simpegSeis/notebooks/SeismicRefraction_model2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# add simpegseisc directory to path\n",
    "import os\n",
    "if '..' not in os.sys.path:\n",
    "    os.sys.path.append('..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: pylab import has clobbered these variables: ['linalg']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n"
     ]
    }
   ],
   "source": [
    "from simpegseis import *\n",
    "%pylab inline\n",
    "from SimPEG.Utils import mkvc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You are good to go:)\n",
      ">> Stability information\n",
      "   dt: 8.00e-05 s\n",
      "   Optimal dt: 1.09e-04 s\n",
      "   Cell per wavelength (G): 1.60e+01\n",
      "   Optimal G: 1.60e+01\n"
     ]
    }
   ],
   "source": [
    "# Step1: set time\n",
    "dt = 0.8e-4\n",
    "ntime = 1700\n",
    "time = np.arange(ntime)*dt\n",
    "# Step4: set mesh\n",
    "cs = 0.5\n",
    "cs = 0.5\n",
    "hx = np.ones(500.)*cs\n",
    "hy = np.ones(200.)*cs\n",
    "mesh = Mesh.TensorMesh([hx, hy], 'CC')\n",
    "# Step2: set Tx and Rx\n",
    "tlag = 0.008\n",
    "options={'tlag':tlag, 'fmain':100.} # You need to set waveform to set Tx\n",
    "nrx = 99\n",
    "xtemp_rx = np.arange(nrx)*2.5+2.5+mesh.vectorCCx.min()\n",
    "xy_rx = np.c_[xtemp_rx, np.ones(nrx)*mesh.vectorCCy.max()]\n",
    "rx = AcousticRx(xy_rx)\n",
    "\n",
    "tx = AcousticSrc(np.r_[mesh.vectorCCx.min(), mesh.vectorCCy.max()], time, [rx], **options)\n",
    "# Step3: set survey (pass txlist)\n",
    "survey = SurveyAcoustic([tx])\n",
    "wave = tx.RickerWavelet()\n",
    "# Step5: set problem (pass mesh) and pair with survey\n",
    "prob = AcousticProblemPML(mesh)\n",
    "prob.pair(survey)\n",
    "# Step6: set boundary\n",
    "prob.setPMLBC(20, dt, bcflag='left', const=1.)\n",
    "prob.storefield = True\n",
    "# Step7: set velocity model and check stability\n",
    "v = np.ones(mesh.nC)*800.\n",
    "v[mesh.gridCC[:,1]<30.] = 2300.\n",
    "v[mesh.gridCC[:,1]<0.] = 1500.\n",
    "prob.stabilitycheck(v, time, 100.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.collections.QuadMesh at 0x7f6194b9da90>,)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6194cbfc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mesh.plotImage(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f6165815e50>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ni8AOQZKaqXQgvPWtvW1r4lFGu3ZlZy6fdlqxGiWpyiobCDt39t4hnHoq7Nhx7P7vfw9v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\nSJIAA0GS1GAgSJIAA0GS1GAgSJIA+H9bwH19wsu7WQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6194bed350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(time, wave)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> Start Computing Acoustic Wave\n",
      ">> dt: 8.00e-05 s\n",
      ">> Optimal dt: 1.09e-04 s\n",
      ">> Main frequency, fmain: 1.00e+02 Hz\n",
      ">> Cell per wavelength (G): 1.60e+01\n",
      "  Src at (-124.75, -124.75):    1/   1\n",
      ">>Elapsed time: 4.35e+01 s\n"
     ]
    }
   ],
   "source": [
    "# Step8: run forward\n",
    "U = prob.fields(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Step9: project data\n",
    "data = survey.projectFields(U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0333333333333\n"
     ]
    }
   ],
   "source": [
    "print 50./1500."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f61657f2950>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iGaW9IemuAVN4VB6KrY1iFVbW+7YdstVf6TJRTISTcdg9Q2ozr94048ha78DM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\nB3jfi/P+7WJhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6167cd99d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "icount = 1699\n",
    "fig, ax = plt.subplots(1,1, figsize = (8, 5))\n",
    "extent = [mesh.vectorCCx.min(), mesh.vectorCCx.max(), mesh.vectorCCy.min()-mesh.vectorCCy.max(), mesh.vectorCCy.max()-mesh.vectorCCy.max()]\n",
    "ax.imshow(np.flipud(U[0][:,icount].reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'binary', extent=extent)  \n",
    "ax.imshow(np.flipud(v.reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'jet', extent=extent, alpha = 0.2)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(99, 1700)\n"
     ]
    }
   ],
   "source": [
    "print data[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_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",
       "  }\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_imgCTQORRUEPAEXQTJI\">\n",
       "    <br>\n",
       "    <input id=\"_anim_sliderCTQORRUEPAEXQTJI\" type=\"range\" style=\"width:350px\" name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\" onchange=\"animCTQORRUEPAEXQTJI.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.slower()\">&#8211;</button>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.first_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+Hj8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAgaeZk4EQAAASlJREFUKM/dkj9LQnEUhp9zr3bpj1uBcKGiJWxzLWivKAIRjIhcCqcgqJbKRagPICiVSVEuNTu0tLYGUg4tkRGUdxLJ0u79Ndxr5FfwTO/L+xzO4XCgO+v2T70AFU+/A/Dhmlzg6Pr0DKAMwOH4zQxAAbAkv2xNeF2RoQUVc1ytgttXUbWVdN1dOPE8pz4j4APQsdFtKA0WY6vpKjqvVciHnvZTS6Ja4HgggJLs7MHxl9nCh8NYcO+iGG0agiaC4h9oa6Vsw2yiK+QHSZT934YoEQABNBcTNDszsrhm1m1B+bFS86PT6QFppx6oeSaeOwlMXRp1h4aK13Y2kuHhUo9ykPboPvFjeEvsrhTMt3ylHyB0r8KZyYdCrbfj4OveoHMANjuyx+76rV+/blxKMZUnLgAAAABJRU5ErkJggg==\"></button>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.previous_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+Hj8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAgyTCyQ6wAAANRJREFUKM9jYBjO4AiUfgzFGGAp4+yayUvX6jMwMDCsYmBgOCS4OAOrSYmMgcc8/pd5Q3irC+Neh/1AlmeBMVgZmP8yMLD8/c/cqv9r90whzv/MX7Eq/MfAwMDIwCuZdfSV8U8WDgZGRmYGrAoZGRgY/jO8b3sj/J2F6T8j4z80pzEhmIwMjAxsSbqqlkeZGP//Z8SlkJnhPwMjwx/Guoe1NhmRwk+YGH5jV8jOwMPHzcDBysAwh8FrxQwtPU99HrwBXsnAwMDAsJiBgYGBoZ1xmKYqALHhMpn1o7igAAAAAElFTkSuQmCC\"></button>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.reverse_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,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\"></button>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.pause_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+Hj8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAkR91DQ2AAAAKtJREFUKM9jYCANTEVib2K4jcRbzQihGWEC00JuNjN8Z2Q0Zo3VYWA4lL005venH9+c3ZK5IfIsMIXMBtc12Bj+MMgxMDAwMPzWe2TBzPCf4SLcZCYY4/9/RgZGBiaYFf8gljFhKiQERhUOeoX/Gf8y/GX4y/APmlj+Mfxj+MfwH64Qnnq0zr9fyfLrPzP3eQYGBobvk5x4GX4xMIij23gdib0cRWYHiVmAAQDK5ircshCbHQAAAABJRU5ErkJggg==\"></button>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.play_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,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\"></button>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.next_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+Hj8y/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH3QURCAkd/uac8wAAAMhJREFUKM9jYBie4DEUQ8B+fEq3+3UrMzAwMFxjYGBgYJizYubaOUxYFUaXh/6vWfRfEMIL/+//P5gZJoei4/f/7wxnY1PeNUXdE2RgYGZgYoCrY2BBVsjKwMDAwvCS4f3SG/dXxm5gYESSQ1HIwvCPgZmB8f8Pxv+Kxxb/YfiPJIdi9T8GJgaG/38ZFd4Fx0xUYsZt4h8GBgb2D2bLy7KnMTAwMEIxFoVCXIYr1IoDnkF4XAysqNIwUMDAwMDAsADKS2NkGL4AAIARMlfNIfZMAAAAAElFTkSuQmCC\"></button>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.last_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,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\"></button>\n",
       "    <button onclick=\"animCTQORRUEPAEXQTJI.faster()\">+</button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_selectCTQORRUEPAEXQTJI\" class=\"anim_control\">\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",
       "</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_imgCTQORRUEPAEXQTJI\";\n",
       "    var slider_id = \"_anim_sliderCTQORRUEPAEXQTJI\";\n",
       "    var loop_select_id = \"_anim_loop_selectCTQORRUEPAEXQTJI\";\n",
       "    var frames = new Array(0);\n",
       "    \n",
       "  frames[0] = 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\"\n",
       "  frames[1] = 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\"\n",
       "  frames[2] = 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\"\n",
       "  frames[3] = 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       "  frames[4] = 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\"\n",
