCUolJs17rAABAJAkf/M39upPXV3qhR/TsAIUg0lJGACQWAcOSJWV0le+Ip08mZqnv0ya\\\n",
       "91gBAgAgwYaHpUcftd//9V+nZvgxDStAMZiUhAEAifMv/yL94AeS12v3/syc6XRFV2fSvEcAisGk\\\n",
       "fwgAgMT4+GPpm9+U+vulV1+V/viPna7o2kya9zgFBgBAgliW3fDc3y99+9vSH/2R0xVhBAEIAIAE\\\n",
       "2bJFam+XZs2SXnzRvvwdqYEABABAArzzjt3wLEn/9E92/w9SBwEIAIApduaM9N3vSpcvS/X1Um2t\\\n",
       "0xXhy2iCjsGkZjAAwNQYHJTuuce+78+dd0q/+IV97590YNK8xwoQAABT5NIl6cEH7fBz663Sa6+l\\\n",
       "T/gxDQEIAIAp0N8v3XuvtHu3lJMj7dolzZ/vdFW4FgIQAAA36MQJ6Vvfkvbtk/x+qaNDWrDA6aoQ\\\n",
       "CwEIAIBJsizplVekigr7Ds+lpdL+/VJRkdOV4XoIQAAATMKHH0oPPCD9+Z9LFy7YV3rt28fl7unC\\\n",
       "tQEoEAioqKhIBQUFampquuo+GzduVEFBgcrLy3X48OEkVwgASEe9vdJf/ZV0223Sjh1SVpZ9w8Nt\\\n",
       "21L3GV8Yz5UBKBqNasOGDQoEAjp27JhaW1t1/PjxMfu0t7fr5MmT6unp0ZYtW7R+/XqHqgUApLrL\\\n",
       "l+07On/3u1JurvTP/yxFItJf/IV96qu+nrs8pxuP0wUkQldXl/Lz85WbmytJqq2tVVtbm4qLi0f3\\\n",
       "2b59u9auXStJqqqq0sDAgM6cOaN58+Y5UTIAIIVEItJ770ldXdJ//Zf05pvS+fP23zwe6U/+RPrb\\\n",
       "v5VKSpytE5PnygAUDofl9/tHP/t8Pr399tvX3ae3t5cABAAG+O1vpb6+z1+//rX0wQf2q6dHevdd\\\n",
       "+54+X1RWZgefdeu4vN0NXBmAMuJch/zynS6vdVx9/cRrmOxNNDluao9z4jc5bmqPc+I3OW5qj3Pi\\\n",
       "N6NRO+T85jfjtxcvjg83V3PrrVJlpX15+/33S9/4xuRqQWpyZQDyer0KhUKjn0OhkHw+X8x9ent7\\\n",
       "5b1G6/5Pf9r4hU/Vv3sBANKVxyPNnStlZ9uvuXOlvDz7lZ9vn9qaO9fpKpMjGAwqGAw6XUbSufJZ\\\n",
       "YJFIRIWFhero6FBOTo4qKyvV2to6pgeovb1dzc3Nam9vV2dnpzZt2qTOzs4x3zOyIrRly+SGaLIN\\\n",
       "cRw3tcc58ZscN7XHOfGbHDe1xyX7N6dNk26+WZo+ffx2+nT7ai2alscz6VlgrlwB8ng8am5uVk1N\\\n",
       "jaLRqOrq6lRcXKyWlhZJUkNDg1avXq329nbl5+drxowZ2rp16zW/bzKnwAAAQOpy5QrQVDEpCQMA\\\n",
       "YNK858r7AAEAAMRCAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAA\\\n",
       "jEMAAgAAxiEAAQAA4xCA4LhgMOh0CUZgnBOPMU48xhhThQAEx/E/tORgnBOPMU48xhhThQAEAACM\\\n",
       "k2GZ8Mz7ScrIyHC6BAAAks6EaMAKEAAAMI7H6QJSmQkJGAAAE7ECBAAAjEMAAgAAxiEA/U4gEFBR\\\n",
       "UZEKCgrU1NR01X02btyogoIClZeX6/Dhw0muMP1db4xfeeUVlZeXq6ysTMuWLVN3d7cDVaa3eP4d\\\n",
       "S9KBAwfk8Xj0xhtvJLE6d4hnjIPBoBYtWqTS0lJVV1cnt0CXuN449/X1adWqVVq4cKFKS0v10ksv\\\n",
       "Jb/INPbII49o3rx5uv3226+5j+vnPAtWJBKx8vLyrFOnTllXrlyxysvLrWPHjo3ZZ8eOHdZ3vvMd\\\n",
       "y7Isq7Oz06qqqnKi1LQVzxjv27fPGhgYsCzLsnbu3MkYT1A8Yzyy31133WXdd9991muvveZApekr\\\n",
       "njE+d+6cVVJSYoVCIcuyLOvTTz91otS0Fs84b9682frxj39sWZY9xrNnz7aGhoacKDct7dmzxzp0\\\n",
       "6JBVWlp61b+bMOexAiSpq6tL+fn5ys3NVWZmpmpra9XW1jZmn+3bt2vt2rWSpKqqKg0MDOjMmTNO\\\n",
       "lJuW4hnjpUuXKisrS5I9xr29vU6UmrbiGWNJev755/XQQw9p7ty5DlSZ3uIZ423btmnNmjXy+XyS\\\n",
       "pOzsbCdKTWvxjPP8+fM1ODgoSRocHNScOXPk8XBdT7yWL1+uWbNmXfPvJsx5BCBJ4XBYfr9/9LPP\\\n",
       "51M4HL7uPkzQ8YtnjL/ohRde0OrVq5NRmmvE+++4ra1N69evl8S9riYqnjHu6elRf3+/7rrrLlVU\\\n",
       "VOjll19OdplpL55xrq+v13vvvaecnByVl5frJz/5SbLLdDUT5jzisuKfBKwvXRbP5BG/iYzVW2+9\\\n",
       "pRdffFF79+5NYEXuE88Yb9q0Sc8++6wyMjJkWRa3epigeMZ4aGhIhw4dUkdHhy5duqSlS5dqyZIl\\\n",
       "KigoSEKF7hDPOD/zzDNauHChgsGgPvjgA9177706evSoZs6cmYQKzeD2OY8AJMnr9SoUCo1+DoVC\\\n",
       "o8vX19qnt7dXXq83aTWmu3jGWJK6u7tVX1+vQCAQc3kW48UzxgcPHlRtba0ku4l0586dyszM1IMP\\\n",
       "PpjUWtNVPGPs9/uVnZ2t6dOna/r06VqxYoWOHj1KAJqAeMZ53759evLJJyVJeXl5WrBggU6cOKGK\\\n",
       "ioqk1upWRsx5zrYgpYahoSHr1ltvtU6dOmVdvnz5uk3Q+/fvd2VDWCLFM8a/+tWvrLy8PGv//v0O\\\n",
       "VZne4hnjL/r+979vvf7660msMP3FM8bHjx+37r77bisSiVgXL160SktLrffee8+hitNTPOP82GOP\\\n",
       "WY2NjZZlWdbHH39seb1e6+zZs06Um7ZOnToVVxO0W+c8VoAkeTweNTc3q6amRtFoVHV1dSouLlZL\\\n",
       "S4skqaGhQatXr1Z7e7vy8/M1Y8YMbd261eGq00s8Y/z000/r3Llzo/0pmZmZ6urqcrLstBLPGOPG\\\n",
       "xDPGRUVFWrVqlcrKyjRt2jTV19erpKTE4crTSzzj/MQTT2jdunUqLy/X8PCwnnvuOc2ePdvhytPH\\\n",
       "ww8/rN27d6uvr09+v19PPfWUhoaGJJkz5/EwVAAAYByuAgMAAMYhAAEAAOMQgAAAgHEIQAAAwDgE\\\n",
       "IAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAw\\\n",
       "DgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABjn/wHc\\\n",
       "i2kcisPu3gAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "  frames[41] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAGq1JREFUeJzt3X9w1PWdx/FXcHNnih4FgtTs7jWQrEm4QKCEBErxgo6T\\\n",
       "GCt/VG8uXn9QzGRyTBkGnbupo3ND9A9ruLmbccw/cU5xxmrGjvUu3BjWO1JXe0AI5Wfrr0NFu1lr\\\n",
       "SpAYDltMlu/98TWRNCFsINlv9vt+PmYymyXf7L79DOPnxfv73u83y3EcRwAAAIbM8roAAACAdCMA\\\n",
       "AQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHMIQAAAwBwC\\\n",
       "EAAAMIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwh\\\n",
       "AAEAAHMIQAAAwBwCEAAAMIcABAAAzCEAAQAAcwhAAADAnIDXBcxkWVlZXpcAAEDaOY7jdQnTjg4Q\\\n",
       "AAAwhwCUAsdx+JrGr+3bt3teg4Uv1pk19sMXazy9X5YQgAAAgDkEIAAAYA4BCJ6rqqryugQTWOfp\\\n",
       "xxpPP9YYUyXLsXbSbxKGPwXGEgEALLC079EBAgAA5hCAAACAOQQgAABgDgEIAACYQwACAADmEIAA\\\n",
       "AIA5BCAAAGCObwPQvffeq4ULF2rp0qWXPGbr1q2KRCIqKyvTkSNH0lgdAADwkm8D0KZNmxSNRi/5\\\n",
       "846ODr377rs6ceKEnnzySW3evDmN1QEAAC/5NgCtW7dOc+fOveTPd+3apY0bN0qSKisr1d/fr97e\\\n",
       "3nSVBwAAPOTbAHQ5iURC4XB45HkoFFJPT4+HFQEAgHQxG4Cksfc6Gb4HCgAA8LeA1wV4JRgMKh6P\\\n",
       "jzzv6elRMBgc99impqaR76uqqrgbMQDAN2KxmGKxmNdlpJ2v7wb/wQcf6M4779Svf/3rMT/r6OhQ\\\n",
       "S0uLOjo61NXVpW3btqmrq2vUMZbuigsAgKV9z7cdoHvuuUevvfaa+vr6FA6H9fDDD2twcFCS1NjY\\\n",
       "qNraWnV0dKiwsFCzZ8/Wzp07Pa4YAACki687QFfLUhIGAMDSvmd6CBoAANhEAAIAAOYQgAAAgDkE\\\n",
       "IAAAYA4BCAAAmEMAAgAA5hCAAACAOQQgAABgDgEIAACYQwACAADmEIAAAIA5BCAAAGAOAQgAAJhD\\\n",
       "AAIAAOYQgAAAgDkEIAAAYA4BCAAAmEMAAgAA5hCAAACAOQQgAABgDgEIAACYQwACAADmEIAAAIA5\\\n",
       "BCAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4BCAAAmOPbABSNRlVcXKxIJKLm5uYxP+/r61NN\\\n",
       "TY2WL1+u0tJSPfPMM+kvEgAAeCLLcRzH6yKmWjKZVFFRkfbs2aNgMKhVq1apra1NJSUlI8c0NTXp\\\n",
       "/Pnz+slPfqK+vj4VFRWpt7dXgUBg5JisrCxJkg+XCACAMSzte77sAHV3d6uwsFD5+fnKzs5WXV2d\\\n",
       "2tvbRx1z4403amBgQJI0MDCg+fPnjwo/AADAv3y54ycSCYXD4ZHnoVBIBw4cGHVMQ0ODbrnlFuXl\\\n",
       "5ens2bP62c9+lu4yAQCAR3zZARpu4U3k0Ucf1fLly/XRRx/p6NGj+tGPfqSzZ8+moToAAOA1X3aA\\\n",
       "gsGg4vH4yPN4PK5QKDTqmH379umhhx6SJBUUFGjRokV65513VF5ePub1mpqaRr6vqqpSVVXVtNQN\\\n",
       "AEC6xWIxxWIxr8tIO18OQQ8NDamoqEidnZ3Ky8tTRUXFmCHo+++/X3PmzNH27dvV29urlStX6vjx\\\n",
       "45o3b97IMZaGwQAAsLTv+bIDFAgE1NLSourqaiWTSdXX16ukpEStra2SpMbGRj344IPatGmTysrK\\\n",
       "dOHCBe3YsWNU+AEAAP7lyw7QVLGUhAEAsLTv+XIIGgAAYCIEIAAAYA4BCAAAmEMAAgAA5hCAAACA\\\n",
       "vrg7lBkEIAAAoMOHva4gvQhAAABAhw55XUF6EYAAAIB+9SuvK0gvAhAAADDXAeJK0BOwdEVMAIBd\\\n",
       "/f3S3LmSZGffowMEAIBx1gagJQIQAADmWTv9JRGAAAAwz9oAtEQAAgDAPIsBiCHoCTAEDQDwuzNn\\\n",
       "pHnzpGuvlf74Rzv7Hh0gAAAMG57/Wb7c2zrSjQAEAIBhwwGovNzbOtKNAAQAgGHD8z8rV3pbR7oR\\\n",
       "gAAAMGw4AFnrADEEPQGGoAEAfnb6tJSbK+XkSAMDUna2nX2PDhAAAEYNz/+sWCEFAt7Wkm4EIAAA\\\n",
       "jLI6AC0RgAAAMMvqALREAAIAwCyrA9ASQ9ATYggaAOBXp05JN9wgzZ4tffqpdM01tvY9OkAAABh0\\\n",
       "8QD0Ndd4W4sXCEAAABhkeQBaIgABAGCS5QFoyccBKBqNqri4WJFIRM3NzeMeE4vFtGLFCpWWlqqq\\\n",
       "qiq9BQIA4CHLA9CST4egk8mkioqKtGfPHgWDQa1atUptbW0qKSkZOaa/v19r167VK6+8olAopL6+\\\n",
       "PuXm5o56HUvDYAAAO3p7pa99TbruOncAetYX7RBL+54vO0Dd3d0qLCxUfn6+srOzVVdXp/b29lHH\\\n",
       "PP/887rrrrsUCoUkaUz4AQDAr4bnf77xjS/DjzW+/M9OJBIKh8Mjz0OhkBKJxKhjTpw4oU8++UTr\\\n",
       "169XeXm5nn322XSXCQCAJ6wPQEuSL+/8MdzCm8jg4KAOHz6szs5OffbZZ1qzZo1Wr16tSCSShgoB\\\n",
       "APCO9QFoyacBKBgMKh6PjzyPx+Mjp7qGhcNh5ebmKicnRzk5Obr55pt17NixcQNQU1PTyPdVVVUM\\\n",
       "TAMAMtrFA9CxWEyxWMzTerzgyyHooaEhFRUVqbOzU3l5eaqoqBgzBP32229ry5YteuWVV3T+/HlV\\\n",
       "VlbqhRde0JIlS0aOsTQMBgCw4Xe/k/LypOuvl/r7R88AWdr3fNkBCgQCamlpUXV1tZLJpOrr61VS\\\n",
       "UqLW1lZJUmNjo4qLi1VTU6Nly5Zp1qxZamhoGBV+AADwo+H5n5Ur7Q5ASz7tAE0VS0kYAGBDU5P0\\\n",
       "8MPSP/yD9M//PPpnlvY9w9kPAAB7Lu4AWUYAAgDAEOtXgB7GKbAJWGoFAgD876OPpGBQmjNHOnNG\\\n",
       "+tOrxlja9+gAAQBgxMXX/0nhknm+RgACAMAITn99iQAEAIARDEB/iQAEAIABjkMH6GIEIAAADOjp\\\n",
       "kX7/e2nuXGnRIq+r8R4BCAAAAy7u/lgfgJYIQAAAmHDwoPvI6S8XAQgAAAOGO0CrVnlbx0zBhRAn\\\n",
       "YOmCUAAA/3Icaf589+KH8bgUCo1/nKV9jw4QAAA+9957bvhZuNC9EjQIQAAA+N7Fp78YgHYRgAAA\\\n",
       "8DkGoMciAAEA4HMMQI/FEPQELA2DAQD8KZl07/5+7pzU2yvdcMOlj7W079EBAgDAx95+2w0/f/mX\\\n",
       "E4cfawhAAAD4GKe/xkcAAgDAxxiAHh8BCAAAH6MDND6GoCdgaRgMAOA/n38u/cVfSOfPuxdC/OpX\\\n",
       "Jz7e0r5HBwgAAJ/6zW/c8BOJXD78WEMAAgDApzj9dWkEIAAAfGp4AJoANBYBCAAAnzpwwH0kAI3F\\\n",
       "EPQELA2DAQD85exZ9wrQgYD06adSTs7lf8fSvkcHCAAAHzp4UHIcafny1MKPNb4NQNFoVMXFxYpE\\\n",
       "Impubr7kcQcPHlQgENBLL72UxuoAAJheXV3u4+rV3tYxU/kyACWTSW3ZskXRaFRvvvmm2tra9NZb\\\n",
       "b4173I9//GPV1NSYaPcBAOzYv999JACNz5cBqLu7W4WFhcrPz1d2drbq6urU3t4+5rgnnnhCd999\\\n",
       "txYsWOBBlQAATA/HoQN0Ob4MQIlEQuFweOR5KBRSIpEYc0x7e7s2b94s6cvBLwAAMt3770t9fe7d\\\n",
       "3xct8rqamcmXASiVMLNt2zY99thjysrKkuM4nAIDAPjGxd0f/n0/voDXBUyHYDCoeDw+8jwejysU\\\n",
       "Co065tChQ6qrq5Mk9fX1affu3crOztaGDRvGvF5TU9PI91VVVaqqqpqWugEAmAqTOf0Vi8UUi8Wm\\\n",
       "tZ6ZyJfXARoaGlJRUZE6OzuVl5eniooKtbW1qaSkZNzjN23apDvvvFPf+c53Rv25peshAAD8Y9Uq\\\n",
       "9zYYv/iFtH596r9nad/zZQcoEAiopaVF1dXVSiaTqq+vV0lJiVpbWyVJjY2NHlcIAMD0+MMfpKNH\\\n",
       "pVmzpPJyr6uZuXzZAZoqlpIwAMAf9u6VvvUtadky6dixyf2upX3Pl0PQAABY9T//4z6uWeNtHTMd\\\n",
       "AQgAAB/55S/dx3XrvK1jpuMU2AQstQIBAJnvwgVp/nypv1/64APp61+f3O9b2vfoAAEA4BNvvOGG\\\n",
       "n3B48uHHGgIQAAA+wemv1BGAAADwCQJQ6ghAAAD4gOMQgCaDIegJWBoGAwBktpMnpcWLpXnzpFOn\\\n",
       "3AshTpalfY8OEAAAPjDc/fnWt64s/FjDEgEA4AOc/pocAhAAAD5AAJocZoAmYOlcKAAgc/X2Sl/7\\\n",
       "mvSVr7jXAcrOvrLXsbTv0QECACDD/eIX7uO6dVcefqwhAAEAkOE6O93HW2/1to5MQgACACDDEYAm\\\n",
       "jxmgCVg6FwoAyEzvvy8VFEhz57rX/7nmmit/LUv7Hh0gAAAy2HD3Z/36qws/1hCAAADIYJz+ujKc\\\n",
       "ApuApVYgACDzXLjgfvz91Cnp7beloqKrez1L+x4dIAAAMtRvfuOGn7w86aabvK4msxCAAADIUNGo\\\n",
       "+3jbbdIXzRukiAAEAECG6uhwH2trva0jEzEDNAFL50IBAJnl00+l3FzJcdzTYHPnXv1rWtr36AAB\\\n",
       "AJCB9uyRhoakb35zasKPNQQgAAAyEKe/rg4BCACADOM4BKCrRQACACDDHD0qffyxFAxKS5d6XU1m\\\n",
       "IgABAJBhXn7Zfbz9dj7+fqV8HYCi0aiKi4sViUTU3Nw85ufPPfecysrKtGzZMq1du1bHjx/3oEoA\\\n",
       "ACbnpZfcxw0bvK0jk/n2Y/DJZFJFRUXas2ePgsGgVq1apba2NpWUlIwcs3//fi1ZskRz5sxRNBpV\\\n",
       "U1OTurq6Rn5u6eOAAIDMMHz39+uucz/+fu21U/falvY933aAuru7VVhYqPz8fGVnZ6uurk7t7e2j\\\n",
       "jlmzZo3mzJkjSaqsrFRPT48XpQIAkLLh7s+3vz214cca3wagRCKhcDg88jwUCimRSFzy+Keeekq1\\\n",
       "jNIDAGa44QB0113e1pHpAl4XMF2yJjEV9uqrr+rpp5/W3r17p7EiAACuTiIh7d/vdn5qaryuJrP5\\\n",
       "NgAFg0HF4/GR5/F4XKFQaMxxx48fV0NDg6LRqOZe4lKaTU1NI99XVVWpqqpqqssFAOCy/v3f3cea\\\n",
       "GncGaCrEYjHFYrGpebEM4tsh6KGhIRUVFamzs1N5eXmqqKgYMwT929/+Vrfccot++tOfavXq1WNe\\\n",
       "w9IwGABg5vvrv5Zef1169lnpe9+b+te3tO/5tgMUCATU0tKi6upqJZNJ1dfXq6SkRK2trZKkxsZG\\\n",
       "PfLIIzpz5ow2b94sScrOzlZ3d7eXZQMAMK4PP3TDz7XX8vH3qeDbDtBUsJSEAQAz26OPSg89JNXV\\\n",
       "SW1t0/MelvY9334KDAAAv3Ac97SXND2nviyiAzQBS0kYADBzHToklZdLCxa4nwTLzp6e97G079EB\\\n",
       "AgBghnvmGfexrm76wo81dIAmYCkJAwBmps8+k/LypE8/de8CX1Y2fe9lad+jAwQAwAz2wgtu+Fm9\\\n",
       "enrDjzUEIAAAZrAvrt6ixkZv6/AbToFNwFIrEAAw8xw9Kq1YIc2ZI330kfSVr0zv+1na9+gAAQAw\\\n",
       "Q/3rv7qPmzZNf/ixhg7QBCwlYQDAzNLTIy1a5F4D6N13pfz86X9PS/seHSAAAGagxx+Xhoakv/mb\\\n",
       "9IQfa+gATcBSEgYAzBz9/dLXvy4NDEgHD7oXQUwHS/seHSAAAGaYf/kXN/zcckv6wo81dIAmYCkJ\\\n",
       "AwBmhr4+d/bn//5P2rtX+uY30/felvY9OkAAAMwgO3a44ae2Nr3hxxo6QBOwlIQBAN57/31pyRLp\\\n",
       "/HnpV7+SVq5M7/tb2vfoAAEAMEPcf78bfr7//fSHH2voAE3AUhIGAHjrlVekmhrpuuuk//1f6cYb\\\n",
       "01+DpX2PDhAAAB47e1b6+793v/+nf/Im/FhDAAIAwGP/+I/SBx+49/267z6vq7GBU2ATsNQKBAB4\\\n",
       "o6NDuuMO6c/+zB18XrrUu1os7Xt0gAAA8Mj770vf/a77/SOPeBt+rKEDNAFLSRgAkF7nzklr10rH\\\n",
       "jkl33in9x39IszxuS1ja9whAE7D0FwEAkD6ffy5t2OB+8quw0L3f11e/6nVVtvY9ToEBAJBGg4PS\\\n",
       "D37ghp8FC6SXX54Z4ceagNcFAABgxR/+IP3t30r/+Z/S9ddL0ah0001eV2UTHSAAANIgkZBuvdUN\\\n",
       "P/PmSf/1X9I3vuF1VXYRgAAAmGa7d7thZ/9+KRyWXn9dWr3a66psIwABADBNenulv/s7987uv/+9\\\n",
       "2wE6dEj6q7/yujL4NgBFo1EVFxcrEomoubl53GO2bt2qSCSisrIyHTlyJM0VAgD8qq9PeuABqaBA\\\n",
       "amuTcnKkHTu+HHyG93w5BJ1MJrVlyxbt2bNHwWBQq1at0oYNG1RSUjJyTEdHh959912dOHFCBw4c\\\n",
       "0ObNm9XV1eVh1QCATJZMSr/8pfTUU9KLL0p//KP759/+tvT449Lixd7Wh9F8GYC6u7tVWFio/Px8\\\n",
       "SVJdXZ3a29tHBaBdu3Zp48aNkqTKykr19/ert7dXCxcu9KJkAECGuXDBvWt7d7f03//tzvmcPv3l\\\n",
       "z2trpe3bpYoK72rEpfkyACUSCYXD4ZHnoVBIBw4cuOwxPT09BCAAgCT3ej2nT7uns/r6pN/9Tnrv\\\n",
       "vS+/jh2TBgZG/05BgVRXJ9XXS4sWeVM3UuPLADR8JcvL+dMrXV7q9xoaJvf+V3IBzSu96CbvlTnv\\\n",
       "NdPr470y671men2Z8l7nz7vX5hnv69y5y79GMOh2eNaudU913XSTlOIWBI/5MgAFg0HF4/GR5/F4\\\n",
       "XKFQaMJjenp6FAwGx329f/u3poueVX3xBQDws1mzpPnzpdxcd3D5hhvcOZ7Fi91Oz5IlUl6e11Ve\\\n",
       "vVgsplgs5nUZaefLe4ENDQ2pqKhInZ2dysvLU0VFhdra2sYMQbe0tKijo0NdXV3atm3bmCHo4Y7Q\\\n",
       "k09Ofomu5F8AV/qvBt4rc95rptfHe2XWe830+jLhvf78z91PaOXkSNde++X3OTnSddd5f3PSdLN0\\\n",
       "LzBfdoACgYBaWlpUXV2tZDKp+vp6lZSUqLW1VZLU2Nio2tpadXR0qLCwULNnz9bOnTsv+XqTPQUG\\\n",
       "AABmNl92gKaKpSQMAIClfc9Ycw8AAIAABAAADCIAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABz\\\n",
       "CEAAAMAcAhAAADCHAAQAAMwhAAEAAHMIQPBcLBbzugQTWOfpxxpPP9YYU4UABM/xP7T0YJ2nH2s8\\\n",
       "/VhjTBUCEAAAMCfLsXDP+yuUlZXldQkAAKSdhWhABwgAAJgT8LqAmcxCAgYAwCI6QAAAwBwCEAAA\\\n",
       "MIcA9IVoNKri4mJFIhE1NzePe8zWrVsViURUVlamI0eOpLnCzHe5NX7uuedUVlamZcuWae3atTp+\\\n",
       "/LgHVWa2VP4eS9LBgwcVCAT00ksvpbE6f0hljWOxmFasWKHS0lJVVVWlt0CfuNw69/X1qaamRsuX\\\n",
       "L1dpaameeeaZ9BeZwe69914tXLhQS5cuveQxvt/zHDhDQ0NOQUGBc/LkSefzzz93ysrKnDfffHPU\\\n",
       "MS+//LJz++23O47jOF1dXU5lZaUXpWasVNZ43759Tn9/v+M4jrN7927WeJJSWePh49avX+/ccccd\\\n",
       "zosvvuhBpZkrlTU+c+aMs2TJEicejzuO4zinTp3yotSMlso6b9++3XnggQccx3HXeN68ec7g4KAX\\\n",
       "5Wak119/3Tl8+LBTWlo67s8t7Hl0gCR1d3ersLBQ+fn5ys7OVl1dndrb20cds2vXLm3cuFGSVFlZ\\\n",
       "qf7+fvX29npRbkZKZY3XrFmjOXPmSHLXuKenx4tSM1YqayxJTzzxhO6++24tWLDAgyozWypr/Pzz\\\n",
       "z+uuu+5SKBSSJOXm5npRakZLZZ1vvPFGDQwMSJIGBgY0f/58BQJ8ridV69at09y5cy/5cwt7HgFI\\\n",
       "UiKRUDgcHnkeCoWUSCQuewwbdOpSWeOLPfXUU6qtrU1Hab6R6t/j9vZ2bd68WRLXupqsVNb4xIkT\\\n",
       "+uSTT7R+/XqVl5fr2WefTXeZGS+VdW5oaNAbb7yhvLw8lZWV6fHHH093mb5mYc8jLiv1TcD5k4/F\\\n",
       "s3mkbjJr9eqrr+rpp5/W3r17p7Ei/0lljbdt26bHHntMWVlZchyHSz1MUiprPDg4qMOHD6uzs1Of\\\n",
       "ffaZ1qxZo9WrVysSiaShQn9IZZ0fffRRLV++XLFYTO+9955uu+02HTt2TNdff30aKrTB73seAUhS\\\n",
       "MBhUPB4feR6Px0fa15c6pqenR8FgMG01ZrpU1liSjh8/roaGBkWj0QnbsxgrlTU+dOiQ6urqJLlD\\\n",
       "pLt371Z2drY2bNiQ1lozVSprHA6HlZubq5ycHOXk5Ojmm2/WsWPHCECTkMo679u3Tw899JAkqaCg\\\n",
       "QIsWLdI777yj8vLytNbqVyb2PG9HkGaGwcFBZ/Hixc7Jkyed8+fPX3YIev/+/b4cCJtOqazxhx9+\\\n",
       "6BQUFDj79+/3qMrMlsoaX+yHP/yh8/Of/zyNFWa+VNb4rbfecm699VZnaGjIOXfunFNaWuq88cYb\\\n",
       "HlWcmVJZ5/vuu89pampyHMdxPv74YycYDDqnT5/2otyMdfLkyZSGoP2659EBkhQIBNTS0qLq6mol\\\n",
       "k0nV19erpKREra2tkqTGxkbV1taqo6NDhYWFmj17tnbu3Olx1ZkllTV+5JFHdObMmZH5lOzsbHV3\\\n",
       "d3tZdkZJZY1xdVJZ4+LiYtXU1GjZsmWaNWuWGhoatGTJEo8rzyyprPODDz6oTZs2qaysTBcuXNCO\\\n",
       "HTs0b948jyvPHPfcc49ee+019fX1KRwO6+GHH9bg4KAkO3seN0MFAADm8CkwAABgDgEIAACYQwAC\\\n",
       "AADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4BCAAAmEMAAgAA5hCAAACAOQQg\\\n",
       "AABgDgEIAACYQwACAADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4BCAAAmEMA\\\n",
       "AgAA5vw/CI+3OI2Pz+UAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[42] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAGTFJREFUeJzt3X9w1PWdx/HX6uYqZTwEUY7sbi9AtskykeBIEiIDt+A4\\\n",
       "SUNlOsVO49y0FHO5HCPDUP84Ozp3RP+wxv865tqJV8WWavpLp6E1rFNSV3tACOVXOmod8LBu1poz\\\n",
       "QESlpcnyvT++JpgG4oLJfrPf9/Mxs/PNup/svvMZxs9r3t/Pfr8Bx3EcAQAAGHKV1wUAAADkGgEI\\\n",
       "AACYQwACAADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4BCAAAmEMAAgAA5hCA\\\n",
       "AACAOQQgAABgDgEIAACYQwACAADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4B\\\n",
       "CAAAmEMAAgAA5hCAAACAOQQgAABgDgEIAACYQwACAADmBL0uYDoLBAJelwAAQM45juN1CVOODhAA\\\n",
       "ADCHAJQFx3F4TOFj27Ztntdg4cE8M8d+eDDHU/uwhAAEAADMIQABAABzCEDwXDwe97oEE5jnqccc\\\n",
       "Tz3mGJMl4Fg76XcZRr4FxhQBACywtO7RAQIAAOYQgAAAgDkEIAAAYA4BCAAAmEMAAgAA5hCAAACA\\\n",
       "OQQgAABgjm8D0N1336158+bppptuuuSYLVu2KBqNqry8XIcPH85hdQAAwEu+DUAbN25UIpG45Oud\\\n",
       "nZ06fvy4jh07pscff1ybNm3KYXUAAMBLvg1AK1eu1OzZsy/5+s6dO7VhwwZJUlVVlQYHB9Xf35+r\\\n",
       "8gAAgId8G4A+STqdViQSGX0eDofV19fnYUUAACBXzAYgafy9TkbugQIAAPwt6HUBXgmFQkqlUqPP\\\n",
       "+/r6FAqFLjq2ubl59Od4PM7diAEAvpFMJpVMJr0uI+d8fTf4N998U3fccYd+//vfj3uts7NTra2t\\\n",
       "6uzsVHd3t7Zu3aru7u4xYyzdFRcAAEvrnm87QHfddZdeeuklDQwMKBKJ6MEHH9TQ0JAkqampSXV1\\\n",
       "ders7FRxcbFmzpyp7du3e1wxAADIFV93gD4tS0kYAABL657pTdAAAMAmAhAAADCHAAQAAMwhAAEA\\\n",
       "AHMIQAAAwBwCEAAAMIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAA\\\n",
       "ADCHAAQAAMwhAAEAAHMIQAAAwBwCEAAAMIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQAB\\\n",
       "AABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHMIQAAAwBzfBqBEIqHS0lJFo1G1tLSMe31gYEC1tbVa\\\n",
       "unSpysrK9NRTT+W+SAAA4ImA4ziO10VMtkwmo5KSEu3evVuhUEgVFRVqb29XLBYbHdPc3Kxz587p\\\n",
       "29/+tgYGBlRSUqL+/n4Fg8HRMYFAQJLkwykCAGAcS+ueLztAPT09Ki4uVlFRkQoKClRfX6+Ojo4x\\\n",
       "Y+bPn68zZ85Iks6cOaPrr79+TPgBAAD+5csVP51OKxKJjD4Ph8Pav3//mDGNjY1as2aNCgsL9f77\\\n",
       "7+unP/1prssEAAAe8WUHaKSFN5GHH35YS5cu1dtvv60jR47onnvu0fvvv5+D6gAAgNd82QEKhUJK\\\n",
       "pVKjz1OplMLh8Jgxe/fu1QMPPCBJWrRokRYsWKDXX39dy5YtG/d+zc3Noz/H43HF4/EpqRsAgFxL\\\n",
       "JpNKJpNel5FzvtwEPTw8rJKSEnV1damwsFCVlZXjNkHfe++9mjVrlrZt26b+/n7dcsst6u3t1Zw5\\\n",
       "c0bHWNoMBgCApXXPlx2gYDCo1tZW1dTUKJPJqKGhQbFYTG1tbZKkpqYm3X///dq4caPKy8t1/vx5\\\n",
       "Pfroo2PCDwAA8C9fdoAmi6UkDACApXXPl5ugAQAAJkIAAgAA5hCAAACAOQQgAABgDgEIAACYQwAC\\\n",
       "AADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4BCAAAmEMAAgAA5hCAAACAOQQg\\\n",
       "AABgDgEIAACYQwACAADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4BCAAAmEMA\\\n",
       "AgAA5hCAAACAOQQgAABgjm8DUCKRUGlpqaLRqFpaWi46JplM6uabb1ZZWZni8XhuCwQAAJ4JOI7j\\\n",
       "eF3EZMtkMiopKdHu3bsVCoVUUVGh9vZ2xWKx0TGDg4NasWKFXnjhBYXDYQ0MDGju3Llj3icQCEiS\\\n",
       "fDhFAACMY2nd82UHqKenR8XFxSoqKlJBQYHq6+vV0dExZswzzzyj9evXKxwOS9K48AMAAPzLlwEo\\\n",
       "nU4rEomMPg+Hw0qn02PGHDt2TKdOndLq1au1bNky7dixI9dlAgAAjwS9LmAqjLTwJjI0NKRDhw6p\\\n",
       "q6tLZ8+eVXV1tZYvX65oNJqDCgEAgJd8GYBCoZBSqdTo81QqNXqqa0QkEtHcuXM1Y8YMzZgxQ6tW\\\n",
       "rdLRo0cvGoCam5tHf47H42yYBgD4RjKZVDKZ9LqMnPPlJujh4WGVlJSoq6tLhYWFqqysHLcJ+g9/\\\n",
       "+IM2b96sF154QefOnVNVVZV+8pOfaPHixaNjLG0GAwDA0rrnyw5QMBhUa2urampqlMlk1NDQoFgs\\\n",
       "pra2NklSU1OTSktLVVtbqyVLluiqq65SY2PjmPADAAD8y5cdoMliKQkDAGBp3fPlt8AAAAAmQgAC\\\n",
       "AADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4BCAAAmEMAAgAA5hCAAACAOQQg\\\n",
       "AABgDgEIAADoz3/2uoLcIgABAAAdOeJ1BblFAAIAADpwwOsKcosABAAACEAAAMAeawEo4DiO43UR\\\n",
       "01UgEJAkMUUAAD977z3puuskyc66RwcIAADjDh70uoLcIwABAGCctdNfEgEIAADzCEAAAMAcAhAA\\\n",
       "ADDl//5PeustaeZMryvJLQIQAACGjXR/brnF2zpyjQAEAIBhIwGoosLbOnKNAAQAgGFWAxAXQpwA\\\n",
       "F0IEAPiZ40hz50qnTkknTkgLFthZ9+gAAQBg1PHjbviZN0/6x3/0uprc8m0ASiQSKi0tVTQaVUtL\\\n",
       "yyXHHThwQMFgUM8991wOqwMAwHv79rnH6mrpo5MeZvgyAGUyGW3evFmJREKvvvqq2tvb9dprr110\\\n",
       "3H333afa2loT7T4AAD6uu9s9Ll/ubR1e8GUA6unpUXFxsYqKilRQUKD6+np1dHSMG/fYY4/pzjvv\\\n",
       "1A033OBBlQAAeGskAFVXe1uHF3wZgNLptCKRyOjzcDisdDo9bkxHR4c2bdok6cKGZwAALPjwQ6m3\\\n",
       "V7r6anvXAJJ8GoCyCTNbt27VI488okAgIMdxOAUGADDld7+TMhlpyRJ7V4GWpKDXBUyFUCikVCo1\\\n",
       "+jyVSikcDo8Zc/DgQdXX10uSBgYGtGvXLhUUFGjdunXj3q+5uXn053g8rng8PiV1AwCQKyMboD/3\\\n",
       "uaSam5Oe1uIFX14HaHh4WCUlJerq6lJhYaEqKyvV3t6uWCx20fEbN27UHXfcoS9/+ctj/jvXAQIA\\\n",
       "+NWXviR1dEg//KH0ta+5/83SuufLDlAwGFRra6tqamqUyWTU0NCgWCymtrY2SVJTU5PHFQIA4B3H\\\n",
       "sb0BWvJpB2iyWErCAAA7TpyQFi6Urr9eevfdC9cAsrTu+XITNAAAuLSR/T/Ll9u7AOIIAhAAAMb8\\\n",
       "z/+4x1tv9bYOLxGAAAAw5re/dY+rVnlbh5fYAzQBS+dCAQA2nDrl7v35zGek995zjyMsrXt0gAAA\\\n",
       "MGTPHvdYWTk2/FhDAAIAwJCXX3aPlk9/SQQgAABMGdn/s3Klt3V4jT1AE7B0LhQA4H8ffihdd510\\\n",
       "/rx0+rT0938/9nVL6x4dIAAAjNi/Xxoelm6+eXz4sYYABACAESP7f6yf/pIIQAAAmMH+nwvYAzQB\\\n",
       "S+dCAQD+NjTk7v85e1bq75duvHH8GEvrHh0gAAAM6Olxw08sdvHwYw0BCAAAA3bvdo+33eZtHdMF\\\n",
       "AQgAAAO6utwjAcjFHqAJWDoXCgDwrw8+kObMkTIZ6eRJdy/QxVha9+gAAQDgc7/9rbsJetmyS4cf\\\n",
       "awhAAAD4HKe/xiMAAQDgc2yAHo89QBOwdC4UAOBP777rfu39mmvc+39dc82lx1pa9+gAAQDgYyOn\\\n",
       "v1asmDj8WEMAAgDAxzo73WNtrbd1TDecApuApVYgAMB/MhnpH/5BGhiQXnlFWrx44vGW1j06QAAA\\\n",
       "+NTvfueGn6Ii9xYYuIAABACAT42c/qqrkz5q7uAjBCAAAHzq+efd49q13tYxHbEHaAKWzoUCAPzl\\\n",
       "nXek+fPdb36dPCl99rOf/DuW1j06QAAA+NCuXe5xzZrswo81vg5AiURCpaWlikajamlpGff6008/\\\n",
       "rfLyci1ZskQrVqxQb2+vB1UCADD5OjrcY12dt3VMV749BZbJZFRSUqLdu3crFAqpoqJC7e3tin1s\\\n",
       "G/y+ffu0ePFizZo1S4lEQs3Nzeru7h593VIrEADgH++/L91wg3TunJROS4WF2f2epXXPtx2gnp4e\\\n",
       "FRcXq6ioSAUFBaqvr1fHSBz+SHV1tWbNmiVJqqqqUl9fnxelAgAwqTo73fBz663Zhx9rfBuA0um0\\\n",
       "IpHI6PNwOKx0On3J8U888YTq6BMCAHzg2Wfd4513elvHdBb0uoCpEriMCx68+OKLevLJJ7Vnz54p\\\n",
       "rAgAgKl39uyFr7+vX+9tLdOZbwNQKBRSKpUafZ5KpRQOh8eN6+3tVWNjoxKJhGbPnn3R92pubh79\\\n",
       "OR6PKx6PT3a5AABMihdecENQRYX0uc998vhkMqlkMjnldU03vt0EPTw8rJKSEnV1damwsFCVlZXj\\\n",
       "NkG/9dZbWrNmjX70ox9p+fLl497D0mYwAIA//PM/S888I7W0SP/+75f3u5bWPd92gILBoFpbW1VT\\\n",
       "U6NMJqOGhgbFYjG1tbVJkpqamvTQQw/p9OnT2rRpkySpoKBAPT09XpYNAMAV++CDC19/5/TXxHzb\\\n",
       "AZoMlpIwACD/7dghff3r7re/rmRbq6V1z7ffAgMAwJodO9zj17/ubR35gA7QBCwlYQBAfkunpUhE\\\n",
       "Kihw7wN2ie/1TMjSukcHCAAAH3j6aclxpDvuuLLwYw0BCACAPHf+vPTf/+3+vGGDt7XkCwIQAAB5\\\n",
       "7je/kY4fd0+BcVOD7BCAAADIc9/7nnv813+Vrr7a21ryBZugJ2BpMxgAID+9/bZ7xedAQHrrLWn+\\\n",
       "/Ct/L0vrHh0gAADy2He/K2Uy0pe+9OnCjzV0gCZgKQkDAPLPBx+4+34GB6W9e6Xq6k/3fpbWPTpA\\\n",
       "AADkqe9/3w0/K1Z8+vBjDR2gCVhKwgCA/DI0JC1aJKVS7v2/1q379O9pad2jAwQAQB7avt0NP6Wl\\\n",
       "0he/6HU1+YcO0AQsJWEAQP74y1+k4mL39hc//rH01a9OzvtaWvfoAAEAkGe+9z03/JSXS1/5itfV\\\n",
       "5Cc6QBOwlIQBAPnh9Gnp85+XBgakX/5yck9/WVr36AABAJBH/uM/3PDzT/8krV3rdTX5iw7QBCwl\\\n",
       "YQDA9HfkiHTLLe5Vnw8flm66aXLf39K6RwcIAIA8MDwsNTW5d37fvHnyw481BCAAAPLAI49IPT3u\\\n",
       "lZ8ffNDravIfp8AmYKkVCACYvg4elJYvd7tAu3dLt902NZ9jad2jAwQAwDQ2MCCtX++Gny1bpi78\\\n",
       "WEMHaAKWkjAAYPoZHpZqa6WuLqmyUnrpJemaa6bu8yyte3SAAACYhs6fl/7lX9zwc+ON0rPPTm34\\\n",
       "sYYABADANOM40r33Sj/4gfTZz0q/+IUUDntdlb8EvS4AAABcMDws/du/SU88If3d37nhp7ra66r8\\\n",
       "hwAEAMA0cfq09LWvSc8/L82YIf3sZ9Ltt3tdlT8RgAAAmAa6u6W77pLefFOaPVv61a+kW2/1uir/\\\n",
       "Yg8QAAAeeu896Z573LDz5pvurS4OHiT8TDXfBqBEIqHS0lJFo1G1tLRcdMyWLVsUjUZVXl6uw4cP\\\n",
       "57hCAIBlZ85IDz8sLVwoffe70tVXS/fdJ+3ZIy1Y4HV1/ufLU2CZTEabN2/W7t27FQqFVFFRoXXr\\\n",
       "1ikWi42O6ezs1PHjx3Xs2DHt379fmzZtUnd3t4dVAwD8znGkAwekJ5+U2tvdECRJK1dK//Vf3N8r\\\n",
       "l3wZgHp6elRcXKyioiJJUn19vTo6OsYEoJ07d2rDhg2SpKqqKg0ODqq/v1/z5s3zomQAgA85jnTi\\\n",
       "hBt6fv1rqbNT+tOfLry+apX0n/8prVnj3uEduePLAJROpxWJREafh8Nh7d+//xPH9PX1EYAAAFkb\\\n",
       "HpZOnZJOnnRvWfGnP0n/+7/u4403pCNH3Nc/rrBQqq+XNm6Uysq8qRs+DUCBLGP0317q+1K/19h4\\\n",
       "+TVc6VXEc/17Xnwmf+P0+kz+xun1mfyN0+szHUc6d07685/dx1/+MvY4cgprIjfeKFVUuJua166V\\\n",
       "liyh2zMd+DIAhUIhpVKp0eepVErhv7mE5t+O6evrUygUuuj7ff/7zR97Fv/oAQCwLhCQ5syR5s51\\\n",
       "Hzfe6G5qXrjQ3chcVuZewXk6B55kMqlkMul1GTnny5uhDg8Pq6SkRF1dXSosLFRlZaXa29vHbYJu\\\n",
       "bW1VZ2enuru7tXXr1nGboEc6Qo8/fmVTdKX/4HP9e158Jn/j9PpM/sbp9Zn8jdPrM6+5xn3MmHHh\\\n",
       "OPLztde6397yC0s3Q/VlBygYDKq1tVU1NTXKZDJqaGhQLBZTW1ubJKmpqUl1dXXq7OxUcXGxZs6c\\\n",
       "qe3bt1/y/a7kFBgAAJi+fNkBmiyWkjAAAJbWPd9eCBEAAOBSCEAAAMAcAhAAADCHAAQAAMwhAAEA\\\n",
       "AHMIQAAAwBwCEAAAMIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEzyWTSa9LMIF5nnrM8dRjjjFZ\\\n",
       "CEDwHP9Dyw3meeoxx1OPOcZkIQABAABzAo6Fe95foUAg4HUJAADknIVoQAcIAACYE/S6gOnMQgIG\\\n",
       "AMAiOkAAAMAcAhAAADCHAPSRRCKh0tJSRaNRtbS0XHTMli1bFI1GVV5ersOHD+e4wvz3SXP89NNP\\\n",
       "q7y8XEuWLNGKFSvU29vrQZX5LZt/x5J04MABBYNBPffcczmszh+ymeNkMqmbb75ZZWVlisfjuS3Q\\\n",
       "Jz5pngcGBlRbW6ulS5eqrKxMTz31VO6LzGN333235s2bp5tuuumSY3y/5jlwhoeHnUWLFjknTpxw\\\n",
       "/vrXvzrl5eXOq6++OmbM888/73zhC19wHMdxuru7naqqKi9KzVvZzPHevXudwcFBx3EcZ9euXczx\\\n",
       "ZcpmjkfGrV692lm7dq3z85//3INK81c2c3z69Gln8eLFTiqVchzHcd59910vSs1r2czztm3bnG99\\\n",
       "61uO47hzPGfOHGdoaMiLcvPSyy+/7Bw6dMgpKyu76OsW1jw6QJJ6enpUXFysoqIiFRQUqL6+Xh0d\\\n",
       "HWPG7Ny5Uxs2bJAkVVVVaXBwUP39/V6Um5eymePq6mrNmjVLkjvHfX19XpSat7KZY0l67LHHdOed\\\n",
       "d+qGG27woMr8ls0cP/PMM1q/fr3C4bAkae7cuV6Umteymef58+frzJkzkqQzZ87o+uuvVzDI93qy\\\n",
       "tXLlSs2ePfuSr1tY8whAktLptCKRyOjzcDisdDr9iWNYoLOXzRx/3BNPPKG6urpclOYb2f477ujo\\\n",
       "0KZNmyRxravLlc0cHzt2TKdOndLq1au1bNky7dixI9dl5r1s5rmxsVGvvPKKCgsLVV5eru985zu5\\\n",
       "LtPXLKx5xGVlvwg4f/O1eBaP7F3OXL344ot68skntWfPnimsyH+ymeOtW7fqkUceUSAQkOM4XOrh\\\n",
       "MmUzx0NDQzp06JC6urp09uxZVVdXa/ny5YpGozmo0B+ymeeHH35YS5cuVTKZ1BtvvKHbb79dR48e\\\n",
       "1bXXXpuDCm3w+5pHAJIUCoWUSqVGn6dSqdH29aXG9PX1KRQK5azGfJfNHEtSb2+vGhsblUgkJmzP\\\n",
       "Yrxs5vjgwYOqr6+X5G4i3bVrlwoKCrRu3bqc1pqvspnjSCSiuXPnasaMGZoxY4ZWrVqlo0ePEoAu\\\n",
       "QzbzvHfvXj3wwAOSpEWLFmnBggV6/fXXtWzZspzW6lcm1jxvtyBND0NDQ87ChQudEydOOOfOnfvE\\\n",
       "TdD79u3z5YawqZTNHP/xj390Fi1a5Ozbt8+jKvNbNnP8cd/4xjecZ599NocV5r9s5vi1115zbrvt\\\n",
       "Nmd4eNj58MMPnbKyMueVV17xqOL8lM08f/Ob33Sam5sdx3Gcd955xwmFQs7Jkye9KDdvnThxIqtN\\\n",
       "0H5d8+gASQoGg2ptbVVNTY0ymYwaGhoUi8XU1tYmSWpqalJdXZ06OztVXFysmTNnavv27R5XnV+y\\\n",
       "meOHHnpIp0+fHt2fUlBQoJ6eHi/LzivZzDE+nWzmuLS0VLW1tVqyZImuuuoqNTY2avHixR5Xnl+y\\\n",
       "mef7779fGzduVHl5uc6fP69HH31Uc+bM8bjy/HHXXXfppZde0sDAgCKRiB588EENDQ1JsrPmcTNU\\\n",
       "AABgDt8CAwAA5hCAAACAOQQgAABgDgEIAACYQwACAADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQ\\\n",
       "gAAAgDkEIAAAYA4BCAAAmEMAAgAA5hCAAACAOQQgAABgDgEIAACYQwACAADmEIAAAIA5BCAAAGAO\\\n",
       "AQgAAJhDAAIAAOYQgAAAgDkEIAAAYM7/A3bb9U3RX+TwAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[43] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAF11JREFUeJzt3X9sVfX9x/HXZbd/IDHIrxB7712K9H5vL6ncmtEWRnQX\\\n",
       "96NdHWwZZKvJHIOmadgYYcuMC25SzOIs2bIZu2Q1Q9gYNk6nKZvlktF4WSKUOmF0IjgwqLfXjVmB\\\n",
       "gILYXs73jyudtaVeHL2He97PR3Jz7+F+zu07Hxs/r7zP5/b4HMdxBAAAYMgEtwsAAADINwIQAAAw\\\n",
       "hwAEAADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHMIQAAAwBwCEAAAMIcABAAAzCEAAQAA\\\n",
       "cwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHMIQAAAwBwCEAAA\\\n",
       "MIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADM8btdwLXM5/O5XQIAAHnnOI7bJYw7OkAAAMAc\\\n",
       "AlAOHMfhMY6P9evXu16DhQfzzBx74cEcj+/DEgIQAAAwhwAEAADMIQDBdfF43O0STGCexx9zPP6Y\\\n",
       "Y1wtPsfaRb8rcOlbYEwRAMACS+seHSAAAGAOAQgAAJhDAAIAAOYQgAAAgDkEIAAAYA4BCAAAmEMA\\\n",
       "AgAA5ng2AK1cuVIzZ87UzTfffNkxa9asUTgcViwW04EDB/JYHQAAcJNnA9CKFSuUSCQu+35nZ6eO\\\n",
       "HTumo0eP6pFHHtGqVavyWB0AAHCTZwPQrbfeqilTplz2/e3bt2v58uWSpOrqap0+fVonTpzIV3kA\\\n",
       "AMBFng1AHyWdTisUCg0dB4NB9fX1uVgRAADIF7MBSBp5r5NL90ABAADe5ne7ALcEAgGlUqmh476+\\\n",
       "PgUCgVHHNjc3D72Ox+PcjRgA4BnJZFLJZNLtMvLO03eDf/XVV7V48WL94x//GPFeZ2enWltb1dnZ\\\n",
       "qe7ubq1du1bd3d3Dxli6Ky4AAJbWPc92gO68807t3r1b/f39CoVC2rBhgwYGBiRJTU1NqqurU2dn\\\n",
       "p0pLSzVp0iRt3rzZ5YoBAEC+eLoD9L+ylIQBALC07pneBA0AAGwiAAEAAHMIQAAAwBwCEAAAMIcA\\\n",
       "BAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHMI\\\n",
       "QAAAwBwCEAAAMIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCH\\\n",
       "AAQAAMwhAAEAAHMIQAAAwBwCEAAAMIcABAAAzPFsAEokEiorK1M4HFZLS8uI9/v7+1VbW6uKigqV\\\n",
       "l5dry5Yt+S8SAAC4wuc4juN2EVdbJpNRJBLRrl27FAgEVFlZqfb2dkWj0aExzc3NunDhgn7605+q\\\n",
       "v79fkUhEJ06ckN/vHxrj8/kkSR6cIgAARrC07nmyA9TT06PS0lKVlJSoqKhI9fX16ujoGDbmxhtv\\\n",
       "1JkzZyRJZ86c0bRp04aFHwAA4F2eXPHT6bRCodDQcTAY1L59+4aNaWxs1O23367i4mKdPXtWf/jD\\\n",
       "H/JdJgAAcIknO0CXWnhjeeCBB1RRUaE33nhDf//73/Wd73xHZ8+ezUN1AADAbZ7sAAUCAaVSqaHj\\\n",
       "VCqlYDA4bMyePXt07733SpJmz56tWbNm6eWXX9a8efNGfF5zc/PQ63g8rng8Pi51AwCQb8lkUslk\\\n",
       "0u0y8s6Tm6AHBwcViUTU1dWl4uJiVVVVjdgE/f3vf1+TJ0/W+vXrdeLECX3qU59Sb2+vpk6dOjTG\\\n",
       "0mYwAAAsrXue7AD5/X61traqpqZGmUxGDQ0NikajamtrkyQ1NTVp3bp1WrFihWKxmC5evKiNGzcO\\\n",
       "Cz8AAMC7PNkBulosJWEAACyte57cBA0AADAWAhAAADCHAAQAAMwhAAEAAHMIQAAAwBwCEAAAMIcA\\\n",
       "BAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHMI\\\n",
       "QAAAwBwCEAAAMIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCH\\\n",
       "AAQAAMwhAAEAAHM8G4ASiYTKysoUDofV0tIy6phkMqlbbrlF5eXlisfj+S0QAAC4xuc4juN2EVdb\\\n",
       "JpNRJBLRrl27FAgEVFlZqfb2dkWj0aExp0+f1sKFC7Vz504Fg0H19/dr+vTpwz7H5/NJkjw4RQAA\\\n",
       "jGBp3fNkB6inp0elpaUqKSlRUVGR6uvr1dHRMWzMY489pqVLlyoYDErSiPADAAC8y5MBKJ1OKxQK\\\n",
       "DR0Hg0Gl0+lhY44ePaqTJ09q0aJFmjdvnrZu3ZrvMgEAgEv8bhcwHi618MYyMDCg/fv3q6urS+fO\\\n",
       "ndOCBQs0f/58hcPhPFQIAADc5MkAFAgElEqlho5TqdTQpa5LQqGQpk+frokTJ2rixIm67bbbdPDg\\\n",
       "wVEDUHNz89DreDzOhmkAgGckk0klk0m3y8g7T26CHhwcVCQSUVdXl4qLi1VVVTViE/SRI0e0evVq\\\n",
       "7dy5UxcuXFB1dbUef/xxzZkzZ2iMpc1gAABYWvc82QHy+/1qbW1VTU2NMpmMGhoaFI1G1dbWJklq\\\n",
       "ampSWVmZamtrNXfuXE2YMEGNjY3Dwg8AAPAuT3aArhZLSRgAAEvrnie/BQYAADAWAhAAADCHAAQA\\\n",
       "AMwhAAEAAHMIQAAAwBwCEAAAMIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAA\\\n",
       "AMAcAhAAADCHAAQAAMwhAAEAAHMIQAAAwBwCEAAAMIcABAAAzCEAAQAAcwhAAADAHAIQAAAwhwAE\\\n",
       "AADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHM8G4ASiYTKysoUDofV0tJy2XHPP/+8/H6/\\\n",
       "nnrqqTxWBwAA3OTJAJTJZLR69WolEgm99NJLam9v1+HDh0cdd88996i2tlaO47hQKQAAcIMnA1BP\\\n",
       "T49KS0tVUlKioqIi1dfXq6OjY8S4hx9+WMuWLdOMGTNcqBIAALjFkwEonU4rFAoNHQeDQaXT6RFj\\\n",
       "Ojo6tGrVKkmSz+fLa40AAMA9ngxAuYSZtWvX6sEHH5TP55PjOFwCAwDAEL/bBYyHQCCgVCo1dJxK\\\n",
       "pRQMBoeNeeGFF1RfXy9J6u/v144dO1RUVKQlS5aM+Lzm5uah1/F4XPF4fFzqBgAg35LJpJLJpNtl\\\n",
       "5J3P8WDrY3BwUJFIRF1dXSouLlZVVZXa29sVjUZHHb9ixQotXrxYX/3qV4f9+6VOkgenCACAESyt\\\n",
       "e57sAPn9frW2tqqmpkaZTEYNDQ2KRqNqa2uTJDU1NblcIQAAcJMnO0BXi6UkDACApXXPk5ugAQAA\\\n",
       "xkIAAgAA5hCAAACAOQQgAABgDgEIAACYQwACAADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgAAA\\\n",
       "gDkEIAAAYA4BCAAAmEMAAgAA5hCAAACAOQQgAAAgx3G7gvwiAAEAAB0+7HYF+UUAAgAA+stf3K4g\\\n",
       "vwhAAABAu3a5XUF++RzH2lW/3Pl8PkkSUwQA8LKBAWnqVOntt+2se3SAAAAwbt8+6e233a4ivwhA\\\n",
       "AAAYl0i4XUH+EYAAADDumWfcriD/2AM0BvYAAQC8rq9PCoWk666Tzp2zs+7RAQIAwLDOzuzz5z7n\\\n",
       "bh35RgACAMCwS5e/7rjD3TryjUtgY+ASGADAy959V5o2TTp3TkqlpFDIzrpHBwgAAKN2786Gn1hM\\\n",
       "Cgbdria/PB2AEomEysrKFA6H1dLSMuL9bdu2KRaLae7cuVq4cKF6e3tdqBIAAHf8+c/Z5y99yd06\\\n",