       "  frames[5] = 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cSiCvokQy7LkcrkUHx+v5ORkpaWlqW9fnzIzBygzM1P9+/dXamqq3G63KirKlZeXrx07tuuLL77Q9u07lJeXp4qKCnm9XnXv3kNpaWnq0aOHkpJCp707naFr/gQCTQ99cdVnAABOHAHUDmVlZZK+ud6P0+mU2x0nr9ejxMREJScnKzU1Venp6crI6Cufr68yMvoqLS1VCQkJqq+vV1FRsfbv36cdO3Zo27Zt2r17twoKClRVVdUkfnr27Knk5ORm636CrRz6In4AADhRBFA79OjRU06nQ263W3FxcfJ6vY0WKndXamqqevXqpV69eistLU0pKSlKSIiXJB09elSFhUX6+uuvtHNn6Do/+/fvV0nJIdXV+RUfH6+UlBSlpqYpNbVnw7qfb876CgSCDQuuA5HT34kfAABODgHUDuPGnSWXyyWPxxOJn6SkJHXrlqzu3VOUnJzcJFxs29bRo+U6fLhUBw4c1L59X2vPnj36+uuvVVRUpPLycgWDQSUkJKh79+7q2bNno0XPzeOnXoFAfSR+WPgMAMDJI4Da4eKLL5bT6YxEUFxcKIQ8njjFxXki63Tq6vw6erRcZWWHVVhYpPz8POXlhb4KCwtVVlam2lq/XC5nJJp69uyplJQUdesWuthh4/gJLXqub3a/LwoIAICTRQC1wxlnnKHQjU6bXgE6dEaYXxUVFSovP6rS0lIVF5eooOCgDh4sUEFBgYqLi3TkyFHV1FRLsuT1epSU1E3du6coJSX0FV7wHL7Sczh+6uvrm13tmfgBAKAjnNYBNHfuXK1Zs0Yej0dDhgzRs88+q+TkZElSbm6unnnmGblcLv33f/+3Jk2a1Ob7eDyeyOGo+vq6yLV/KisrVVZWptLSwyopKVFxcbGKigpVXFys0tJSlZeXq6amRsGgrbg4txISEpWc3E3du3ePzPokJCTK6/U0OtuL+AEAoLNZtn36rip56623dNFFF8nhcOiuu+6SZVnKzc3Vl19+qVmzZmnz5s3Ky8vThAkTtHPnziYzPGGWZen5599uuPaPX9XV1aqqCt3r68iRIyorK9OhQ4d0+PBhlZaWqqysTJWVlaqpqVEgEIgcNguvGUpJCR36SkpKaljvEyeXy9lwnZ9g5Fo/39zuIjyS0/aPCQDQhaxatVincRpEnNYzQBMmTIh8f8455+jll1+WJL366quaOXOmXC6XBg4cqOzsbG3atElnn312q++zefMm1dfXy+/3y+8PRVBlZZUqK0P3/Ap/VVdXy++vk2U5lJCQIKfTJa/Xo/j4eCUmJikpKVFJSd2UmJggr9fbsN7HapjpsZvEzze3uQAAAB3ttA6gxp555hlde+21kqT8/Hyde+65ked8Pp/y8/Pb/Nmtn33U7EKI9U2+VF+neLclrytedpI3cnFEl8uluLg4eTyeyBlkcXFuxbktuayArEBQCoau8ixbcthB2cGgLDsoh+zI/wAAQMc65QNo4sSJKiwsjDwOX5354Ycf1uTJkyVJDz/8sNxudySAvi132c7Ie4diJZQltm0raAWluNChMofDEblQostlR77croBcLr9c7hq5HE455ZIj6GixqNq2bTX+nyyF/tloKpIcAgDg5J3yAbR+/fpjPr9kyRK9/vrr2rhxY2Sbz+fT/v37I4/z8vLk8/nafI9tjWaHUhMT1bNbN0mKxI4VehD6PhJALjmdTjmdTjkavizLkhqiJ3x8NXyfr4aNrQ/Astp+DgCAk5BfXKwDJSWxHkbUndaLoNeuXas777xTf/vb35SamhrZHl4E/cEHHyg/P18TJ0485iLoy848s83PCN8ew+FwRL7C4RP+crlccjmdcrpcoecdDslqeVp945ml8B9L8zg6bf+wAABdwuJVq1gEfaq75ZZb5Pf7NXHiREmhhdCLFi3SiBEjNGPGDI0YMUJut1uLFi1qNX7CrGaxEtkW+qZJ/DgsS47G8dPwT6vh8Fhrn2MTNwAARNVpPQPUESzL0uSzzorETuPt4TU/4fCxGmZ3HE6nHA5HZNYnfFgs8vqGQ2FW48NhjWZ/wttaOzTGHxYAoDMxA4SI8NoeSU1CKLz+x2qY/WkcOk6HIxQ/UuS55jNAjQOn8V81E/7iAQAQSwRQO4QDqHEEWc2iJvyaxuuALCkyG3SsQ2zkDgAA0UUAtUP4Hl1Sy7U/TRZBNxwGczgcLeKnyexP4xhqtti5rcXPEqEEAEBHIYDaweX6ZjeF40aNoiYcPq1+3yx+rGbx09qhLw6BAQDQuQigdmiyBqhZzERmeEIbmm5rHj/hN2zvWV/M/gAA0CkIoHZwOZ2Rw1atRk2z2aDw4bFW2S1vbtHqdX8AAECnIYDawdnoEFhkFqdZCDU+tb3Vw11qfRanzfghhAAA6DQEUDtYrczoND7sFXnc7DpBx9PmbA/xAwBApyKA2sHldDbd0ErotDXr05bm8XOsQ1/kEAAAHYsAao824ubbzviEtXnKe+jBiY4SAAC0U0wCaMOGDXrzzTe1efNmFRQUSJL69Omjs846S5dccokmTJgQi2G1KXz469tETnONI6et75vHDykEAEDnaONUpY5n27aeeuopZWdna+LEiVq6dKmcTqfGjBmjMWPGyOl0atmyZZo0aZKGDBmiJ554QsFgMFrDO6a2bmLaXseNn4Z7gQEAgOiI2gzQ6NGjdeTIEc2ZM0c/+tGPNGzYsFZft2PHDj3//PPKzc3V//zP/+izzz6L1hA7XLtmfdr62U4ZEQAAkKIYQD/96U/1s5/9THFxccd83dChQzVv3jzdc889evLJJ6M0uo51rAXOLeKnlRgifgAA6FyWzZX3jsmyLN1y9dXHfV1ru/G4sz7EDwCgi1m8apURF+XlLLCT0NZfkOOe4t7Wz3XIqAAAwPHELIC2bt2qlStXav/+/aqpqWnynGVZWrp0aYxG1lK71uy0M4aIHwAAYi8mAfTcc89pzpw5sixLvXv3brEu6GTOuIqmdkdPaGPb79NRAwIAAO0SkwB68MEHdeWVV+qPf/yjunfvHoshfCsnMwPU8GTbT53IgAAAwEmJSQAVFBToiSeeOCXiR/qWd2jnFHcAALq8qF0IsbFzzz1XW7dujcVHd47whQyPEz+2iB8AALqCmMwALViwQNOmTVNqaqomTZqkHj16tHhN87uvdwkneFog0QMAQNcSkwDq37+/zjzzTP34xz9u9XnLslRfXx/lUR3DSVwPgfgBAKDriUkA/exnP9NLL72kqVOnKicn57hXhz7VED0AAHRtMQmg1atX63e/+51uu+22WHx8pyB6AAA4dcQkgBISEjRixIhYfHSHIXgAADh1xWSl8Zw5c/SnP/0pap/32GOPyeFwqLS0NLItNzdX2dnZGj58uNatW3fMn7db+QIAAKeumMwAZWZm6oUXXtDEiRN16aWXtnoW2A033NAhn5WXl6f169crMzMzsm3r1q1asWKFtm7dqry8PE2YMEE7d+48Za5ADQAATk5MAuimm26SJO3bt08bNmxo8bxlWR0WQL/85S/1u9/9TlOmTIlsW716tWbOnCmXy6WBAwcqOztbmzZt0tlnn90hnwkAALq2mATQ3r17o/I5r776qvr3769Ro0Y12Z6fn69zzz038tjn8yk/Pz8qYwIAALEXs0NgHWXixIkqLCyMPLZtW5Zl6aGHHtIjjzyi9evXd9hnAQCA00NMAqgjtRU4n3/+ub766iuNGTNGtm0rLy9PY8eO1aZNm+Tz+bRv377Ia/Py8uTz+dr8jM2NbtvRNy1Nvl69Ou5fAACAGMovLtaBkpJYDyPqonYW2NixY/X666+3+/Wvvfaavvvd757w540cOVIFBQXas2eP9u7dq379+umjjz5S7969NWXKFL344ovy+/3au3evdu3apfHjx7f5XuOGD498ET8AgNOJr1evJv+dM0XUZoCuvfZazZo1S927d9e1116r8847TyNHjlRqaqok6dChQ/r000/17rvv6sUXX1RZWZn+3//7fx32+ZZlRe7qPmLECM2YMUMjRoyQ2+3WokWLOAMMAACDWLZ9Eje6+pYOHTqkxYsX6+mnn9a+fftaRIdt2+rXr59uvPFG/eIXv1CvLjDbYlmWfjF1aqyHAQBAVCxetUpRTIOYiWoANbZt2zZt3rw5soA5PT1dZ511loZ3sek3AggAYBJTAihmi6BzcnKUk5MTq48HAAAGi8mtMAAAAGKJAAIAAMYhgAAAgHEIIAAAYBwCCAAAGIcAAgAAxonZafB79uzRihUrtG/fPtXU1DR5zrIs/fGPf4zRyAAAwOkuJgG0atUqzZgxQ8FgUL1795bH42nyPLelAAAAnSkmAXTvvffqggsu0PPPP98lbncBAADMEpMA2rNnjx577DHiBwAAxERMFkHn5OTo0KFDsfhoAACA2MwAPfroo7r99tt19tlna/DgwbEYwrcSyEiO9RAAAEAHiloA/eAHP2jy+NChQxo+fLiys7PVs2fPJs9ZlqW//vWv0RracQUyUmI9BAAA0IGiFkAOh6PJ2V3Dhg2L1kcDAAA0EbUAeuedd6L1UQAAAMcUk0XQy5Yta3MRdGlpqZYtWxblEQEAAJPEJIDmzJmj3bt3t/rc3r17NWfOnCiPCAAAmCQmAWTbdpvPVVZWyuWK2R06AACAAaJWGh9//LG2bNkSebxmzRp9/vnnTV5TXV2t5cuXKzs7O1rDAgAABopaAK1evVrz5s2TFDrN/eGHH271dampqdwIFQAAdKqoBdDtt9+u66+/XrZta/DgwXrllVd05plnNnmNx+NReno6N0MFAACdKmoBlJKSopSU0AUF9+7dq4yMDMXFxUXr4wEAACJisto4MzNTkvT222/rvffeU35+vnw+n84991xdeOGFsRgSAAAwSEwCqLS0VNOnT9fbb78th8OhHj166PDhw7JtWxdeeKFWrFjR4vYYAAAAHSUmp8Hfeuut2rx5s/7v//5P1dXVKi4uVnV1tZYtW6bNmzfrtttui8WwAACAIWISQGvWrFFubq5+9KMfye12S5LcbrdmzZqlhx56SK+++mqHfdaCBQs0fPhwjRo1SnfddVdke25urrKzszV8+HCtW7euwz4PAAB0fTE5BOZ0Otu81s+wYcPkdDo75HPeeecdrVmzRp999plcLpdKSkokSVu3btWKFSu0detW5eXlacKECdq5cydnnwEAYIiYzABdeeWVevHFF1t9bvny5Zo6dWqHfM7ixYt11113Ra4snZaWJil0TaKZM2fK5XJp4MCBys7O1qZNmzrkMwEAQNcXkwCaPHmy3nrrLV1++eVasmSJ3njjDS1ZskSXXXaZNmzYoClTpmjjxo2RrxO1Y8cO/e1vf9M555yjCy+8UP/6178kSfn5+erfv3/kdT6fT/n5+Sf97wUAAE4NMTkEdvXVV0uS9u/frzfeeKPF8z/84Q8lhe4ZZlmWAoFAm+81ceJEFRYWRh6Hf+ahhx5SfX29Dh8+rPfff1+bN2/W9OnTtWfPng7+twEAAKeamATQ22+/3WHvtX79+jafe+KJJ3TVVVdJksaNGyen06lDhw7J5/Np3759kdfl5eXJ5/O1+T5bNn4Q+T5jkE8Zg/p1wMgBAIi9g3vzdHCveUdBYhJA559/flQ+Z+rUqdq4caPOP/987dixQ36/X6mpqZoyZYpmzZqlO+64Q/n5+dq1a5fGjx/f5vuMvejsqIwXAIBoyxjUr8n/sf/oHTPWxMYkgMJKSkr0/vvv69ChQ5o8ebJ69uypmpoaxcXFyeE4+eVJc+bM0Q033KBRo0bJ4/Fo2bJlkqQRI0ZoxowZGjFihNxutxYtWsQZYAAAGMSybduO9ofatq25c+dqwYIF8vv9sixLmzdv1tixY3XJJZfovPPO07333hvtYbXKsiz95MFbYj0MAACi4o/3LVAM0iDqYnIWWG5urhYuXKj77rtPH3zwQZMdPXnyZL322muxGBYAADBETA6BPf3007rvvvt09913tzjDKysrS7t3747FsAAAgCFiMgOUn5+vc845p9Xn4uLiVFlZGeURAQAAk8QkgHw+nz7//PPffkhEAAAUj0lEQVRWn/vkk080aNCgKI8IAACYJCYBNH36dD344IP6xz/+EdlmWZZ27Nihxx57TDNnzozFsAAAgCFiEkAPPPCAcnJy9IMf/CByU9Tp06dr1KhRys7ObnLXdgAAgI4Wk0XQ8fHxeuedd/SnP/1Jb775prKyspSamqp7771Xs2bNity8FAAAoDPErDScTqeuu+46XXfddbEaAgAAMFRMAqimpkYffvihDh48KMuylJGRoe9+97vyer2xGA4AADBMVAOotrZWc+fO1f/+7/+qtrY2cgFEy7Lk9Xr1i1/8Qo888oji4uKiOSwAAGCYqAbQFVdcoY0bN+rKK6/UZZddpgEDBsi2be3fv1+vvfaaHn/8cX355Zd6/fXXozksAABgmKgF0EsvvaS3335bK1eu1LRp01o8f+ONN+rll1/WNddco1deeUVXXXVVtIYGAAAME7XT4F944QXNmDGj1fgJ++EPf6jp06fr+eefj9awAACAgaIWQB999JEuv/zy477uiiuu0JYtW6IwIgAAYKqoBVBxcbEGDBhw3NcNGDBARUVFURgRAAAwVdQCqKqqSh6P57ivi4uLU01NTRRGBAAATBXVs8Dy8/O1Z8+eY74mLy8vSqMBAACmimoAXX311cd9jW3bsiwrCqMBAACmiloAPfvss9H6KAAAgGOKWgDNnj07Wh8FAABwTFFbBA0AANBVEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMM5pHUCbN2/W+PHjdeaZZ2r8+PH68MMPI8/l5uYqOztbw4cP17p162I4SgAAEG1RvRVGtM2dO1cPPfSQJk2apDfeeEP/9V//pbfffltffvmlVqxYoa1btyovL08TJkzQzp07uQUHAACGOK1ngDIyMnTkyBFJUllZmXw+nyTp1Vdf1cyZM+VyuTRw4EBlZ2dr06ZNsRwqAACIotN6Bui3v/2tvve97+nOO++Ubdv65z//KSl0V/pzzz038jqfz6f8/PxYDRMAAETZKR9AEydOVGFhYeRx+G7yDz30kBYsWKAFCxZo6tSpWrlypW644QatX78+hqMFAABdwSkfQMcKmh//+MeR56+++mrdeOONkkIzPvv374+8Li8vL3J4rDVbNn4Q+T5jkE8Zg/qd7LABAOgSDu7N08G95h0FOeUD6Fiys7P117/+Veeff742bNig7OxsSdKUKVM0a9Ys/fKXv1R+fr527dql8ePHt/k+Yy86O1pDBgAgqjIG9Wvyf+w/eseMNbGndQA9+eSTuvnmm+X3++X1evXUU09JkkaMGKEZM2ZoxIgRcrvdWrRoEWeAAQBgEMu2bTvWg+jKLMvSTx68JdbDAAAgKv543wKZkAan9WnwAAAArSGAAACAcQggAABgHAIIAAAYhwACAADGIYAAAIBxCCAAAGAcAggAABiHAAIAAMYhgAAAgHEIIAAAYBwCCAAAGIcAAgAAxiGAAACAcQggAABgHAIIAAAYhwACAADGIYAAAIBxCCAAAGAcAggAABiHAAIAAMYhgAAAgHEIIAAAYBwCCAAAGIcAAgAAxiGAAACAcQggAABgHALoNHNwb16sh2AE9nPnYx9HB/u587GPuyYC6DRzcG9+rIdgBPZz52MfRwf7ufOxj7smAggAABiHAAIAAMaxbNu2Yz2IrsyyrFgPAQCAqDIhDVyxHkBXZ8JfAgAATMMhMAAAYBwCCAAAGIcAOoWtXLlSI0eOlNPp1JYtW5o8l5ubq+zsbA0fPlzr1q2LbN+yZYtGjx6toUOH6vbbb4/2kE9p8+bNU79+/TR27FiNHTtWa9eujTzX1v7GiVm7dq1ycnI0dOhQzZ8/P9bDOW0MHDhQY8aM0Zlnnqnx48dLkg4fPqxJkyZp2LBhuuSSS3TkyJEYj/LU85Of/ETp6ekaPXp0ZNux9iu/L7oIG6esbdu22Tt27LAvvPBC+1//+ldk+5dffmmfccYZdl1dnb137157yJAhdjAYtG3btsePH29v2rTJtm3b/vd//3d77dq1MRn7qeiBBx6wH3vssRbbj7W/8e0FAgF7yJAh9ldffWX7/X57zJgx9tatW2M9rNPCoEGD7NLS0ibb5s6da8+fP9+2bdv+7W9/a//qV7+KxdBOae+++6790Ucf2aNGjYpsa2u/fvHFF/y+6CKYATqFDRs2TNnZ2S0Waq9evVozZ86Uy+XSwIEDlZ2drU2bNqmgoEDl5eUaN26cJOk//uM/tGrVqlgM/ZTVfF9Lbe9vnJhNmzYpOztbmZmZcrvdmjlzplavXh3rYZ0WbNtWMBhssm316tWaPXu2JGn27Nn8TjgB5513nnr06NFkW1v79dVXX+X3RRdBAJ2G8vPz1b9//8hjn8+n/Px85efnq1+/fpHt/fr1U34+Vyj9NhYuXKgzzjhDN954Y2RKu639jRPTfH/y97TjWJaliRMnaty4cXr66aclSYWFhUpPT5ck9enTR0VFRbEc4mmjqKio1f3K74uug9Pgu7iJEyeqsLAw8ti2bVmWpYcffliTJ0+O4chOT8fa3zfddJPuu+8+WZale+65R3feeWfkPyLAqeAf//iHMjIyVFxcHFmf0vxaZ1z7rHOwX7seAqiLW79+/bf+GZ/Pp/3790ce5+Xlyefztbkd32jv/v7P//zPSICyXzuWz+fTvn37Io/Znx0nIyNDktSrVy9NnTpVmzZtUnp6emQWqKCgQL17947xKE8Pbe1Xfl90HRwCO000XpsyZcoULV++XH6/X3v37tWuXbs0fvx49enTRykpKdq0aZNs29ayZct05ZVXxnDUp5aCgoLI96+88opGjhwpqe39jRMzbtw47dq1S19//bX8fr+WL1+uKVOmxHpYp7yqqipVVFRIkiorK7Vu3TqNGjVKU6ZM0ZIlSyRJS5cu5XfCCbJtu8Xv4db2K78vupCYLb/GSfvzn/9s9+vXz/Z6vXafPn3sSy+9NPLcI488Yg8ZMsTOycmx33zzzcj2Dz/80B45cqSdlZVl33rrrbEY9inruuuus0eNGmWPGTPGvvLKK+2CgoLIc23tb5yYN954wx46dKidlZVl5+bmxno4p4U9e/bYY8aMsc844wx75MiRkf166NAh++KLL7aHDh1qT5w40T58+HCMR3rqufbaa+2MjAw7Li7O7t+/v/3MM8/YpaWlbe5Xfl90DdwLDAAAGIdDYAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEGGDp0qVyOBytfvXs2bPDP++TTz7RvHnzVFZW1uI5h8OhBx98sMM/sz0qKirUt2/fDru5am1trfr166cVK1Z0yPsBiB5uhQEYwrIsrVy5ssVl912ujv818PHHH2vevHm67rrr1L179ybPvf/++01uyhtNubm58vl8HXa1Y4/Ho1//+tf61a9+pWnTpsntdnfI+wLofAQQYJAxY8Zo8ODBnf45dsNNZFsTq8v+V1VVadGiRXr88cc79H1nz56tuXPnavny5bruuus69L0BdB4OgQGIKCkp0c9//nMNGzZMiYmJGjBggGbNmqUDBw40ed3OnTs1bdo0paenKz4+XpmZmbrmmmsUDAa1dOlS3XDDDZKkrKwsORwOOZ3OyA1Omx8Ce+CBB+RwOLRr1y5dccUV6tatmwYOHKjf/OY3Lca3ZcsWff/731dCQoIyMzOVm5ur+++/Xw7H8X+Vvfjii6qurtb06dObbL/++uvVv39/ffjhh/q3f/s3JSQkKCcnR3/5y18kSfPnz1dmZqa6d++uadOm6dChQ01+PjExUZMnT9ZTTz3Vjj0MoKsggACDBAKBFl+N74ZTWloqj8ejRx55RGvXrtXvf/977dq1S+edd578fn/kdZdddpkOHjyoJ598UuvWrdP8+fPl8XgUDAZ1+eWX65577pEkvfzyy3r//ff13nvvRe5E3lx4puiqq67SxRdfrNWrV2vatGm6//77tXTp0sjrDh06pIsvvlhlZWV67rnntGDBAq1bt05Lly5tc7apsTfffFOjR49WYmJii88/evSorr/+ev30pz/VqlWr1Lt3b1199dW65ZZb9M9//lNPPPGE/vCHP2jjxo26+eabW7z397//fX3wwQcqLy8/7jgAdBGxvRUZgGhYsmSJbVlWq1+TJ09u8+cCgYC9f/9+27Ise9WqVbZt23ZJSYltWZa9Zs2aY36ew+Gwd+/e3eI5y7LsefPmRR4/8MADtsPhsJcuXdrkdaNGjbIvueSSyOO7777b9nq99oEDByLbqqur7fT0dNvhcBx3HwwePNieM2dOi+3XX3+97XA47L///e+RbZ9++qltWZadk5NjB4PByPY77rjDjouLa7LNtm373XfftR0Oh/3OO+8cdxwAugbWAAGGsCxLq1atarEIuvki5cWLF+vJJ5/U7t27VVlZGfnZ7du3S5JSU1M1ePBg3XXXXSooKNAFF1ygrKyskx7fZZdd1uTxyJEj9fHHH0cef/DBBzrnnHOazCR5vV5dfvnlWrJkyXHfv7CwUKmpqa0+l5iYqO9973uRxzk5OZKkCRMmNJldysnJUX19vQ4ePKi+fftGtqelpcm2bRUUFBx3HAC6Bg6BAQb5zne+o7Fjxzb5arwoesGCBbr55ps1adIk/fnPf9bmzZv1wQcfyLZt1dTURF731ltv6ayzztKvf/1rDR06VEOGDNETTzxxUmNrfjq+x+Np8pkHDx5U7969W/xcenr6SX2u1DICw2dz9ejRo8n2uLg4SWoyLgCnJmaAAES8+OKLmjBhgh599NHItq+++qrF6wYOHBiZdfn000+1cOFC3XTTTRo0aJAuueSSThlbRkaGioqKWmxv76xLenp6iwXMHaWkpESS1KdPn055fwAdjxkgABFVVVUtrmXzzDPPHHOR8ejRo/XYY49Jkj7//HNJodkbSaquru6wsZ1zzjl67733mpyRVl1drddff71dP3/WWWfp008/7bDxNPbpp5/K6XRq7NixnfL+ADoeM0CAIWzb1kcffaTi4uIWz40bN04Oh0OXXnqpHn30UeXm5mr8+PHauHGjVq5c2eS1n332mW677TZdc801ysrKUiAQ0LPPPiu3262LLrpIkjRixAjZtq2FCxdq9uzZcrvdGjNmzElddPGOO+7Q4sWLNWnSJN1///2Ki4vT448/Lq/X266zwCZNmqSbbrpJ5eXl6tat2wmPozV///vfNX78+A5/XwCdhwACDGFZlmbMmNHqc8XFxerZs6fuu+8+HTlyRH/4wx9UU1OjCy64QOvWrdPgwYMjkdGnTx9lZmbq8ccfV15enrxer0aNGqW//OUvOvPMMyWFZoXmzZunp556Sk8//bSCwaD27t2rAQMGyLKsFsHSVsA03p6amqqNGzfq1ltv1ezZs5Wamqqf//znKi4u1nPPPXfcf/+ZM2fqjjvu0EsvvRS5TtGxPr+1cbamsrJSa9as0cKFC4/7WgBdh2XbjS4CAgCnkGAwqLFjx6pXr15av379cV9/9913a/369frwww87bAyLFy/W/PnztX379sihPwBdHwEE4JRx3333KSsrS5mZmSopKdHTTz+tdevW6Y033tCkSZOO+/MVFRUaOnSoFi9e3CH3A6utrVV2drZ+//vftzm7BqBr4hAYgFOGZVn6zW9+owMHDsiyLI0ePVqrV69uV/xIUlJSUovbepwMj8cTucUHgFMLM0AAAMA4nAYPAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4BBAAADAOAQQAAIxDAAEAAOMQQAAAwDgEEAAAMA4BBAAAjEMAAQAA4xBAAADAOAQQAAAwDgEEAACMQwABAADjEEAAAMA4/x8u+wOuSOPgDgAAAABJRU5ErkJggg==\"\n",
       "  frames[6] = 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\"\n",
       "  frames[7] = 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\"\n",
       "  frames[8] = 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\"\n",
       "  frames[9] = 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\"\n",
       "  frames[10] = 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\"\n",
       "  frames[11] = 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VZqevGOZELRjx06/SS6dzvjNZ95IMC+IGabztBeA+jQ4OKhcLleuEJnrMO9zy/MHOX6nbq/PU07ZbCUAeUPtKyEo+HntEXhuKBBJrhscjWeP2qPTNAAkGwGoAV7flPBMz8FKhglBlc7AleBjhrPbs0B7TVuqCj2SrNBjRkMFg489T07lesJNPuGh+K4/Em1gYCCwDEU2m9W0adMkSXZT3oEDB7R//z6/gmOqQZ2dHWpra/P3S6czfifvwcGCBgcHNTAw4I9MMxWXQqFY7pfkzSrt9ZWqhCBvtFi2PJrMKQckbxSd3ffJcdzAdZrRa14ADIYjO6RWOq3Lr0SV75B1r0bzNwUAMFkQgBrgzQNkz/xsf7k6VvXGUbjyU9meCjT/eCOc7C/e6tFk4QAUFXy8awo2BVmv+NdszhHsjO1t6+zsUltbTtOnTw+Er1KppAMH+rRnz14//ORyufLCp23+JIyZTEaFgrd0R19fX2BYvuSFPNd1y01mCqwx5o0ic8v3J1UOimZ+IzPZouN3KE+lzMg5M+N0ZRSdd+3y762pCoXvkeQEFlQ1zZTlo5SPNcy/JACASYUA1ICuri5J1U1edpiJmhjRDjzhvkGV9bGkQqHkb7ObtsyyEXHBx76mqOBjP7dDkKkEhStIuVybpk+fYVWMvCH2AwP92r17tz8Ttd1k1dbmze/jzf7sdWSunsgxUw4xXhNZf7+30OrAgLfavBeQqqcDcJx0ufJTGTFmRtmlUsHqj/1+87hSFaqsV1bpOG33r3L9e0BVCACSgQDUgFoTIZrqgR1Ewks42HMHSQpUc+yJ/8LD5MOdrO2ME7dERPmMoWutNAt5S1dURq1JA/5r3rB1rxJkQtLQ0JB27ChqcHBQu3btKjdTeVWg6dOn+7NSZzLZcjAJLv7a1laZBFGShoaG/FmrBwcH/aHzZuoAr3N1Ud7uJkim/M9iqmrmM3jNh65KpcqCsuEw5N0700wW10Tm9Rmq9C+q3EF7sVoAwNRAAGqA+fKOEq7KBAOM2VYKbIsKPJL85pzgqDLJnhvHruRU1harsLfZS0XY11oJEG55UsIBf5+uLvmjwyqzVRe1Y8cODQwMaOfOncrlclafoKxyOa8qNDg46M/2bJrMvLl/KgHIhKp8fsgfRSYpMJ+RCTXhEW0mxARDkBcmvaY9c6+rw5DpBG2Gy9tNZJUgZN+r6max4CgzAMBkRgAapup+O+axvc2tE3gU2ifc76RS+ald6Ym+rqht4WBknpdKrr94qdcElFJXl6NcLquZM2eoUCgon88rnx/Snj27/eHxphLU1uZNcOg1j2X8EW3pdFptbW3+DNCZTMbqBzTkT9hYvjr/es1aZK6bVipVWRrE/m3e4wUhc59S/n22O0hXwpA9eszcn+ogVDlP5drsW2ve6zXNkYYAYLIiADWg0henwgQd+3mw6hMMQpUvy3DTVlSn26gv/MaawOJCT9Q+jlMZXl4JQWbG6E7lcm2aNWumhobyyufzKhSGdODAAe3bt89fib6zs1NdXZ1Kp9skyR/mb8JPR0eH2tpy/ur0pupjr3tm3lOZvNGV6xZUKkWNukuF+lqpPLKuEnhMB+qoySntqpx5vwmpkhtx7OCfiR1SK0Eq8o8CADCBEYAaYDejBLcHw4sdiqJCjhHuLxQ+Xli9KlBcc1h8tSoYkkx/mnzehCCv/057u1fdmT17tgYH8xoYGCwPox/Unj271d7erunTp2vatGnlJinvuOm01/TV1dWlrq4ufy0xb3RYvjxCzAsk4TmR7AkNw/fdu65ioI9ReFReJUTJvyYTdipNZK5cNxUZXEwYMlWhSufpwJ9I1Xvt1wlEADDxEYAaUOmbU/1aMHTUCjDB5h7rVWu/4VxVMMTYv0faHOa6ReXzUirVXx7a76itrV2dnZ066KDZGhjo1+DgQHlpjQHt2bNbu3fP0PTp0+U4TnlGaLfcFNap6dOnq6vLG2IvSfn8kAYHBzU4mPf7/tjroFUmhkyVqzbB0XKuWwxUiWqFIXOMdNoJVYWCTWLhyl3lftn9hqonWQz/2UUFIoIQAExcBKAG2HPNNCIcNuzf9dTar1awqX4tOJw7XCGyn1cCR6k8meFguVnJW5Yim81o+vTpeslLDvZHcO3bt099fX3avXu3P02AWXfMdH6eMWOGpk2bpmzWmw16aChfHvo+6PcBsgOQeWxmdvZWgg+GukrTmd2h21UqVarTTCa5bipQFao0TdrNZOH7W7nP8VWh6j8zwg8ATGwEoAYUCsX6Oyk8oV5FdV+eWmEo/rXg+9yqbXZTWPix2TcqBJlmMHt4eT4/qP5+sw5Yp9ravP5A/f196uvr09DQkAqFovbt26cdO3aoUCj48wF5S2ZM08yZM8sBKFMe9m4CUGWSRNOZ2QSgyuf3theLJT/MhKcGkOzqXGVV+UoYipqfSX5VyHVVnk+osqBrdWd1645bVSH7fnv9gSrXDQCY+AhADbDnlQmzA0j1qKDqSfWk6qAUPfoofIyqM/vvCQ57N1/2wW1xfYAq/Xac8rw6XjAwIWhgIKtsNlPu0Nypgw6ao76+Pg0MDGjv3n0aGBjQrl27lM/n/eHx06ZN07Rp0zRjhheAHMdRX1+fBgfN/D8DfuByHPnBxwx7D1anHJkCXGXfuOkHTKgyQarkz9ItOYEwZKpeXqhJl6tRXt8gr9N7/Ci9qOYxwhAATC4EoAZEjQILiyvqRDWBmeJHfCWo0rwStU/tWZ/NtviqU+Wh6wclSRHNQyUNDg4ol8v6w96nT5+mOXNe4q/8fuDAAe3du1d9fX3K5XKaMWOGpk+foWnTujRz5gx1dnZpaCivQsFbLd50pC4UispmHX/0V7ATcXCEXfC+VIfEcBiyR5iVSo6/3lilCuQEzmmClQlElckVq5cgscNQsPO7qprIgmEo7s8KANAKBKBxFm6yqZ4hOsh8cdov1WoyszsxB0NO9OPo89mPSyqVUpK8EFQoFMqrurcpk8mqvb1dBx00W4XCkIaGvJ/du3drYGBQuVy2HGikjo5OTZs2XR0d7SoWvYVSzVB6uwN0pRNzsFpWPX1A4KojA2d0Vcj1g5B9v0wTWeVzV6YGqISklFKpShi0R5GZ6o93nuprCFeGaneEBwA0GwGoAcMbnRV3jOg5ecIaHcFlN23Fj/4Kj1qqrkhFjQhLpVQOQaYKlFc2O6C2tpza29s1bdq0chNZXvv379f27Tu0b99eZTJeZ2lJam9vL68a366+vn5/1mlvDTJzLWax2JTCwTA8d1L156quaNmfJdzkF/6M3uOS1RwWrAqZ43r9guyqUHCW6XAYsoXDUHUQqvwZAQCaiwDUgPCSDCNVr/rTiLgv+OjzVCoU1SGpOhzFna9Q8NbvMktetLe3a+bMmRoYGND27duVSjkaGPCW0xgcHJQkv9nMG9UllUpFv4O15E2YmMmY4e/RAcj+DKGritgW1eRUOV742Pb9sEfDxTWReeHKm7TRe0/J75tU3TwWHYbs81IVAoDWIgA1wDSV1Nd4qIn7oq5XKapd8VHV9qhRYfYXb62mtsrQeK8v0IEDaWWzOX99r2nTvHl+stmsikVvCQvTvGWChFc1MQudesPeTfAx64lVJkAcTQiIDoHhpkE7pITvSbFYmWcoKgxVDmNWqveqQtVzCgUDUfie2o9rzS0EABg/BKAxNbov8MoXbo0zxPTtqfdlW28fMxTePq7d7yWfz8txHLW3tymf95a4yOWy5aUuvMVOS6Wif0xvIVVvuLu38Kn3mllA1asAefMMmckPw1WckVbJbFHTBNS6N5UwZO5FdRgy201TnNcEVooMP3FhKOp5uAmOMAQA42ds2nYmqAsvvFBLlizRy1/+cr3jHe/Q3r17/dfWrl2rnp4eLVmyROvXr2/hVRp2vxZn2D/Bzr2V2ZCjtjciXKmojOIa0ODgoL92WDab9fv7dHR0lINQSYODg9q/f7/279+v/v4+FQre/plMxm8ey2SyymTSfj8g89kr129/xtEL9v+JvxemictUd7zqVlGlUlHBCRTt/kep8kKw1bNa2/McRVXZ7B97/TKvqsWMigAwHqZ0AFq9erV+97vf6de//rV6enq0du1aSdLvf/973Xzzzdq4caPuvPNOXXDBBWNSbWitqKAQNfIpOiSZ/QLv9pt+vN/FYlGDg3n19fWrr6+/XBVKqbOzU7NmzdKsWbPU2dkp13XV13dAu3fv1q5du7Rv3z4NDnrD5jOZjLLZrD9nUPj84cdmSY5Kk9roA1GjQbASTCojwQqFYnkW61K5H1B105tZSy0chkyn70rFK+584UoSQQgAxtqUbgI78cQT/cevfvWr9YMf/ECSdNttt2nNmjXKZDJauHChenp6tGHDBr3qVa9q1aWOitcE4z8Lv9rA+yudpsNhqHqOnaIGBgbKgcCrikybNk0HH3ywhoaGNHPmTDmOo3379vmhZWCgX/n8oBzHUTabtZa/SFl9lEqBaw1PGxC+Hte1P3OU+oEhqhoTe7RAp2ynPJN1JZxVAlo4YJlmPe/Hrh55M1JXd54O/44auRf6JHU/KwAgaEoHINs3v/lNvfvd75Yk9fb26oQTTvBf6+7uVm9vb+x7MyqM+/WNyngWBxxJaVduuWDhFPMqDJTkDvV5nZpLQ5rZ1aa29EtUKpW86k7K1cD+3Srl+yR5S4kUC0PKqCAn48hNmxmgXTkqyHEdOaXoqkzVNitX2IEler4go8EbZJ2qZkXQH8bvSCXvjZVKmSNHdhgKX7OklN3k5UrlYORa1xk4vxnFZ84bmAJg7JoIASBJJn0AWrVqlbZu3eo/N51JP//5z+uUU06RJH3+859XNpv1A9BwHaIXx+RaJzX7O7bgSAVJrquS66qYLcrNuOVRXnmlUv1K51NyClaFp1SSHKmUjh6t5ZhWnlDzlFPry738kuu6gcZct8bitQ1nRadOCCofLHD9cir/c0wMqg5wruvKdSRXrtyUd29cx3rNdYOfLXwc+7wmaDX6uQAAkqZAALrnnntqvn7dddfpjjvu0H333edv6+7u1qZNm/znmzdvVnd3d+wxfvLoo/7jBYceqgXz5o3iiqcA00RTfmq+7O2x4q4klUpyI/oVhZt2wsd2rddq7jsCjsaxYOZNuBS45vAw/MC1mH0dR47r1ryuWscBgNH44wsv6I9btrT6Mppu0gegWu666y596Utf0k9+8hO1tbX520899VSdffbZ+vCHP6ze3l499dRTWrlyZexxXnfccc243EnLcZxgGLK/qCOqKFWdrcM7lENBcNMwAkCwU9S4ippnqJHrrBXE6s0FVev8ADBcC+bNC/yH/c9+85sWXk3zTOkA9P73v1/5fF6rVq2S5HWEvuqqq7R06VKdddZZWrp0qbLZrK666iq+REYhbm6i0Yj6Yo+qBkUFhXoBYjyqQK6qg1zUNim6ChauGkWew41eAgUAMHyOO/nHf48rx3H0ifPOa/VlTEj+uKjQX6FK/5Ta76u1j//6CJchqdUPKOo6Il9v8P8agc8bnmpA0aHQLTd5BYa7h7ZFXUNU2PSbIAFgDFx63XVTYGqY+qb0PEBojuFOtDic2Xzc8sSAI7iohq6j9iGGP2mkaiyDMdzzD8fU/6cKAMYWAQgjVusLfEwrEuVRZOPxXyQjuc7Ydb7qnqzSSXykzVfhGboBACMzpfsAYfw1tenFDh5j2O/IfvdwmsUaHe1VfcJKJ+24CSeH0xEaADB8VIAwOZmpoCOXjhi5qjmWx7Gj8Ug7jxOMAGD0CECY/Kww5D2trhKN7+mtqtBoDsSoLgBoGgIQphY7DI2wUjLSGOIHoUbOS9gBgJYiAAERWhVPRnNeGsYAoHEEIIwPM+LJ/hkBN/QzUYX75VT104kZ/TXaatNY9HsCgCRiFBjGVo1h3q40rGapqD3jZlduhZHOxhwe4cWILwBoPipAGBvlKk+tyRCHNdJphK+Np6gh8KMKLjXuB4EIAMZXSypA9957r+6++2499NBD2lJegfbQQw/VK1/5Sp100kk68cQTW3FZGKkGZ4Aeyy91f/HVMTuTuuf9AAAgAElEQVTiMM4d0dzV0AzYoWHvDU+maO9H52kAGBNNqwC5rquvf/3r6unp0apVq3T99dcrnU5r+fLlWr58udLptG644QatXr1aRx55pK655hqVGljPCS3WQPix17oaa8M+ouOMeH2xZou8Z1SGAGBMNK0CdOyxx2rPnj06//zz9Vd/9Vc6+uijI/d74okn9J3vfEdr167Vv//7v+u3v/1tsy4Rw9Fg8Ck/aMIFDY+TSo1bKJOGP4Ei/YAAoLmaFoD+/u//Xv/wD/+gXC5Xc79Fixbp4osv1ic/+Ul97Wtfa9LVoVGNVk/GM1yMSnnFddNXabgds0fECotxS1+Md/gZ78AHAJNN0wLQ+9///mHtn81m9c///M/jdDVo2DAX7xyrL1lHzensPNwQNNygMp5LaQAARo5h8C0Q9xU6ob4qR7BquTtZ+my57rA7E0cGn2Eep2VhiBAGAFVaFoA2btyoW265RZs2bdLAwEDgNcdxdP3117foysbOpGxsmEDBp6lVoOFWrWrtb+7hKK5pJOLOZze/NaXJDwAmgZYEoG9/+9s6//zz5TiODjnkkKp+QZOp2WCsvkpa+olHsyr5ePddMeeq8VpLxVSBRrrSu3fIOrM7j6CCBQAIakkA+uxnP6vTTjtN3/jGNzRr1qxWXMKwjOdXfMu+xsJLMkyw4BM21vfJLZWGPRx+RKPaQhW1mlUtKjMA0DQtCUBbtmzRNddcMynCz2hMtP9GH838NxN5SPt4qqrEDOPzN7ruV9QM08M5V83wSqUIACK1ZEa4E044QRs3bmzFqUfFGebPhDGKyf8CkxhOsfDT6HIWjfYPchzH+7NvcGbsqvPEbJvoC8ECwGTUkgrQFVdcoTPOOENz5szR6tWrNXv27Kp9UhNott4JFWYaNcIvYduUnzdmGH1pRjpPjwlD9c5S6/jmtcnUNw4AJrqWBKDDDjtMxx13nP76r/868nXHcVQoFJp8VVPAGIQeKVnNXbVC3oiav+w/g9H8WSTg3gNAK7UkAP3DP/yDvv/97+v000/X4sWL684OjbI6o41Ga8pXfKKMoPnLLW9P1bj3jf6pRDZ7xfUJAgCMmZYEoHXr1ulLX/qSPvjBD7bi9JPHKEZqDcekmcCwRRpZtiLuz6aR5q96x444aN3zmv1oNgOAaC0JQJ2dnVq6dGkrTj2xNSnwSAmt9gxD1Z0p36tSA/csvO5X3XPF/Fk0ci4AwMi0pKfx+eefr+9+97tNO9/ll1+uVCqlnTt3+tvWrl2rnp4eLVmyROvXr2/atUjygk7EjxP6GWuu68otlbyKD1+uwxYXSKL+rBr687ObujS65i7qPAAwPC2pAC1YsEDf+973tGrVKp188smRo8De8573jMm5Nm/erHvuuUcLFizwt23cuFE333yzNm7cqM2bN+vEE0/Uk08+OSahYzRz7Yy1JHVmHg+BKQDihJqjUqmUH0ZGMvrLnG/Uf2I0fwFATS0JQBdccIEk6fnnn9e9995b9brjOGMWgD784Q/rS1/6kk499VR/27p167RmzRplMhktXLhQPT092rBhg171qldFHmMihZp6RjKRHoLi5uOppSpshJszUykv2ER1qm5w22jRoRoAKloSgJ599tmmnOe2227TYYcdpmOOOSawvbe3VyeccIL/vLu7W729vU25pvFC8BlbcWGh3pw8dv+fWvWXqPW+hhNQRlzd4e8GAEhqYRPYWFm1apW2bt3qP3ddV47j6JJLLtGll16qe+65Z8zONZGMZokGNCY8HD0uoIQ7PVctgVGjgkhndABojZYEoLEUF3Aef/xxPffcc1q+fLlc19XmzZu1YsUKbdiwQd3d3Xr++ef9fTdv3qzu7u7Yc/zkkUf8xwvmzdOCefPG7gM0iMAzxhynsXvYYH8cswSGf2z/NNWVmnDoCXSAHkH/H3r6ABiNP77wgv64ZUurL6Ppmta5ZcWKFbrjjjsa3v9HP/qRXvGKV4z4fMuWLdOWLVv0zDPP6Nlnn9X8+fP16KOP6pBDDtGpp56qm266Sfl8Xs8++6yeeuoprVy5MvZYr1uxwv9pVvixR2z5o7am6JpcreCY0XchcaOxalV/7JBjd4AuP6g6ftRj+xzDWXss5gU6QANo2IJ58/S6447zf5KiaRWgd7/73Tr77LM1a9Ysvfvd79ZrX/taLVu2THPmzJEk7dixQ4899ph++tOf6qabbtLu3bv1r//6r2N2fsdx/C+WpUuX6qyzztLSpUuVzWZ11VVXtfQLg4kIm6yBP2s/jKjBQGL3/Yk6vtWEFjXTc71zjMnyGgAAn+M2cWjIjh07dPXVV+vaa6/V888/X/VF4bqu5s+fr/e+9736p3/6Jx188MHNurRYjuPoX8doRBr9PSaIckiJ+vMwgcevwFnPbalUqjLsvXy8dDqtlOPIMa/ZVSZzTEmlclWv5LoqFYuVbeXriZpvKBUKQIE5o2I+X+Bz8XcPQIMuve66RIwabWoAsv3f//2fHnroIb8D89y5c/XKV75SS5YsacXlxBpOAOJLZhKwg0FE+PE2BwNQKaJCZwcgE3rSqZQffsxr9rnccrgxxy65rorFYuB8UvSEi3YAcsIhKOIzEoAAjFRSAlDLOkEvXrxYixcvbtXph4UmqqnFbg4N88NIA52Rh7v+l3+88rGjmsJqLn/R4Bpg9P8BgPomzwx/QAtEVX/sgGM6U9tNYVWGMQHicBB0AGDkCEBIphrNX/WY0GOC0HDWArMrTOYa6p0z1WDlJ04SStkAMFyTfh4gYFhqNG0FRmTFVG2imrf8bVF9cqzmtJqjv8Zi/a9aCEEAEEAFCMkTU/1pRLgD8rCHpUeM8qpVoak3uWJUB2gAQH0EIEChpqkYUZWewHD0cPgIHc8+flRVKPKcofNHPQ5fY8SHq3kOAEgimsAmAPvrif9+b67IaGANV7dFrfVlh6LwfvY5/GY163E9dHIGgPHTsgD0zDPP6Oabb9bzzz+vgYGBwGuO4+gb3/hGi65s9Ebz39uuCEHNVq/yI1UHnUBH6KgV4B0nMH1CoPJT3m53hq5ZDWq0+SvqszGFAwBEakkAuvXWW3XWWWepVCrpkEMOUVtbW+D1ifZfvs1sQJhYn3xqi1yLy+qMHNXkZE8+mEqlqtf+MscyIUeh8GMtsVFLVOCKW23ef0+NVecBAEEtCUCf+tSn9IY3vEHf+c53JsRyFxMBwac1ovr+RI7+koJhxJ73JzT6Kxxy4pa4CAeuOJFBrMHPBgCI1pIA9Mwzz+jyyy8n/Ijg0yqRTU4xYSSq+lM1GWLceUIzPAfWA4sJXXEzSQ8bAQgAYrUkAC1evFg7duxoxalbjsAzsdSblLBq5Fe470/celzW8f11wEql6pFhEeeMUq/vT7j5i+oPANTWkgD0xS9+UR/60If0qle9SkcccUQrLmFYivNmjPi9Y/Tf8hhDrlx5ucTum2M6Jgf3TVkhRylHjpNSKpVSKeXIdVJKpRwVFdEHyPXO4VV6SiqVKgug2qEr3CzmONbfmaqFT8ubw3+nQkPwWfgUAOprWgB63eteF3i+Y8cOLVmyRD09PTrooIMCrzmOox//+MfNurS6ii+d1epLwFixRlzVGoVlgo9rrexechyly7+ddFqSVIwJH+FV302TV/gnrGqiRYWaxGI6Ztvnp/oDAPU1LQCZxSKNo48+ulmnBipNXLLCT6kUuQaYXfUxf29TqZRS5c7P/ugvqyksXNWxA4957Pf7iehrVGvEF+EHAMZe0wLQAw880KxTAUFRVR9F978x4ccEHjmO0ul0IARJlT434fBTtIJPsVj0zz3c8BMY7RVqXiP8AMDotWTikBtuuCG2E/TOnTt1ww03NPmKMCWFmrfqNUHZFZ6U4yiVTiuTTiuVSimdTvuvV4Wfcrgplkpek1ep5IefYvmx2Scu/EQtqREXfsLLbhB+AGD4WhKAzj//fD399NORrz377LM6//zzm3xFmFKs4GOao0rlcBIVfvymLhN+UimlMxnvcTqttJnzx577R6ocU/JDjt38VbSqPqWo83onrwo/jqLDT7gZ2fuohB8AGImWjAKr9Q/2gQMHlMmwRBlGyKqyNNrp2G7eSlmVHtPXxw4+4c7TgcBTrvqYbVGjvPzzeidvqOqTipnhmfADACPXtKTx61//Wo888oj//Pbbb9fjjz8e2Ke/v1833nijenp6mnVZmIRMEAmI6uRcI/hIwSYvPwRZz8M/dudpqVxdKhYjOz3HhR+/wmM1o8V1dJaiw489fB8AMDJNC0Dr1q3TxRdfLMn7R//zn/985H5z5syZ1AuhYvyYKkmtGZzDI7xiqz6SUuXOzU5ER+dwc1cgUKnS/FUMj/YqN4PFXf9wwk/UDNNUfQBgbDQtAH3oQx/SeeedJ9d1dcQRR+iHP/yhjjvuuMA+bW1tmjt3bs2lBZAs9oinqi//EVR96jZ5Wa9XThM9p48deOo1edmjx6qGuMd0dA4j/ADA2GlaAJo5c6ZmzpwpyevoPG/ePOVyuWadHpNMOPiUys1Ovhrz+tSq+tgdncNNX+Hgo/Kx7HBj9/ex5/ap19TWSH+fWqu9E34AYGy1pLfxggULJEn333+/fvnLX6q3t1fd3d064YQT9MY3vrEVl4QJIhwCIr/4w0PbawQfc6x6VR97hJWjSrAKV3uKVtWnkXPXDD8R1xiF8AMAY68lAWjnzp0688wzdf/99yuVSmn27NnatWuXXNfVG9/4Rt18881Vy2NganMiKiG1wk8pNMS81nHtkBPo62MFIKkSSvzwE+rg7A+nD1V+4s5bs7+PtzHwWhTCDwCMj5bMA/SBD3xADz30kP7zP/9T/f392rZtm/r7+3XDDTfooYce0gc/+MFWXBZaJGq0lR9wpMq8PuWw48+5E+qEHA4LdshJhyc1tCc3tIJJVPgplUoqFgr+4+GEHzuA+U1eVlUoam4fSdX3AAAwploSgG6//XatXbtWf/VXf6VsNitJymazOvvss3XJJZfotttuG7NzXXHFFVqyZImOOeYYfexjH/O3r127Vj09PVqyZInWr18/ZufD8NgBoCrEmOAj+VUfuz9O3Xl9Uimly0EnnU57kxpaP34gKR/HhKtisahiqaRS+bEJQ8ViMRCAIj+PCVT2UHpF9/eh6gMArdOSJrB0Oh0718/RRx+tdHml7dF64IEHdPvtt+u3v/2tMpmMtm/fLknauHGjbr75Zm3cuFGbN2/WiSeeqCeffJLRZ00U1dk4EHzMdlU3dzXU1yfixx/u7u3sBywpOGN0uNJjz/hcK5jY64j512POFXGdUQg/ANAcLakAnXbaabrpppsiX7vxxht1+umnj8l5rr76an3sYx/zZ5Z+yUteIsmbk2jNmjXKZDJauHChenp6tGHDhjE5J2ozYcSIG0FlL2NhlrCoFX7spq6qH2u7Y5qgrPOYak8g/JSf20tcNBp+Av19QlWfuCYv+14AAMZfSypAp5xyij784Q/rrW99q84880zNnTtXW7du1c0336zf/e53+rd/+zfdd999/v5vetObRnSeJ554Qj/5yU/0iU98Qh0dHfryl7+sV7ziFert7dUJJ5zg79fd3a3e3t5Rfy7Ei6p6xM3rE1g3KxR8XNet6jAdWMQ0bph7KPiEh7X7fX3Kw9tNP6B6VR876AT6+pS31fr8Ne8FAGBctSQAvfOd75Qkbdq0SXfeeWfV6+94xzskVb7sisVi7LFWrVqlrVu3+s/Ney655BIVCgXt2rVLDz74oB566CGdeeaZeuaZZ8b40yBO3Lw2UcHHPAvPq1Nr2YeoJSyqRnpZwSe8lldVk1c58IRndDbnDn+OqCHu4fBD8AGAiaklAej+++8fs2Pdc889sa9dc801evvb3y5JOv7445VOp7Vjxw51d3fr+eef9/fbvHmzuru7Y4/zizse8B8f1rNQh/UsHPV1T2XDmtAvNKeP3cE4KhyYY6bDq7eXV2438/yE591R+BxmBmcz2iv02+wfxw4/fp+fykX611qvXxnhB0CrbXryOW168rlWX0bTtSQAvf71r2/KeU4//XTdd999ev3rX68nnnhC+Xxec+bM0amnnqqzzz5bH/nIR9Tb26unnnpKK1eujD3Oa97yhqZc72RXK/hICs7mHAo+jSxlEdXJ2VR7Ar+9nQOjy+o1ecVVfcKfTaoOP+G5ferdh8j7AQAtEv4P+1/e+ZPWXUwTtSQAGdu3b9eDDz6oHTt26JRTTtFBBx2kgYEB5XK5yFWwh+v888/Xe97zHh1zzDFqa2vTDTfcIElaunSpzjrrLC1dulTZbFZXXXUVI8BGIWoSQ1ujwUdqvOqTtqo9pg9QOpUKBBBzPLluYAbnQEfnBqo+5niNNnnF3YfYewIAaDrHbUEN3nVdXXjhhbriiiuUz+flOI4eeughrVixQieddJJe+9rX6lOf+lSzLyuS4zj66BUXtfoyJqR6w7nt36aDs73ERFQHZ7luZOfhcNUnFWr+soOJOZYdfuy+PlFVn1rBR6oOP2ZxU/ta64V2+vsAmAwuf/9nE/FvVUuGwa9du1ZXXnmlLrroIv3qV78K3OhTTjlFP/rRj1pxWRiGWjMYVwWactXHr76YIeZ2h+dyIDL8pSusWZwzmYwymYw/pN08ttf0sq+hVCqpYCY2ND/lGZ3tCQ8JPwCQPC1pArv22mt10UUX6eMf/3jVCK+jjjpKTz/9dCsuCw2o9UVfFXxUvVp7ZMXHsJqPAhMXOo4y5aDj9/UpN4fZy2eMpOoTN8LLbKv6CV1rI021hB8AmHhaEoB6e3v16le/OvK1XC6nAwcONPmKUEujo5lig49VkTH7KhwIQp2KU6F1u8LNXfZsy1FD213XWroitK5XraH1dh+eyPAzzKpP3HkAAK3Vkiaw7u5uPf7445Gv/eY3v9HLXvayJl8Rwuy+N/XmsbGXqgg0dUUsKxFu6iqfLNDPJ11u6opr7kpbw9zt6pJZt6tYLKpQKASauUwYihplFg49Kad6tXg7/DQSCM29IfwAwMTUkgB05pln6rOf/ax+/vOf+9scx9ETTzyhyy+/XGvWrGnFZSVeVNUjTlXwsYaZR4YfEz6CJ/QDTdrq4+P/mG2hapBhN28VygGnYMKPHYBqLGIaWfGpsZBpI/fGXBsAYOJqSRPYZz7zGf3iF7/Q6173Oi1YsECSF4o2bdqk17zmNYFV2zH+Gh26LVUvWlp3Lp9w6KmcNHIGZ9PM5Vi/7dDjSIHZmovW79iqU51RXpHNXRFVn0bvEeEHACa+lgSgjo4OPfDAA/rud7+ru+++W0cddZTmzJmjT33qUzr77LP9xUsxvurN3xPmf7GPMPjYExRWzeAc0d+napJBVdYJszs2FwuFQBCyq1NxTVCxoSdmbh+avABgamlZ0kin0zrnnHN0zjnntOoSEqvRkUuBxw12bo4NHFLkgqX2EhbpTKYSjspDz+3z2p2b7aqPH4TskV52R+uIoNdI1afRyTjp7AwAk09LAtDAwIAefvhhvfDCC3IcR/PmzdMrXvEKtbe3t+JyEmE4VQz/sdWU08hw9qivfxN8/Hl9rGYue+0uPxTZwcetrA5fNXuz1bG5qrkrpglqOFWfEYVEAMCk0dQANDg4qAsvvFD/8R//ocHBwcAcLO3t7fqnf/onXXrppcrlcs28rCmr0dBj+IHGVHSs7eHgE9UPyJxTqg4+Uf187GUsAqPNQlWf8E84+ASauyJGmNn3opG+PiO5ZwCAyaWpAehtb3ub7rvvPp122ml6y1veosMPP1yu62rTpk360Y9+pK985Sv6/e9/rzvuuKOZlzWljOYL3A4+4f48Jbe6f0/UiKpA8LGqO3b/nnQ4+HhvDhwrXPWpObGhFcZCFxTZ5BUY2m6dezj3jv4+ADC5NS0Aff/739f999+vW265RWeccUbV6+9973v1gx/8QO9617v0wx/+UG9/+9ubdWmT3nBDj9TYrM1xQSjy/N4Dvxmr1kSG4eBj5vPx5xGKq/SYpSusRU3LHyLqpoyq6uNfU637BgCYtJo2D9D3vvc9nXXWWZHhx3jHO96hM888U9/5zneadVmTSvhLPBVuOqojPFOymZun5LqVyQLDkwfaISSi4pOy5s7JmPl8slllMhlly78zmYyyZmLDTMYLQeX3mOtyzTUUClXz+BTK28xcP6YaZPcTsi4qMI9PKnSvUlb4iZrTx55gMer+UfkBgKmhaQHo0Ucf1Vvf+ta6+73tbW/TI4880oQrmvhqVjBiQk/Ua4FJAE2lxXWrFie1w4UdjqK+8P1gUZ6sMJvNKpPNKlv+yZkQZAefcjXIBBS/qmQmMyyHnEKhoKFCQUNDQ374sSc1jJxN2vvwgSavcP8iJ7RfVPiJCzgEHwCYWprWBLZt2zYdfvjhdfc7/PDD9eKLLzbhiiaeqFDTSHXH7BP+kg5MyGeN0gpPEBg1d0/cl70ZpRUezm6au6ImMYwKZaaJraq5qzyrs8oVIXtun8jQ492AquBjtoXnEjJVp6g5kAg+AJAcTQtAfX19amtrq7tfLpfTwMBAE66odWpVb0byfrtfSuDLOhRoTLORacqKm9gwfJ6qPj51Zm82o7sUFXxM9Sk0g7Pd38dUefyO16FRaYEj1qj6BPYN7Re+j4QfAEiWpo4C6+3t1TPPPFNzn82bNzfpasbXSDomm/dFCc85EzdRoaTACC079ETN21NrmYiqUV11Ak84+IT70tRauiJuTp/w/EJRzVhSsDIV7uQsBef1qVXxibq/AICpp6kB6J3vfGfdfVzXHVFwGE+Nzgg8HMOdlNB+HhV4zPZwVceepbmR0GN+28PF42ZuDk9gaIKSfb326LGosBNeqDS8snzERQausapjuDl/RPipV/EJXDMAYEprWgD61re+1axTTRijnVCvKgBFzMwsVao8VcPWvYPUDD3mOmvN4eM4TuQ6Xel0OvCe8LXbw9XtWZyrmrsaCD5RI7fsc0fN6xNV9al3rwk/AJAMTQtA5557brNONebGuiLVUNip0axlz9PjPw81GdX7Qo+aIDCdSkkxYadqDp+Y0WiNBp9wc1dsxUeVWaXt6w13ro6b1yeuv1TVNRN8ACBRWHZ9nNT6Qo38wjWBJWa/WoHHvC+wvxtcmsKImkvIkar68QQWJg2t02U3KYVDmQk+rhV4qvr32BMZ1gk+w6n6hENd1H2v++cAAEgEAlADhvMlWbcpJSLomP3jRnOF+/aY91ftZ/aJGO1UNZKr3GfHruo0Uu0JD7kPBx+7SStqCQt3GMFHUqBTcyPBJ/qWU/UBAAQRgBoQmE+nnojOyd7mmFFcoSarwOuhsFQVkMJf4FEdhMvb7dAT1a8nrtpjtgc/YnzwMUPYw3P5hCs+UcPtpeiqT6PNXeFjhe+7Maw/TwDAlEQAakC95qy451GPa26zqiKR+0d9cTcwKspee8teoyscesKhI+qzBkZrhYa1RwUfexLD8GcLfIzyZ/GHtUdUnhqd0yfuHBLhBwDgIQA1oFgoVG0LVzEU8bxqe71+Pvb7a4Su8GzGUaEnVQ44saEnFIzsx67k/zbXFRV8olZnN/194jpl+58hVM2JC3DhOX1qdXCuut8Wgg8AwEYAakChWKy9QzgIBV6qXRGKen9YvcBjV23sYFPVvBUResJNSOZK7FmYS6EAFBV44iYwHFbwCV3TaIMPQ9sBAHEIQA2oVT1oZEh7eWNjJ4tp3qkVeOL6+ERtC3dmtis95trD1Z6S6/pD2f3fER2bhxN87M9lT6IYbuqy97OPU+9+E34AALU0bTX4VnjooYe0cuVKHXfccVq5cqUefvhh/7W1a9eqp6dHS5Ys0fr162seJzBvTbEY+HHNyunWj0wHZfvHVg4tMuEknVYqnVY6k1GmvKBopryKejab9VdUN6usZ7NZ5XI5b8X1bFZtbW3K5XLK5nLe7/LrZoX2THkldrNYacpUW1RpyisWiyqWV163f+xV2YeGhirPy9vM+/z7EzG6yrHOZ3esDs8gHaj6RHSAjurnQ/gBAIzElK4AXXjhhbrkkku0evVq3Xnnnfp//+//6f7779fvf/973Xzzzdq4caM2b96sE088UU8++WRs00rD1RsjdJyoCkbUrMV2AIj68rfDgl3lCffhMU1mVQuCmo+j0DD2Bqo9/ggva/+4ak/gc1ufs25zV2g/+zhhBB8AwGhM6QA0b9487dmzR5K0e/dudXd3S5Juu+02rVmzRplMRgsXLlRPT482bNigV73qVZHHMYEi8rWIL2onuEPg9UAoqdHxN9y0FQhFCgaeqHARVjf0hPr4hCcudKW6zVyR92GYwSfw/mF0cmZeHwDAcEzpAPSFL3xBf/7nf66PfvSjcl1Xv/jFLyR5q9KfcMIJ/n7d3d3q7e2NPU46nY7cHg4/tfq5+I/Lr8X16bHfE9VZOWpZiLiFOmJDT/lxMWbIerhDcyPVHvt+EHwAABPdpA9Aq1at0tatW/3nruutJn/JJZfoiiuu0BVXXKHTTz9dt9xyi97znvfonnvuGfY5crlc5PbwF3X4i9/sExUI/Ndq/cS9r8a1RoUet9yc5Up+6Ilq4goHn/DyG3FqNnXFVacigk/UPfU/V8QIL4IPAGCkJn0AqhVo/vqv/9p//Z3vfKfe+973SvIqPps2bfL327x5s988FmXD3T/zHjjS4YtepsMXvcx7GtX8FarI2Culx4afmH3Lp6xmzhuaXNBUaqKGsFeFnnIgCixPoeqV5WsJhzRJ9ZvlRhl8zDbCDwCMjU1PPqdNTz7X6stoukkfgGrp6enRj3/8Y73+9a/Xvffeq56eHknSqaeeqrPPPlsf/vCH1dvbq6eeekorV66MPc6b3nGypJiKj/8keuh6YL9azWKhfSTFzi/kRoQVu39OMdxvx+rcbO8bN3zdhIuoUNJotSewb8znjkMHZwBonsN6FuqwnoX+81/e+ZPWXUwTTc2Kcf8AABPHSURBVOkA9LWvfU3ve9/7lM/n1d7erq9//euSpKVLl+qss87S0qVLlc1mddVVV9X8Qs5ls9EvhANRncpGQ0HHemxXd8ITDNrBxW7GiprHp5HQIzXYzBVTwQpPqkjwAQBMZI7LN0tNjuPo0u/+W/Rr8W+K3l7jVtcKO+E+OfWau8Kdl0sRx7TPFfWZA7/LnymqutPoBIb28aJvDU1dADARXP7+zybi394pXQEaK7W+uKu4ERMfSlWdiQO/I0KJHXYCgUaKDT9RnZ9Nc1m90GN/zkaqPYHtlQMEtoePG327qPoAAJqPANSARr6I7X0iH5svdQVDiN2MJVUHnnAlKCr8hIOSOV8jzVuNhh4pppmr/J5Gh7JH3SMbi5YCAJqBANSAqNXgpeAaWlJMdcd7UBVGTLAxx4nrjFwVcBoMPNIwQo/3pHqEWnl7YH6i4IHGLPjQ3AUAaCYCUAMKVgAKf0WHKxZRFR+zPa5vj/8+q4OzpKp5eKKCUyOBR6rdr8fex551utFqT/gccejnAwCYKAhADcgPDfmPoybks554v6ztgYAU0QxWVRWy3hsOO+Hz1QsOww09/vOYNcTsvj/hc8Sh4gMAmIgIQA3IDw7GvmZ/hUeFEzvElEIBx3GcqqqOfUzzmtmvlsgh+JUXIzsmR07MWN4/vF/42HFqXSedmwEAEwUBqAGFmD5AJbdGNShqW0zIqfX+uO2Rs1BXNvjbo/roxE7WGBN8wueLU+/6CT4AgImCANSAQrEY/UJU4KnapX5Iqieur01U4An/jnvsvz90bNP8FXXeKFR8AACTEQGoAY0MzR6rL/laHYtrBZ5wKAr314mar8cYbuiRGqtWEXwAABMVAagBY/1FHrfGVuB55YXAPpFVnPJ+9V4Pn2+4TVxS/YoPoQcAMBkQgMZYXJCIDTjei5H7xXZsrtWPJ+K4Ix22biP4AACmEgJQA+wmonoiI0UDwaNWU1VkEApPShixf9S5CD0AABCAGtJoaKi3X2yAqVf1iavwlN9bL+SMVeiRWKoCADA1EIAaUCtARL2Witq/TjNX1ePok0WeczSBxyD4AACShADUgHQ6LamxYNFIB2cpvg9Q1HsbPWajGhm6Xm8/AAAmMwJQA0wAakQjfYBqietvNF6BJ2ofgg8AYKojADVgNOEj6ljD6Ss0XI2Gl7GYoBEAgMmKADSGGgk3Ue8ZjeEEF6o8AAB4CEANGM4w+CjNDDnh9xF0AACoRgBqgmaEEEZpAQDQOALQJEJFBwCAsUEAmgAINgAANBcBqAE0LwEAMLWMrncvAADAJEQAAgAAiUMAAgAAiUMAAgAAiUMAmmI2Pflcqy8hEbjP44973Bzc5/HHPZ6YCEBTDP9Haw7u8/jjHjcH93n8cY8nJgIQAABIHAIQAABIHMdlCuKaRruQKQAAk00SogEzQdeRhL8EAAAkDU1gAAAgcQhAAAAgcQhAk9gtt9yiZcuWKZ1O65FHHgm8tnbtWvX09GjJkiVav369v/2RRx7Rscceq0WLFulDH/pQsy95Urv44os1f/58rVixQitWrNBdd93lvxZ3vzEyd911lxYvXqxFixbpsssua/XlTBkLFy7U8uXLddxxx2nlypWSpF27dmn16tU6+uijddJJJ2nPnj0tvsrJ52//9m81d+5cHXvssf62WveVfy8mCBeT1v/93/+5TzzxhPvGN77R/d///V9/++9//3v35S9/uTs0NOQ+++yz7pFHHumWSiXXdV135cqV7oYNG1zXdd2//Mu/dO+6666WXPtk9JnPfMa9/PLLq7bXut8YvmKx6B555JHuc8895+bzeXf58uXuxo0bW31ZU8LLXvYyd+fOnYFtF154oXvZZZe5ruu6X/jCF9x/+Zd/acWlTWo//elP3UcffdQ95phj/G1x9/V3v/sd/15MEFSAJrGjjz5aPT09VR21161bpzVr1iiTyWjhwoXq6enRhg0btGXLFu3bt0/HH3+8JOlv/uZvdOutt7bi0iet8L2W4u83RmbDhg3q6enRggULlM1mtWbNGq1bt67VlzUluK6rUqkU2LZu3Tqde+65kqRzzz2XfxNG4LWvfa1mz54d2BZ3X2+77Tb+vZggCEBTUG9vrw477DD/eXd3t3p7e9Xb26v58+f72+fPn6/e3t5WXOKkdeWVV+rlL3+53vve9/ol7bj7jZEJ30/+no4dx3G0atUqHX/88br22mslSVu3btXcuXMlSYceeqhefPHFVl7ilPHiiy9G3lf+vZg4GAY/wa1atUpbt271n7uuK8dx9PnPf16nnHJKC69saqp1vy+44AJddNFFchxHn/zkJ/XRj37U/xIBJoOf//znmjdvnrZt2+b3TwnPdcbcZ+OD+zrxEIAmuHvuuWfY7+nu7tamTZv855s3b1Z3d3fsdlQ0er//7u/+zg+g3Nex1d3dreeff95/zv0cO/PmzZMkHXzwwTr99NO1YcMGzZ07168CbdmyRYccckiLr3JqiLuv/HsxcdAENkXYfVNOPfVU3Xjjjcrn83r22Wf11FNPaeXKlTr00EM1c+ZMbdiwQa7r6oYbbtBpp53WwqueXLZs2eI//uEPf6hly5ZJir/fGJnjjz9eTz31lP74xz8qn8/rxhtv1Kmnntrqy5r0+vr6tH//fknSgQMHtH79eh1zzDE69dRTdd1110mSrr/+ev5NGCHXdav+HY66r/x7MYG0rPs1Ru2//uu/3Pnz57vt7e3uoYce6p588sn+a5deeql75JFHuosXL3bvvvtuf/vDDz/sLlu2zD3qqKPcD3zgA6247EnrnHPOcY855hh3+fLl7mmnneZu2bLFfy3ufmNk7rzzTnfRokXuUUcd5a5du7bVlzMlPPPMM+7y5cvdl7/85e6yZcv8+7pjxw73zW9+s7to0SJ31apV7q5du1p8pZPPu9/9bnfevHluLpdzDzvsMPeb3/ymu3Pnztj7yr8XEwNrgQEAgMShCQwAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQhIgOuvv16pVCry56CDDhrz8/3mN7/RxRdfrN27d1e9lkql9NnPfnbMz9mI/fv366UvfemYLa46ODio+fPn6+abbx6T4wFoHpbCABLCcRzdcsstVdPuZzJj/8/Ar3/9a1188cU655xzNGvWrMBrDz74YGBR3mZau3aturu7x2y247a2Nn3iE5/Qv/zLv+iMM85QNpsdk+MCGH8EICBBli9friOOOGLcz+OWF5GN0qpp//v6+nTVVVfpK1/5ypge99xzz9WFF16oG2+8Ueecc86YHhvA+KEJDIBv+/bt+sd//EcdffTR6urq0uGHH66zzz5bf/rTnwL7PfnkkzrjjDM0d+5cdXR0aMGCBXrXu96lUqmk66+/Xu95z3skSUcddZRSqZTS6bS/wGm4Cewzn/mMUqmUnnrqKb3tbW/T9OnTtXDhQn3uc5+rur5HHnlEf/EXf6HOzk4tWLBAa9eu1ac//WmlUvX/KbvpppvU39+vM888M7D9vPPO02GHHaaHH35Yr3nNa9TZ2anFixfrv//7vyVJl112mRYsWKBZs2bpjDPO0I4dOwLv7+rq0imnnKKvf/3rDdxhABMFAQhIkGKxWPVjr4azc+dOtbW16dJLL9Vdd92lL3/5y3rqqaf02te+Vvl83t/vLW95i1544QV97Wtf0/r163XZZZepra1NpVJJb33rW/XJT35SkvSDH/xADz74oH75y1/6K5GHmUrR29/+dr35zW/WunXrdMYZZ+jTn/60rr/+en+/HTt26M1vfrN2796tb3/727riiiu0fv16XX/99bHVJtvdd9+tY489Vl1dXVXn37t3r8477zz9/d//vW699VYdcsgheuc736n3v//9+sUvfqFrrrlGX/3qV3Xffffpfe97X9Wx/+Iv/kK/+tWvtG/fvrrXAWCCaO1SZACa4brrrnMdx4n8OeWUU2LfVywW3U2bNrmO47i33nqr67quu337dtdxHPf222+veb5UKuU+/fTTVa85juNefPHF/vPPfOYzbiqVcq+//vrAfsccc4x70kkn+c8//vGPu+3t7e6f/vQnf1t/f787d+5cN5VK1b0HRxxxhHv++edXbT/vvPPcVCrl/uxnP/O3PfbYY67jOO7ixYvdUqnkb//IRz7i5nK5wDbXdd2f/vSnbiqVch944IG61wFgYqAPEJAQjuPo1ltvreoEHe6kfPXVV+trX/uann76aR04cMB/7x/+8AdJ0pw5c3TEEUfoYx/7mLZs2aI3vOENOuqoo0Z9fW95y1sCz5ctW6Zf//rX/vNf/epXevWrXx2oJLW3t+utb32rrrvuurrH37p1q+bMmRP5WldXl/78z//cf7548WJJ0oknnhioLi1evFiFQkEvvPCCXvrSl/rbX/KSl8h1XW3ZsqXudQCYGGgCAxLkz/7sz7RixYrAj90p+oorrtD73vc+rV69Wv/1X/+lhx56SL/61a/kuq4GBgb8/f7nf/5Hr3zlK/WJT3xCixYt0pFHHqlrrrlmVNcWHo7f1tYWOOcLL7ygQw45pOp9c+fOHdV5peoQaEZzzZ49O7A9l8tJUuC6AExOVIAA+G666SadeOKJ+uIXv+hve+6556r2W7hwoV91eeyxx3TllVfqggsu0Mte9jKddNJJ43Jt8+bN04svvli1vdGqy9y5c6s6MI+V7du3S5IOPfTQcTk+gLFHBQiAr6+vr2oum29+85s1Oxkfe+yxuvzyyyVJjz/+uCSveiNJ/f39Y3Ztr371q/XLX/4yMCKtv79fd9xxR0Pvf+UrX6nHHntszK7H9thjjymdTmvFihXjcnwAY48KEJAQruvq0Ucf1bZt26peO/7445VKpXTyySfri1/8otauXauVK1fqvvvu0y233BLY97e//a0++MEP6l3vepeOOuooFYtFfetb31I2m9Wb3vQmSdLSpUvluq6uvPJKnXvuucpms1q+fPmoJl38yEc+oquvvlqrV6/Wpz/9aeVyOX3lK19Re3t7Q6PAVq9erQsuuED79u3T9OnTR3wdUX72s59p5cqVY35cAOOHAAQkhOM4OuussyJf27Ztmw466CBddNFF2rNnj7761a9qYGBAb3jDG7R+/XodccQRfsg49NBDtWDBAn3lK1/R5s2b1d7ermOOOUb//d//reOOO06SVxW6+OKL9fWvf13XXnutSqWSnn32WR1++OFyHKcqsMQFGHv7nDlzdN999+kDH/iAzj33XM2ZM0f/+I//qG3btunb3/523c+/Zs0afeQjH9H3v/99f56iWuePus4oBw4c0O23364rr7yy7r4AJg7Hda1JQABgEimVSlqxYoUOPvhg3XPPPXX3//jHP6577rlHDz/88Jhdw9VXX63LLrtMf/jDH/ymPwATHwEIwKRx0UUX6aijjtKCBQu0fft2XXvttVq/fr3uvPNOrV69uu779+/fr0WLFunqq68ek/XABgcH1dPToy9/+cux1TUAExNNYAAmDcdx9LnPfU5/+tOf5DiOjj32WK1bt66h8CNJ06ZNq1rWYzTa2tr8JT4ATC5UgAAAQOIwDB4AACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQgAACQOAQjA/2+3DgQAAAAABPlbD3JRBLAjQADAjgABADsCBADsCBAAsCNAAMCOAAEAOwIEAOwIEACwI0AAwI4AAQA7AgQA7AgQALAjQADAjgABADsCBADsCBAAsCNAAMCOAAEAOwIEAOwIEACwI0AAwI4AAQA7AgQA7AgQALAjQADAjgABADsCBADsCBAAsCNAAMCOAAEAOwIEAOwIEACwI0AAwI4AAQA7AgQA7AgQALAjQADAjgABADsCBADsCBAAsCNAAMCOAAEAOwIEAOwIEACwI0AAwI4AAQA7AgQA7AgQALAjQADAjgABADsCBADsCBAAsCNAAMCOAAEAOwIEAOwIEACwI0AAwI4AAQA7AgQA7AgQALAjQADAjgABADsCBADsCBAAsCNAAMCOAAEAOwIEAOwIEACwI0AAwI4AAQA7AgQA7AgQALAjQADAjgABADsCBADsCBAAsCNAAMCOAAEAOwIEAOwIEACwI0AAwI4AAQA7AgQA7AgQALAjQADAjgABADsCBADsCBAAsCNAAMCOAAEAOwE8lGaYnpB+7wAAAABJRU5ErkJggg==\"\n",
       "  frames[12] = 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\"\n",
       "  frames[13] = 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\"\n",
       "  frames[14] = 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\"\n",
       "  frames[15] = 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       "  frames[16] = 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BCQJHvWYq9uo6IRQuMzxjwUQiri4qBXHK/xsQzGkuuvSAs7lcag/BKL7kXRMCCEkHQqgHJRK8cOkc394j7ptkrOmdO3qg15DwSKERfQGEP81r2k98lwX6xLtV92P6PI0QpETt0CI9XKMjGEYKJXKGBqqY2RkFCMjIyiXy2g2mzh8+BD27NmDPXv24PDhQ7DtFoaGhrBs2XKsWLECIyMjUszPFCqVKgADtVoV9foQqtUqpqdnMDs7C8MwMDw8gtnZObRaLQAIrD2WZfnPrcAyJPY/rEtkB0IoDCaGbzkKU+mjwkMv/MJjG4/rCUVQ6F5MONJSP+nCR95ebjN6PiWfQ8KCFlqG5M9WMzJDtgRFXWSiPflYJKGzDiWJa0IIyQsFUA7K5UrkdVwQxAN9dTc43Xp5mzg6t5K4WYVbeTcDJ/EmEN6A4tac5P1KtjJElsbilVShk2yVgh8k7YkfC7VaDaOjnvipVMqwbRuHDh3G7t17sHv3Lhw4cACNRgOVSgXLli3DMceswvLly1GvDwEApqenYFkmarU6Wq0WKpWKH/Q8jKNHj2JubjYIjJ6dnUGz2YRtO/44zaA2kFfQ0ArcPo7j+MHZdmABEvsuRI9lmX5AtbAcGbGbtHzMdUJHl8KeTFz4JFt5ssWBLhsrycIpHmUrpGfpiZ6bcVeZ2H/P5SVcwqprL41wfVzAyX0RQkgWFEA50FmABLoblT5WI+oqkZcnB7Smu6LirhRxE9CPM8miE+9LJe5mUwVY0g1XFUNi7F6hQ++Gb1me+BFipVqtwLYdHD58GHv27MauXTuxf/8BzM7OolQqYWRkBGNjK7BixcrA/eU4No4ePYpms4nh4ZGgKvPIyAiWLVuGo0ePYmZmFq1WC7Ozs5iZmUGj4VmBhCVCxASJ7DAR2O4FZ6vixxNNpZLYvhQEU3sB1WK/ndixF+60JOtPOkZEUMSPcR7hkx5jk0cIyctDMSS2j4oh3fiEGAqtQvDFcLobOexbtBcdL4UQISQvFEA5SIoBAnSxEmK5ut4JXotYoKSidYZhROKF5PeoqNf5LDHSTuCs2r7OrRNdHr0x6foNxY8NL+7HQqVSxdDQMIaGhlGpVGHbDo4ePYI9e/Zi586d2LdvH2ZmpmGaJoaHh4O6P8uWjaJWq8G2HczMNDA31/CFTRMjI8OwLCvY/vDhIzhy5AimpppoNBqYnp7BzMws5uaECLIBGL4lR4gZrzaQF6AdBiZ7Fp9SRPgI95lpWpJwiGZupcf2dMvaE/0so+Rzwya5l9Lcq7oYKG+5HAulG7fserMQDZzOtgrp3GO6/SGEEBUKoByIWJEo7V1UPXeKd4E2Te/CbRhWzArkuQccfxsjuOmGv5jVOJ64wIlm6nhjFa+FVUN3U0i+UejfoxNfuhgN+UbvOLZf5dkTltWqV+tnaKju1/pxcPToFPbs2YOdO3diz549OHr0KAzDwMjICFasWIGVK1di+fJlqNeHUCpZsG1R9XkGrZaNZrMVbF+r1bBs2XKMjR3GoUMHMTMzE6TJT09PYXq6Dsdx0Wy2AIRTZJTLFZTL5Vh6vLDwlErQiB9Tim1yAtEk0vu7Gduj/7zmJ3wiLWnEch4hJNZHY9Q8QeSd89F9ie5DaEkSQlFuz3ue1q9ol1YhQkg2FEA5mJ2di7zWWUj0N6Zkq0r4UtwYDF+4eDVYQmFkpLhLkuNywkyk5AwkeexqnFBekmKL1KBq13X8QGLbF3heocN6fQhDQ8Oo1WpwXRfT0zPYu3cPnn76aezZswdTU1NwXRdDQ8MYG1sRFDsU4icUVV4G2NxcA45j+5OUVv0JVEexfPlyDA+P4PDhw7BtG3NzXsC0mFS12WwCEFNkVFGr1VCteiJIBDx7x9MMLENizjDx2XquNMd/7gYB08LiI0RQxhGNiR5xnOVHefs47QuedpDHkGUVkl5J4lAfLyQLLOFi9JrIrjgd7TfyKnX8hJDiQgGUg9nZGf9Z8q9vuaKvKi6SxQiC5ULQGIYBy7u/Kr+A9YGzcmyQKryEtUfEpHgWjPi8UtFfyfJehTcPeT6pYK0ri554vJJYLsSA7PaqVmsYGvLm96rVagCAqalp7N+/Dzt37sTu3V7Gl+O4GBqqY8WKMRxzzCqsXLkiyBBzXTeo8CwClFutJmzbRqUyg7m5OdTrdVSrVYyMjGBkZDjICGs0Gjh6dArVahWmaaHR8ESu544b8sdV9ydQbcSsFfLNWlSJVvdZtf4k0661J+0G3j3xk8fik9c9piyBLl5ItU5GY4i8HwLih4JqXUzuW4wz/I7o3HuEkOJBAZSDLBeYGpuhEyIiNiTcJl4FON6OiEEJb67qvE+yENLdhGTLgXwziVuk5F/14jFezVkN0I6uj/evFz9VDA+LKs91GAYwPe1Vbn766Z3YtWsXjhw5HIiflStX4phjjsXKlSsxOroM1Wol+Fzm5hpoNJp+DI/rB1a3MD09hZmZYQwPDwWWIFEcsdn0agJ5VqBpWJbpu82ES857X71e97PRWv7+OcGfbdswTcu38liS0EHwWXgZZunCRxXL8qPYJp2FtfYA+Sw+qpBIyyATz6MuMsC2o8dDbduyZAuSaCMqhrzH+Pjkc9prU32d5lokhCxFKIBykX5BDC/sagyO9+g4gOt62UNhtWE3MveTaToQsRKqiLKsknTBjgoe4Q7TBVRHBYwDEVOkii79DUNYpOIWqCQ3RDx7yAnq5wDw3VLezO6jo6O++8kTP/v2CcvPLhw5cgS27aBer2HFihU45phjsGrVSixbtgy1mlfjp9n0gp5nZ2fRaMz501x4tFreLPBHj0751qJKUB16dHQUzWYTpmkGs8Vblhm4uSqVShCQLcYHwLcutdBsNoOZ6m27Bcsy0Wp5AdTydCh6nRC9yXYufBZe9CSR1/3VjmVIFUPCKuS1Ez2vxHELrTly3Jk6FUnyfsjr1D4YM0RIMaAAykGlUk5clyUC4tu7EJNO2rZwSYlftaZ/UzSDObGi1Xdla42IHRLix5DcLuE4VKtEuhUq6hpT90l9Hr4OBaBY5llGQtdQqVTC0NCQ714S83uFlp9du3Zi166dOHz4CGzbRr1ew8qVK3HsscfimGOOwfLly1Gr1WEYBlqtFhqNJmZnveKGXj0fYWHybohi/czMDOr1IZTLYfq8qOljGEbg+nJdF9VqDeVyGbVazZ9SoxRs22w20Gg00Gw2g3ghwzD8iVu99HjDCIWqWB+6YPTurUGz9rRDO5ahPIHT0iuIHwOuK/cTFULec/GjAP57vPMxjDeaf0q9uq+EkKUBBVAOvADd+PIkd5BqitfHQHiPnj4QwkSkwDswDBOOgyALSWQYqYHM3qMJwPFvrqGgCscVpmB72yN4fzj3VfS5WB91GRgAvGy2+D6FN6lwughvvzxRUQ/icCoVz4U1PT2NvXv3YffuXdi9e7dv+WmhXq9jxYoVEfFTr9dhmoY/r5dXx2dmZiZIYxfH2TsWnqWr0fCsRLbdCuoMrVq1Eq7rzSofFTTC0magVCqhXPbS4EWMUaPR8P88C1A4RUaS6zE8xuGy/sb0LCRZQidvgH3cKgQIMSSfY3K7equQt9184oV0Y6cQImTpQAGUg3I5agFSL+TRGj3RbBXvebr7KHojFRdYOyJE5OrCquUmOiY5jkIWQSKGRZ6LKdq2SOV2XZHd5EamdfD21bM2eWn6Yj/CtGUhfhzHhWWZKJcrqNdrfvzNMGo1r87P9PQU9u7di127dmHv3r04dOgQHMfB0NBQ4PaSxY9hmGg0mpibm8PMzDRmZjzrz9xcA15WmVe4sFQqoVIp+7V93CAo2jRNv+2VAAwcPHgQhw4dwvT0NKampgB47xWuMBGz5bXRQrMZur/UKRw80WgqlrT4uRK/eS4ui08e0qxCea1B+veLc9bUWoWifctWnLiLLC1WSF1O9xghSxcKoC4gx36EZnvvlWwlSgpcFiZ8b9NwOznxSmRyqSJIn9XlxRQ5jgnLAmwbME0Xtu3dDMKaNLJLwbuBe5WQ5aJ+LuQA7XBGe1MapxA+oeXHsixUKuUgo8orclhGq+VVbN63z7P87NmzB0eOHIHjOKjX6xgbW4FjjlkViJ9qtQoAaDa9eJ/p6WnMzHhxP551xw6OtWVZfgFDz1LkVYh20Gw24bouKpUqli3zbmK2bfvTY8zhyJEjAIBqtSLNDyasCl7As8g0EyJSiMxQLKkVoMVnEXmV42xafKIniSwh2JkQEl8KvYtMFaChO0y8R6TetyeG6B4jZOlBAZQDEV8i08lFT71QO05ohRGCRxZPsmVJzFnlvScUPcJyEwoYkfJuwrLC2CLH8VxsYioHkaEUVji2/ba8bSyrBMtyAVgwTTewDskWIRGEDbT87CtPfJVKnuVnaKjuBxTXUSqV0Gq1cOTIEezduxe7d+/G3r37cPToUbiug3p9CCtWjGHVqlVYtWoVRkeX+ZOaAnNzDczNzfrVm6cD4QOIQHIT5XIJ5XI5KGTYaDT8fQMajSYajSbK5UpQb2hmxsv+mp31BJDruqjXhwKxJBc1DK1asvgxfauTFQghMXeYIGrRS2PpiJ4kdKKnXSEU31aOPcsqtCiLF/Ee2UWW3yqkWp1oFSJkcUIBlAMR9JpGlntDd3EML8aub80RliDh3oq6rIAwDT68eRh+wLQTBEx7U3fIVh3AdS1Ylpey3WrZME3bz86yfeEVFio0TSt4bLXkua4MlEqhCPIERiuwRImqyJVKGfW6J36q1Sosy3NfHT58yHd77ca+fXsxPT0NAKjXhzA2NoZVq47BypUrMDo6ikql7MfxeG6v2dnZwOUlRJw38aghTWJa9udt8wRMs+lNceHN/TWNarWKSqWOer3uxxRZaLWamJ6ehm3bWL58Bq2WCHA2I4ImdBsa0uzx3p+wAMU/4qy4l6UvfFQWRggB0cDn5IlZxbZimZxST6sQIcWCAigHcop1SPYFLhr0mrQ82o4cXCviHbzXofVBtgx5xeFseC4pz9UFhCIo6iLzKieXSrJbpxUIBRE3Y9tNfyxeYLBw/YRjdIJxiuJ05XIFpZIV1Nyp1eqoViu+tWUWBw8exO7du7Br1y7s378f09PTQVyOJ35WYmxsOUZGRlAqlYP4nUZjLhA+jUYDQtyI2dtld52YxNR1XZTL5cD9NT09FYzNy+4q+8LMClLmHccLmhaWttDVGMZhRUsYWNJfdDsg7WZePNGjQ+cek49d3qBp+f2ya1JY34RoFWJI/kxlgRQGWeevOk2rECGLGwqgjsmf0SIuxOp7vYujnGUlX8QNabn3S1WIIdMMawB574GfOebCdYWAsmCaDlzXEwlhoK6BUimsztxqtVAuewG+IsVcBPraNvw0cCGUmpEZz03TCgKda7UqarU6hoeHUKvVYFlWEGdz4MCBoMbP/v37MTMzA8MwUavVsHz5cqxYsQLLli3H8PBwYMHxgo69LC6vcKEtZcKZgdiJBodHb5qu6/rFEr1U91qtjmXLlqNWq6JaraJcLsMwoMT4yHFRcqZdGCwOf9JUESeUJH707hqiooqEULBEl+fNIouLj9BaGlqEov2F3z9v+9AyGy+0GG4H7WtZWOn2g6KIkMGAAigHamyHSjume937hCtMd9GUH9WsK++XaniBFq4wxzGCLCxxIffcRZZvOTFRKhlwXS9uptWyUS63UCqV0Gg00Ww2ItNL2LawviCwvAgriid4qhgdXYbRUa/SsmVZaDSaOHr0KPbv14uf4eGhQPwsX748KFjoiTAbrVZTqu+DQHQJ8SH2Q0wy6wnCFhzHO15eTJLrzw82F8T9eELP9Cc8LcGySkGpgbglIu6qEfOAhXFX+urFHZ4SxCfJQpT1XdO5p8Lvk4jJkuffS8rUSy60KNbL/eUZh7oPFEKE9BcKoBxkXafSLmRC2HR6Q1TFkGxlkMWQmEEeCKfO8Ko+e9lgtu2gVHJhWS5KJcufwdyCZZVQKnkutmq