       "3ODZS2CZTEaRSES7du1SIBBQZWWl2tvbFY1Gh8bs3btXc+bM0eTJk5VIJNTc3Kzu7u6h97kEBgDw\\\n",
       "qosXs9/+euON7B9CrKqyte55tgPU09Oj0tJSlZSUqKioSPX19ero6Bg2ZsGCBZo8ebIkqbq6Wn19\\\n",
       "fW6UCgBA3nV3Z8PPJz8pVVa6XU3+eTYApdNphUKhoeNgMKh0On3Z8Zs2bVJdXV0+SgMAwHVPPpl9\\\n",
       "XrZMer/xY4rf7QLGi+8K/ms+++yzevTRR/Xcc8+NY0UAAFwbHGd4ALLIswEoEAgolUoNHadSKQVH\\\n",
       "2eLe29urxsZGJRIJTZkyZdTPam5uHnodj8cVj8evdrkAAORNT0/2a++BgHT+fFLNzUm3S8o7z26C\\\n",
       "HhwcVCQSUVdXl4qLi1VVVTViE/Trr7+u22+/Xb///e81f/78EZ9haTMYAMCOu++WfvYzac0a6aGH\\\n",
       "/vvvltY9z3aA/H6/WltbVVNTo0wmo4aGBkWjUbW1tUmSmpqadP/99+vUqVNatWqVJKmoqEg9PT1u\\\n",
       "lg0AwLi6eFF64ons66VL3a3FTZ7tAF0NlpIwAMCGZFJatCj7FfhXX5UmfODrUJbWPc9+CwwAAIz0\\\n",
       "u99ln++6a3j4sYYO0BgsJWEAgPedOyfNnCm9/bZ05IgUiQx/39K6Zzj7AQBgy9NPZ8PP/Pkjw481\\\n",
       "BCAAAIzYtCn7/M1vulvHtYBLYGOw1AoEAHjb4cPSnDnSdddlb4Hx/p2ghrG07tEBAgDAgF//Ovv8\\\n",
       "jW+MHn6soQM0BktJGADgXe+8IxUXS2fOSAcOSBUVo4+ztO7RAQIAwOO2bs2Gn09/+vLhxxoCEAAA\\\n",
       "HpbJSD//efb1d7/rbi3XEgIQAAAe9vTT0rFj0qxZdu/8PhoCEAAAHuU4UktL9vUPfiD5PXsH0CvH\\\n",
       "JugxWNoMBgDwnp07pdpaacYM6bXXpIkTxx5vad2jAwQAgAddvCitW5d9fffdHx1+rKEDNAZLSRgA\\\n",
       "4C1PPCF97WvZr78fO5ZbALK07tEBAgDAY957T/rRj7Kv77uP7s9oCEAAAHjML34h/fOf0v/9n7Ry\\\n",
       "pdvVXJu4BDYGS61AAIA3vP66FI1K585lN0F/4Qu5n2tp3aMDBACARziOtGZNNvwsW3Zl4ccaOkBj\\\n",
       "sJSEAQCFb8sWacUK6frrpUOHpFDoys63tO7RAQIAwAOOH892fySptfXKw481BCAAAArc+fPZS15n\\\n",
       "z0pLl0p33eV2Rdc+AhAAAAXMcaTGRmn/fummm6RHHpHev5KFMRCAAAAoYPfdJ23bJk2aJHV0SFOn\\\n",
       "ul1RYSAAAQBQoDZulH7yE+kTn8iGoPJytysqHAQgAAAKjONkOz/33JM93rxZ+vKX3a2p0PjdLgAA\\\n",
       "AOTu/Hnp29/OfuV9woTsnh82PV85AhAAAAXiyBHp61+Xenuz9/d6/HFp8WK3qypMXAIDAOAad/68\\\n",
       "tGGDFItlw084LO3ZQ/j5X3g2ACUSCZWVlSkcDqulpWXUMWvWrFE4HFYsFtOBAwfyXCEAAGN7913p\\\n",
       "V7+SSkul5ubsXd5XrpT+9jeposLt6gqbJy+BZTIZrV69Wrt27VIgEFBlZaWWLFmiaDQ6NKazs1PH\\\n",
       "jh3T0aNHtW/fPq1atUrd3d0uVg0AQHaD84svZvf4/Pa30ltvZf+9okL65S+lz3zG1fI8w5MBqKen\\\n",
       "R6WlpSopKZEk1dfXq6OjY1gA2r59u5YvXy5Jqq6u1unTp3XixAnNnDnTjZIBAEY5jpROSz09UjIp\\\n",
       "/elP0quv/vf9igrpxz+WvvKV7KZnXB2eDEDpdFqhD9wEJRgMat++fR85pq+vjwAEALiqLl6UTp6U\\\n",
       "+vulN9+U/vOf7H27Xnkl+3jxRelf/xp+zowZ2cDT2CjNm8dfdh4PngxAvhx/Uz58t9vLndfYeOU1\\\n",
       "fNwb6XJeYZ/nxs/kvGvjPDd+JuddO+cNDGQ3Ko/2eOedbAgayw03SFVVUnW1VFcnVVZm/7ghxo8n\\\n",
       "A1AgEFAqlRo6TqVSCgaDY47p6+tTIBAY9fN+85vmDxzF338AAJCbG27IdnWmT88+SkqyG5tnz5Yi\\\n",
       "keyzW12eZDKpZDLpzg93kc/5cBvEAwYHBxWJRNTV1aXi4mJVVVWpvb19xCbo1tZWdXZ2qru7W2vX\\\n",
       "rh2xCfpSR+iRRz7eFH3cX2bOK+zz3PiZnHdtnOfGz+S8a+M8vz/7d3k+/LjuuuyjqOjjfW6+XVr3\\\n",
       "PBgNRvBkB8jv96u1tVU1NTXKZDJqaGhQNBpVW1ubJKmpqUl1dXXq7OxUaWmpJk2apM2bN1/28z7O\\\n",
       "JTAAAHDt8mQH6GqxlIQBALC07vGFOgAAYA4BCAAAmEMAAgAA5hCAAACAOQQgAABgDgEIAACYQwAC\\\n",
       "AADmEIAAAIA5BCAAAGAOAQgAAJhDAAIAAOYQgOC6ZDLpdgkmMM/jjzkef8wxrhYCEFzH/9Dyg3ke\\\n",
       "f8zx+GOOcbUQgAAAgDk+x8I97z8mn8/ndgkAAOSdhWhABwgAAJjjd7uAa5mFBAwAgEV0gAAAgDkE\\\n",
       "IAAAYA4B6H2JREJlZWUKh8NqaWkZdcyaNWsUDocVi8V04MCBPFdY+D5qjrdt26ZYLKa5c+dq4cKF\\\n",
       "6u3tdaHKwpbL77EkPf/88/L7/XrqqafyWJ035DLHyWRSt9xyi8rLyxWPx/NboEd81Dz39/ertrZW\\\n",
       "FRUVKi8v15YtW/JfZAFbuXKlZs6cqZtvvvmyYzy/5jlwBgcHndmzZzvHjx933nvvPScWizkvvfTS\\\n",
       "sDHPPPOM88UvftFxHMfp7u52qqur3Si1YOUyx3v27HFOnz7tOI7j7Nixgzm+QrnM8aVxixYtcu64\\\n",
       "4w7nySefdKHSwpXLHJ86dcqZM2eOk0qlHMdxnDfffNONUgtaLvO8fv1654c//KHjONk5njp1qjMw\\\n",
       "MOBGuQXpr3/9q7N//36nvLx81PctrHl0gCT19PSotLRUJSUlKioqUn19vTo6OoaN2b59u5YvXy5J\\\n",
       "qq6u1unTp3XixAk3yi1IuczxggULNHnyZEnZOe7r63Oj1IKVyxxL0sMPP6xly5ZpxowZLlRZ2HKZ\\\n",
       "48cee0xLly5VMBiUJE2fPt2NUgtaLvN844036syZM5KkM2fOaNq0afL7+V5Prm699VZNmTLlsu9b\\\n",
       "WPMIQJLS6bRCodDQcTAYVDqd/sgxLNC5y2WOP2jTpk2qq6vLR2mekevvcUdHh1atWiWJv3V1pXKZ\\\n",
       "46NHj+rkyZNatGiR5s2bp61bt+a7zIKXyzw3Njbq0KFDKi4uViwW00MPPZTvMj3NwppHXFbui4Dz\\\n",
       "oa/Fs3jk7krm6tlnn9Wjjz6q5557bhwr8p5c5njt2rV68MEH5fP55DgOf+rhCuUyxwMDA9q/f7+6\\\n",
       "urp07tw5LViwQPPnz1c4HM5Dhd6Qyzw/8MADqqioUDKZ1CuvvKLPf/7zOnjwoK6//vo8VGiD19c8\\\n",
       "ApCkQCCgVCo1dJxKpYba15cb09fXp0AgkLcaC10ucyxJvb29amxsVCKRGLM9i5FymeMXXnhB9fX1\\\n",
       "krKbSHfs2KGioiItWbIkr7UWqlzmOBQKafr06Zo4caImTpyo2267TQcPHiQAXYFc5nnPnj269957\\\n",
       "JUmzZ8/WrFmz9PLLL2vevHl5rdWrTKx57m5BujYMDAw4N910k3P8+HHnwoULH7kJeu/evZ7cEDae\\\n",
       "cpnj1157zZk9e7azd+9el6osbLnM8Qd961vfcv74xz/mscLCl8scHz582PnsZz/rDA4OOu+8845T\\\n",
       "Xl7uHDp0yKWKC1Mu8/y9733PaW5udhzHcf797387gUDAeeutt9wot2AdP348p03QXl3z6ABJ8vv9\\\n",
       "am1tVU1NjTKZjBoaGhSNRtXW1iZJampqUl1dnTo7O1VaWqpJkyZp8+bNLlddWHKZ4/vvv1+nTp0a\\\n",
       "2p9SVFSknp4eN8suKLnMMf43ucxxWVmZamtrNXfuXE2YMEGNjY2aM2eOy5UXllzmed26dVqxYoVi\\\n",
       "sZguXryojRs3aurUqS5XXjjuvPNO7d69W/39/QqFQtqwYYMGBgYk2VnzuBkqAAAwh2+BAQAAcwhA\\\n",
       "AADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHMIQAAAwBwCEAAAMIcA\\\n",
       "BAAAzCEAAQAAcwhAAADAHAIQAAAwhwAEAADMIQABAABzCEAAAMAcAhAAADCHAAQAAMwhAAEAAHMI\\\n",
       "QAAAwBwCEAAAMOf/AbExL4c6uckjAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[44] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAFb9JREFUeJzt3XFs1Hf9x/HXsbufq6gV1onr3Zlu7dle07WQQUtDRg6M\\\n",
       "aVcDfzj+6KIRWa1NHUFmNFtGlLLEbcU/1KzJ0sWNGYRmRpeUhHIz1B2aQSkORpcNCZvVXc+ssUIt\\\n",
       "2RTb4/v74+RcLZTb1t6Xft/PR3LhjvteeeeTZd9nPv22X5/jOI4AAAAMWeT2AAAAAPlGAAEAAHMI\\\n",
       "IAAAYA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGA\\\n",
       "AACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwAC\\\n",
       "AADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYI7f7QFuZD6fz+0RAADIO8dx3B5h3rEDBAAAzCGAcuA4\\\n",
       "Do95fOzcudP1GSw8WGfW2AsP1nh+H5YQQAAAwBwCCAAAmEMAwXWxWMztEUxgnecfazz/WGPMFZ9j\\\n",
       "7Zt+H8CVnwJjiQAAFlg677EDBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHM8\\\n",
       "G0D333+/li1bpjvvvPOax2zbtk2RSEQ1NTU6depUHqcDAABu8mwAbdmyRfF4/Jrv9/X16c0339S5\\\n",
       "c+f09NNPq729PY/TAQAAN3k2gO6++24tWbLkmu8fOHBAmzdvliTV1dVpfHxco6Oj+RoPAAC4yLMB\\\n",
       "dD2pVErhcDj7OhQKaWRkxMWJAABAvpgNIGnmvU6u3AMFAAB4m9/tAdwSDAaVTCazr0dGRhQMBq96\\\n",
       "bEdHR/Z5LBbjbsQAAM9IJBJKJBJuj5F3nr4b/J///Gdt2LBBr7322oz3+vr61NXVpb6+Pg0MDGj7\\\n",
       "9u0aGBiYdoylu+ICAGDpvOfZHaD77rtPR44c0djYmMLhsHbt2qXJyUlJUltbm5qamtTX16eysjIt\\\n",
       "XrxYe/bscXliAACQL57eAfqoLJUwAACWznumL4IGAAA2EUAAAMAcAggAAJhDAAEAAHMIIAAAYA4B\\\n",
       "BAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQ\\\n",
       "AAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAA\\\n",
       "AMAcAggAAJhDAAEAAHMIIAAAYI5nAygej6uiokKRSESdnZ0z3h8bG1NjY6OWL1+uqqoqPffcc/kf\\\n",
       "EgAAuMLnOI7j9hBzLZ1Oq7y8XIcPH1YwGNSqVavU09OjaDSaPaajo0OXLl3S448/rrGxMZWXl2t0\\\n",
       "dFR+vz97jM/nkyR5cIkAAJjB0nnPkztAg4ODKisrU0lJiQKBgJqbm9Xb2zvtmNtuu00TExOSpImJ\\\n",
       "Cd1yyy3T4gcAAHiXJ8/4qVRK4XA4+zoUCun48ePTjmltbdX69etVXFysixcv6pe//GW+xwQAAC7x\\\n",
       "5A7QlS282Tz22GNavny5/vrXv+rVV1/VAw88oIsXL+ZhOgAA4DZP7gAFg0Elk8ns62QyqVAoNO2Y\\\n",
       "o0ePaseOHZKk0tJS3X777Tp79qxWrlw54+t1dHRkn8diMcVisXmZGwCAfEskEkokEm6PkXeevAh6\\\n",
       "ampK5eXl6u/vV3FxsWpra2dcBP2d73xHhYWF2rlzp0ZHR3XXXXdpaGhIS5cuzR5j6WIwAAAsnfc8\\\n",
       "uQPk9/vV1dWlhoYGpdNptbS0KBqNqru7W5LU1tamRx55RFu2bFFNTY0uX76s3bt3T4sfAADgXZ7c\\\n",
       "AZorlkoYAABL5z1PXgQNAAAwGwIIAACYQwABAABzCCAAAGAOAQQAAMwhgAAAgDkEEAAAMIcAAgAA\\\n",
       "5hBAAADAHAIIAACYQwABAABzCCAAAGAOAQQAAMwhgAAAgDkEEAAAMIcAAgAA5hBAAADAHAIIAACY\\\n",
       "QwABAABzCCAAAGAOAQQAAMwhgAAAgDkEEAAAMIcAAgAA5hBAAADAHAIIAACYQwABAABzCCAAAGCO\\\n",
       "ZwMoHo+roqJCkUhEnZ2dVz0mkUhoxYoVqqqqUiwWy++AAADANT7HcRy3h5hr6XRa5eXlOnz4sILB\\\n",
       "oFatWqWenh5Fo9HsMePj41qzZo1efPFFhUIhjY2NqaioaNrX8fl8kiQPLhEAADNYOu95cgdocHBQ\\\n",
       "ZWVlKikpUSAQUHNzs3p7e6cds3//ft17770KhUKSNCN+AACAd3kygFKplMLhcPZ1KBRSKpWadsy5\\\n",
       "c+d0/vx5rVu3TitXrtTevXvzPSYAAHCJ3+0B5sOVLbzZTE5O6uTJk+rv79d7772n+vp6rV69WpFI\\\n",
       "JA8TAgAAN3kygILBoJLJZPZ1MpnMfqvrinA4rKKiIhUUFKigoEBr167V6dOnrxpAHR0d2eexWIwL\\\n",
       "pgEAnpFIJJRIJNweI+88eRH01NSUysvL1d/fr+LiYtXW1s64CPqPf/yjtm7dqhdffFGXLl1SXV2d\\\n",
       "nn/+eVVWVmaPsXQxGAAAls57ntwB8vv96urqUkNDg9LptFpaWhSNRtXd3S1JamtrU0VFhRobG1Vd\\\n",
       "Xa1FixaptbV1WvwAAADv8uQO0FyxVMIAAFg673nyp8AAAABmQwABAABzCCAAAGAOAQQAAMwhgAAA\\\n",
       "gDkEEAAAMIcAAgAA5hBAAADAHAIIAACYQwABAABzCCAAAGAOAQQAAMwhgAAAgDkEEAAAMIcAAgAA\\\n",
       "5hBAAADAHAIIAACYQwABAABzCCAAAGAOAQQAAMwhgAAAgDkEEAAAMIcAAgAA5hBAAADAHAIIAACY\\\n",
       "QwABAABzCCAAAGAOAQQAAMzxbADF43FVVFQoEomos7PzmsedOHFCfr9fL7zwQh6nAwAAbvJkAKXT\\\n",
       "aW3dulXxeFxvvPGGenp6dObMmase99BDD6mxsVGO47gwKQAAcIMnA2hwcFBlZWUqKSlRIBBQc3Oz\\\n",
       "ent7Zxz35JNPatOmTbr11ltdmBIAALjFkwGUSqUUDoezr0OhkFKp1Ixjent71d7eLkny+Xx5nREA\\\n",
       "ALjHkwGUS8xs375dTzzxhHw+nxzH4VtgAAAY4nd7gPkQDAaVTCazr5PJpEKh0LRjXnnlFTU3N0uS\\\n",
       "xsbGdOjQIQUCAW3cuHHG1+vo6Mg+j8ViisVi8zI3AAD5lkgklEgk3B4j73yOB7c+pqamVF5erv7+\\\n",
       "fhUXF6u2tlY9PT2KRqNXPX7Lli3asGGDvvzlL0/7+ys7SR5cIgAAZrB03vPkDpDf71dXV5caGhqU\\\n",
       "TqfV0tKiaDSq7u5uSVJbW5vLEwIAADd5cgdorlgqYQAALJ33PHkRNAAAwGwIIAAAYA4BBAAAzCGA\\\n",
       "AACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwAC\\\n",
       "AADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggA\\\n",
       "AJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOZ4OoHg8roqKCkUiEXV2ds54f9++faqpqVF1dbXWrFmj\\\n",
       "oaEhF6YEAAD55nMcx3F7iPmQTqdVXl6uw4cPKxgMatWqVerp6VE0Gs0ec+zYMVVWVqqwsFDxeFwd\\\n",
       "HR0aGBjIvu/z+SRJHl0iAACmsXTe8+wO0ODgoMrKylRSUqJAIKDm5mb19vZOO6a+vl6FhYWSpLq6\\\n",
       "Oo2MjLgxKgAAyDPPBlAqlVI4HM6+DoVCSqVS1zz+mWeeUVNTUz5GAwAALvO7PcB8ubKNl4uXXnpJ\\\n",
       "zz77rF5++eV5nAgAANwoPBtAwWBQyWQy+zqZTCoUCs04bmhoSK2trYrH41qyZMlVv1ZHR0f2eSwW\\\n",
       "UywWm+txAQBwRSKRUCKRcHuMvPPsRdBTU1MqLy9Xf3+/iouLVVtbO+Mi6Lffflvr16/XL37xC61e\\\n",
       "vXrG17B0MRgAAJbOe57dAfL7/erq6lJDQ4PS6bRaWloUjUbV3d0tSWpra9Ojjz6qCxcuqL29XZIU\\\n",
       "CAQ0ODjo5tgAACAPPLsDNBcslTAAAJbOe579KTAAAIBrIYAAAIA5BBAAADCHAAIAAOYQQAAAwBwC\\\n",
       "CAAAmEMAAQAAXb7s9gT5RQABAAAdPOj2BPlFAAEAAP3oR25PkF8EEAAAxh0/Lv3+925PkV8EEAAA\\\n",
       "xu3e7fYE+ce9wGZh6Z4oAACbXn1VWrFC+tjHpEuX7Jz32AECAMCwH/wg82d7u7tz5Bs7QLNgBwgA\\\n",
       "4GUDA1J9vfTxj0vDw9KyZXbOe+wAAQBgkONI3/te5vm3vy195jPuzpNv7ADNgh0gAIBX7dsnffWr\\\n",
       "mfA5e1b69KdtnffYAQIAwJiJCem738087+zMxI81BBAAAMY8/LD0zjvS6tXS177m9jTu4Ftgs7C0\\\n",
       "FQgAsOE3v5EaGqRAQPrDH6Tq6v++Z+m8xw4QAABGnD8vtbRknu/aNT1+rGEHaBaWShgA4G3ptNTU\\\n",
       "lNkBWr06c+sLv3/6MZbOe+wAAQBgwPe/n4mfoiLp+ednxo81BBAAAB731FPS449LixZl4udzn3N7\\\n",
       "IvcRQAAAeNj+/dIDD2SeP/WUtH69u/PcKAggAAA86qmnMr/s0HEyO0Df/KbbE904CCAAADxmakp6\\\n",
       "6CHpW9/KxM8Pf5h5jf8yfgkUAADe8vbb0ubNUiIh3XRTZheotdXtqW487AABAOABU1PST34iVVZm\\\n",
       "4uezn5V++1vi51o8G0DxeFwVFRWKRCLq7Oy86jHbtm1TJBJRTU2NTp06lecJAQD46KampL17M+Hz\\\n",
       "4IPSu+9KmzZJp05Ja9e6Pd2Ny5PfAkun09q6dasOHz6sYDCoVatWaePGjYpGo9lj+vr69Oabb+rc\\\n",
       "uXM6fvy42tvbNTAw4OLUAADk7q23pJ//XNqzRxoZyfxdaan04x9LGza4O9tC4MkAGhwcVFlZmUpK\\\n",
       "SiRJzc3N6u3tnRZABw4c0ObNmyVJdXV1Gh8f1+joqJYtW+bGyAAAzGp0VDpxQjpyRDp4UDpz5r/v\\\n",
       "RSLSjh3SV77CLzjMlSeXKZVKKRwOZ1+HQiEdP378useMjIwQQACAvLt8WfrHP6SxscxjdFQaHpb+\\\n",
       "9KfM47XXpGRy+mc+9anMTs83vpH5Vtciz17UMj88GUBX7mVyPf97r5Nrfe7DXED2UW6jwmf5LJ/l\\\n",
       "s3z2xvvsR/03Jyelf/5T+te/Mn++//nFi5l7dc3mE5+Q7rpLqquT7rlHWrMmc0d3fDieDKBgMKjk\\\n",
       "+1I5mUwqFArNeszIyIiCweBVv97Pftbxvlex/zwAAJg7hYWZ+3RdeZSUSHfckbmu5/Ofzzxuumnu\\\n",
       "/91EIqFEIjH3X/gG58m7wU9NTam8vFz9/f0qLi5WbW2tenp6ZlwE3dXVpb6+Pg0MDGj79u0zLoK+\\\n",
       "siP09NMfboly3Ijis3yWz/JZPmvgs4GAVFAg3Xxz5s8rj5tvzuzu/N//ffiZ5oqlu8F7cgfI7/er\\\n",
       "q6tLDQ0NSqfTamlpUTQaVXd3tySpra1NTU1N6uvrU1lZmRYvXqw9e/Zc8+vxOxQAAPAWT+4AzRVL\\\n",
       "JQwAgKXzHteMAwAAcwggAABgDgEEAADMIYAAAIA5BBAAADCHAAIAAOYQQAAAwBwCCAAAmEMAAQAA\\\n",
       "cwggAABgDgEEAADMIYDgukQi4fYIJrDO8481nn+sMeYKAQTX8T+0/GCd5x9rPP9YY8wVAggAAJjj\\\n",
       "cyzc8/5D8vl8bo8AAEDeWUgDdoAAAIA5frcHuJFZKGAAACxiBwgAAJhDAAEAAHMIoP+Ix+OqqKhQ\\\n",
       "JBJRZ2fnVY/Ztm2bIpGIampqdOrUqTxPuPBdb4337dunmpoaVVdXa82aNRoaGnJhyoUtl/+OJenE\\\n",
       "iRPy+/164YUX8jidN+SyxolEQitWrFBVVZVisVh+B/SI663z2NiYGhsbtXz5clVVVem5557L/5AL\\\n",
       "2P33369ly5bpzjvvvOYxnj/nOXCmpqac0tJSZ3h42Pn3v//t1NTUOG+88ca0Yw4ePOjcc889juM4\\\n",
       "zsDAgFNXV+fGqAtWLmt89OhRZ3x83HEcxzl06BBr/AHlssZXjlu3bp3zpS99yfnVr37lwqQLVy5r\\\n",
       "fOHCBaeystJJJpOO4zjO3/72NzdGXdByWeedO3c6Dz/8sOM4mTVeunSpMzk56ca4C9Lvfvc75+TJ\\\n",
       "k05VVdVV37dwzmMHSNLg4KDKyspUUlKiQCCg5uZm9fb2TjvmwIED2rx5sySprq5O4+PjGh0ddWPc\\\n",
       "BSmXNa6vr1dhYaGkzBqPjIy4MeqClcsaS9KTTz6pTZs26dZbb3VhyoUtlzXev3+/7r33XoVCIUlS\\\n",
       "UVGRG6MuaLms82233aaJiQlJ0sTEhG655Rb5/fxcT67uvvtuLVmy5JrvWzjnEUCSUqmUwuFw9nUo\\\n",
       "FFIqlbruMZygc5fLGr/fM888o6ampnyM5hm5/nfc29ur9vZ2Sfyuqw8qlzU+d+6czp8/r3Xr1mnl\\\n",
       "ypXau3dvvsdc8HJZ59bWVr3++usqLi5WTU2NfvrTn+Z7TE+zcM4jl5X7ScD5nx+L5+SRuw+yVi+9\\\n",
       "9JKeffZZvfzyy/M4kffkssbbt2/XE088IZ/PJ8dx+FUPH1Auazw5OamTJ0+qv79f7733nurr67V6\\\n",
       "9WpFIpE8TOgNuazzY489puXLlyuRSOitt97SF7/4RZ0+fVqf/OQn8zChDV4/5xFAkoLBoJLJZPZ1\\\n",
       "MpnMbl9f65iRkREFg8G8zbjQ5bLGkjQ0NKTW1lbF4/FZt2cxUy5r/Morr6i5uVlS5iLSQ4cOKRAI\\\n",
       "aOPGjXmddaHKZY3D4bCKiopUUFCggoICrV27VqdPnyaAPoBc1vno0aPasWOHJKm0tFS33367zp49\\\n",
       "q5UrV+Z1Vq8ycc5z9xKkG8Pk5KRzxx13OMPDw86lS5euexH0sWPHPHlB2HzKZY3/8pe/OKWlpc6x\\\n",
       "Y8dcmnJhy2WN3+/rX/+68+tf/zqPEy58uazxmTNnnC984QvO1NSU8+677zpVVVXO66+/7tLEC1Mu\\\n",
       "6/zggw86HR0djuM4zjvvvOMEg0Hn73//uxvjLljDw8M5XQTt1XMeO0CS/H6/urq61NDQoHQ6rZaW\\\n",
       "FkWjUXV3d0uS2tra1NTUpL6+PpWVlWnx4sXas2ePy1MvLLms8aOPPqoLFy5kr08JBAIaHBx0c+wF\\\n",
       "JZc1xkeTyxpXVFSosbFR1dXVWrRokVpbW1VZWeny5AtLLuv8yCOPaMuWLaqpqdHly5e1e/duLV26\\\n",
       "1OXJF4777rtPR44c0djYmMLhsHbt2qXJyUlJds553AwVAACYw0+BAQAAcwggAABgDgEEAADMIYAA\\\n",
       "AIA5BBAAADCHAAIAAOYQQAAAwBwCCAAAmEMAAQAAcwggAABgDgEEAADMIYAAAIA5BBAAADCHAAIA\\\n",
       "AOYQQAAAwBwCCAAAmEMAAQAAcwggAABgDgEEAADMIYAAAIA5BBAAADCHAAIAAOYQQAAAwJz/BwOF\\\n",
       "i81C7fi9AAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[45] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAFMhJREFUeJzt3X9s1Hcdx/HXkbtog0sDdMH17mIZd7le03FdLC2EjBwY\\\n",
       "0646EmXGLv6BpTZNlRA0JjPbH9xmMtcZ/zC7f7o4mNmPRuOmJdlxS9rsZjIoXQCpbnMyRb2esVqg\\\n",
       "KXHK2uPrH5ULtfw4Nnpf+n0/H8mFHv3c7Z0PZN9nPv2W+hzHcQQAAGDICrcHAAAAqDQCCAAAmEMA\\\n",
       "AQAAcwggAABgDgEEAADMIYAAAIA5BBAAADCHAAIAAOYQQAAAwBwCCAAAmEMAAQAAcwggAABgDgEE\\\n",
       "AADMIYAAAIA5BBAAADCHAAIAAOYQQAAAwBwCCAAAmEMAAQAAcwggAABgDgEEAADMIYAAAIA5BBAA\\\n",
       "ADCHAAIAAOYQQAAAwBwCCAAAmEMAAQAAc/xuD3A78/l8bo8AAEDFOY7j9ghLjhMgAABgDgFUBsdx\\\n",
       "eCzhY//+/a7PYOHBPrPHXniwx0v7sIQAAgAA5hBAAADAHAIIrksmk26PYAL7vPTY46XHHuNW8TnW\\\n",
       "vuh3Ey5/FxhbBACwwNJ1jxMgAABgDgEEAADMIYAAAIA5BBAAADCHAAIAAOYQQAAAwBwCCAAAmOPZ\\\n",
       "ANq9e7fWrl2re+6555pr9u7dq2g0qkQioZMnT1ZwOgAA4CbPBlBXV5ey2ew1P5/JZPT+++/r9OnT\\\n",
       "euaZZ9TX11fB6QAAgJs8G0D33XefVq1adc3PHzp0SLt27ZIktba2anp6WpOTk5UaDwAAuMizAXQj\\\n",
       "hUJB4XC49DwUCmliYsLFiQAAQKWYDSBp8c86ufwzUAAAgLf53R7ALcFgUPl8vvR8YmJCwWDwqmtT\\\n",
       "qVTp42QyyU8jBgB4Ri6XUy6Xc3uMivP0T4P/85//rAceeEC//e1vF30uk8konU4rk8lodHRU+/bt\\\n",
       "0+jo6II1ln4qLgAAlq57nj0Beuihh/TGG29oampK4XBYjz32mGZnZyVJvb296ujoUCaTUSQS0cqV\\\n",
       "K3Xw4EGXJwYAAJXi6ROgj8tSCQMAYOm6Z/omaAAAYBMBBAAAzCGAAACAOQQQAAAwhwACAADmEEAA\\\n",
       "AMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEA\\\n",
       "AHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAA\\\n",
       "zCGAAACAOQQQAAAwhwACAADmeDaAstms6uvrFY1G1d/fv+jzU1NTam9vV1NTkxobG/Xcc89VfkgA\\\n",
       "AOAKn+M4jttD3GrFYlGxWEzDw8MKBoPauHGjBgcHFY/HS2tSqZQuXryoH/zgB5qamlIsFtPk5KT8\\\n",
       "fn9pjc/nkyR5cIsAAFjE0nXPkydAY2NjikQiqqurUyAQUGdnp4aGhhasueuuuzQzMyNJmpmZ0Zo1\\\n",
       "axbEDwAA8C5PXvELhYLC4XDpeSgU0rFjxxas6enp0fbt21VbW6sLFy7o5z//eaXHBAAALvHkCdDl\\\n",
       "I7zreeKJJ9TU1KS//e1v+s1vfqNvfetbunDhQgWmAwAAbvPkCVAwGFQ+ny89z+fzCoVCC9YcOXJE\\\n",
       "jz76qCRp/fr1Wrdund577z01Nzcver9UKlX6OJlMKplMLsncAABUWi6XUy6Xc3uMivPkTdBzc3OK\\\n",
       "xWIaGRlRbW2tWlpaFt0E/Z3vfEfV1dXav3+/Jicn9dnPflbj4+NavXp1aY2lm8EAALB03fPkCZDf\\\n",
       "71c6nVZbW5uKxaK6u7sVj8c1MDAgSert7dUjjzyirq4uJRIJXbp0SU899dSC+AEAAN7lyROgW8VS\\\n",
       "CQMAYOm658mboAEAAK6HAAIAAOYQQAAAwBwCCAAAmEMAAQAAcwggAABgDgEEAADMIYAAAIA5BBAA\\\n",
       "ADCHAAIAAOYQQAAAwBwCCAAAmEMAAQAAcwggAABgDgEEAADMIYAAAIA5BBAAADCHAAIAAOYQQAAA\\\n",
       "wBwCCAAAmEMAAQAAcwggAABgDgEEAADMIYAAAIA5BBAAADCHAAIAAOYQQAAAwBwCCAAAmOPZAMpm\\\n",
       "s6qvr1c0GlV/f/9V1+RyOd17771qbGxUMpms7IAAAMA1PsdxHLeHuNWKxaJisZiGh4cVDAa1ceNG\\\n",
       "DQ4OKh6Pl9ZMT09ry5Yteu211xQKhTQ1NaWampoF7+Pz+SRJHtwiAAAWsXTd8+QJ0NjYmCKRiOrq\\\n",
       "6hQIBNTZ2amhoaEFa1566SXt3LlToVBIkhbFDwAA8C5PBlChUFA4HC49D4VCKhQKC9acPn1a586d\\\n",
       "07Zt29Tc3Kznn3++0mMCAACX+N0eYClcPsK7ntnZWZ04cUIjIyP64IMPtHnzZm3atEnRaLQCEwIA\\\n",
       "ADd5MoCCwaDy+XzpeT6fL32p67JwOKyamhpVVVWpqqpKW7du1alTp64aQKlUqvRxMpnkhmkAgGfk\\\n",
       "cjnlcjm3x6g4T94EPTc3p1gsppGREdXW1qqlpWXRTdC///3vtWfPHr322mu6ePGiWltb9bOf/UwN\\\n",
       "DQ2lNZZuBgMAwNJ1z5MnQH6/X+l0Wm1tbSoWi+ru7lY8HtfAwIAkqbe3V/X19Wpvb9eGDRu0YsUK\\\n",
       "9fT0LIgfAADgXZ48AbpVLJUwAACWrnue/C4wAACA6yGAAACAOQQQAAAwhwACAADmEEAAAMAcAggA\\\n",
       "AJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAA\\\n",
       "YA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACA\\\n",
       "OQQQAAAwhwACAADmeDaAstms6uvrFY1G1d/ff811b731lvx+v1555ZUKTgcAANzkyQAqFovas2eP\\\n",
       "stms3nnnHQ0ODurdd9+96rqHH35Y7e3tchzHhUkBAIAbPBlAY2NjikQiqqurUyAQUGdnp4aGhhat\\\n",
       "e/rpp/Xggw/qzjvvdGFKAADgFk8GUKFQUDgcLj0PhUIqFAqL1gwNDamvr0+S5PP5KjojAABwjycD\\\n",
       "qJyY2bdvn5588kn5fD45jsOXwAAAMMTv9gBLIRgMKp/Pl57n83mFQqEFa44fP67Ozk5J0tTUlA4f\\\n",
       "PqxAIKAdO3Yser9UKlX6OJlMKplMLsncAABUWi6XUy6Xc3uMivM5Hjz6mJubUywW08jIiGpra9XS\\\n",
       "0qLBwUHF4/Grru/q6tIDDzygL3/5ywt+//JJkge3CACARSxd9zx5AuT3+5VOp9XW1qZisaju7m7F\\\n",
       "43ENDAxIknp7e12eEAAAuMmTJ0C3iqUSBgDA0nXPkzdBAwAAXA8BBAAAzCGAAACAOQQQAAAwhwAC\\\n",
       "AADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggA\\\n",
       "AJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAA\\\n",
       "YA4BBAAAzCGAAACAOQQQAAAwx9MBlM1mVV9fr2g0qv7+/kWff/HFF5VIJLRhwwZt2bJF4+PjLkwJ\\\n",
       "AAAqzec4juP2EEuhWCwqFotpeHhYwWBQGzdu1ODgoOLxeGnN0aNH1dDQoOrqamWzWaVSKY2OjpY+\\\n",
       "7/P5JEke3SIAABawdN3z7AnQ2NiYIpGI6urqFAgE1NnZqaGhoQVrNm/erOrqaklSa2urJiYm3BgV\\\n",
       "AABUmGcDqFAoKBwOl56HQiEVCoVrrn/22WfV0dFRidEAAIDL/G4PsFQuH+OV4/XXX9eBAwf05ptv\\\n",
       "LuFEAADgduHZAAoGg8rn86Xn+XxeoVBo0brx8XH19PQom81q1apVV32vVCpV+jiZTCqZTN7qcQEA\\\n",
       "cEUul1Mul3N7jIrz7E3Qc3NzisViGhkZUW1trVpaWhbdBP3Xv/5V27dv1wsvvKBNmzYteg9LN4MB\\\n",
       "AGDpuufZEyC/3690Oq22tjYVi0V1d3crHo9rYGBAktTb26vHH39c58+fV19fnyQpEAhobGzMzbEB\\\n",
       "AEAFePYE6FawVMIAAFi67nn2u8AAAACuhQACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAA\\\n",
       "zCGAAACAOQQQAAAwhwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAAzCGAAACAOQQQAAAw\\\n",
       "hwACAADmEEAAAMAcAggAAJhDAAEAAHMIIAAAYA4BBAAA9KtfuT1BZRFAAAAYNzwsffWrbk9RWQQQ\\\n",
       "AACGvfyy9MUvSh9+6PYklUUAAQBgkONIP/qR9JWvSBcvSt/8ptsTVRYBBACAMVNT0s6d0ne/Ox9C\\\n",
       "3/++lE67PVVl+d0eAAAAVIbjSD/96Xz4nD0rVVdLBw9KX/qS25NVnmdPgLLZrOrr6xWNRtXf33/V\\\n",
       "NXv37lU0GlUikdDJkycrPCEAAJVx6ZL0y19Kzc1SV9d8/GzfLh0/bjN+JI+eABWLRe3Zs0fDw8MK\\\n",
       "BoPauHGjduzYoXg8XlqTyWT0/vvv6/Tp0zp27Jj6+vo0Ojrq4tQAANxahYL0wgvSgQPSH/4w/3uf\\\n",
       "/rT0wx9KX/ua5PO5O5+bPBlAY2NjikQiqqurkyR1dnZqaGhoQQAdOnRIu3btkiS1trZqenpak5OT\\\n",
       "Wrt2rRsjAwDwsZ07J504IeVyUiYjXfnFjWBQevhh6RvfkKqqXBvxtuHJACoUCgqHw6XnoVBIx44d\\\n",
       "u+GaiYkJAggAcFtyHGlmZv4G5rNnpX/8QzpzRvrTn+Yfv/vd/K9XqqqS7r9f2r1bamuT/J686n80\\\n",
       "ntwKX5lneo7jlPW6np6PNsf/vT2vN/T65Tw7r+fPnte799+enZX+/W/pP/+Z//XKjy9ckObmrv8e\\\n",
       "n/yk1NQktbbOh8/WrZz2XIsnAygYDCqfz5ee5/N5hUKh666ZmJhQMBi86vv95CepK54l//cAAKCy\\\n",
       "7rhDWrNGqqmZf3zmM9Ldd0vr1kmxmNTQcPOnPLlcTrlcbknmvZ35nP8/BvGAubk5xWIxjYyMqLa2\\\n",
       "Vi0tLRocHFx0E3Q6nVYmk9Ho6Kj27du36CboyydCzzzz0bfo495gxuuX7+uX8+y8nj97Xu/O6wOB\\\n",
       "+RObqqr505wrf/3Up6RPfOLjzXYjl697HkyDRTx5AuT3+5VOp9XW1qZisaju7m7F43ENDAxIknp7\\\n",
       "e9XR0aFMJqNIJKKVK1fq4MGD13y/j/olMAAAcHvy5AnQrWKphAEAsHTd8+w/hAgAAHAtBBAAADCH\\\n",
       "AAIAAOYQQAAAwBwCCAAAmEMAAQAAcwggAABgDgEEAADMIYAAAIA5BBAAADCHAAIAAOYQQHBdLpdz\\\n",
       "ewQT2Oelxx4vPfYYtwoBBNfxP7TKYJ+XHnu89Nhj3CoEEAAAMMfnWPiZ9x+Rz+dzewQAACrOQhpw\\\n",
       "AgQAAMzxuz3A7cxCAQMAYBEnQAAAwBwCCAAAmEMA/U82m1V9fb2i0aj6+/uvumbv3r2KRqNKJBI6\\\n",
       "efJkhSdc/m60xy+++KISiYQ2bNigLVu2aHx83IUpl7dy/h5L0ltvvSW/369XXnmlgtN5Qzl7nMvl\\\n",
       "dO+996qxsVHJZLKyA3rEjfZ5ampK7e3tampqUmNjo5577rnKD7mM7d69W2vXrtU999xzzTWev+Y5\\\n",
       "cObm5pz169c7Z86ccT788EMnkUg477zzzoI1r776qnP//fc7juM4o6OjTmtrqxujLlvl7PGRI0ec\\\n",
       "6elpx3Ec5/Dhw+zxTSpnjy+v27Ztm/OFL3zB+cUvfuHCpMtXOXt8/vx5p6Ghwcnn847jOM4///lP\\\n",
       "N0Zd1srZ5/379zvf+973HMeZ3+PVq1c7s7Ozboy7LP361792Tpw44TQ2Nl718xaueZwASRobG1Mk\\\n",
       "ElFdXZ0CgYA6Ozs1NDS0YM2hQ4e0a9cuSVJra6ump6c1OTnpxrjLUjl7vHnzZlVXV0ua3+OJiQk3\\\n",
       "Rl22ytljSXr66af14IMP6s4773RhyuWtnD1+6aWXtHPnToVCIUlSTU2NG6Mua+Xs81133aWZmRlJ\\\n",
       "0szMjNasWSO/n+/rKdd9992nVatWXfPzFq55BJCkQqGgcDhceh4KhVQoFG64hgt0+crZ4ys9++yz\\\n",
       "6ujoqMRonlHu3+OhoSH19fVJ4t+6ulnl7PHp06d17tw5bdu2Tc3NzXr++ecrPeayV84+9/T06O23\\\n",
       "31Ztba0SiYR+/OMfV3pMT7NwzSOXVf5FwPm/b4vn4lG+m9mr119/XQcOHNCbb765hBN5Tzl7vG/f\\\n",
       "Pj355JPy+XxyHId/6uEmlbPHs7OzOnHihEZGRvTBBx9o8+bN2rRpk6LRaAUm9IZy9vmJJ55QU1OT\\\n",
       "crmc/vjHP+rzn/+8Tp06pTvuuKMCE9rg9WseASQpGAwqn8+Xnufz+dLx9bXWTExMKBgMVmzG5a6c\\\n",
       "PZak8fFx9fT0KJvNXvd4FouVs8fHjx9XZ2enpPmbSA8fPqxAIKAdO3ZUdNblqpw9DofDqqmpUVVV\\\n",
       "laqqqrR161adOnWKALoJ5ezzkSNH9Oijj0qS1q9fr3Xr1um9995Tc3NzRWf1KhPXPHdvQbo9zM7O\\\n",
       "Onfffbdz5swZ5+LFize8Cfro0aOevCFsKZWzx3/5y1+c9evXO0ePHnVpyuWtnD2+0te//nXn5Zdf\\\n",
       "ruCEy185e/zuu+86n/vc55y5uTnnX//6l9PY2Oi8/fbbLk28PJWzz9/+9redVCrlOI7j/P3vf3eC\\\n",
       "waBz9uxZN8Zdts6cOVPWTdBeveZxAiTJ7/crnU6rra1NxWJR3d3disfjGhgYkCT19vaqo6NDmUxG\\\n",
       "kUhEK1eu1MGDB12eenkpZ48ff/xxnT9/vnR/SiAQ0NjYmJtjLyvl7DE+nnL2uL6+Xu3t7dqwYYNW\\\n",
       "rFihnp4eNTQ0uDz58lLOPj/yyCPq6upSIpHQpUuX9NRTT2n16tUuT758PPTQQ3rjjTc0NTWlcDis\\\n",
       "xx57TLOzs5LsXPP4YagAAMAcvgsMAACYQwABAABzCCAAAGAOAQQAAMwhgAAAgDkEEAAAMIcAAgAA\\\n",
       "5hBAAADAHAIIAACYQwABAABzCCAAAGAOAQQAAMwhgAAAgDkEEAAAMIcAAgAA5hBAAADAHAIIAACY\\\n",
       "QwABAABzCCAAAGAOAQQAAMwhgAAAgDkEEAAAMIcAAgAA5vwX1EcetvQ+MAkAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[46] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAFDxJREFUeJzt3X9o3fW9x/FXJLmsk1HUipicQF0TkpTaVNYfFlFSd0e7\\\n",
       "Dv1jCot/uVpKKRPp9s+G/mH0D2f9b5h/Ktcf4DRsbEKExQgWjwO1RtTZoU7qrtvSjBUzLfXOe10b\\\n",
       "v/cPr7nrajW69hxzPo8HHJrj+ZzkzYfi98kn3zRtVVVVAQAoyFnNHgAAoNEEEABQHAEEABRHAAEA\\\n",
       "xRFAAEBxBBAAUBwBBAAURwABAMURQABAcQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQHAEEABRHAAEA\\\n",
       "xRFAAEBxBBAAUBwBBAAURwABAMURQABAcQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQHAEEABSnvdkD\\\n",
       "fJG1tbU1ewQAaLiqqpo9whnnBAgAKI4AWoCqqjzO4OPWW29t+gwlPOyzPW6Fhz0+s4+SCCAAoDgC\\\n",
       "CAAojgCi6YaGhpo9QhHs85lnj888e8zp0laV9k2/z+CjnwKzRQCUoKTrnhMgAKA4AggAKI4AAgCK\\\n",
       "I4AAgOIIIACgOAIIACiOAAIAitOyAXTDDTfkggsuyMUXX3zKNTfddFN6e3szODiYl156qYHTAQDN\\\n",
       "1LIBtG3btkxOTp7y9YmJibzxxhs5ePBg7rnnnuzatauB0wEAzdSyAXT55ZfnnHPOOeXrjz76aK6/\\\n",
       "/vokyYYNG3LkyJEcPny4UeMBAE3UsgH0aWZmZtLd3T3/vFar5dChQ02cCABolGIDKDn5d5189DtQ\\\n",
       "AIDW1t7sAZqlq6sr09PT888PHTqUrq6uj107MjIy//HQ0JDfRgxAy6jX66nX680eo+Fa+rfB/+EP\\\n",
       "f8hVV12V3/72tye9NjExkdHR0UxMTGT//v3ZvXt39u/ff8Kakn4rLgCUdN1r2ROg6667Lk899VRm\\\n",
       "Z2fT3d2d2267LceOHUuS7Ny5M1u3bs3ExER6enpy9tln5/7772/yxABAo7T0CdC/qqQSBoCSrntF\\\n",
       "3wQNAJRJAAEAxRFAAEBxBBAAUBwBBAAURwABAMURQABAcQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQ\\\n",
       "HAEEABRHAAEAxRFAAEBxBBAAUBwBBAAURwABAMURQABAcQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQ\\\n",
       "HAEEABRHAAEAxRFAAEBxBBAAUBwBBAAUp2UDaHJyMv39/ent7c2ePXtOen12djZbtmzJmjVrsmrV\\\n",
       "qjzwwAONHxIAaIq2qqqqZg9xus3NzaWvry9PPPFEurq6sm7duoyNjWVgYGB+zcjISN5///38+Mc/\\\n",
       "zuzsbPr6+nL48OG0t7fPr2lra0uStOAWAcBJSrruteQJ0NTUVHp6erJ8+fJ0dHRkeHg44+PjJ6y5\\\n",
       "8MILc/To0STJ0aNHc955550QPwBA62rJK/7MzEy6u7vnn9dqtTz33HMnrNmxY0euvPLKdHZ25t13\\\n",
       "383Pf/7zRo8JADRJS54AfXSE90nuuOOOrFmzJn/+85/zm9/8Jt/73vfy7rvvNmA6AKDZWvIEqKur\\\n",
       "K9PT0/PPp6enU6vVTljzzDPP5JZbbkmSrFixIhdddFFef/31rF279qTPNzIyMv/x0NBQhoaGzsjc\\\n",
       "ANBo9Xo99Xq92WM0XEveBH38+PH09fVl37596ezszPr160+6CfoHP/hBli5dmltvvTWHDx/O1772\\\n",
       "tRw4cCDnnnvu/JqSbgYDgJKuey15AtTe3p7R0dFs3rw5c3Nz2b59ewYGBrJ3794kyc6dO3PzzTdn\\\n",
       "27ZtGRwczAcffJC77rrrhPgBAFpXS54AnS4llTAAlHTda8mboAEAPokAAgCKI4AAgOIIIACgOAII\\\n",
       "ACiOAAIAiiOAAIDiCCAAoDgCCAAojgACAIojgACA4gggAKA4AggAKI4AAgCKI4AAgOIIIACgOAII\\\n",
       "ACiOAAIAiiOAAIDiCCAAoDgCCAAojgACAIojgACA4gggAKA4AggAKI4AAgCKI4AAgOIIIACgOC0b\\\n",
       "QJOTk+nv709vb2/27NnzsWvq9XouueSSrFq1KkNDQ40dEABomraqqqpmD3G6zc3Npa+vL0888US6\\\n",
       "urqybt26jI2NZWBgYH7NkSNHctlll+Xxxx9PrVbL7Oxsli1bdsLnaWtrS5K04BYBwElKuu615AnQ\\\n",
       "1NRUenp6snz58nR0dGR4eDjj4+MnrHn44YdzzTXXpFarJclJ8QMAtK6WDKCZmZl0d3fPP6/VapmZ\\\n",
       "mTlhzcGDB/P2229n06ZNWbt2bR588MFGjwkANEl7swc4Ez46wvskx44dy4svvph9+/blvffey8aN\\\n",
       "G3PppZemt7e3ARMCAM3UkgHU1dWV6enp+efT09Pz3+r6SHd3d5YtW5YlS5ZkyZIlueKKK/Lyyy9/\\\n",
       "bACNjIzMfzw0NOSGaQBaRr1eT71eb/YYDdeSN0EfP348fX192bdvXzo7O7N+/fqTboL+3e9+lxtv\\\n",
       "vDGPP/543n///WzYsCE/+9nPsnLlyvk1Jd0MBgAlXfda8gSovb09o6Oj2bx5c+bm5rJ9+/YMDAxk\\\n",
       "7969SZKdO3emv78/W7ZsyerVq3PWWWdlx44dJ8QPANC6WvIE6HQpqYQBoKTrXkv+FBgAwCcRQABA\\\n",
       "cQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQHAEEABRHAAEAxRFAAEBxBBAAUBwBBAAURwABAMURQABA\\\n",
       "cQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQHAEEABRHAAEAxRFAAEBxBBAAUBwBBAAURwABAMURQABA\\\n",
       "cQQQAFAcAQQAFKdlA2hycjL9/f3p7e3Nnj17Trnu+eefT3t7ex555JEGTgcANFNLBtDc3FxuvPHG\\\n",
       "TE5O5tVXX83Y2Fhee+21j133wx/+MFu2bElVVU2YFABohpYMoKmpqfT09GT58uXp6OjI8PBwxsfH\\\n",
       "T1p3991359prr83555/fhCkBgGZpyQCamZlJd3f3/PNarZaZmZmT1oyPj2fXrl1Jkra2tobOCAA0\\\n",
       "T0sG0EJiZvfu3bnzzjvT1taWqqp8CwwACtLe7AHOhK6urkxPT88/n56eTq1WO2HNCy+8kOHh4STJ\\\n",
       "7OxsHnvssXR0dOTqq68+6fONjIzMfzw0NJShoaEzMjcANFq9Xk+9Xm/2GA3XVrXg0cfx48fT19eX\\\n",
       "ffv2pbOzM+vXr8/Y2FgGBgY+dv22bdty1VVX5dvf/vYJ//2jk6QW3CIAOElJ172WPAFqb2/P6Oho\\\n",
       "Nm/enLm5uWzfvj0DAwPZu3dvkmTnzp1NnhAAaKaWPAE6XUoqYQAo6brXkjdBAwB8EgEEABRHAAEA\\\n",
       "xRFAAEBxBBAAUBwBBAAURwABAMURQABAcQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQHAEEABRHAAEA\\\n",
       "xRFAAEBxBBAAUBwBBAAURwABAMURQABAcQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQHAEEABRHAAEA\\\n",
       "xRFAAEBxWjqAJicn09/fn97e3uzZs+ek1x966KEMDg5m9erVueyyy3LgwIEmTAkANFpbVVVVs4c4\\\n",
       "E+bm5tLX15cnnngiXV1dWbduXcbGxjIwMDC/5tlnn83KlSuzdOnSTE5OZmRkJPv3759/va2tLUnS\\\n",
       "olsEACco6brXsidAU1NT6enpyfLly9PR0ZHh4eGMj4+fsGbjxo1ZunRpkmTDhg05dOhQM0YFABqs\\\n",
       "ZQNoZmYm3d3d889rtVpmZmZOuf7ee+/N1q1bGzEaANBk7c0e4Ez56BhvIZ588sncd999efrpp8/g\\\n",
       "RADAF0XLBlBXV1emp6fnn09PT6dWq5207sCBA9mxY0cmJydzzjnnfOznGhkZmf94aGgoQ0NDp3tc\\\n",
       "AGiKer2eer3e7DEarmVvgj5+/Hj6+vqyb9++dHZ2Zv369SfdBP2nP/0pV155ZX7605/m0ksvPelz\\\n",
       "lHQzGACUdN1r2ROg9vb2jI6OZvPmzZmbm8v27dszMDCQvXv3Jkl27tyZ22+/Pe+880527dqVJOno\\\n",
       "6MjU1FQzxwYAGqBlT4BOh5JKGABKuu617E+BAQCcigACAIojgACA4gggAKA4AggAKI4AAgCKI4AA\\\n",
       "gOIIIACgOAIIACiOAAIAiiOAAIDiCCAAoDgCCAAojgACAIojgACA4gggAKA4AggAKI4AAgCKI4AA\\\n",
       "gOIIIACgOAIIACiOAAIAiiOAAIDiCCAAoDgCCAAojgACAIojgACA4gggAKA4LRtAk5OT6e/vT29v\\\n",
       "b/bs2fOxa2666ab09vZmcHAwL730UoMnBIAvjqpq9gSN1ZIBNDc3lxtvvDGTk5N59dVXMzY2ltde\\\n",
       "e+2ENRMTE3njjTdy8ODB3HPPPdm1a1eTpgWA5nnrrWR0NFmzptmTNFZ7swc4E6amptLT05Ply5cn\\\n",
       "SYaHhzM+Pp6BgYH5NY8++miuv/76JMmGDRty5MiRHD58OBdccEEzRgaAhnj33eSFF5Knn05+9atk\\\n",
       "//7yTn+SFg2gmZmZdHd3zz+v1Wp57rnnPnXNoUOHBBAAi1ZVJf/1X8ns7IcnO2+9lfzpT8nvf5/8\\\n",
       "538mv/vdh49/DJ5/+7dk06bkhhuS73ynebM3WksGUFtb24LWVf+UvKd6344dn2+Of6Wovdd7v2jv\\\n",
       "bebX9l7vPRPvbebX/lfeOzeX/Pd/n/j4n//58M+//S35+98/+f0dHcngYLJuXfKNbyT//u/JV77y\\\n",
       "4WsCaJHr6urK9PT0/PPp6enUarVPXHPo0KF0dXV97Of7j/8Y+YdnQ//3AIAvni9/OVm27P8ftVqy\\\n",
       "YkXy1a8mPT3JqlXJl770/+vr9Xrq9XrT5m2Wtuqfj0FawPHjx9PX15d9+/als7Mz69evz9jY2An3\\\n",
       "AE1MTGR0dDQTExPZv39/du/enf3795/weT46Ebrnns+/RQs8jPJe710U723m1/Ze7z0T723m1/68\\\n",
       "7z3rrGTJkhMfX/rSh39++csf/vn5Z/pwqBZMg5O05AlQe3t7RkdHs3nz5szNzWX79u0ZGBjI3r17\\\n",
       "kyQ7d+7M1q1bMzExkZ6enpx99tm5//77T/n5Pu+3wACAL6aWPAE6XUoqYQAo6brXkv8OEADAJxFA\\\n",
       "AEBxBBAAUBwBBAAURwABAMURQABAcQQQAFAcAQQAFEcAAQDFEUAAQHEEEABQHAFE09Xr9WaPUAT7\\\n",
       "fObZ4zPPHnO6CCCazv/QGsM+n3n2+Myzx5wuAggAKE5bVcLvvP+c2tramj0CADRcCWngBAgAKE57\\\n",
       "swf4IiuhgAGgRE6AAIDiCCAAoDgC6P9MTk6mv78/vb292bNnz8euuemmm9Lb25vBwcG89NJLDZ5w\\\n",
       "8fu0PX7ooYcyODiY1atX57LLLsuBAweaMOXitpC/x0ny/PPPp729PY888kgDp2sNC9njer2eSy65\\\n",
       "JKtWrcrQ0FBjB2wRn7bPs7Oz2bJlS9asWZNVq1blgQceaPyQi9gNN9yQCy64IBdffPEp17T8Na+i\\\n",
       "On78eLVixYrqzTffrP7+979Xg4OD1auvvnrCml/96lfVN7/5zaqqqmr//v3Vhg0bmjHqorWQPX7m\\\n",
       "mWeqI0eOVFVVVY899pg9/owWsscfrdu0aVP1rW99q/rFL37RhEkXr4Xs8TvvvFOtXLmymp6erqqq\\\n",
       "qt56661mjLqoLWSfb7311upHP/pRVVUf7vG5555bHTt2rBnjLkq//vWvqxdffLFatWrVx75ewjXP\\\n",
       "CVCSqamp9PT0ZPny5eno6Mjw8HDGx8dPWPPoo4/m+uuvT5Js2LAhR44cyeHDh5sx7qK0kD3euHFj\\\n",
       "li5dmuTDPT506FAzRl20FrLHSXL33Xfn2muvzfnnn9+EKRe3hezxww8/nGuuuSa1Wi1JsmzZsmaM\\\n",
       "uqgtZJ8vvPDCHD16NEly9OjRnHfeeWlv93M9C3X55ZfnnHPOOeXrJVzzBFCSmZmZdHd3zz+v1WqZ\\\n",
       "mZn51DUu0Au3kD3+R/fee2+2bt3aiNFaxkL/Ho+Pj2fXrl1J/FtXn9VC9vjgwYN5++23s2nTpqxd\\\n",
       "uzYPPvhgo8dc9Bayzzt27Mgrr7ySzs7ODA4O5ic/+Umjx2xpJVzz5HIWfhGo/unH4l08Fu6z7NWT\\\n",
       "Tz6Z++67L08//fQZnKj1LGSPd+/enTvvvDNtbW2pqso/9fAZLWSPjx07lhdffDH79u3Le++9l40b\\\n",
       "N+bSSy9Nb29vAyZsDQvZ5zvuuCNr1qxJvV7P73//+3zjG9/Iyy+/nK985SsNmLAMrX7NE0BJurq6\\\n",
       "Mj09Pf98enp6/vj6VGsOHTqUrq6uhs242C1kj5PkwIED2bFjRyYnJz/xeJaTLWSPX3jhhQwPDyf5\\\n",
       "8CbSxx57LB0dHbn66qsbOutitZA97u7uzrJly7JkyZIsWbIkV1xxRV5++WUB9BksZJ+feeaZ3HLL\\\n",
       "LUmSFStW5KKLLsrrr7+etWvXNnTWVlXENa+5tyB9MRw7dqz66le/Wr355pvV+++//6k3QT/77LMt\\\n",
       "eUPYmbSQPf7jH/9YrVixonr22WebNOXitpA9/kff/e53q1/+8pcNnHDxW8gev/baa9XXv/716vjx\\\n",
       "49Xf/va3atWqVdUrr7zSpIkXp4Xs8/e///1qZGSkqqqq+stf/lJ1dXVVf/3rX5sx7qL15ptvLugm\\\n",
       "6Fa95jkBStLe3p7R0dFs3rw5c3Nz2b59ewYGBrJ3794kyc6dO7N169ZMTEykp6cnZ599du6///4m\\\n",
       "T724LGSPb7/99rzzzjvz96d0dHRkamqqmWMvKgvZY/41C9nj/v7+bNmyJatXr85ZZ52VHTt2ZOXK\\\n",
       "lU2efHFZyD7ffPPN2bZtWwYHB/PBBx/krrvuyrnnntvkyReP6667Lk899VRmZ2fT3d2d2267LceO\\\n",
       "HUtSzjXPL0MFAIrjp8AAgOIIIACgOAIIACiOAAIAiiOAAIDiCCAAoDgCCAAojgACAIojgACA4ggg\\\n",
       "AKA4AggAKI4AAgCKI4AAgOIIIACgOAIIACiOAAIAiiOAAIDiCCAAoDgCCAAojgACAIojgACA4ggg\\\n",
       "AKA4AggAKM7/AnLY+8N1eKPdAAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "  frames[47] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAE8BJREFUeJzt3V9o3fXdwPFPSsLz9JFRWivFnBOoa0KSUpvKav9QlOgY\\\n",
       "7Tr0YnoRr1wtIZSV0u1mQy+MXjjr3TA3lUcrOA0bmxBhaYQGjwNrjahrh+2k7unmScaKmS0V3Vxz\\\n",
       "/D0XPg3L0upxT3N+5vd9veBgTs/3HD58Kf7efPNL05RlWRYAAAlZkvcAAACNJoAAgOQIIAAgOQII\\\n",
       "AEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQII\\\n",
       "AEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOc15\\\n",
       "D/BV1tTUlPcIANBwWZblPcKCcwIEACRHANUhyzKPBXw8+OCDuc+QwsM+2+MiPOzxwj5SIoAAgOQI\\\n",
       "IAAgOQKI3PX29uY9QhLs88KzxwvPHnO1NGWpfdPvS7j0U2C2CIAUpHTdcwIEACRHAAEAyRFAAEBy\\\n",
       "BBAAkBwBBAAkRwABAMkRQABAcgobQPfdd1+sWrUqbrzxxiuu2bdvX3R0dERPT0+89dZbDZwOAMhT\\\n",
       "YQNo165dMTY2dsXXR0dH4913343Tp0/HE088EXv27GngdABAngobQLfcckssX778iq+/8MILce+9\\\n",
       "90ZExObNm+P8+fNx9uzZRo0HAOSosAH0RaampqKtrW32eblcjsnJyRwnAgAaJdkAipj/u04u/Q4U\\\n",
       "AKDYmvMeIC+lUimq1ers88nJySiVSpddOzg4OPt1b2+v30YMQGFUKpWoVCp5j9Fwhf5t8H/84x/j\\\n",
       "jjvuiN/97nfzXhsdHY2hoaEYHR2NY8eOxf79++PYsWNz1qT0W3EBIKXrXmFPgO655554+eWXY3p6\\\n",
       "Otra2uKhhx6KixcvRkTEwMBA7Ny5M0ZHR6O9vT2uueaaOHToUM4TAwCNUugToP+vlEoYAFK67iV9\\\n",
       "EzQAkCYBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEBy\\\n",
       "BBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEBy\\\n",
       "BBAAkBwBBAAkRwABAMkRQABAcgQQAJCcwgbQ2NhYdHV1RUdHRxw4cGDe69PT07Fjx47YsGFDrFu3\\\n",
       "Lp5++unGDwkA5KIpy7Is7yGutlqtFp2dnXHkyJEolUpx8803x/DwcHR3d8+uGRwcjE8++SR+8pOf\\\n",
       "xPT0dHR2dsbZs2ejubl5dk1TU1NERBRwiwBgnpSue4U8AZqYmIj29vZYvXp1tLS0RF9fX4yMjMxZ\\\n",
       "c/3118eFCxciIuLChQtx7bXXzokfAKC4CnnFn5qaira2ttnn5XI5XnvttTlr+vv74/bbb4/W1tb4\\\n",
       "8MMP4xe/+EWjxwQAclLIE6BLR3if55FHHokNGzbEn//85/jtb38b3//+9+PDDz9swHQAQN4KeQJU\\\n",
       "KpWiWq3OPq9Wq1Eul+esOXr0aDzwwAMREbFmzZq44YYb4p133omNGzfO+7zBwcHZr3t7e6O3t3dB\\\n",
       "5gaARqtUKlGpVPIeo+EKeRP0zMxMdHZ2xvj4eLS2tsamTZvm3QT9wx/+MJYtWxYPPvhgnD17Nr7x\\\n",
       "jW/EiRMnYsWKFbNrUroZDABSuu4V8gSoubk5hoaGYvv27VGr1WL37t3R3d0dBw8ejIiIgYGBuP/+\\\n",
       "+2PXrl3R09MTn376aTz22GNz4gcAKK5CngBdLSmVMACkdN0r5E3QAACfRwABAMkRQABAcgQQAJAc\\\n",
       "AQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAc\\\n",
       "AQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJCc\\\n",
       "wgbQ2NhYdHV1RUdHRxw4cOCyayqVStx0002xbt266O3tbeyAAEBumrIsy/Ie4mqr1WrR2dkZR44c\\\n",
       "iVKpFDfffHMMDw9Hd3f37Jrz58/Htm3b4sUXX4xyuRzT09OxcuXKOZ/T1NQUEREF3CIAmCel614h\\\n",
       "T4AmJiaivb09Vq9eHS0tLdHX1xcjIyNz1jz33HNx1113RblcjoiYFz8AQHEVMoCmpqaira1t9nm5\\\n",
       "XI6pqak5a06fPh0ffPBB3HbbbbFx48Z45plnGj0mAJCT5rwHWAiXjvA+z8WLF+PNN9+M8fHx+Pjj\\\n",
       "j2Pr1q2xZcuW6OjoaMCEAECeChlApVIpqtXq7PNqtTr7ra5L2traYuXKlbF06dJYunRp3HrrrXH8\\\n",
       "+PHLBtDg4ODs1729vW6YBqAwKpVKVCqVvMdouELeBD0zMxOdnZ0xPj4era2tsWnTpnk3Qf/+97+P\\\n",
       "vXv3xosvvhiffPJJbN68OX7+85/H2rVrZ9ekdDMYAKR03SvkCVBzc3MMDQ3F9u3bo1arxe7du6O7\\\n",
       "uzsOHjwYEREDAwPR1dUVO3bsiPXr18eSJUuiv79/TvwAAMVVyBOgqyWlEgaAlK57hfwpMACAzyOA\\\n",
       "AIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOA\\\n",
       "AIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOA\\\n",
       "AIDkCCAAIDkCCABITmEDaGxsLLq6uqKjoyMOHDhwxXWvv/56NDc3x/PPP9/A6QCAPBUygGq1Wuzd\\\n",
       "uzfGxsbi5MmTMTw8HKdOnbrsuh/96EexY8eOyLIsh0kBgDwUMoAmJiaivb09Vq9eHS0tLdHX1xcj\\\n",
       "IyPz1j3++ONx9913x3XXXZfDlABAXgoZQFNTU9HW1jb7vFwux9TU1Lw1IyMjsWfPnoiIaGpqauiM\\\n",
       "AEB+ChlA9cTM/v3749FHH42mpqbIssy3wAAgIc15D7AQSqVSVKvV2efVajXK5fKcNW+88Ub09fVF\\\n",
       "RMT09HQcPnw4Wlpa4s4775z3eYODg7Nf9/b2Rm9v74LMDQCNVqlUolKp5D1GwzVlBTz6mJmZic7O\\\n",
       "zhgfH4/W1tbYtGlTDA8PR3d392XX79q1K+6444747ne/O+fPL50kFXCLAGCelK57hTwBam5ujqGh\\\n",
       "odi+fXvUarXYvXt3dHd3x8GDByMiYmBgIOcJAYA8FfIE6GpJqYQBIKXrXiFvggYA+DwCCABIjgAC\\\n",
       "AJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgAC\\\n",
       "AJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgAC\\\n",
       "AJIjgACA5BQ6gMbGxqKrqys6OjriwIED815/9tlno6enJ9avXx/btm2LEydO5DAlANBoTVmWZXkP\\\n",
       "sRBqtVp0dnbGkSNHolQqxc033xzDw8PR3d09u+bVV1+NtWvXxrJly2JsbCwGBwfj2LFjs683NTVF\\\n",
       "RERBtwgA5kjpulfYE6CJiYlob2+P1atXR0tLS/T19cXIyMicNVu3bo1ly5ZFRMTmzZtjcnIyj1EB\\\n",
       "gAYrbABNTU1FW1vb7PNyuRxTU1NXXP/kk0/Gzp07GzEaAJCz5rwHWCiXjvHq8dJLL8VTTz0Vr7zy\\\n",
       "ygJOBAB8VRQ2gEqlUlSr1dnn1Wo1yuXyvHUnTpyI/v7+GBsbi+XLl1/2swYHB2e/7u3tjd7e3qs9\\\n",
       "LgDkolKpRKVSyXuMhivsTdAzMzPR2dkZ4+Pj0draGps2bZp3E/R7770Xt99+e/zsZz+LLVu2zPuM\\\n",
       "lG4GA4CUrnuFPQFqbm6OoaGh2L59e9Rqtdi9e3d0d3fHwYMHIyJiYGAgHn744Th37lzs2bMnIiJa\\\n",
       "WlpiYmIiz7EBgAYo7AnQ1ZBSCQNASte9wv4UGADAlQggACA5AggASI4AAgCSI4AAgOQIIAAgOQII\\\n",
       "AEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQII\\\n",
       "AEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSU9gAGhsbi66urujo\\\n",
       "6IgDBw5cds2+ffuio6Mjenp64q233mrwhABAXgoZQLVaLfbu3RtjY2Nx8uTJGB4ejlOnTs1ZMzo6\\\n",
       "Gu+++26cPn06nnjiidizZ09O0wIAjVbIAJqYmIj29vZYvXp1tLS0RF9fX4yMjMxZ88ILL8S9994b\\\n",
       "ERGbN2+O8+fPx9mzZ/MYFwBosOa8B1gIU1NT0dbWNvu8XC7Ha6+99oVrJicnY9WqVQ2bEwDy8PHH\\\n",
       "EdPTnz3efz/ivfci/ud/8p6qsQoZQE1NTXWty7Ksrvf19/97c/zLx3u/93u/93u/9zfk/bVaxN/+\\\n",
       "9tnj73+f+9+PPvrs69QVMoBKpVJUq9XZ59VqNcrl8ueumZycjFKpdNnP++//HvynZ73/9wCAxek/\\\n",
       "/iPiuusiVq6MWLKkErVaJZYvj6hU8p6scZqyfz0GKYCZmZno7OyM8fHxaG1tjU2bNsXw8HB0d3fP\\\n",
       "rhkdHY2hoaEYHR2NY8eOxf79++PYsWNzPufSidATT/z7W1TnYZT3e7/3e7/3e/9Ve/+SJRFLl372\\\n",
       "+M//nPv1f/3XZ4/Lff6l614B02CeQp4ANTc3x9DQUGzfvj1qtVrs3r07uru74+DBgxERMTAwEDt3\\\n",
       "7ozR0dFob2+Pa665Jg4dOnTFz/t3vwUGAHw1FfIE6GpJqYQBIKXrXiF/DB4A4PMIIAAgOQIIAEiO\\\n",
       "AAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AIneVSiXvEZJgnxeePV549pir\\\n",
       "RQCRO/9Dawz7vPDs8cKzx1wtAggASE5TlsLvvP83NTU15T0CADRcCmngBAgASE5z3gN8laVQwACQ\\\n",
       "IidAAEByBBAAkBwB9H/Gxsaiq6srOjo64sCBA5dds2/fvujo6Iienp546623Gjzh4vdFe/zss89G\\\n",
       "T09PrF+/PrZt2xYnTpzIYcrFrZ6/xxERr7/+ejQ3N8fzzz/fwOmKoZ49rlQqcdNNN8W6deuit7e3\\\n",
       "sQMWxBft8/T0dOzYsSM2bNgQ69ati6effrrxQy5i9913X6xatSpuvPHGK64p/DUvI5uZmcnWrFmT\\\n",
       "nTlzJvvHP/6R9fT0ZCdPnpyz5te//nX27W9/O8uyLDt27Fi2efPmPEZdtOrZ46NHj2bnz5/PsizL\\\n",
       "Dh8+bI+/pHr2+NK62267LfvOd76T/fKXv8xh0sWrnj0+d+5ctnbt2qxarWZZlmXvv/9+HqMuavXs\\\n",
       "84MPPpj9+Mc/zrLssz1esWJFdvHixTzGXZR+85vfZG+++Wa2bt26y76ewjXPCVBETExMRHt7e6xe\\\n",
       "vTpaWlqir68vRkZG5qx54YUX4t57742IiM2bN8f58+fj7NmzeYy7KNWzx1u3bo1ly5ZFxGd7PDk5\\\n",
       "mceoi1Y9exwR8fjjj8fdd98d1113XQ5TLm717PFzzz0Xd911V5TL5YiIWLlyZR6jLmr17PP1118f\\\n",
       "Fy5ciIiICxcuxLXXXhvNzX6up1633HJLLF++/Iqvp3DNE0ARMTU1FW1tbbPPy+VyTE1NfeEaF+j6\\\n",
       "1bPH/+zJJ5+MnTt3NmK0wqj37/HIyEjs2bMnIvxbV19WPXt8+vTp+OCDD+K2226LjRs3xjPPPNPo\\\n",
       "MRe9eva5v78/3n777WhtbY2enp746U9/2ugxCy2Fa55cjvovAtm//Fi8i0f9vsxevfTSS/HUU0/F\\\n",
       "K6+8soATFU89e7x///549NFHo6mpKbIs8089fEn17PHFixfjzTffjPHx8fj4449j69atsWXLlujo\\\n",
       "6GjAhMVQzz4/8sgjsWHDhqhUKvGHP/whvvWtb8Xx48fja1/7WgMmTEPRr3kCKCJKpVJUq9XZ59Vq\\\n",
       "dfb4+kprJicno1QqNWzGxa6ePY6IOHHiRPT398fY2NjnHs8yXz17/MYbb0RfX19EfHYT6eHDh6Ol\\\n",
       "pSXuvPPOhs66WNWzx21tbbFy5cpYunRpLF26NG699dY4fvy4APoS6tnno0ePxgMPPBAREWvWrIkb\\\n",
       "brgh3nnnndi4cWNDZy2qJK55+d6C9NVw8eLF7Otf/3p25syZ7JNPPvnCm6BfffXVQt4QtpDq2eM/\\\n",
       "/elP2Zo1a7JXX301pykXt3r2+J9973vfy371q181cMLFr549PnXqVPbNb34zm5mZyT766KNs3bp1\\\n",
       "2dtvv53TxItTPfv8gx/8IBscHMyyLMv+8pe/ZKVSKfvrX/+ax7iL1pkzZ+q6Cbqo1zwnQBHR3Nwc\\\n",
       "Q0NDsX379qjVarF79+7o7u6OgwcPRkTEwMBA7Ny5M0ZHR6O9vT2uueaaOHToUM5TLy717PHDDz8c\\\n",
       "586dm70/paWlJSYmJvIce1GpZ4/5/6lnj7u6umLHjh2xfv36WLJkSfT398fatWtznnxxqWef77//\\\n",
       "/ti1a1f09PTEp59+Go899lisWLEi58kXj3vuuSdefvnlmJ6ejra2tnjooYfi4sWLEZHONc8vQwUA\\\n",
       "kuOnwACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgAC\\\n",
       "AJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIzv8C\\\n",
       "I3La+O389Q8AAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[48] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAE4pJREFUeJzt3V9olff9wPFPJIGfyBCtpTTnBNKZkERSY5l/kZbYMXSO\\\n",
       "9mLtRXrlbAhBJuJ2s9FemPaiq70bzY1lrYWuDRtbIcJiCoaeDqoupTod1RU73HaSMVlWxbLycyZ9\\\n",
       "fheb+S2LtqebOad5vq8XHMjp+fbphy/S5803T0xdlmVZAAAkZEmtBwAAqDYBBAAkRwABAMkRQABA\\\n",
       "cgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABA\\\n",
       "cgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMmpr/UA\\\n",
       "X2R1dXW1HgEAqi7LslqPsOCcAAEAyRFAFciyzGsBXwcOHKj5DCm87LM9zsPLHi/sKyUCCABIjgAC\\\n",
       "AJIjgKi57u7uWo+QBPu88OzxwrPH3C51WWrf9PscbvwUmC0CIAUp3fecAAEAyRFAAEByBBAAkBwB\\\n",
       "BAAkRwABAMkRQABAcgQQAJCc3AbQ448/HnfddVfce++9t1yzb9++aG1tja6urjh9+nQVpwMAaim3\\\n",
       "AbR79+4YHR295ecjIyPxwQcfxIULF+KFF16IPXv2VHE6AKCWchtA999/f6xYseKWnx85ciR27doV\\\n",
       "ERGbNm2KK1euxKVLl6o1HgBQQ7kNoM8yOTkZTU1Ns++LxWJMTEzUcCIAoFqSDaCI+b/r5MbvQAEA\\\n",
       "8q2+1gPUSqFQiHK5PPt+YmIiCoXCTdcODAzMft3d3e23EQOQG6VSKUqlUq3HqLpc/zb43//+9/HQ\\\n",
       "Qw/Fb37zm3mfjYyMxODgYIyMjMTJkydj//79cfLkyTlrUvqtuACQ0n0vtydAjz32WLz11lsxNTUV\\\n",
       "TU1N8dRTT8X169cjIqK/vz927twZIyMj0dLSEsuWLYvDhw/XeGIAoFpyfQL030qphAEgpfte0g9B\\\n",
       "AwBpEkAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcA\\\n",
       "AQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcA\\\n",
       "AQDJEUAAQHIEEACQHAEEACRHAAEAycltAI2OjkZ7e3u0trbGwYMH530+NTUVO3bsiHXr1kVnZ2e8\\\n",
       "/PLL1R8SAKiJuizLsloPcbvNzMxEW1tbHDt2LAqFQmzYsCGGhoaio6Njds3AwEBcu3YtfvCDH8TU\\\n",
       "1FS0tbXFpUuXor6+fnZNXV1dRETkcIsAYJ6U7nu5PAEaHx+PlpaWaG5ujoaGhujp6Ynh4eE5a+6+\\\n",
       "++64evVqRERcvXo17rjjjjnxAwDkVy7v+JOTk9HU1DT7vlgsxq9+9as5a/r6+uLBBx+MxsbG+Oij\\\n",
       "j+KnP/1ptccEAGoklydAN47wPs0zzzwT69atiz/96U/x61//Or797W/HRx99VIXpAIBay+UJUKFQ\\\n",
       "iHK5PPu+XC5HsVics+b48ePx5JNPRkTE6tWr45577on3338/1q9fP+96AwMDs193d3dHd3f3gswN\\\n",
       "ANVWKpWiVCrVeoyqy+VD0NPT09HW1hZjY2PR2NgYGzdunPcQ9He/+91Yvnx5HDhwIC5duhRf+cpX\\\n",
       "4uzZs7Fy5crZNSk9DAYAKd33cnkCVF9fH4ODg7F9+/aYmZmJ3t7e6OjoiEOHDkVERH9/fzzxxBOx\\\n",
       "e/fu6Orqik8++SSee+65OfEDAORXLk+AbpeUShgAUrrv5fIhaACATyOAAIDkCCAAIDkCCABIjgAC\\\n",
       "AJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgAC\\\n",
       "AJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABITm4D\\\n",
       "aHR0NNrb26O1tTUOHjx40zWlUinuu+++6OzsjO7u7uoOCADUTF2WZVmth7jdZmZmoq2tLY4dOxaF\\\n",
       "QiE2bNgQQ0ND0dHRMbvmypUrsXXr1njjjTeiWCzG1NRUrFq1as516urqIiIih1sEAPOkdN/L5QnQ\\\n",
       "+Ph4tLS0RHNzczQ0NERPT08MDw/PWfPaa6/FI488EsViMSJiXvwAAPmVywCanJyMpqam2ffFYjEm\\\n",
       "JyfnrLlw4UJ8+OGHsW3btli/fn288sor1R4TAKiR+loPsBBuHOF9muvXr8epU6dibGwsPv7449iy\\\n",
       "ZUts3rw5WltbqzAhAFBLuQygQqEQ5XJ59n25XJ79VtcNTU1NsWrVqli6dGksXbo0HnjggThz5sxN\\\n",
       "A2hgYGD26+7ubg9MA5AbpVIpSqVSrceoulw+BD09PR1tbW0xNjYWjY2NsXHjxnkPQf/2t7+NvXv3\\\n",
       "xhtvvBHXrl2LTZs2xU9+8pNYs2bN7JqUHgYDgJTue7k8Aaqvr4/BwcHYvn17zMzMRG9vb3R0dMSh\\\n",
       "Q4ciIqK/vz/a29tjx44dsXbt2liyZEn09fXNiR8AIL9yeQJ0u6RUwgCQ0n0vlz8FBgDwaQQQAJAc\\\n",
       "AQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAc\\\n",
       "AQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAc\\\n",
       "AQQAJEcAAQDJyW0AjY6ORnt7e7S2tsbBgwdvue6dd96J+vr6eP3116s4HQBQS7kMoJmZmdi7d2+M\\\n",
       "jo7GuXPnYmhoKM6fP3/Tdd/73vdix44dkWVZDSYFAGohlwE0Pj4eLS0t0dzcHA0NDdHT0xPDw8Pz\\\n",
       "1j3//PPx6KOPxp133lmDKQGAWsllAE1OTkZTU9Ps+2KxGJOTk/PWDA8Px549eyIioq6urqozAgC1\\\n",
       "k8sAqiRm9u/fH88++2zU1dVFlmW+BQYACamv9QALoVAoRLlcnn1fLpejWCzOWfPuu+9GT09PRERM\\\n",
       "TU3F0aNHo6GhIR5++OF51xsYGJj9uru7O7q7uxdkbgCotlKpFKVSqdZjVF1dlsOjj+np6Whra4ux\\\n",
       "sbFobGyMjRs3xtDQUHR0dNx0/e7du+Ohhx6Kb37zm3P++Y2TpBxuEQDMk9J9L5cnQPX19TE4OBjb\\\n",
       "t2+PmZmZ6O3tjY6Ojjh06FBERPT399d4QgCglnJ5AnS7pFTCAJDSfS+XD0EDAHwaAQQAJEcAAQDJ\\\n",
       "EUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJ\\\n",
       "EUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJ\\\n",
       "EUAAQHJyHUCjo6PR3t4era2tcfDgwXmfv/rqq9HV1RVr166NrVu3xtmzZ2swJQBQbXVZlmW1HmIh\\\n",
       "zMzMRFtbWxw7diwKhUJs2LAhhoaGoqOjY3bNiRMnYs2aNbF8+fIYHR2NgYGBOHny5OzndXV1ERGR\\\n",
       "0y0CgDlSuu/l9gRofHw8Wlpaorm5ORoaGqKnpyeGh4fnrNmyZUssX748IiI2bdoUExMTtRgVAKiy\\\n",
       "3AbQ5ORkNDU1zb4vFosxOTl5y/Uvvvhi7Ny5sxqjAQA1Vl/rARbKjWO8Srz55pvx0ksvxdtvv72A\\\n",
       "EwEAXxS5DaBCoRDlcnn2fblcjmKxOG/d2bNno6+vL0ZHR2PFihU3vdbAwMDs193d3dHd3X27xwWA\\\n",
       "miiVSlEqlWo9RtXl9iHo6enpaGtri7GxsWhsbIyNGzfOewj6j3/8Yzz44IPx4x//ODZv3jzvGik9\\\n",
       "DAYAKd33cnsCVF9fH4ODg7F9+/aYmZmJ3t7e6OjoiEOHDkVERH9/fzz99NNx+fLl2LNnT0RENDQ0\\\n",
       "xPj4eC3HBgCqILcnQLdDSiUMACnd93L7U2AAALcigACA5AggACA5AggASI4AAgCSI4AAgOQIIAAg\\\n",
       "OQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAg\\\n",
       "OQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASE5uA2h0dDTa29ujtbU1\\\n",
       "Dh48eNM1+/bti9bW1ujq6orTp09XeUIAoFZyGUAzMzOxd+/eGB0djXPnzsXQ0FCcP39+zpqRkZH4\\\n",
       "4IMP4sKFC/HCCy/Enj17ajQtAFBtuQyg8fHxaGlpiebm5mhoaIienp4YHh6es+bIkSOxa9euiIjY\\\n",
       "tGlTXLlyJS5dulSLcQGAKstlAE1OTkZTU9Ps+2KxGJOTk5+5ZmJiomozAgC1U1/rARZCXV1dReuy\\\n",
       "LKvo3+vr+89n+bf/hGu4hmss4DW+CDO4hmsslmtMT0dcuxbxv//7/6+U5DKACoVClMvl2fflcjmK\\\n",
       "xeKnrpmYmIhCoXDT6/3oRwP/8q77ny8AyIPSP19pqcv+/RgkB6anp6OtrS3GxsaisbExNm7cGEND\\\n",
       "Q9HR0TG7ZmRkJAYHB2NkZCROnjwZ+/fvj5MnT865zo0ToRde+O+2qMIDKddwDdf4glzjizCDa7jG\\\n",
       "Ql9jyZKIpUsj/ud//v+1Zs0/LprDNJgnlydA9fX1MTg4GNu3b4+ZmZno7e2Njo6OOHToUERE9Pf3\\\n",
       "x86dO2NkZCRaWlpi2bJlcfjw4Vte77/5FhgA8MWTyxOg2+XGCZAtAiAFKd33cvlTYAAAn0YAAQDJ\\\n",
       "EUAAQHIEEACQHAEEACRHAAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQNVcqlWo9QhLs88Kz\\\n",
       "xwvPHnO7CCBqzv/QqsM+Lzx7vPDsMbeLAAIAklOXpfA77/9DdXV1tR4BAKouhTRwAgQAJKe+1gN8\\\n",
       "kaVQwACQIidAAEByBBAAkBwB9E+jo6PR3t4era2tcfDgwZuu2bdvX7S2tkZXV1ecPn26yhMufp+1\\\n",
       "x6+++mp0dXXF2rVrY+vWrXH27NkaTLm4VfLnOCLinXfeifr6+nj99derOF0+VLLHpVIp7rvvvujs\\\n",
       "7Izu7u7qDpgTn7XPU1NTsWPHjli3bl10dnbGyy+/XP0hF7HHH3887rrrrrj33ntvuSb397yMbHp6\\\n",
       "Olu9enV28eLF7O9//3vW1dWVnTt3bs6aX/ziF9nXv/71LMuy7OTJk9mmTZtqMeqiVckeHz9+PLty\\\n",
       "5UqWZVl29OhRe/w5VbLHN9Zt27Yt+8Y3vpH97Gc/q8Gki1cle3z58uVszZo1WblczrIsy/7yl7/U\\\n",
       "YtRFrZJ9PnDgQPb9738/y7J/7PHKlSuz69ev12LcRemXv/xldurUqayzs/Omn6dwz3MCFBHj4+PR\\\n",
       "0tISzc3N0dDQED09PTE8PDxnzZEjR2LXrl0REbFp06a4cuVKXLp0qRbjLkqV7PGWLVti+fLlEfGP\\\n",
       "PZ6YmKjFqItWJXscEfH888/Ho48+GnfeeWcNplzcKtnj1157LR555JEoFosREbFq1apajLqoVbLP\\\n",
       "d999d1y9ejUiIq5evRp33HFH1Nf7uZ5K3X///bFixYpbfp7CPU8ARcTk5GQ0NTXNvi8WizE5OfmZ\\\n",
       "a9ygK1fJHv+rF198MXbu3FmN0XKj0j/Hw8PDsWfPnojwd119XpXs8YULF+LDDz+Mbdu2xfr16+OV\\\n",
       "V16p9piLXiX73NfXF++99140NjZGV1dX/PCHP6z2mLmWwj1PLkflN4Hs334s3s2jcp9nr9588814\\\n",
       "6aWX4u23317AifKnkj3ev39/PPvss1FXVxdZlvmrHj6nSvb4+vXrcerUqRgbG4uPP/44tmzZEps3\\\n",
       "b47W1tYqTJgPlezzM888E+vWrYtSqRS/+93v4mtf+1qcOXMmvvSlL1VhwjTk/Z4ngCKiUChEuVye\\\n",
       "fV8ul2ePr2+1ZmJiIgqFQtVmXOwq2eOIiLNnz0ZfX1+Mjo5+6vEs81Wyx++++2709PRExD8eIj16\\\n",
       "9Gg0NDTEww8/XNVZF6tK9ripqSlWrVoVS5cujaVLl8YDDzwQZ86cEUCfQyX7fPz48XjyyScjImL1\\\n",
       "6tVxzz33xPvvvx/r16+v6qx5lcQ9r7aPIH0xXL9+Pfvyl7+cXbx4Mbt27dpnPgR94sSJXD4QtpAq\\\n",
       "2eM//OEP2erVq7MTJ07UaMrFrZI9/lff+ta3sp///OdVnHDxq2SPz58/n331q1/Npqens7/97W9Z\\\n",
       "Z2dn9t5779Vo4sWpkn3+zne+kw0MDGRZlmV//vOfs0KhkP31r3+txbiL1sWLFyt6CDqv9zwnQBFR\\\n",
       "X18fg4ODsX379piZmYne3t7o6OiIQ4cORUREf39/7Ny5M0ZGRqKlpSWWLVsWhw8frvHUi0sle/z0\\\n",
       "00/H5cuXZ59PaWhoiPHx8VqOvahUssf8dyrZ4/b29tixY0esXbs2lixZEn19fbFmzZoaT764VLLP\\\n",
       "TzzxROzevTu6urrik08+ieeeey5WrlxZ48kXj8ceeyzeeuutmJqaiqampnjqqafi+vXrEZHOPc8v\\\n",
       "QwUAkuOnwACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABI\\\n",
       "jgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABI\\\n",
       "zv8B4zXCY3Rzj14AAAAASUVORK5CYII=\\\n",
       "\"\n",
       "  frames[49] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAEgCAYAAABchszxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
       "AAALEgAACxIB0t1+/AAAE3RJREFUeJzt3V9o1ff9+PFXSnIhMkRrKc05ATsTkog1lvkXaYkdQ+do\\\n",
       "L9bC0itnJQSZiNvNRnth2ouu9m40N5Zva6Frw8ZWiLCYgqGng6pLqU5HdcUOt51kTJZVsazgTPr5\\\n",
       "XWyGZdH29DdzPs3n/XhAIJ+ed8958ab08+TtJ6Yhy7IsAAASckfeAwAA1JsAAgCSI4AAgOQIIAAg\\\n",
       "OQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAg\\\n",
       "OQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQ05j3A\\\n",
       "l1lDQ0PeIwBA3WVZlvcI884JEACQHAFUgyzLfM3j14EDB3KfIYUv+2yPi/Blj+f3KyUCCABIjgAC\\\n",
       "AJIjgMhdd3d33iMkwT7PP3s8/+wxt0tDltof+n0BN34KzBYBkIKU7ntOgACA5AggACA5AggASI4A\\\n",
       "AgCSI4AAgOQIIAAgOQIIAEhOYQPoiSeeiLvvvjvuu+++W67Zt29ftLW1RVdXV5w+fbqO0wEAeSps\\\n",
       "AO3atStGRkZu+frw8HB8+OGHceHChXjxxRdjz549dZwOAMhTYQPogQceiKVLl97y9SNHjsTOnTsj\\\n",
       "ImLjxo1x5cqVuHTpUr3GAwByVNgA+jwTExPR0tIyc10ul2N8fDzHiQCAekk2gCLm/q6TG78DBQAo\\\n",
       "tsa8B8hLqVSKarU6cz0+Ph6lUumma/v7+2e+7+7u9tuIASiMSqUSlUol7zHqrtC/Df6Pf/xjPPzw\\\n",
       "w/G73/1uzmvDw8MxMDAQw8PDcfLkydi/f3+cPHly1pqUfisuAKR03yvsCdDjjz8eb7/9dkxOTkZL\\\n",
       "S0s8/fTTcf369YiI6Ovrix07dsTw8HC0trbG4sWL4/DhwzlPDADUS6FPgP5XKZUwAKR030v6IWgA\\\n",
       "IE0CCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAA\\\n",
       "IDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAA\\\n",
       "IDkCCABIjgACAJIjgACA5AggACA5hQ2gkZGR6OjoiLa2tjh48OCc1ycnJ2P79u2xdu3aWL16dbzy\\\n",
       "yiv1HxIAyEVDlmVZ3kPcbtPT09He3h7Hjh2LUqkU69evj8HBwejs7JxZ09/fH9euXYsf//jHMTk5\\\n",
       "Ge3t7XHp0qVobGycWdPQ0BAREQXcIgCYI6X7XiFPgMbGxqK1tTVWrFgRTU1N0dPTE0NDQ7PW3HPP\\\n",
       "PXH16tWIiLh69Wrceeeds+IHACiuQt7xJyYmoqWlZea6XC7Hb37zm1lrent746GHHorm5ub4+OOP\\\n",
       "4+c//3m9xwQAclLIE6AbR3if5dlnn421a9fGX/7yl/jtb38b3/ve9+Ljjz+uw3QAQN4KeQJUKpWi\\\n",
       "Wq3OXFer1SiXy7PWHD9+PJ566qmIiFi5cmXce++98cEHH8S6devmvF9/f//M993d3dHd3T0vcwNA\\\n",
       "vVUqlahUKnmPUXeFfAh6amoq2tvbY3R0NJqbm2PDhg1zHoL+wQ9+EEuWLIkDBw7EpUuX4mtf+1qc\\\n",
       "PXs2li1bNrMmpYfBACCl+14hT4AaGxtjYGAgtm3bFtPT07F79+7o7OyMQ4cORUREX19fPPnkk7Fr\\\n",
       "167o6uqKTz/9NJ5//vlZ8QMAFFchT4Bul5RKGABSuu8V8iFoAIDPIoAAgOQIIAAgOQIIAEiOAAIA\\\n",
       "kiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIA\\\n",
       "kiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEhOYQNo\\\n",
       "ZGQkOjo6oq2tLQ4ePHjTNZVKJe6///5YvXp1dHd313dAACA3DVmWZXkPcbtNT09He3t7HDt2LEql\\\n",
       "Uqxfvz4GBwejs7NzZs2VK1diy5Yt8eabb0a5XI7JyclYvnz5rPdpaGiIiIgCbhEAzJHSfa+QJ0Bj\\\n",
       "Y2PR2toaK1asiKampujp6YmhoaFZa15//fV49NFHo1wuR0TMiR8AoLgKGUATExPR0tIyc10ul2Ni\\\n",
       "YmLWmgsXLsRHH30UW7dujXXr1sWrr75a7zEBgJw05j3AfLhxhPdZrl+/HqdOnYrR0dH45JNPYvPm\\\n",
       "zbFp06Zoa2urw4QAQJ4KGUClUimq1erMdbVanfmjrhtaWlpi+fLlsWjRoli0aFE8+OCDcebMmZsG\\\n",
       "UH9//8z33d3dHpgGoDAqlUpUKpW8x6i7Qj4EPTU1Fe3t7TE6OhrNzc2xYcOGOQ9B//73v4+9e/fG\\\n",
       "m2++GdeuXYuNGzfGz372s1i1atXMmpQeBgOAlO57hTwBamxsjIGBgdi2bVtMT0/H7t27o7OzMw4d\\\n",
       "OhQREX19fdHR0RHbt2+PNWvWxB133BG9vb2z4gcAKK5CngDdLimVMACkdN8r5E+BAQB8FgEEACRH\\\n",
       "AAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRH\\\n",
       "AAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRH\\\n",
       "AAEAyRFAAEByChtAIyMj0dHREW1tbXHw4MFbrnv33XejsbEx3njjjTpOBwDkqZABND09HXv37o2R\\\n",
       "kZE4d+5cDA4Oxvnz52+67oc//GFs3749sizLYVIAIA+FDKCxsbFobW2NFStWRFNTU/T09MTQ0NCc\\\n",
       "dS+88EI89thjcdddd+UwJQCQl0IG0MTERLS0tMxcl8vlmJiYmLNmaGgo9uzZExERDQ0NdZ0RAMhP\\\n",
       "IQOolpjZv39/PPfcc9HQ0BBZlvkjMABISGPeA8yHUqkU1Wp15rparUa5XJ615r333ouenp6IiJic\\\n",
       "nIyjR49GU1NTPPLII3Per7+/f+b77u7u6O7unpe5AaDeKpVKVCqVvMeou4asgEcfU1NT0d7eHqOj\\\n",
       "o9Hc3BwbNmyIwcHB6OzsvOn6Xbt2xcMPPxzf/va3Z/3zGydJBdwiAJgjpfteIU+AGhsbY2BgILZt\\\n",
       "2xbT09Oxe/fu6OzsjEOHDkVERF9fX84TAgB5KuQJ0O2SUgkDQEr3vUI+BA0A8FkEEACQHAEEACRH\\\n",
       "AAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRH\\\n",
       "AAEAyRFAAEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRH\\\n",
       "AAEAySl0AI2MjERHR0e0tbXFwYMH57z+2muvRVdXV6xZsya2bNkSZ8+ezWFKAKDeGrIsy/IeYj5M\\\n",
       "T09He3t7HDt2LEqlUqxfvz4GBwejs7NzZs2JEydi1apVsWTJkhgZGYn+/v44efLkzOsNDQ0REVHQ\\\n",
       "LQKAWVK67xX2BGhsbCxaW1tjxYoV0dTUFD09PTE0NDRrzebNm2PJkiUREbFx48YYHx/PY1QAoM4K\\\n",
       "G0ATExPR0tIyc10ul2NiYuKW61966aXYsWNHPUYDAHLWmPcA8+XGMV4t3nrrrXj55ZfjnXfemceJ\\\n",
       "AIAvi8IGUKlUimq1OnNdrVajXC7PWXf27Nno7e2NkZGRWLp06U3fq7+/f+b77u7u6O7uvt3jAkAu\\\n",
       "KpVKVCqVvMeou8I+BD01NRXt7e0xOjoazc3NsWHDhjkPQf/5z3+Ohx56KH7605/Gpk2b5rxHSg+D\\\n",
       "AUBK973CngA1NjbGwMBAbNu2Laanp2P37t3R2dkZhw4dioiIvr6+eOaZZ+Ly5cuxZ8+eiIhoamqK\\\n",
       "sbGxPMcGAOqgsCdAt0NKJQwAKd33CvtTYAAAtyKAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5\\\n",
       "AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5\\\n",
       "AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABITmEDaGRkJDo6OqKtrS0O\\\n",
       "Hjx40zX79u2Ltra26OrqitOnT9d5QgAgL4UMoOnp6di7d2+MjIzEuXPnYnBwMM6fPz9rzfDwcHz4\\\n",
       "4Ydx4cKFePHFF2PPnj05TQsA1FshA2hsbCxaW1tjxYoV0dTUFD09PTE0NDRrzZEjR2Lnzp0REbFx\\\n",
       "48a4cuVKXLp0KY9xAYA6K2QATUxMREtLy8x1uVyOiYmJz10zPj5etxkBgPw05j3AfGhoaKhpXZZl\\\n",
       "Nf17vb3/80g1+a9xfJ7P83kF/Cyf5/O+7J+XikIGUKlUimq1OnNdrVajXC5/5prx8fEolUo3fb//\\\n",
       "+7/+/7jq/vcXABRB5d9faWnI/vsYpACmpqaivb09RkdHo7m5OTZs2BCDg4PR2dk5s2Z4eDgGBgZi\\\n",
       "eHg4Tp48Gfv374+TJ0/Oep8bJ0Ivvli/Larx8Mrn+Tyft4A/y+f5vC/r533nO//6oAKmwRyFPAFq\\\n",
       "bGyMgYGB2LZtW0xPT8fu3bujs7MzDh06FBERfX19sWPHjhgeHo7W1tZYvHhxHD58+JbvV68/AgOA\\\n",
       "PH3nO3lPUD+FPAG6XW6cANkiAFKQ0n2vkD8FBgDwWQQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEE\\\n",
       "ACRHAAEAyRFAAEByBBAAkBwBBAAkRwCRu0qlkvcISbDP888ezz97zO0igMid/6HVh32ef/Z4/tlj\\\n",
       "bhcBBAAkpyFL4Xfe/39qaGjIewQAqLsU0sAJEACQnMa8B/gyS6GAASBFToAAgOQIIAAgOQLo30ZG\\\n",
       "RqKjoyPa2tri4MGDN12zb9++aGtri66urjh9+nSdJ1z4Pm+PX3vttejq6oo1a9bEli1b4uzZszlM\\\n",
       "ubDV8t9xRMS7774bjY2N8cYbb9RxumKoZY8rlUrcf//9sXr16uju7q7vgAXxefs8OTkZ27dvj7Vr\\\n",
       "18bq1avjlVdeqf+QC9gTTzwRd999d9x33323XFP4e15GNjU1la1cuTK7ePFi9s9//jPr6urKzp07\\\n",
       "N2vNr371q+yb3/xmlmVZdvLkyWzjxo15jLpg1bLHx48fz65cuZJlWZYdPXrUHn9BtezxjXVbt27N\\\n",
       "vvWtb2W/+MUvcph04apljy9fvpytWrUqq1arWZZl2d/+9rc8Rl3QatnnAwcOZD/60Y+yLPvXHi9b\\\n",
       "tiy7fv16HuMuSL/+9a+zU6dOZatXr77p6ync85wARcTY2Fi0trbGihUroqmpKXp6emJoaGjWmiNH\\\n",
       "jsTOnTsjImLjxo1x5cqVuHTpUh7jLki17PHmzZtjyZIlEfGvPR4fH89j1AWrlj2OiHjhhRfiscce\\\n",
       "i7vuuiuHKRe2Wvb49ddfj0cffTTK5XJERCxfvjyPURe0Wvb5nnvuiatXr0ZExNWrV+POO++MxkY/\\\n",
       "11OrBx54IJYuXXrL11O45wmgiJiYmIiWlpaZ63K5HBMTE5+7xg26drXs8X966aWXYseOHfUYrTBq\\\n",
       "/e94aGgo9uzZExH+rqsvqpY9vnDhQnz00UexdevWWLduXbz66qv1HnPBq2Wfe3t74/3334/m5ubo\\\n",
       "6uqKn/zkJ/Ues9BSuOfJ5aj9JpD914/Fu3nU7ovs1VtvvRUvv/xyvPPOO/M4UfHUssf79++P5557\\\n",
       "LhoaGiLLMn/VwxdUyx5fv349Tp06FaOjo/HJJ5/E5s2bY9OmTdHW1laHCYuhln1+9tlnY+3atVGp\\\n",
       "VOIPf/hDfOMb34gzZ87EV77ylTpMmIai3/MEUESUSqWoVqsz19Vqdeb4+lZrxsfHo1Qq1W3Gha6W\\\n",
       "PY6IOHv2bPT29sbIyMhnHs8yVy17/N5770VPT09E/Osh0qNHj0ZTU1M88sgjdZ11oaplj1taWmL5\\\n",
       "8uWxaNGiWLRoUTz44INx5swZAfQF1LLPx48fj6eeeioiIlauXBn33ntvfPDBB7Fu3bq6zlpUSdzz\\\n",
       "8n0E6cvh+vXr2Ve/+tXs4sWL2bVr1z73IegTJ04U8oGw+VTLHv/pT3/KVq5cmZ04cSKnKRe2Wvb4\\\n",
       "P333u9/NfvnLX9ZxwoWvlj0+f/589vWvfz2bmprK/vGPf2SrV6/O3n///ZwmXphq2efvf//7WX9/\\\n",
       "f5ZlWfbXv/41K5VK2d///vc8xl2wLl68WNND0EW95zkBiojGxsYYGBiIbdu2xfT0dOzevTs6Ozvj\\\n",
       "0KFDERHR19cXO3bsiOHh4WhtbY3FixfH4cOHc556Yallj5955pm4fPnyzPMpTU1NMTY2lufYC0ot\\\n",
       "e8z/ppY97ujoiO3bt8eaNWvijjvuiN7e3li1alXOky8stezzk08+Gbt27Yqurq749NNP4/nnn49l\\\n",
       "y5blPPnC8fjjj8fbb78dk5OT0dLSEk8//XRcv349ItK55/llqABAcvwUGACQHAEEACRHAAEAyRFA\\\n",
       "AEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJEUAAQHIEEACQHAEEACRHAAEAyRFA\\\n",
       "AEByBBAAkBwBBAAkRwABAMkRQABAcgQQAJAcAQQAJEcAAQDJ+X94iaVrZyqELgAAAABJRU5ErkJg\\\n",
       "gg==\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim d475256bf6f6494 = new Animation(frames, img_id, slider_id, frame_id, 200, loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<matplotlib.animation.FuncAnimation at 0x10854ffd0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,4))      # Create an empty figure\n",
    "ax  = plt.axes()\n",
    "line, = ax.plot([], [],linewidth=2)  # Create an empty line plot\n",
    "plt.axis((0,1,-0.1,1.1))             # Set the bounds of the plot\n",
    "\n",
    "def plot_q(t):\n",
    "    line.set_data(x,q_0(x-a*t))  # Replace the line plot with the solution at time t\n",
    "    \n",
    "animation.FuncAnimation(fig, plot_q, frames=t)  # Animate the solution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the initial pulse just moves to the right at speed $a$ as time advances.  This isn't very interesting, but it captures the most important feature of hyperbolic equations: waves travel at finite speed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Characteristics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the solution value is constant along the line $x-at=x_0$, in the $x-t$ plane, for each value of $x_0$.  These lines are called **characteristics**; they are the trajectories along which solution information is transmitted.  The value $a$ is referred to as the **characteristic velocity**.  The code below plots some of these characteristics.\n",
    "\n",
    "When we learn about more complicated conservation laws, we'll see that information still travels along characteristics, but those characteristics aren't necessarily straight lines."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAeYAAAEACAYAAABmjtVQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAGTtJREFUeJzt3X+o5fdd5/Hna5JUpmTbrmToH8lI1JTZutBsFNNGNzjS\n",
       "gmkFS+qSUn8sWqlhSUogSqMi2yDRbf5YcGtLKd2mhECaP3SL2aVMcdBBU5pq2CRNaxIyqWXzQ0p/\n",
       "qBTpHw2+949zTr29uXPvuefHPe/v9zwf8IG5c78593O+ue/7nO85Z86kqpAkST0c2/QGJEnSvzLM\n",
       "kiQ1YpglSWrEMEuS1IhhliSpEcMsSVIjB4Y5yT1JvprkiX2O+WCSZ5I8nuSa1W5RkqTtMc8V8yeA\n",
       "Gy70ySRvA66qqtcBvw58ZEV7kyRp6xwY5qr6K+Af9jnk54B7p8d+HnhNkteuZnuSJG2XVTzHfDnw\n",
       "3I6PnweuWMHtSpK0dS5e0e1k18ff8z6fSXzfT0nS1qmq3X080CqumF8ATu74+Irp70mSpENaxRXz\n",
       "g8CtwANJ3gT8Y1V9da8DF/mTg+aX5M6qunPT+xg7z/P6eY7Xz3O8OklOAL8JvAf4JPAB4P8tensH\n",
       "hjnJJ4GfAi5L8hzwfuASgKr6aFV9OsnbkpwH/hn41UU3I0nSUOwR5Kur6rnp5xa+3QPDXFXvmuOY\n",
       "WxfegSRJA7JfkFfBd/4al3Ob3sCWOLfpDWyBc5vewBY4t+kNDE2SE0nuBp4GLmUS5FtWGWWAVK3/\n",
       "BdOzV2X7HLMkaWj2eg75oBgv0z2vmCVJ2sNRXSHvZpglSdphU0GeMcySJLH5IM8YZknSVusS5BnD\n",
       "LEnaSt2CPGOYJUlbpWuQZwyzJGkrdA/yjGGWJI3aUII8Y5glSaM0tCDPGGZJ0qgMNcgzhlmSNApD\n",
       "D/KMYZYkDdpYgjxjmCVJgzS2IM8YZknSoIw1yDOGWZI0CGMP8oxhliS1ti1BnjHMkqSWti3IM4ZZ\n",
       "ktTKtgZ5xjBLkloYS5CTXL/Mf2+YJUkbNaYgJzkL3LvM7RhmSdJGjDTI9wOnlrk9wyxJOlJjDnJV\n",
       "3VNV31nmdg2zJOlIGOT5GGZJ0loZ5MMxzJKktTDIizHMkqSVMsjLMcySpJUwyKthmCVJSzHIq2WY\n",
       "JUkLMcjrYZglSYdikNfLMEuS5mKQj4ZhliTtyyAfLcMsSdqTQd4MwyxJ+h4GebMODHOSG5I8leSZ\n",
       "JHfs8fnLkpxJ8liSLyb5lbXsVJK0Vga5h33DnOQi4EPADcCPAO9K8vpdh90KPFpV/wE4Dfz3JBev\n",
       "Ya+SpDUwyL0cdMV8LXC+qr4yvWMPAG/fdczfA6+a/vpVwDeq6qXVblOStGoGuaeDrmwvB3b+D3oe\n",
       "eOOuYz4G/HmSF4F/A9y0uu1JklYtyQngN4H3AJ9kEuRBxRgmQQbeD/wQcBdw31BjvNNBYa45buN3\n",
       "gMeq6nSSHwb+LMnVVfWt3QcmuXPHh+eq6tzcO5UkLcUgr1eS00ye0l3KQWF+ATi54+OTTK6ad/oJ\n",
       "4PcBqurZJH8HnAIe2X1jVXXnwjuVJC3EIB+N6cXmOYAk71/0dg56jvkR4HVJrkzyCuCdwIO7jnkK\n",
       "eMt0I69lEuUvL7ohSdJq+BzyMO17xVxVLyW5FfgMcBHw8ap6MsnN089/FPgD4BNJHmcS+vdV1TfX\n",
       "vG9J0gV4hTxsqZrnaeQlv0hSAFWVtX8xSdpSewT5AwZ5M5bpnn/fWJIGzivkPpIcB359mdvwLTkl\n",
       "aaB8DrmPJMeT3AY8y5KvzDbMkjQwBrmPPYL8s1V14zK36UPZkjQQPmTdx46HrO8APs8kyI+u4rYN\n",
       "syQ1Z5D7WGeQZwyzJDVlkPs4iiDPGGZJasYg93GUQZ4xzJLUhEHuYxNBnjHMkrRhBrmPTQZ5xjBL\n",
       "0oYY5D46BHnGMEvSETPIfXQK8oxhlqQjYpD76BjkGcMsSWtmkPvoHOQZwyxJa2KQ+xhCkGcMsySt\n",
       "mEHuY0hBnjHMkrQiBrmPIQZ5xjBL0pIMch9DDvKMYZakBRnkPsYQ5BnDLEmHZJD7GFOQZwyzJM3J\n",
       "IPcxxiDPGGZJOoBB7mPMQZ4xzJJ0AQa5j20I8oxhlqRdDHIf2xTkGcMsSVMGuY9tDPKMYZa09Qxy\n",
       "H9sc5Jljm96AJG1KkhNJ7gaeBi5lEuRbhhblJNcnOQvcC9wPnKqqe4YU5STHk9wGPAucZhLkG4cW\n",
       "5SSnkty3zG0YZklbxyD3McIgP8Tk+2phhlnS1jDIfYw4yFdV1V3L3KZhljR6BrmPsQe5qv5p2ds2\n",
       "zJJGyyD3YZDnZ5gljY5B7sMgH55hljQaBrkPg7w4wyxp8AxyHwZ5eYZZ0mAZ5D4M8uoYZkmDY5D7\n",
       "MMird2CYk9yQ5KkkzyS54wLHnE7yaJIvJjm38l1KEga5E4O8Pvu+V3aSi4APAW8BXgD+JsmDVfXk\n",
       "jmNeA3wY+Jmqej7JZevcsKTt43tZ9zGW97JOcgr4XeAG4H8At24yxjsddMV8LXC+qr4y/eZ5AHj7\n",
       "rmN+AfiTqnoeoKq+vvptStpGXiH34RXy0TkozJcDOwfg+env7fQ64PuT/EWSR5L88io3KGn7GOQ+\n",
       "DPLRO+iffaw5buMS4EeBNwOvBD6X5OGqembZzUnaLj5k3YcPWW/OQWF+ATi54+OTTK6ad3oO+HpV\n",
       "fRv4dpK/BK4GXhbmJHfu+PBcVZ077IYljY9B7sMgL/U1TzN5VGG526m68EVxkouZXPK/GXgR+Gvg\n",
       "Xbte/PXvmLxA7GeA72PyP/KdVfW3O44pgKrKshuWNB57BPkDBnkz9gjy740kyH+0iSvkZbq37xVz\n",
       "Vb2U5FbgM8BFwMer6skkN08//9GqeirJGeALwL8AH9sZZUnazSvkPrxC7mffK+aVfRGvmCXhFXIn\n",
       "XiGv1zLd852/JK2dr7Luw1dZ92eYJa2NQe7DIA+HYZa0cga5D4M8PIZZ0soY5D4M8nAZZklLM8h9\n",
       "GOThM8ySFmaQ+zDIfSRZqq2GWdKhGeQ+DHIfSY4luQl4YpnbMcyS5maQ+zDIfewK8u3Abyxzewe9\n",
       "V7Yk+U5djfhOXX1MH7L+T0y+p77FJMifqapKFn8/LcMs6YIMch8GuY/9gryK2zfMkl7GIPdhkPtY\n",
       "d5BnDLOk7zLIfRjkPo4qyDOGWZJBbsQg93HUQZ4xzNIWM8h9GOQ+NhXkGcMsbSGD3IdB7mPTQZ4x\n",
       "zNIWMch9GOQ+ugR5xjBLW8Ag92GQ++gW5BnDLI2YQe7DIPfRNcgzhlkaIYPch0Huo3uQZwyzNCIG\n",
       "uQ+D3MdQgjxjmKURMMh9GOQ+hhbkGcMsDZhB7sMg9zHUIM8YZmmADHIfBrmPoQd5xjBLA2KQ+zDI\n",
       "fYwlyDOGWRoAg9yHQe5jbEGeMcxSYwa5D4Pcx1iDPGOYpYYMch8GuY+xB3nGMEuNGOQ+DHIf2xLk\n",
       "GcMsNWCQ+zDIfWxbkGcMs7RBBrkPg9zHtgZ5xjBLG2CQ+zDIfYwlyNP5XtixVW1E0sGSnEhyN/A0\n",
       "cCmTIN8ytCgnuT7JWeBe4H7gVFXdM6QoJzme5DbgWeA0kyDfOLQoJzmV5D7gISbfV1dV1V1DinKS\n",
       "Y0luAp4AbmcS5Ouq6syQorxrvhdmmKUjYJD7MMh9jDTIlwJXL3N7PpQtrZEPWffhQ9Z9jOwh6z3n\n",
       "O8nCt2uYpTUwyH0Y5D62IcirYJilFTLIfRjkPgzy4Rz4HHOSG5I8leSZJHfsc9yPJ3kpyTtWu0Wp\n",
       "P59D7sPnkPsY83PI65zvfcOc5CLgQ0z+pPYjwLuSvP4Cx90NnAEWf2BdGhiD3IdB7sMgL+egK+Zr\n",
       "gfNV9ZXpgD4AvH2P494L/DHwtRXvT2rJIPdhkPswyKtxUJgvB3Zu5Pnp731XksuZxPoj098azMmX\n",
       "DmvTA7sqBrkPg9xHl/k+6MVf85zQPwR+q6oqk9eH+1C2RscXdfXhi7r68EVd63FQmF8ATu74+CST\n",
       "q+adfgx4YPp3ti4D3prkO1X14O4bS3Lnjg/PVdW5w25YOkrdBnZRBrkPg9zHquc7yWkmj94sp6ou\n",
       "uJiE+1ngSuAVwGPA6/c5/hPAO/b4/Zp8qQt/LZer0wJOMHlB4zeBDwMnN72nBe/H9cBZ4MvAu4FL\n",
       "Nr2nBe7DceA24EXgU8A1m97TgvfjFHAfk9fi/C7w6k3vaYH7cAy4CfgS8DCTP1xk0/ta4H6sfb6X\n",
       "6d6+V8xV9VKSW4HPABcBH6+qJ5PcPP38Rw/1pwCpOa+Q+/AKuQ+vkI9WjuK8Jpn88aHK55/V0h4D\n",
       "+4GOA3uQkQb590YS5D8aQZDvZBxBXvt8L9M93/lLW20of4I+yEiD7BXyhniFvFmGWVtpqAO7m0Hu\n",
       "wyD3MfT5NszaKkMf2BmD3IdB7mMs822YtRXGMrAGuQ+D3MdY5nvGMGvUxjKwBrkPg9zHWOZ7N8Os\n",
       "URrLwBrkPgxyH2OZ7wsxzBqVsQysQe7DIPcxlvk+iGHWKIxlYA1yHwa5j7HM97wMswZtLANrkPsw\n",
       "yH2MZb4PyzBrkMYysAa5D4Pcx1jme1GGWYMyloE1yH0Y5D5GNt8LM8wahJENrEFuwCD3MdL5Xtix\n",
       "1WxHWo8kJ5LcDTwNXMpkYG8Z2tAmuT7JWeBe4H7gVFXdM6QoJzme5DYm/xTsaSZBvnFoUU5yKsl9\n",
       "wENMvq+uqqq7hhTlJMeS3AQ8AdzOJMjXVdWZIUV5zPO9zO15xayWRvonaK+QN8gr5D62Yb6Txf8x\n",
       "RcOsVrZhYIfCIPdhkHtZ93wbZrXgwPZhkPswyL0c1XwbZm2UA9uHQe7DIPdy1PNtmLURDmwfBrkP\n",
       "g9zLpubbMOtIObB9GOQ+DHIvm55vw6wj4cD2YZD7MMi9dJlvw6y1cmD7MMh9GOReus23YdZaOLB9\n",
       "GOQ+DHIvXefbMGulHNg+DHIfBrmX7vNtmLUSDmwfBrkPg9zLUObbMGspDmwfBrkPg9zL0ObbMGsh\n",
       "DmwfBrkPg9zLUOfbMOtQHNg+DHIfBrmXoc+3YdZcHNg+DHIfBrmXMcw3GGYdwIHtwyD3YZB7GcN8\n",
       "72SYtScHtg+D3IdB7mUM870Xw6zv4cD2YZD7MMi9jGG+92OYBTiwnRjkPgxyL2OY73kY5i3nwPZh\n",
       "kPswyL2MYb4PwzBvKQe2D4Pch0HuZQzzvQjDvGUc2D4Mch8GuZcxzPcyDPOWcGD7MMh9GOReRjbf\n",
       "Czs25xe6IclTSZ5Jcscen//FJI8n+UKSzyZ5wzKb0uokOZHkbuBp4FImA3vL0IY2yfVJzgL3AvcD\n",
       "p6rqniENbZLjSW4DngVOMwnyjUOLcpJTSe4DHmLyfXVVVd01pCgnOZbkJuAJ4HYmQb6uqs4MKcrO\n",
       "dx97zPfiqmrfBVwEnAeuBC4BHgNev+uY64BXT399A/Dwrs/X5Evt/7Vcq1vACeBu4JvAh4GTm97T\n",
       "gvfjeuAs8GXg3cAlm97TAvfhOHAb8CLwKeCaTe9pwftxCrgP+BqTK+VXb3pPC9yHY8BNwJeAh6c/\n",
       "r7LpfS1wP5zvJutC871M9+Z5KPta4HxVfQUgyQPA24End8T9czuO/zxwxRy3qzXwIa0+fMi6Dx+y\n",
       "7sX53t88Yb4c2Pk//nngjfsc/2vAp5fZlA7Pge3DIPdhkHtxvuczT5jn/gZO8tNMHo74yQt8/s4d\n",
       "H56rqnPz3rb25sD2YZD7MMi9bMt8JznNss8vw1zPMb8JOLPj498G7tjjuDcweS76qj0+53PMq39e\n",
       "w+eYmix8DrnNwueQW61tnu9lujfPjV/M5FVmVwKvYO8Xf/3ANMpvWvUGXS87lw5sk2WQ+yyD3Gs5\n",
       "32sO8/QLvJXJy/HPA789/b2bgZunv/6fwDeAR6frr1e1Qdd3z6ED22QZ5D7LIPdazvf33M56w7yC\n",
       "O2qYFz93DmyTZZD7LIPcaznfe97eWv+6lDbAF3304Yu6+vBFXb043+thmJtxYPvoOLCLMMh9ON99\n",
       "dJ5vw9yEA9tH54E9DIPch/PdxxDm2zBvmAPbxxAGdh4GuQ/nu48hzbdh3hAHto8hDex+DHIfzncf\n",
       "Q5xvw3zEHNg+hjiwezHIfTjffQx5vg3zEXFg+xjywO5kkPtwvvsYw3wb5jVzYPsYw8CCQe7E+e5j\n",
       "LPMNhnltHNg+xjKwBrkP57uPscz3ToZ5xRzYPsYysAa5D+e7j7HM914M84o4sH2MZWANch/Odx9j\n",
       "me/9GOYlObB9jGVgDXIfzncfY5nveRjmBTmwfYxlYA1yH853H2OZ78MwzIfkwPYxloE1yH04332M\n",
       "Zb4XYZjn5MD2MZaBNch9ON99jGW+l2GYD+DA9jGWgTXIfTjffYxwvhd2bEV7GZ0kJ5LcDTwNXMpk\n",
       "YG8Z2tAmuT7JWeBe4H7gVFXdM6ShTXI8yW3As8BpJgN749CGNsmpJPcBDzH5vrqqqu4aUpSTHEty\n",
       "E/AEcDuTIF9XVWeGFGXnu48Rz/fiqmrtC6jJl1r/11rBXk8AdwPfBD4MnNz0nha8H9cDZ4EvA+8G\n",
       "Ltn0nha4D8eB24AXgU8B12x6Twvej1PAfcDXmPxJ+tWb3tMC9+EYcBPwJeBhJlf72fS+FrgfzneT\n",
       "Nfb5XqZ7R7Xx9mF2YPussQ/skJZB7rWc7z7roPk2zMvtzYFtsrZlYIewDHKv5Xz3WfPOt2FebE8O\n",
       "bJO1bQPbeRnkXsv57rMOO9+G+XB7cWCbrG0d2I7LIPdaznefteh8G+b59uDANlnbPrCdlkHutZzv\n",
       "PmvZ+TbM+39tB7bJcmD7LIPcaznffdaq5tsw7/01Hdgmy4Htswxyr+V891mrnm/D/L1fy4FtshzY\n",
       "Pssg91rOd5+1rvk2zOXAdloObJ9lkHst57vPWvd8b3WYHdg+y4Htswxyr+V891lHNd9bGWYHts9y\n",
       "YPssg9xrOd991lHP91aF2YHtsxzYPssg91rOd5+1qfneijA7sH2WA9tnGeRey/nuszY936MOswPb\n",
       "ZzmwfZZB7rWc7z6ry3yPMswObJ/lwPZZBrnXcr77rG7zPaowO7B9lgPbZxnkXsv57rO6zvcowuzA\n",
       "9lkObJ9lkHst57vP6j7faw3z9AfBU8AzwB0XOOaD088/vtf/5P026MD2WQ5sn2WQey3nu88aynyv\n",
       "LczARcB54ErgEuAx4PW7jnkb8Onpr98IPDzPBh3Ytezl9IL/nQN7BOd5zts2yGs+x4fcR5v5XuI+\n",
       "7DnfXc7xIe7HIIK8Y78Lh/kY+7sWOF9VX6mq7wAPAG/fdczPAfcy2cHngdckee2FbjDJiSR3A08D\n",
       "lwJXV9UtVfXcAXtpJcn1Sc4yue/3A6eq6p7pedqU04c5OMnxJLcBz07/25+tqhur6tE17G1tkpxK\n",
       "ch/wEJPvq6uq6q6q+qc1fcnTq77BJMeS3AQ8AdwO/AZwXVWdqemUD8EK5/v0yjd3CE3n+1DmmO/T\n",
       "m9rbYWxgvjfuoDBfDuwcqOenv3fQMVfsdWMGuQeD3IdB7sX57mMM872o7Df7SX4euKGq3jP9+JeA\n",
       "N1bVe3cc87+BD1TVZ6cfnwXeV1X/d8cxg/kBI0nSqlRVDvvfHHTF/AJwcsfHJ5lcEe93zBXT35Mk\n",
       "SYd08QGffwR4XZIrmbxw4J3Au3Yd8yBwK/BAkjcB/1hVX915wCJ/YpAkaRvtG+aqeinJrcBnmLxC\n",
       "++NV9WSSm6ef/2hVfTrJ25KcB/4Z+NW171qSpJHa9zlmSZJ0tA56jvnQktyQ5KkkzyS54wLHfHD6\n",
       "+ceTXLPqPYzdQec4yS9Oz+0Xknw2yRs2sc8hm+f7eHrcjyd5Kck7jnJ/YzDnz4rTSR5N8sUk5454\n",
       "i6Mwx8+Ly5KcSfLY9Dz/yga2OVhJ7kny1SRP7HPM4Zq34r9QvZI3JHEtfY6vY/qX75m8QYXneMXn\n",
       "eMdxfw78H+DnN73vIa05v49fw+SNVq6YfnzZpvc9tDXneb4T+G+zcwx8A7h403sfymLyJjTXAE9c\n",
       "4POHbt6qr5hX/oYkepkDz3FVfa7+9e/6fZ4L/L1yXdA838cA7wX+mMk7Eelw5jnHvwD8SVU9D1BV\n",
       "Xz/iPY7BPOf574FXTX/9KuAbVfXSEe5x0Krqr4B/2OeQQzdv1WFe6RuSaE/znOOdfg349Fp3ND4H\n",
       "nuMklzP5AfeR6W/5Yo3Dmef7+HXA9yf5iySPJPnlI9vdeMxznj8G/PskLzL59w5uO6K9bYtDN++g\n",
       "vy51WPP+cNr916f8oTa/uc9Vkp9m8v6+P7m+7YzSPOf4D4HfqqpKEl7+Pa39zXOOLwF+FHgz8Erg\n",
       "c0kerqpn1rqzcZnnPP8O8FhVnU7yw8CfJbm6qr615r1tk0M1b9Vh9g1J1m+ec8z0BV8fY/LObfs9\n",
       "zKKXm+cc/xiTv7sPk+fl3prkO1X14NFscfDmOcfPAV+vqm8D307yl8DVTP4lO81nnvP8E8DvA1TV\n",
       "s0n+jsk/GPHIkexw/A7dvFU/lP3dNyRJ8gomb0iy+wfVg8B/BrjQG5JoXwee4yQ/APwv4Jeq6vwG\n",
       "9jh0B57jqvqhqvrBqvpBJs8z/xejfCjz/Kz4U+A/JrkoySuZvHDmb494n0M3z3l+CngLwPS5z1NM\n",
       "/jUtrcahm7fSK+byDUnWbp5zDPxX4N8CH5le0X2nqq7d1J6HZs5zrCXM+bPiqSRngC8A/wJ8rKoM\n",
       "8yHM+b38B8AnkjzO5GLtfVX1zY1temCSfBL4KeCyJM8B72fyNMzCzfMNRiRJamTlbzAiSZIWZ5gl\n",
       "SWrEMEuS1IhhliSpEcMsSVIjhlmSpEYMsyRJjRhmSZIa+f8AlyF7zPx0nQAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1084bb350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,4))\n",
    "ax  = plt.axes()\n",
    "\n",
    "for x_0 in np.linspace(0,1,10):\n",
    "    ax.plot(x,(x-x_0)/a,'-k')\n",
    "plt.ylim(0,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A finite volume method for advection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can easily solve the advection equation exactly.  But the advection equation is a prototype for more complicated conservation laws that we will only be able to solve approximately by using numerical methods.  In order to better understand these methods, we will discuss them first in the context of the advection equation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For simplicity, we'll suppose that we wish to solve the advection equation on the interval $[0,1]$.  We introduce a set of equally spaced *grid cells* of width $\\Dx$, and write $x_i$ to mean the center of cell $i$.  Thus the first cell is the interval $[0,\\Dx]$ and $x_1=\\Dx/2$.  We will also write $x_\\imh$ or $x_\\iph$ to denote the left or right boundary of cell $i$, respectively.\n",
    "\n",
    "We write $Q_i$ to denote the *average* value of the solution over cell $i$:\n",
    "\n",
    "$$Q_i = \\frac{1}{\\Dx} \\int_{x_\\imh}^{x_\\iph} q \\ dx.$$\n",
    "\n",
    "The simplest finite volume method is obtained by supposing that the solution is actually *equal* to $Q_i$ over all of cell $i$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](./figures/finite_volume.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Suppose $a>0$.  Then the flux into cell $i$ from the left is $a Q_{i-1}$ and the flux out of cell $i$ to the right is $a Q_i$.  Then our integral conservation law reads\n",
    "\n",
    "$$Q_i'(t) = -\\frac{a}{\\Dx}\\left(Q_i - Q_{i-1}\\right).$$\n",
    "\n",
    "Applying a forward difference in time we obtain the *upwind method*\n",
    "\n",
    "$$Q^{n+1}_i = Q^n_i -\\frac{a}{\\Dx}\\left(Q_i - Q_{i-1}\\right).$$\n",
    "\n",
    "We call this the upwind method because the solution behaves as if it were being blown by a wind to the right, and the method uses the value $Q_{i-1}$ from the upwind direction.\n",
    "\n",
    "Here is a bit of Python code to solve the advection equation using the upwind method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEKCAYAAADpfBXhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xu0XGWd5vHvY8JF7iACGgIRCHdBUEKr4BwVMbhaUewZ\n",
       "DDba2muMPSuK3Toijt1kVt/UYc1iFBtpmravY3paWo0jMWDr8cKAEG4iJJDILRfkfr8m8Js/3reS\n",
       "onJO3Xftql3PZ62zdu2qfXb9dk7Oc95697vfrYjAzMyq5WVlF2BmZv3ncDczqyCHu5lZBTnczcwq\n",
       "yOFuZlZBDnczswpyuJuZVZDD3YaWpLskva2gfZ8h6W5JT0r6tqTdW9TxtKQn8tcP6l7bR9JSSesl\n",
       "vShpv4bvPU/S7ZIel7RS0plFHI9ZI4e7DbMA1O+dSjoC+DrwQWBv4Gngr1rU8dsRsXP+ml/32ovA\n",
       "ZcD7p/neJ/P37gJ8GPhfkt7Y6zGYteJwt6Ek6R+B/YDv5dbyZ/q4+w8CSyPi5xHxFPDHwGmSdmxW\n",
       "0lRPRsT9EfF1YMU0ry+OiNvz42uAnwEOdyucw92GUkScCdzDlhbzeY3bSNpP0iNNvj4wze4PB26q\n",
       "e687gOeAg5uU9M+S7pe0XNJR3RyTpJcDxwG/6ub7zToxs+wCzLoVEfcA0/aVN7ET8FjDc48DO0+z\n",
       "/RnA9aTG0FnAckmHRkTjPlr5OnBjRFze4feZdcwtdxtHTwK7Njy3K/DEVBtHxFUR8VxEPBMRXwQe\n",
       "BU7s5A0l/Q/SJ4b/1EW9Zh1zuNswazplae6WeaLJ14JpvvUW4Oi6/RwIbAvc3o+6pqjzvwPvBE6O\n",
       "iCc7+V6zbrlbxobZfcCBwI+mejF3y0zXldLMPwNXSToBuAH4U+DSfHL1JSTNJp3YvZbUGPoE8Arg\n",
       "yrpttmfL79L2kraPiGfza+cAC4ATI+KRLmo164pb7jbM/hL4Qj45+kf92mlE3Ap8nBTy9wEvB/5L\n",
       "7XVJF0q6MK/uTBom+TCwDjgZOKUhqJ8m9dkHsAqo/yPx58BsYE3dJ4rP9etYzKajVjfrkDQfOB+Y\n",
       "AfxNRHyp4fU9gX8C9iG1Xs6LiL8rpFozM2tL03CXNAO4DTgJWE/6aLogIlbWbbMY2C4izslBfxuw\n",
       "d0RsKrJwMzObXqtumXnAmoi4KyI2AkuAUxu2uRfYJT/eBXjIwW5mVq5WJ1RnAWvr1tcBxzdsczHw\n",
       "I0kbSP2THuplZlayVuHezpCvz5MuzJjIQ8qukHR0RGweMyzJd+E2M+tSRHQ8x1Krbpn1pDP9NbNJ\n",
       "rfd6bwL+NRfwa+BO4JBOCzEzs/5p1XJfAcyVNAfYAJxOGrNbbxXphOuVkvYmBfsdU+2sm78+o0LS\n",
       "4ohYXHYdRany8VX52MDHN8p66fVoGu4RsUnSImA5aSjkJRGxUtLC/PpFwF8A35B0E+mTwGcj4uFu\n",
       "CzIzs961vEI1IpYByxqeu6ju8YPAu/tfmpmZdctXqPbPZNkFFGyy7AIKNFl2AQWbLLuAgk2WXcAw\n",
       "anmFal/eJPcbVbnP3cys33rJTrfczcwqyOFuZlZBDnczswpyuJuZVZDD3cysghzuZmYV5HA3M6sg\n",
       "h7uZWQU53M3MKsjhbmaFkJgvcVTZdYwrh7uZ9Z3EW0gTDl4n8dGy6xlHDnczK8Kn8nImcInElyTn\n",
       "zSD5H9vM+kriNcB7gY3AOcAm4LPAtyR2LLO2ceJwN7N+WwQIWBLBF4H5wGPA+4CfSry6zOLGhaf8\n",
       "NbO+kdiZdJ/lXYA3RHBdfv5Q4PvAAaR7M785grtLK3REeMpfMxsWHyYF+89rwQ4QwSrgeOBqYBbw\n",
       "n8spb3w43M2sL/IJ07Py6vmNr0fwIPBnefXtg6prXLUMd0nzJa2StFrS2VO8/hlJN+SvmyVtkrRb\n",
       "MeWa2RB7F3AQcA/w3Wm2+SnwAnCcxC6DKmwcNQ13STOAC0gnRA4HFkg6rH6biDgvIo6JiGNIZ8Yn\n",
       "I+LRogo2s6FVa7V/NYJNU20QwRPANcAM4C2DKmwctWq5zwPWRMRdEbERWAKc2mT7M4Bv9qs4MxsN\n",
       "EkcCJwFPAZe02Pzf8/JthRY15lqF+yxgbd36uvzcViTtALwTuLQ/pZnZCPlkXv59BI+02PZHeel+\n",
       "9wK1CvdOxkm+G/i5u2TMxovEnsCZefUrbXzLVcCzwFESexVW2Jib2eL19cDsuvXZpNb7VD5Aiy4Z\n",
       "SYvrVicjYrLF+5vZ8PsYsD2wLILbWm0cwbMSV5Ja7hPA/ym2vNEiaYL079LbfppdxCRpJnAb6Yew\n",
       "gXQiZEFErGzYblfgDmDfiHhmiv34IiazipK4DjgW+O0Ivt/m95wD/AXw1xEsLLK+UdZLdjZtuUfE\n",
       "JkmLgOWks9uXRMRKSQvz6xflTd8LLJ8q2M2suiS2B44CXgR+0sG3+qRqwTz9gJl1TeK3SH3ot0Rw\n",
       "ZAffNxN4iHQ16/4R3FNQiSPN0w+YWVmOy8trO/mmPA5+Mq+69V4Ah7uZ9aKrcM88JLJADncz60Ut\n",
       "3K/p4ntr/e5vl3CXbZ+5z93MuiKxK/Ao8DywcwTPd/j9An4D7AUclmeOtDruczezMrw+L2/qNNgB\n",
       "IgjcNVMYh7uZdauX/vaaWrj7pGqfOdzNrFu99LfX1Prd3yoxo8d6rI7D3cy6NS8ve2m53wncDewO\n",
       "vK7nimwzh7uZdUxib9JcU09C6/lkppP73X21agEc7mbWjVqXzHURvNDjvnxStQAOdzPrRq1Lppf+\n",
       "9ppauJ/ofvf+cbibWTf6MVIGgAjuJU0lvgNwQK/7s8ThbmYdyRcf9S3cs1vy8og+7W/sOdzNrFNz\n",
       "gFcAD5JGuvSDw73PHO5m1qnN/e15tEs/3JqXDvc+cbibWaf63SUDbrn3ncPdzDpVRLjXWu6H5ht5\n",
       "WI8c7mbWtjxUsTZhWN/CPYLHgbXAtsCB/drvOHO4m1knDgN2BO6O4P4+79tdM33UMtwlzZe0StJq\n",
       "SWdPs82EpBsk/UrSZN+rNLNhUUSXTI3DvY+a9m1JmgFcAJwErAeulbQ0IlbWbbMb8DXgnRGxTtKe\n",
       "RRZsZqUaRLgfXsC+x06rlvs8YE1E3BURG4ElwKkN25wBXBoR6wAi4sH+l2lmQ6Kf0w40csu9j1qF\n",
       "+yzSSY6adfm5enOBPST9WNIKSWf2s0AzGw4S2wFHAQFcV8Bb1EbMHOIRM71r9Q/YzgUK2wDHkmZ0\n",
       "2wG4StLVEbG6cUNJi+tWJyNiss06zax8R5N+31dG8ES/dx7BkxJ3A/sDB8F43lNV0gQw0et+WoX7\n",
       "etKczTWzSa33emuBByPiGeAZST8l/SfYKtwjYnH3pZpZyY7Oy+sLfI9bSOF+BGMa7rnROwkg6dxu\n",
       "99OqW2YFMFfSHEnbAqcDSxu2+S5wgqQZknYAjmfLxyszq47D8vKWplv1xv3ufdK05R4RmyQtApYD\n",
       "M4BLImKlpIX59YsiYpWkHwC/BF4ELo4Ih7tZ9dRGsaxsulVvHO59ooh+zfvT5E2kAIgIFf5mZlaI\n",
       "3B++H3BoRPe31mvxHm8gDbO8JYIji3iPUdJLdjrczawliZ2AJ4CNwA4RbCrofXYk3Zd1I7BjBBuL\n",
       "eJ9R0Ut2evoBM2vHIXl5e1HBDhDBU8BdpFE5BxX1PuPA4W5m7RhEf3uN+937wOFuZu2ojZQZxGAJ\n",
       "h3sfONzNrB21cHfLfUQ43M2sHe6WGTEeLWNmTUlsCzwNCNgpgmcKfr8dSCNmXiCNmHm+yPcbZh4t\n",
       "Y2ZFmku6iPHOooMdIIKngTtJF1nOLfr9qsrhbmatDLK/vcZdMz1yuJtZK7X+9kFOK+Jw75HD3cxa\n",
       "KbPl7rsydcnhbmatuFtmBHm0jJlNS2IG8BSwHbBbBI8N6H1fThox8yJjPGLGo2XMrChzSMG+flDB\n",
       "DpBH5dxBGjFz8KDet0oc7mbWTBldMjXumumBw93MmhnklamNHO49cLibWTODnDCsUe0PyiFNt7Ip\n",
       "OdzNrJkyu2Vuz0v3uXfB4W5mU5IQ5Yb76rycm2uxDrQMd0nzJa2StFrS2VO8PiHpMUk35K8vFFOq\n",
       "mQ3Yq4FdgIeABwb95hE8AjwI7Ai8atDvP+pmNntR0gzgAuAkYD1wraSlEdH4V/wnEfGegmo0s3Js\n",
       "brVHUPwFMVO7HdiT1DWzoaQaRlKrlvs8YE1E3BURG4ElwKlTbOePTGbVU2aXTE2ta8b97h1qFe6z\n",
       "gLV16+vyc/UCeJOkmyRdJslzQZhVQxkThjWqnVT11L8datotA219FLsemB0RT0s6BfgO0/yVlbS4\n",
       "bnUyIibbKdLMSjEMLfexGzEjaQKY6HU/rcJ9PTC7bn02qfW+WUQ8Ufd4maS/krRHRDzcuLOIWNxD\n",
       "rWY2WA73EuRG7ySApHO73U+rbpkVwFxJcyRtC5wOLK3fQNLekpQfzyNNRrZVsJvZ6JB4BbAXafKu\n",
       "tS02L9KavDwwT2JmbWraco+ITZIWActJt9m6JCJWSlqYX78I+B3gDyRtIt1n8QMF12xmxau12leV\n",
       "OFKGCJ6WWAfsC+xPmkzM2tCqW4aIWAYsa3juorrHXwO+1v/SzKxEw9AlU3M7KdwPxuHeNl+hamZT\n",
       "KXNOmUYeDtkFh7uZTaXM2SAbeThkFxzuZjaVYeuWAbfcO+JwN7OXkNgR2A/YyHD0cbtbpgsOdzNr\n",
       "VAvR1RFsKrWS5E7gBWB/ie3KLmZUONzNrNGhebmq1CqyfHPsO0lzWB1Ycjkjw+FuZo1q4T4M/e01\n",
       "7prpkMPdzBoNVcs984iZDjnczazRMIe7W+5tcrib2WZ5/pbaDalvK7OWBu6W6ZDD3czq7Q9sB6yP\n",
       "4IlWGw+QW+4dcribWb1h7JKBNDPlc8A+EjuXXcwocLibWb2hDPcIXmRL14xPqrbB4W5m9YYy3DP3\n",
       "u3fA4W5m9YY53D0csgMOdzOrNwrh7pZ7GxzuZgZsvrXeK0m31ltfcjlTcbdMBxzuZlazudVe5q31\n",
       "mtjccpdQqZWMAIe7mdUMc5cMwP3A48BuwCtKrmXotQx3SfMlrZK0WtLZTbY7TtImSaf1t0QzG5Ch\n",
       "Dvf8acJdM21qGu6SZgAXAPNJt91aIOmwabb7EvAD8MclsxE11OGe+aRqm1q13OcBayLirojYCCwB\n",
       "Tp1iu08A3wIe6HN9ZjY4oxTuHg7ZQqtwn0W67LdmXX5uM0mzSIF/YX5qGE/EmFkT+Q5HBwAvAmtK\n",
       "LqcZd8u0aWaL19sJ6vOBz0VESBJNumUkLa5bnYyIyTb2b2bFO4jU2FsTwXNlF9NE5btlJE0AE73u\n",
       "p1W4rwdm163PJrXe670eWJJynT2BUyRtjIiljTuLiMXdl2pmBRqFLhnY0nI/SOJlec6ZSsmN3kkA\n",
       "Sed2u59W4b4CmCtpDrABOB1Y0FDIAbXHkr4BfG+qYDezoVYbKDFMt9bbSgSPSjxAutiqsdvY6jTt\n",
       "c4+ITcAiYDlwK/AvEbFS0kJJCwdRoJkNxKi03GHLTUQOabrVmGvVcicilgHLGp67aJptP9Knusxs\n",
       "sEYp3FcBJ5Bq/mHJtQwtX6FqNubypfy1cB+mW+tNp9Z1dGjTrcacw93MZgE7Ag9E8FDZxbSh9unC\n",
       "4d6Ew93MRqlLBhzubXG4m9mohfvdpPupzvL9VKfncDezkQr3CF5gy8VMbr1Pw+FuZrUx7iMR7pm7\n",
       "ZlpwuJvZSLXcM4d7Cw53szEmsQvwauBZUl/2qPBwyBYc7mbjrXaV5+25L3tUuOXegsPdbLyNYpcM\n",
       "1M3rLrW+0n4cOdzNxtvheTlS4R7BU8A9wDakeeitgcPdbLwdlZc3l1pFd9w104TD3Wy8vTYvf1lq\n",
       "Fd1xuDfhcDcbUxK7k27A8wzw65LL6YZHzDThcDcbX0fm5S0jNlKmxi33JhzuZuNrlPvboS7c87TF\n",
       "Vsfhbja+Rrm/HeA+4DFgd2CvkmsZOg53s/E10i33CAJ3zUzL4W42hiRexpY+91FtuYPDfVotw13S\n",
       "fEmrJK2WdPYUr58q6SZJN0i6TtLbiinVzPpof2Bn4L4IHii7mB443KfR9LJdSTOAC4CTgPXAtZKW\n",
       "RsTKus1+GBHfzdu/Fvg2cFBB9ZpZf9T620eyS6aOh0NOo1XLfR6wJiLuioiNwBLg1PoNIuKputWd\n",
       "gAf7W6KZFWDUT6bW1FruhzXdagy1CvdZwNq69XX5uZeQ9F5JK4FlwCf7V56ZFWSkT6bWuQPYBOwv\n",
       "sUPZxQyTVrOpRTs7iYjvAN+RdCLwj2yZRvQlJC2uW52MiMl29m9mfVeJlnsEGyXWkLplDgZuLLmk\n",
       "nkmaACZ63U+rcF9Pujy5Zjap9T6liPiZpJmSXhERD03x+uKuqjSzvpHYnhSEL7Klz3qUrSKF+6FU\n",
       "INxzo3cSQNK53e6nVbfMCmCupDmStgVOB5bWbyDpQEnKj4/NxW0V7GY2NA4DZpBu0PFM2cX0gUfM\n",
       "TKFpyz0iNklaBCwn/We4JCJWSlqYX78IeD/wIUkbgSeBDxRcs5n1pir97TUO9ym0vINJRCwjnSit\n",
       "f+6iusdfBr7c/9LMrCCV6G+vU+ta8oiZOr5C1Wz8VK3lflteHiwxo9RKhojD3Wz8VKrlHsFjwL3A\n",
       "9sB+JZczNBzuZmNE4pXAPqTzY3eXXE4/ud+9gcPdbLxsnnYgghdLraS/HO4NHO5m46Vq/e01DvcG\n",
       "Dnez8VKp/vY6tREzR5RaxRBxuJuNl6q23G/Ky9fluerHnv8RzMZEHiZYa9lWKtwjuJ80NcqOwNyS\n",
       "yxkKDnez8XEg8HJgXQSPlF1MAa7Py2NLrWJIONzNxkdVbtAxHYd7HYe72fio9bdX7WRqjcO9jsPd\n",
       "bHyMTctdQqVWMgQc7mbjo+ot9w3AA8BuwJxySymfw91sDEjsBBxAuiXdbS02H0kRBFta78eUWcsw\n",
       "cLibjYfjAQE3RvB82cUUyP3umcPdbDy8KS//X6lVFM/hnjnczcZDLdyvLLWK4tXC/fXjflJVEVH8\n",
       "m0gBEBFj/Y9tVoZ8Of7DwK7A7Ijpb3I/6nKgP0I61lkRbCi5pJ70kp1uuZtV3+GksFtb5WCHrU6q\n",
       "jnXXTFvhLmm+pFWSVks6e4rXPyjpJkm/lHSlpKOm2o+ZlWJcumRqHO60Ee6SZgAXAPNJLYAFkhpv\n",
       "RHsH8JaIOAr4U+Cv+12omXXtzXlZ9ZOpNR4OSXst93nAmoi4KyI2AkuAU+s3iIirIuKxvPoLYN/+\n",
       "lmlmPRiXkTI1brnTXrjPAtbWra/Lz03n94HLeinKzPpDYi/gIOBptsx5XnWrgaeA/ST2LLuYssxs\n",
       "Y5u2h9NIeivwUbZ8DGx8fXHd6mRETLa7bzPrSq3V/osINpVayYBE8ILEjaQcOga4ouSSOiJpApjo\n",
       "dT/thPt6YHbd+mzY+ox7Pol6MTA/IqacKzoiFndRo5l1b9y6ZGpuIIX7sYxYuOdG7ySApHO73U87\n",
       "3TIrgLmS5kjaFjgdWFq/gaT9gH8Dfjci1nRbjJn13biNlKkZ+373li33iNgkaRGwHJgBXBIRKyUt\n",
       "zK9fBPwJsDtwoSSAjRExr7iyzawVie2AN+TVq8uspQRjH+6+QtWsoiTeSOqOuTVi871Tx4LENsCT\n",
       "wLbArhE8XnJJXfEVqmY2lXHtkiGCjWyZt/51ZdZSFoe7WXWN28VLjca6a8bhblZBeQKtcR0pU+Nw\n",
       "N7PKOQDYG3iQdFHPOHK4m1nlbG6155kSx9HNwAvAYRI7lF3MoDnczapp3LtkiOBZ4BZSzh1dcjkD\n",
       "53A3q6baydSxGynT4Jq8fEupVZTA4W5WMRK7AkcCG4HrSi6nbJfn5TtLraIEDnez6jkeEHB9BM+U\n",
       "XUzJfgi8CJwgsVPZxQySw92setwlk0XwCKlrZhv6MNPiKHG4m1VPrQviZ6VWMTyW5+VYdc043M0q\n",
       "RGI2qVvmGUZsqtsCOdzNbOSdlpfLIniq1EqGx7XAo8BciQPKLmZQHO5m1fL+vPxWqVUMkXwHqh/m\n",
       "1bFpvTvczSpCYh/gBOB54PsllzNsxq5rxuFuVh3vIw2BvHxU5y8vUC3c35bneq88h7tZdbhLZhoR\n",
       "rAVWAjsDbyy5nIFwuJtVgMSepHHcm2i4x7FtNlZdM22Fu6T5klZJWi3p7CleP1TSVZKelfTp/pdp\n",
       "Zi2cSrrH8b/nC3dsaw73epJmABcA84HDgQWSDmvY7CHgE8B5fa/QzNpR65K5tNQqhttPgeeAYyVe\n",
       "WXYxRWun5T4PWBMRd0XERmAJqZWwWUQ8EBErSBMVmdkASewGnESaQ+U7JZcztCJ4mhTwAt5RcjmF\n",
       "ayfcZwFr69bX5efMbDi8mzR3yk8ieKDsYobc2HTNtBPu43oXF7NR4S6Z9tXC/eR8n9nKmtnGNuuB\n",
       "2XXrs0mt945JWly3OhkRk93sx8wSiZ1J58MAvl1mLSPiFlKmzQKOAm4qt5ytSZqgDzNYthPuK4C5\n",
       "kuYAG4DTgQXT1dVsRxGxuIPazKy1dwHbAVdGsKHsYoZdBCFxOfAR0h/FoQv33OidBJB0brf7adkt\n",
       "ExGbgEWkjzO3Av8SESslLZS0MBewj6S1wB8CX5B0j6SxmhjfrCTukuncWPS7K6L4LnVJARARle7j\n",
       "MhskiZcDDwA7AvtHcE/JJY0EiT2Ae0knoedG8OuSS5pWL9npK1TNRtfvkYL9Ggd7+yJ4GPjfpG7k\n",
       "T5VcTmHccjcbQbnVvgZ4NfA7Ee6W6YTEa4FfAk8Ds3PgDx233M3Gz0JSsN+IR8l0LIKbgcuBHUj/\n",
       "lpXjlrvZiJHYEbgD2At4TwTfK7mkkSRxMunk6r3AnAieL7mkrbjlbjZeFpGC/Rrg/5Zcyyi7ArgZ\n",
       "eBXTD+8eWQ53sxEisQvw2bz6xxG+grxb+d/uf+bVT1ftilWHu9loOQvYA/g5qeVpvfkm8BvgtVRs\n",
       "MjGHu9mIkNgdqN0v4QtutfcugueAr+bVSt2LwuFuNjo+DexKuiHHT8oupkK+ThoSeXIeIlkJDnez\n",
       "EZBvLnFWXv3jMmupmjzG/Rt59Y/KrKWfHO5mo+HzwE7AZRFcVXYxFXQ+aXrzD0q8quxi+sHhbjbk\n",
       "JD5Eukw+gD8puZxKimAN6S5W2wBflUY/G0f+AMyqLF9oc0le/VQE15VZT8WdAzxOmmlz5Lu+fIWq\n",
       "2ZCSOIZ0z8+dgPMi+K8ll1R5EqeQLgx7GUMwZ4+vUDWrGIk5wGWkYF8CnF1qQWMigmVsuUjsH/If\n",
       "2JHklrvZkMnzjV8JHAr8GDglj8e2AchXqv4taUrltcBxEdxXTi1uuZtVgsSuwFJSsP8KOM3BPlj5\n",
       "4rCPA1eR7hn9bYntyq2qcw53syEgIYkzgduAN5NuQn9KBI+WW9l4yn9QTyO13N8IfCPPxjkyHO5m\n",
       "JZM4mnTi9B+AvYGrgZMiWFdqYWMugt8Ap5KuXl0ArJL4wKhMMNYy3CXNl7RK0mpJU57UkfSV/PpN\n",
       "kkb2BITZIEnsLvEV4HrgBNL9UD8CvDmC20otzgCI4AbgraSf0b6kicZ+IvG6UgtrQ9NwlzQDuACY\n",
       "DxwOLJB0WMM27wIOioi5wMeACwuqdahJmii7hiJV+fgGeWwScyXOklhOmo3wE/mlrwAHR/B3EbzY\n",
       "3/es7s8Oij++CK4B5pHy7UHgROA6iQsljhjWlnyrlvs8YE1E3BURG0lDsk5t2OY9wN8DRMQvgN0k\n",
       "7d33SoffRNkFFGyi7AIKNNHvHUpsK3GQxDskPibxFYnVwO2kS91PJl0N+UPgmAjOKrB/faKg/Q6L\n",
       "iaLfIIIXIrgYmMuWqQo+TjrpfZ/Ev0oskjhyWK5undni9VmkEwo164Dj29hmXyhn6NAgSMwE3vfS\n",
       "Z//D4RL/sZSCBmJkj2+6VpW2LN96pLT5TjwiNXpqX7X1bab42g7YGdilYTmL9Dsw1S/5w8APSGPY\n",
       "l0fwYC8HZ4OV/wD/ocTFwOeAt5NvUp6/AJ6U2ED6ZFb/9TjwHPBs3ddzwAvAi/mr9nhTBNf2Umur\n",
       "cG93EHzjL9CU31cbs1ldGsXw60CVj0/vH9Ab7QGckb/QgD7QSzp3MO9UjiE7vp2Ag/NX13r9v9Hq\n",
       "48N60jjPmtmw1Rn8xm32zc+ZmVlJWrXcVwBzJc0BNgCns/WNZJeSbti7RNJvAY9GxEu6ZHxlqpnZ\n",
       "YDUN94jYJGkRsByYAVwSESslLcyvXxQRl0l6l6Q1wFOkoVxmZlaigcwtY2Zmg1XYkB1Je0i6QtLt\n",
       "ki6XtNsU28yW9GNJt0j6laRPFlVPP1T9gq5Wxyfpg/m4finpSklHlVFnt9r5+eXtjpO0SdJpg6yv\n",
       "V23+/5yQdEP+fZsccIk9aeP/556SfiDpxnx8v1dCmV2R9LeS7pN0c5NtOsuWiCjkC/gy8Nn8+Gzg\n",
       "i1Nssw/wuvx4J9K8GocVVVOPxzMDWAPMIQ2Du7GxVuBdwGX58fHA1WXX3efjeyOwa348v2rHV7fd\n",
       "j0hzer+/7Lr7/PPbDbgF2Dev71l23X0+vsXAX9aODXgImFl27W0e34nAMcDN07zecbYUOdh+88VN\n",
       "efnexg0i4jcRcWN+/CSwkjRmdBhV/YKulscXEVdFxGN59RekkVGjop2fH6QrRr9FmgpglLRzfGcA\n",
       "l0bEOoCIGKUx9u0c372kaw3Iy4ciYtMAa+xaRPwMeKTJJh1nS5HhvndsGTVzH2lCpGnlETnHkEJj\n",
       "GE11sdasNrYZlQBs5/jq/T7pQpxR0fL4JM0iBUZtCo1ROiHVzs9vLrBH7gpdIenMgVXXu3aO72Lg\n",
       "CEkbgJuAswZU2yB0nC2thkI2JekKUtdKo/9WvxIR0ewCJkk7kVpLZ+UW/DDq6wVdQ6jtOiW9Ffgo\n",
       "aWraUdHO8Z0PfC7/fxXTX906jNo5vm2AY0lXVe4AXCXp6ohYXWhl/dHO8X0euDEiJiQdCFwh6eiI\n",
       "eKLg2galo2zpKdwj4h3TVpFODuwTEb+R9Crg/mm22wa4FPiniPhOL/UUrOoXdLVzfOSTqBcD8yOi\n",
       "2cfIYdPO8b2edL0GpD7bUyRtjIilgymxJ+0c31rgwYh4BnhG0k+Bo4FRCPd2ju9NwJ8DRMSvJd0J\n",
       "HEK6XmfUdZwtRXbLLAU+nB9/GNgquHPr6BLg1og4v8Ba+mHzBV2StiVd0NX4S78U+BDAdBd0DbGW\n",
       "xydpP+CLyZN7AAABAUlEQVTfgN+NiDUl1NiLlscXEQdExGsi4jWkT5J/MCLBDu39//wucIKkGZJ2\n",
       "IJ2Yu3XAdXarneNbBZwEkPujDwHuGGiVxek8Wwo8+7sHaca724HLgd3y868Gvp8fn0CaJOdG4Ib8\n",
       "Nb/sM9dNjukU0oieNcA5+bmFwMK6bS7Ir98EHFt2zf08PuBvSCMQaj+ra8quud8/v7ptvwGcVnbN\n",
       "/T4+4DOkETM3A58su+Z+Hh/p09b38u/ezcAZZdfcwbF9kzQLwPOkT1gf7TVbfBGTmVkFDcW8w2Zm\n",
       "1l8OdzOzCnK4m5lVkMPdzKyCHO5mZhXkcDczqyCHu5lZBTnczcwq6P8D4igGjQtUaXMAAAAASUVO\n",
       "RK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1086c84d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = 1.0     # advection speed\n",
    "\n",
    "m = 50      # number of cells\n",
    "dx = 1./m   # Size of 1 grid cell\n",
    "x = np.arange(-dx/2, 1.+dx/2, dx)  # Cell centers, including ghost cells\n",
    "\n",
    "t = 0.      # Initial time\n",
    "T = 0.5     # Final time\n",
    "dt = 0.8 * dx / a  # Time step\n",
    "\n",
    "Q = np.exp(-200*(x-0.2)**2)    # Initial data\n",
    "Qnew = np.empty(Q.shape)\n",
    "\n",
    "while t < T:\n",
    "    \n",
    "    # Extrapolation at boundaries:\n",
    "    Qnew[0] = Q[1]\n",
    "    Qnew[-1] = Q[-2]\n",
    "    \n",
    "    for i in range(1,len(x)):\n",
    "        Qnew[i] = Q[i] - a*dt/dx * (Q[i]-Q[i-1])\n",
    "    \n",
    "    Q = Qnew.copy()\n",
    "    t = t + dt\n",
    "    \n",
    "plt.plot(x,Q,linewidth = 2)\n",
    "plt.title('t = '+str(t));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how we set up a grid that contains an extra cell at each end, outside of the problem domain $[0,1]$.  These are called **ghost cells** and are often useful in handling the solution at the grid boundaries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](./figures/ghost-cell.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "  The technique we have used to set the ghost cell values above, by copying the last value inside the grid to the ghost cells, is known as **zero-order extrapolation**.  It is useful for allowing waves to pass out of the domain (so-called *non-reflecting* boundaries).  Note that we don't actually need the ghost cell at the right end for the upwind method, but for other methods we will."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The upwind method is simple, but it is not very accurate.  Notice how the computed solution becomes wider and shorter over time.  This behavior is referred to as *dissipation*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now do the following with the code above:\n",
    "\n",
    "1. Set $m=1000$ or more and notice that it takes some time to compute the solution.  Rewrite the inner loop (over $i$) as a single line with no loop, using numpy slicing.  For large values of $m$, the code with slicing is much faster.\n",
    "1. Notice that the last step of the simulation goes past time $T$.  Modify the code so that the last step is adjusted to exactly reach $T$.\n",
    "2. Change the code so that animation of the solution versus time is plotted.  You will want to accumulate frames of the solution in a list and then use the same kind of code we used above to animate the exact solution.\n",
    "3. Add some code to plot the exact solution.\n",
    "\n",
    "*Extra credit*: change the left boundary condition so that there is a sinusoidal wave coming in from the left:\n",
    "$$u(0,t) = \\sin(20 \\pi t).$$\n",
    "What do you notice about the sinusoid as it moves into the domain?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After making it through the exercise above, you should feel pretty comfortable with the basics of scientific programming in Python."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The CFL condition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at the line of code that sets the time step:\n",
    "```python\n",
    "    dt = 0.8 * dx / a \n",
    "```\n",
    "You might be wondering where that formula came from.  Rearranging that equation, we have\n",
    "$$a \\frac{\\Delta t}{\\Delta x} = 0.8.$$\n",
    "The quantity $\\nu = a \\frac{\\Delta t}{\\Delta x}$ is the distance the exact solution moves during each time step, in units of grid cells.  It is referred to as the *CFL number* or just the *Courant number* after the authors Courant, Friedrichs and Lewy who [established its importance](http://www.stat.uchicago.edu/~lekheng/courses/302/classics/courant-friedrichs-lewy.pdf).  Try the following values of $\\nu$ in the code above, and compare the results with those you obtained already using $\\nu=0.8$.\n",
    "1. $\\nu = 1.0$\n",
    "2. $\\nu = 1.5$\n",
    "3. $\\nu = 0.1$\n",
    "\n",
    "Finally, try setting $a$ to a negative value.  What happens?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results you have observed can be explained as follows.  Over a time step of size $\\Dt$, the solution moves by an amount $a \\Dt$.  So $q(x_i,t_n)$ should be given exactly by $q(x_i-a\\Dt,t_{n-1})$.  This is referred to as the *domain of dependence* of the solution.\n",
    "\n",
    "The upwind method uses the values $Q_i^{n-1}$ and $Q_{i-1}^{n-1}$ to compute $Q_i^n$.  The points $(x_{i-1},t_n)$ and $(x_i,t_n)$ (as well as the locations of solution values they depend, and the ones those depend on, and so forth) are the *numerical domain of dependence*.\n",
    "\n",
    "For this to work, the true domain of dependence $x_i-a\\Dt$ must lie within the numerical domain of dependence, as $\\Dt,\\Dx \\to 0$.  This is known as the [CFL condition](http://en.wikipedia.org/wiki/Courant%E2%80%93Friedrichs%E2%80%93Lewy_condition).\n",
    "\n",
    "For the upwind method, that means that we must have\n",
    "$$x_i - \\Dx \\le x_i - a \\Dt \\le x_i$$\n",
    "or in other words\n",
    "$$0 \\le a \\frac{\\Dt}{\\Dx} \\le 1.$$\n",
    "\n",
    "If the CFL condition is violated, the information that is used by the numerical method doesn't include the true information that influences the exact solution, so the numerical solution cannot be convergent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Lax-Friedrichs method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The upwind method gets its name from the fact that it uses the value $U_{i-1}$ and not $U_{i+1}$.  Assuming $a>0$, the correct solution value $U_i^{n+1}$ should come from a point to the left of $x_i$ at time $t_n$ (i.e., the wind blows to the right, so $x_{i-1}$ is *upwind* of $x_i$).\n",
    "\n",
    "This bias is fine for the advection equation, where we know everything moves in the same direction.  But for more complicated conservation laws, things may move in either direction.  It will be useful to have a method that uses information from both directions.  The simplest such method is known as the **Lax-Friedrichs** method.  For the conservation law $q_t + f(q)_x$, this method is\n",
    "\n",
    "$$Q_i^{n+1} = \\frac{1}{2}(Q_{i-1}^n + Q_{i+1}^n) - \\frac{\\Dt}{2\\Dx}\\left(f(Q_{i+1}^n) - f(Q_{i-1}^n)\\right).$$\n",
    "\n",
    "Notice that the flux difference term clearly approximates $f(q)_x$.  Meanwhile, the value of $q$ itself is approximated by taking the average of two neighboring values.  This average makes this method dissipative too (but it ensures that the solution is stable)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. What does the CFL condition imply for the time step when using the Lax-Friedrichs method?\n",
    "\n",
    "2. In the cell below, implement the Lax-Friedrichs method for advection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Extra credit*: Compute the norm of the difference between the approximate and exact solution.  How does it change if you decrease $\\Dx$?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The methods we have used so far (i.e., the *upwind method* and the *Lax-Friedrichs method*) are both dissipative.  Furthermore, both of these methods are only *first order accurate*, meaning that if we reduce the values of $\\Dt$ and $\\Dx$ by a factor of two, the overall error decreases only by a factor of two.  In [Lesson 3](Lesson_03_High-resolution_methods.ipynb), we will learn about more accurate methods.  But first, in [Lesson 2](Lesson_02_Traffic.ipynb) we'll look at a model for traffic flow."
   ]
  }
 ],
 "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": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}