1gmaz6QcNz2FuTvw1g3o5ngWpFFh5wqktvKkjPBHVwJEjh7F3715/RvfdOHToEBqNBsplLzNs+fJoiiRJAAAgAElEQVTl/qzunvipVr32vJpFth947PoWL8995x0DYYVBsI9yJprYXrgKRRq7iCESMT5eunwVlUpZSn+3ghuUd7zCMYhf9fL8arLrS3wmCZ9iZx9+YYkHLutIE0PxVaqbLBov5PUTF8HiuysHTsvxRuI9edxkSTFDFEKE9AcKoBzM5wKlM7nr0JnK9etkMSTHKpiBEBLLPBeZ7Qsh25+6oQTbLkmBzSU/eNkMhISwmkxPTwcWGTF/lvjlDIgYITNwnU1Pz6DVOoIjR45g//592LNnL/bv3xekuXuTn3riZ2xsDMuXj2F4eAiVSgWmafp9y5lpYr89Kw+CiWPFjURkxjmBtUrUBPJioDy8uJ5WUMRQpOnLM78LYWcYor0Wmk3DdwfawTEXFiC5NIB3vGULXvpnTbKQD6BeDKnfl1BMiNdKi4oLOm4VQkQMyf3JlqLQKiS2iVad1vWdNAYdFEOE9A4KoA5YiItUmnlfl8Hir/HXyy6yUAgJwRJOymnANFtoNi2/2nEZlUoZlUo1CHgulRCIIhHnY5qmX825AS+I2rMAVSpVOI6Do0enMDXluZempqZw6NBBHD58GFNTU8G8W6Ojo1i2bBnGxlZgbGw5RkeXBenxgBeH02g0FAuQmHw0Xm1ZpKSLX9/iPeLmZppleBlinqXGs+qEM8cDQLns7Ue9PgQxEao3R5gTpNE3m41ge9n6FMb+yHE/OmsQ1dD8UM/3uNVEFkOqEPKWKS268vt0LjJZDMXdY0liSA2e1vUtj0F2eYv2mUlGSO+gAMpBry5E7fcTxjSI94uLsOcF86aEsG2xzPbrCNlB4K/48yYMLQeFBL25u4ZRrdawbNkoms2WbyGy/ba8YoLT09PYs2cvjhw5giNHDuPQocOYnZ1Bq2WjVCphZGTYr+x8LI499hisXLkKo6OjqNdrsKwSHMf25+2aDcRaGHgdihp5Kg8xDjnOQgR1+0uC5SI7TASMiwlNPUuR6U/OOhRkiRmG6bvM5lAq2UHNIeFaC2OArCA2LMkaQfHTbcKkAnlZlosszTIXLtPHCwmBE01YSKovFAZvqxOz6vpPco+F7dFFRshCsqQF0DXXXIM777wT1WoVp556Kr74xS9i2bJlAICtW7fiC1/4AkqlEj7xiU/gggsu6PNodRe5PDdQ9abgXai9IN2wEKLnUvLWOY4jzXE1h5kZL1PME0HejO3CNVSrVVGpVHxhZPniYAaHDnkxPvv27cfTT/9/ePrpp4P0dgAYGhrCqlXeLO6rVq3CCSeswerVq7Fy5UrUanWUShZs2/HjckJxJYRPmI0mJniNBqCKOCdd9pfANM3A0iXS20VWmPiVXq1WMDo66hduHIJlmWg2vYlULcvC3JwYn2jPE0Ce608frEsWGp2LzFue5iLLJ4TC9lXXc1p9ITnNPhovhJgYyuqfsUKE9IYlLYAuuOACfOQjH4FpmnjPe96DrVu3YuvWrXjooYdw6623Yvv27dixYwfOP/98PPLII32+wMz35hl3FYSFEF0Alj9ruSh4GLqDhLgQVpChoRZM08Dw8BBGRkYxNrbcFwclNBpzOHjwIGZn59BsNnDgwAFMTk5icnIS+/cfCCYe9YoOlv0Z2MewYsVKrFixwq/wXPb7nAtilVSLlJiFXViAhIAJ9ta/KZhm9Be5cHuJtHUvTb8c1C4SdYEAz9pUrVYxMjIa1C8yTTMojmhZpUAAeX15GXBeP6IgpHz8k1yVZOHQi6GoC0wVRmJ5QoupYiiaRaYP1JbFixhXPF4oq/8kIRTvjxDSCUtaAJ1//vnB8+c///n45je/CQC44447sGXLFpRKJaxduxYTExPYtm0bnve85/VrqB2jszp418Z45pgXA2QCaPlTY4SxMaELyfAtJnZQdVq8T7iavIwwLzVezqoaGqoDAIaHhzE2NoaxsTE/w8uLMbJtOxAUjuO5l2ZnvUlNRcq7Nw4nsl9hVpu+PIAIjtb9KvesNmWUSt5zkZ7vBW43US6XMTo6CttuoVqtBVN2eAHgpuQyc4NK24B+6guKnn6jHv/ouRK3ECF4HmnFTXoexvmI8y50kSHyKLaJii25vlA0YSFP33L7qoWLgoiQ9lnSAkjmC1/4Ai6//HIAwOTkJM4777xg3fj4OCYnJxPfW0JrwcfXKa7mpmtI7jDD2wiAn0vlOgAcmJaLEoCyYcEpecKmVPLiZWolwLDn0Jo9gqMHXdhzUzi8vwwAweShU4cOwHSaGBupwz3hOKxcNoS5uTkYhoFqteoHPI9huGoBrVnMHDmAg04DM9VqICREFepWqwmn0QBaTZTQhGvYME0HLcdByXLgKLN4A1BEnSyMTBiGDcNxPGuQAVhlfzvDhtucxtyUV9PIbTZRL5soLav7AsdC2XLhNKYxZ88FAdFwHZTgwLJcOIZ8I2opApMMJurn40YWyd8h1w3XaV2awjoDw2tGnHciFs+VAuQDS44Rtun3LfqJPOrGouk/ON+U50FfhJBcLHoBtHnzZuzatSt4LX4ZXX/99bjwwgsBANdffz3K5XIggNrlWOzpyli7jXqBVC9+svhxEWanuHDgmoADBzDDlGDTCuf9quAoyo1DKLtlWDMWYBiwHQdoNlGem8Oy2WlY5jRGR6ZxvOWisayMVssTA6VSCdWKjXp9GjXLQb01i9r0AVTtqte+ZQn7PhzXhd1qwXYc2K4NGzZsowXbsGFbDlzHE0COmClWJUhTNoJ9NoL//eNhhsfHaAGGHVoBHMuFa4TuNcM0YTgGDCdqSQIA1wBcM01wkkFFI4FiK1Ux4nmukqx6igiRxZDrnxMRcaS+zQVcNxA8rrQ8u3/J8qPOOchzkZDcLHoBdM8996Su/9KXvoTvfve7+MEPfhAsGx8fx1NPPRW83rFjB8bHxxPb+M8f/Sh4PnHKKVi3dm3nA14gUosxikcvPz7yHtd/NE0TphH8jvWEkuPA9gOUDcOAI00Z4QQxOF6gsaitA8Cfo6sEwwvQCduy7ZgLy3Ucb3yuYuURwc2GAUOkHPvbSTsQdQPkPDbhr+2wHe1x07oX9UG2ZHERRu9kbWgkR0134fPXBfCnlcRQ+9YHe/O8JO3x8B/+gEeeeKLfw+g5i14ApXHXXXfhYx/7GH784x+jWq0Gyy+66CJcccUVuPrqqzE5OYlHH30UmzZtSmzn5S96US+G2xZ5Mo7StvDChKQ4IfjWD3FhBTyRIwQK4AkgPzjZ9eNyLF8AifUwvNnZrVIJlpi+wrf0OLYNx2/flPtxHK8vxc0VGa+0vbpsvrEQuvdkhTTzJrO4UD9PHWGGV/6JWAFE3qM9l3KIktyCjJAFYN3atZEf9t/9yU/6N5gesqQF0Nvf/nY0Gg1s3rwZgBcIfdNNN2Hjxo247LLLsHHjRpTLZdx0002L6oY233RrNbXWEI+GEfll6TgODHhCyBUiRgpQNk0ThpQZ5fpzcZiWP9WGZQVCy3Vd2I4DQwQ0m2EAsetEix3GEvtTbi6dEvShuLkW03lA5se8RUeCFSgQW1lWIo11qV3xRQjpnCUtgB555JHEde9973vx3ve+t4ej6Q6dXhxl15K46MoCQ3shdxzYCC/KruPAkWdMh58aLqw8wrrjLzMlF5Vwv3kxPYYXpOz34/jLtdEOQvwAgbtOJ1bU0ScWx9Nsm7U9WRrksQJpSXKDyW23KdDV87ibbjBCSD6WtABaanTzl2EsYNoIwyddeOLHMU2YXunowIIjXFXiPaZheNsBMIRlyDCC+J/g5hEEYPsWHxHjI61LDXT2DkAggiKr1X3KuBnkPYoUP8WjbTeYYuXJcod1MKBM8RUfEgURIXmgAFokLKhZPCOAWhYnrvQHX+iYYmximS+MTBFTpMT7wBdM4RQB0WR+NVg7MlTEXWSEdEo3Y2+0wqMNNxjjgAjpLRRAA04e4dP2r70c27siADqoM+IGsUBqILJpGF5JZrEMfkC10l7gRgMi2wOICKzkYYfuMHV5O/tGiovODZYkPCJWoDRLTA4rkE4cJbnBOokDotWHkPahABpQ8l4Au3HRi6WmyxdTyUojvw7e670RETljhLV51BRdkdbu+IUKg7ZlF1mCGwwa1wQv+qQbRCyLnQQi+yIoED9ow0LZgZuLEDJ/KIAGjHYuvHlv/p24z9SaO6owEbWDHFdMEeFGfsGqgdUuvBghIXJEraGsi7+apSUv02zc5l4Skk5uK1Cnbarr0IYbLMW9RosQIdmokxmRPjJo6a/qaCLjUzKwhOgRcT+GtE7XrmxRcrOsP5o+867jTYCoJJ1h8pnS0XmT5iJL6lP+HvFcJaSnUAANCO2Kn25fLNOqJccClMV7vDcGgkeuJJ1UEE4VO7GqzN6G2rRg/4k68Ngy3khIN0kskZAQs7YgcXuEkK5DAdRnki6iSahxNcFyJFhbOnF/tXFRN/1gZjnmJ1ahWbOPgQhCKH5yj1WIHt5ESIfksQKlvl92D8vnbYrbOJUuiPhBsyATMuhQAPWJdoUPkH1RTHNZdeXimBS3YGpOI41QE3FFcvq7Or6sLLAs+MuadIt2ziWdwM/b/rzOWYoeQjqGAqjHdCJ8gPSLZNblc6F+GUbiF2QRpBM/yq/kSA2gjPHljZOg+CELTlrNrC59z3gWE9Ib+pIFdu+99+L73/8+7r//fuzcuRMAcPzxx+O5z30uXvKSl+D888/vx7AWjPlcGJNu6upSXZxOkmnebzix/bZK+vttua6rtwQp4woqOSv1hDL7MfRTYBDSKUmp6rqU+LZS47OKH8p9aco60JVFSG/omQXIdV189rOfxcTEBDZv3owvf/nLsCwLZ511Fs466yxYloWbb74ZF1xwAU499VR8+tOf9orjLXI6vZi1G+uj9pcqfnR9aZZlvadTkmoKdRsKJdIpnZ458xIvPF8J6Sk9swA961nPwqFDh3DllVfita99LU4//XTtdg8//DC+8pWvYOvWrfiXf/kX/PrXv+7VEPtOp24uNYg4U/wkWX8SRFce8hYozCwQpym0OK8CdYTMk04rM4v3ysuCuB9ErbYdTYhKCJkXPRNAb37zm/GWt7wFlUoldbt169bh2muvxfve9z585jOf6dHo+keuwN6UdW2LH03/atp6njF1ml0WqzbdhrtAjI03BdIL8ogUSNsk1byC6wau4gWhze8QIcSjZwLo7W9/e1vbl8tl/M3f/M0CjaZ3dGxRybFNaqHCDmqRpNU7mTdpF2lewMkixVWeiwrneX/YiJg4inpCeg+zwAYIQ/rLQg16zi1+FPdXYP3RLI/0JxdGbLP4WyxFWL9Rcpp9YsuEEJk8pS/4fSLEo29zgW3fvh233XYbnnrqKczOzkbWGYaBL3/5y30aWe9p94KUVJk5b1BxULAQ+cRPUl/qzPDqtvMJQk6dL4m/mEmXyIpJW8xWGiYBEJJOXwTQv/3bv+HKK6+EYRg47rjjYnFBS/2LO5+901VNdlOsJ9GOjbj4CVali5/IGDoo+pbUTreCrnXrCek1gaDK6dZV44y6OpZ5/gghZKnTFwH0oQ99CBdffDE+//nPY2xsrB9D6AntXnrSigcmWX06mUYjIn4UUaQSuNdyVGpeSHQ3Ct1M8YTMl25Ze/otQLKySvmtIUWnLwJo586d+PSnP71oxE83LmHzKquvLG/b7ZUkclLEj67VIP7Hjc/enlakMLGYY5duDovRPUEGm0jhTXReiqEdEWQYRsSClOZeFtt3q29CikhfgqDPO+88bN++vR9dLzjqpKBJBQ2TUK0+ieKnQ7eXGGPicmUsEcGTZpGStusHvNATEoXfCULS6YsF6MYbb8QrX/lKrFq1ChdccAFWrFgR28bMmFah1yz0xSQtU6qtLC+ZpJifDPGjS69XrT+Rcalj0x0rOd4o3+jb/rXNCz4ZBDKLfWpYCCsmLUCEpNMXAXTSSSfh7LPPxute9zrtesMw0Gq1ejyqZHopfhIzvMKF2Q1KWV1qtpc8A7UqftTYokDwIGqBcpEgfiJDyO8KI2QQWezzdPH7Rkg6fRFAb3nLW/CNb3wDl1xyCdavX59ZHXopkmXxiT1vw+rjPejFT6z+jzqu6CADoaOKnSTxkzUhata4c+8nIYuETixCXemXFiBCUumLALr99tvxsY99DO985zv70X3fSCujr67vJNBZYJpmWy4v3Thdx4nW+dEEPmcOCaH4kpfF+udFmvSRfgmUhYbih5B0+iKAhoaGsHHjxn503TOSRII2uyopxbxLVp9gHRKEh1LlWa367CriJ3fdocgQ278YLyZ3AyGDBi1AhKTTl0jjK6+8El/96ld71t8NN9wA0zSxf//+YNnWrVsxMTGBDRs24O677059f0QE5PwL3qv8pbXnr8yf4QVErDtmgstLFwQdEz/yY4LrK1P8pIkt6TWtP4QsPNo4vD6Mg5BBpS8WoFNOOQVf+9rXsHnzZrz0pS/VZoG98Y1v7EpfO3bswD333INTTjklWLZ9+3bceuut2L59O3bs2IHzzz8fjzzySOKvpTQpksdK0XEwcxKKkMgd66PunxLY7DhO3NWleZ0+NENdEB0PxQ9ZAnQ7IDotJlDX97z7m3cLhCx++iKA3va2twEAnnzySdx7772x9YZhdE0AXX311fjYxz6Giy66KFh2++23Y8uWLSiVSli7di0mJiawbds2PO95z9O2kXWhS12fsq7tqRw0wgcATMmik2jxSRhXkvhJep1GVoC1WoSRkEGkX66jRFd4G2QWRwStQIQI+iKAHn/88Z70c8cdd+Ckk07CmWeeGVk+OTmJ8847L3g9Pj6OycnJxHYSL0idWn86QRE4APTurmBzI1lkpLm9NK/ziJ+k2j/aQpCdxAO1/Q5CFiGMeyOkZ/TNBdYtNm/ejF27dgWvxa+36667Dh/+8Idxzz33zL+TpOysvG9PWZcpBXK4u2LLpffFBxMVP44uyFnKAMslfqCxPKnxP5ktqMPkjYD0F56DhCxt+iKAukmSwHnwwQfxhz/8AWeddRZc18WOHTtwzjnnYNu2bRgfH8eTTz4ZbLtjxw6Mj48n9vGfP/5x8Py0k0/GRBcFnM4krYqYtqaySLOuJIkfx5mX+Enqs+3xETIgzMsNlfE60k/Hvcgd8DtF5sfDf/gDHnniiX4Po+cYbo9+5pxzzjm47rrr8LKXvSzX9t/5znfwj//4j/jlL3/Zlf6f8Yxn4IEHHsCKFSvw0EMP4YorrsDPf/5zTE5OYvPmzYlB0IZh4P/93d/Nq+8sv3ysNk4n7i7pfYlI2WbdFD9pRRfbGmOKpY2/xclCkiUhIhmcjhM8l9fJbcnfA1N8jzXfCzUzVHVF5yo5IX2njITnhLTDX193XSEsoD2zAF1++eW44oorMDY2hssvvxwveMELcMYZZ2DVqlUAgH379uH//u//8JOf/ARf//rXcfDgQfzDP/xD1/qXszY2btyIyy67DBs3bkS5XMZNN920oBeLtKBKnUBIc2vNV/zoxE7H4geIjUcX99PusaX4Ib1mEIODi3ADIqSf9MwCBHgi51Of+hQ+97nP4cknn4zdGF3XxYknnoirrroKb33rW3Hsscf2amiJGIaBj//t33rP5zFBa6wmjrpOI3zkdUBY4TnWXhvipxvZXkG3pqm1UImJbGn9IYuJPK4q1VIjr5PbMQwj+H6kWUaDpAPxqH4XvRUZA6cFiHSXoliAeiqAZH7729/i/vvvDwKYV69ejec+97nYsGFDP4aTiGEY+Pg11wTPO3l/5LW6PIfw6YbLSxU7jhs3ubcrfuQx6y7wucfpjzV8Gi0kSUgv6FQAydsE31EhflK+H7E2vRcUQKTvFEUA9S0Iev369Vi/fn2/um+LzBieDPdWZBvlAqWtndOp8NGIiESX1zzFT1ZsUtJYZVdk2rjF2NOQt+XFniwUslBJo50zUNuSRlRlQsFDSMcs+iywXpA3iDnxPZqLVJKwkdeLtuclfHSBlcpEp70QP92+OMd+fafEWRHSS9o5D3WCpxu/u/ldICQbCqAcZAqc6ArtNpHniIsEnfCBZruABNEjXqdllCSZ2EU7iRathRA/HVh/kn4lUwSR+aALhO6FE0ArggrgfiCk31AA5SAr+DkW56OIndg2CaJH3j72Ho3FI3guLcsjfHTptZnm/RziR92/2D6o/SQJmZRx5JmWhCKI9AKdO1f3nU4iz3chYwDtv4cQEkABlAMrR/aX9oKXIgRyiR6FLNETvEb3hA+ASDZLMEaN+JEDt7P2JW3f5rMNId1CPtsimVoJ6L7j8o+FzP7mcX5T9BPSPhRAOcib/q67CGmX5dhGRhU+uqyR2LoU4dPWRTxB/CSmuufYHzFu3f4lb57/5kArEJkvec+2rB8+2ral85MlHwjpHxRAOTDbqP+TddvNe2Nu19oTvKdD4aMZaKKFRxY/qmsvrwUrcZv8IySk6yzk+Sd/N9LcX/O1dFL8E5KPvgmgxx57DLfeeiuefPJJzM7ORtYZhoHPf/7zfRpZnKTLSccXmhwBzUAbbi6/DVHfJ2hHET66y2pSqn5SYLNW/LR7HBbQ+kNIt2n3h4P3YGT+GHLb/B4QQrpLXwTQt7/9bVx22WVwHAfHHXccqtVqZP2g/YKZTwXoVFIESpJVRyxTi7HJc3tFulDaS8zwEhfuDgocthXw2UbWV6c3hUE7f8jSIPN81CU1ZMX/aNzb7fSl7Y8Qkou+CKD3v//9+OM//mN85StfGYjpLrJoxwUmcBQhEkEjAlShonNnJS1XhY/aVrTr7PiYTsVPYlxDwjjU8Wa9h5BeoxUkunMzoYxFVruxtuMbJvYl90cIaZ++CKDHHnsMN9xww6IQP50gREbswrYAwkcNgpbbykINYM6auyiP+NEdC3X/86SyE9Jvcp+HCRmemd+PhB8Bqf1S8BDSNfoigNavX499+/b1o+sFI/UXXYbwUeN4klxd3RA+SYUW80zc6L8h9cKeOIaE5d2WOvxFTLpBJ/E5nWaEJfaT0W9aaQ1CSDZ9EUD/9E//hHe961143vOeh2c+85n9GEJbtI5flrlNRMjE1wbbeI+qad2NrRPLxTaOE91ebU9+LYhfINXlksgxAMOQ4n+CZQaEXDJi4kd3HOJjiY4r/cYyX+MP7wGkGyR9p9K+Y3m+M3IbSd/9PH3pX+fYMUJIQM8E0Atf+MLI63379mHDhg2YmJjAypUrI+sMw8CPfvSjXg0tk8bqkXwbyt6emEiRXVnhNvLy7HXtWXxi8Qj+a1MKdAYMwPQDNSVh5Bo6wSPai19pXY2wSbyYa4btdsEWlJ13Q0g26ndXfS4jf0cMGIAhfU80rrA83/ek/tKLqfLcJ6RdeiaATGkqBQA4/fTTe9X1vEkKaE79dShd2MS6mDBw9Re+iEsso0+VJNEDhJ+BfKEO3VxG8KZOhY88vsRslthLCh8yOOQVP7K4Cc4/RfzoLD9ZP4Sy+tO95vlPSGf0TAD98Ic/7FVXXce27eB5VkZT5HWKCIq9T7HuJPWVRET4JIkefwMzMq+XXvjELrhdtvp0Q/gkjYuQTui1+MkjfOT+dK95/hPSOQtU4Cadm2++OTEIev/+/bj55pt7PKJ07JYd/Dm2A9u2I3+O4y1rtVpotVrhOsf/E9vZNlzHges4cBwnuCi6rlfA0JFe5w1oNgwDpmTJEUHKlmWhZJVgGr4AMg1YJQuWZYXL/OWG4RU4DMSSJI7EPxnX/wfoLVtRKxZirsFuWX148SfdQueyTvsORqymijU10q7yfab4IWRw6IsAuvLKK/H73/9eu+7xxx/HlVde2eMRpdOyW95fq4lWqwm71Yr9Ob4QUv9sebnrwnYc2Mo2eUSPfIE1JdFjmmaQwSVEj2VZgbgxLROWZcEyrYjoEYInInyUfzJCuDhuOF557MFzxw1Fjxt9L4UPGSTk81LrolYIv39mxI0s/3AQf67yY0b+bsj9pX3vVYuS+sOEEDI/+pIFlnajn5qaQqk0WFOUpRY1RHuuqiR0KaxJ8TyxC6Mm+DItrqedX5GD4OYC+GuXdJes81pFfGdMP1NStvrI6yN95Ij3yeovjyuaENIZPVMa//M//4MHHnggeH3nnXfiwQcfjGwzMzODW265BRMTE70aVi66IXBkcokdb2F0XQ5h023RA/RX+AC86JPu0k6WF6CIH+W7lSR8dC4vdV1aX+pzgN8DQrpNzwTQ7bffjmuvvRaA98W+/vrrtdutWrVqoCZCnQ9pQid4HV2pzcBSAy1jabZdED2A/ldx2vOFSmcX8IJPuk0n4ifNyhprX3VrKfE+ecVPZDm/B4QsCD0TQO9617vwl3/5l3BdF8985jPxrW99C2effXZkm2q1itWrVydeCPpF1niSL1yRjbTvSxM76jZZ63VjiVw8xdMU4ULhQ5YqSbW5dOisqkk/PlTrTjfET1rpCUJId+iZAFq+fDmWL18OwAt0XrNmDSqVSq+6nxdmmgDKIY5S/fmSkNE+StukbRdpMzYI/zHDVZXp6srRBiGDSNK5roPih5Bi0Jdo41NOOQUAcN999+G///u/MTk5ifHxcZx33nl48Ytf3I8hpWJaVuY2WneXYq2Rt9NZbXTWnbT3xfoJF0RJES2DYPER8IJPFoJ2LD+CWOaVIork7DHRpi7YOW/h0qTXhJCFoy8CaP/+/bj00ktx3333wTRNrFixAgcOHIDrunjxi1+MW2+9NTY9Rj8JMj+AuLgQizPifRLjcTLEkfZ1mpVHkNPNJb/OsvbIbXQTCh+yEHSa6aUTP1lZXu0GO8v9qc8BficI6QV9qQP0jne8A/fffz/+/d//HTMzM9izZw9mZmZw88034/7778c73/nOfgwrEatkhX9W9K9klbzaO6YV/bOsoMaO/Nw0TZiW9Oevj2xjRP8MRGuMiOJrwR8Qrb0jzO9S7R5Rv0et3SO/VttA0HT36vgASK03REg30Lmm8tbZkv/UGlmibbX+lVz9W0MAACAASURBVK6+Txo6ccXvBCG9pS8C6M4778TWrVvx2te+FuVyGQBQLpdxxRVX4LrrrsMdd9zRtb5uvPFGbNiwAWeeeSbe8573BMu3bt2KiYkJbNiwAXfffXdqG0kXRq8IoRH7E8JGLjIYKzpoGFGBI1/8VIGjs+6kFBvUFVrT/cXag76tbsKLO1lIks7/JCLfa8S/5wAiwgdIj/dpV/wEy/i9IKTn9MUFZllWYq2f008/HVaOmJs8/PCHP8Sdd96JX//61yiVSti7dy8AYPv27bj11luxfft27NixA+effz4eeeSRRP+7mD1dJo+vPvOi1s41L4c7Ksm1pVuXpGsWKqiZF3jSK/LG+qhxPWJaGHlZ0KZO/LTp8lL7DJbxu0FIX+iLBejiiy/G17/+de26W265BZdccklX+vnUpz6F97znPUFl6WOOOQaAV5Noy5YtKJVKWLt2LSYmJrBt27bEdlSXlM5qo/unteQkWXVUclh5gLiJP9Xao3Fvqe12G5r0SS/QBSWn0S3xk9fqI/cZWcbvBiF9oy8WoAsvvBBXX301Xv7yl+PSSy/F6tWrsWvXLtx66634zW9+g0984hP4wQ9+EGz/J3/yJx318/DDD+PHP/4x/v7v/x71eh3//M//jOc85zmYnJzEeeedF2w3Pj6OycnJ5IYW+hrVhjUmzcqje53U/kKnr/PCTnpFu1lesbgbU+/yEm0nBTu3m1UmP6r9RDdG4jWBENI9+iKAXvOa1wAAnnrqKXzve9+LrX/1q18NwLuwGIYB27YT29q8eTN27doVvBbvue6669BqtXDgwAH87Gc/w/33349LL70Ujz32WJf3pg1SLmpJgkR3cc0UPT12b8lQ+JBekiZ+xPNYsVFNfZ808RNp240vTyNXJmjkDaD4IaRH9EUA3XfffV1r65577klc9+lPfxqvetWrAADnnnsuLMvCvn37MD4+jieffDLYbseOHRgfH09s57tf/XbwfOLM9Zg4c318ozYuWu2IHd3yvFaerP66DcUP6SVJ4ifpe6SKHxHblyV+OqnvI7cbe55WxoLih/SBRx/8HR598Hf9HkbPMdw83+RFymc/+1lMTk7i2muvxcMPP4zNmzfjiSeewEMPPYQrrrgCP//5zzE5OYnNmzcnBkEbhoEb7/hCW/3mERx5xU7q8gEQPQCFD+kt8rmdJX5itX0k8ZMkSnTip9Ng59hzih+yCLj6VW/OdZ4vdvpiARLs3bsXP/vZz7Bv3z5ceOGFWLlyJWZnZ1GpVLSZV+1y5ZVX4o1vfCPOPPNMVKtV3HzzzQCAjRs34rLLLsPGjRtRLpdx0003pWZ1dSomsk6gdkXQoAgeAYUP6TV5XF6CWDFDjfhRz+Ek8ZMmtNIKl2ZOa0HxQ0jf6IsFyHVdXHPNNbjxxhvRaDRgGAbuv/9+nHPOOXjJS16CF7zgBXj/+9/f62FpMQwD/+/b/zqvNjIPcc5PoB8iR4aCh/STLCEiSLL6iHpcAMIsTcm1JdpLyvTS9Zc4jxeFD1nEFMUC1Jc0+K1bt+KTn/wkPvCBD+DnP/955EBfeOGF+M53vtOPYaWSN908V8FBTYq7tk9N2nu/oPgh/SIpxb3b4ketik7xQ8jSpi8usM997nP4wAc+gPe+972xDK/TTjsNv//97/sxrES6ZcFJb2LwroYUPYOB7twoymejc3llBTkHz5UU9+CYpYgfncsrTWipr1PFj7xo8L7uhBSOvgigyclJPP/5z9euq1QqmJqa6vGIMujixWoQhY5KUW6ui4HFcL4sFJ2KH9MwYynu7YqfPFamtOfxN2XvLyGkt/TFBTY+Po4HH3xQu+5///d/8YxnPKPHI5o/qrsq6d8gw6rNg0Pa+VKEz0gbk5NAZI4+RfyIqu3ehvH22xU/ar/a5+rno35cg30ZIKQw9EUAXXrppfjQhz6En/70p8EywzDw8MMP44YbbsCWLVv6MaxEFruwyYLCZ3DIOp+W+uckx/uoYiTJGpNU3NA0/MubPPWMLqVdET9Zlib5MbJM/R7pprxZ3JcKQpYUfRFAH/zgB7F+/Xq88IUvDCZFvfTSS3HmmWdiYmIiMms7WRgic5aRvpJHSBfhs9K5vORHFXXmdsP0Ap1N04yKn7CDQOg4jhNYfxzXybQyif7Ux8SYH91HRfFDyEDRlxiger2OH/7wh/jqV7+K73//+zjttNOwatUqvP/978cVV1wRTF5KustSv4EuRvJYD4v0ueXN9Eqb0kLn8lLFT7sur9RaP3R5EbIo6ZvSsCwLr3/96/H617++X0NY0hTpprkYaNdN2tHnN+jp1Zp5rmLuKGQLkVTxowYiSwHPSeInr/DJzPSi8CFkUdEXATQ7O4tf/OIXePrpp2EYBtasWYPnPOc5qNVq/RjOkoCCZ/DoJDas7c9xMaVWp4ifYFmb4kdUdZbFUNBGl8RPbDLVrBR3QsiioKcCaG5uDtdccw3+9V//FXNzc8HFxzAM1Go1vPWtb8WHP/xhVCqVXg5r0ULRM5j0RPh4b5I7HVw0lqn5Wn5i9X38PlTxI8f36AKr0/qTH9Xn2v2TGeTPgxACoMcC6BWveAV+8IMf4OKLL8bLXvYynHzyyXBdF0899RS+853v4OMf/zgeeughfPe73+3lsBYNFDyDy3wyAdv6XBfbzVYRP/JxyiNGZCGSWN/HCLdLy+rKY/VR+5Qfvd1Rsrx0DPLnQQgJ6JkA+sY3voH77rsPt912G175ylfG1l911VX45je/iT//8z/Ht771LbzqVa/q1dAGFgqewWe+JRByf8aL7WabYfURj7GpYtSwmjSXl99Pqvhx9Gn1mcOn+CFkydOzNPivfe1ruOyyy7TiR/DqV78al156Kb7yla/0algDgZHwjww287X65PqMdbVkvM4H92abEoydKn4UZLEjUtwjLq8U8eM4TkfiR51OI9wlih9Clho9E0C/+tWv8PKXvzxzu1e84hV44IEHejCi3pIkcih0FhfzKX7Z1me+WIVPgvgRQgRQxI+8P9L+BmLH0Mf7yEJFJ37gevE/kQlO04auZJClFjfUMaifCSEkkZ65wPbs2YOTTz45c7uTTz4Zu3fv7sGI5geFS7Hoa4yPN4DBJiEgO3VKC3mfhEdLM6WFaZqRQOeI8PHbceFGprXQFjfUCC25vbbT3HX7QQhZNPRMAE1PT6NarWZuV6lUMDs724MR5Ydip5j0Pb4nHMhg0674SdgfVezEXF7IDnbOFD+aPrWPecTPoH8uhJBUepoFNjk5icceeyx1mx07dvRoNISEdGM+t64JHqDtm6s6/gUX7QlF/9QsL/EoxElSO7L4SXJ5yW0mZXoFViBpTEn96R69TYzItjEofAhZEvRUAL3mNa/J3MZ13eR6G4R0iW5NYNtV0QPMW/j0hAzxo53OIkWMROJ9NC6wGJp4H9UFljbuXFYfXoIIWfL0TAB98Ytf7FVXhCTSTcGQO5g5D10UPgtq/UkQP8HLPFYfvx1V7OiqOsuVnWW3lyx2Iq9zjrtj8UPrDyFLhp4JoDe84Q296oqQCD0XPd6G+eiyxWfBxE+W8NFleWWIH63LS0lDTxM/seKGC235ofghZEnBadfJkqTbrqGuWnsEbQxxoGaNTwl0Fs/TxIha30dX5TloR2ovCG6W6vs4jhMbk9ofEBU9bdf3SWufELJooQAiS46BdXMJuix8vCH03vLTbpZXRPwI95f/GoiLn6T6PurrrLFnFjbU7WfCPhNClg4UQGTRsxCBwItF+HjD6I/4mW+8jxronCR+Euv7dCB+tLO5M9uLkEJCAUQWJQuV/dR14bPAWV29Fj9ZLi+xXp2rS4ifYEoLJb09S/zkjveRxp4pfmj1IaTQUACRgcWFCwNG5LGbZIqHTrWF6783Y7id7FdPM7yA1BR3nfCJjFEOdpYe1WDnoCtdMUN1Pi8n41gpoqqt+j7KPhNCljYUQGSgUMVAcOPtZVxPJxpDHV7CcJP2Lw+DIH50WVnaMSrxPqrLq13xkxnv4/epm8y0rfo+FD+EFAYKINJXelXIb0GtPZmbzG8f+1XV2XuaHOicJH7UzC7LsgKXl2lG519WLUrqZKY6S1NSDA/FDyGkHXo2G3w/uP/++7Fp0yacffbZ2LRpE37xi18E67Zu3YqJiQls2LABd999dx9HWTxc6d9Ckjn7uiH9tYuLXC6uxS5+tLE3SeLHQBDjI+J9LMsKZnTXiZ/A0qNMZaGKn8RjqcT7yM8pfgghaSxpC9A111yD6667DhdccAG+973v4W//9m9x33334aGHHsKtt96K7du3Y8eOHTj//PPxyCOPcAqOBWRgLD3eRp2TczcWnfABOnJ5eU2F1h1dirvue6UNdvZdXmqV51hfyj7Q8kMI6YQlbQFas2YNDh06BAA4ePAgxsfHAQB33HEHtmzZglKphLVr12JiYgLbtm3r51CXHK7ybyHJtPR4G83f2pPT4rOUxE8QeJwifiJWH1/4WKYVjf+RrD9qvI8QP8HzFLEl74OucnTkPMj6vHN8poSQpcuStgB95CMfwR/90R/h3e9+N1zXxX/9138B8GalP++884LtxsfHMTk52a9hLhl6ZeUBemDpAXpm7RH0pJJzhvjJk+XlNROmsctTWsjPgTDmR9euLHhUN1uipcnfh7TZ3BP3U7PPhJDisugF0ObNm7Fr167gtZhN/rrrrsONN96IG2+8EZdccgluu+02vPGNb8Q999zTx9EuHXopdmQofDruRI8ifrICnb2mFPGjcXklTWmhxvrIz5PElrofmXN6UfwQQnKw6AVQmqB53eteF6x/zWteg6uuugqAZ/F56qmngu127NgRuMd03HXLHcHz0844Haedcfp8h73o6JfgARYwg0ulx8IHGFDxkyJE5HgftaqzsPoEAggGHNebqysmfnLE++j61cX7BOvT9pUQksijD/4Ojz74u34Po+csegGUxsTEBH70ox/hRS96Ee69915MTEwAAC666CJcccUVuPrqqzE5OYlHH30UmzZtSmznpVsu6tWQe0Y/BU0SPRM6QE/S11V6Nllp2GEcjbgRE4qqc2+JZbKgUQWPXOQQgCeK/PZFJheAIMZHxBTpsrziw4+KmljMTzuBztK+E0KiqD/sv3/rd/o4mt6xpAXQZz7zGfz1X/81Go0GarUaPvvZzwIANm7ciMsuuwwbN25EuVzGTTfdtGQzwAZR6MhkBi53mxyBzN2m58LH6zROSqCzLEJkN5gsfoL6Pn5Qs+z6AqLiRzd9her2SrP6dFX8DPZXgBDSJww3cPgTHYZh4OPf+my/h5HJoAsdQU+tPEBfLD2CQRM+3tNk8ROJ/wEixQzVKS2EBSjYRkK27qjCp6vih1YfQhaEq1/1ZhRBGixpC9BSYrEIHJWeBC3r6IOlB+iT6Ak7T0TeX3VqiSzxo3N5RWZ3l9CKn4R4H9nKFO5CNNOro4lMw50mhJBEKIAGgMUqbnT0TfAAfbP29FX0hIPQo7i2AEQsMDrhAyAmfkxLk+0lW2JcxGJ85CktdH2qbuc08ZNrX5X9JoSQNCiA5slSEi+dkPvmv8REDzAgwgfIdHsB+V1ecrxPkstLDogWfenEj5rinia4ssQP3V6EkG5DAZSDooscQVs3/IXUBn0UPYLFIH5i8T7S7Oqqf1/n8oKBcC4vqeChLHxEe8LCYzt21OXlhJWxRbZZfBfi4qfjFHd+VQkhOaEAIokMjOAB+lKjR2VgRA/QUW2fLPEjBzUbpuFNZyFVdI64onyrD4CotUdxfyWJH50liWnuhJBeQgFUQNq+kbejg5R4DRHr0VZGQU4LjwGjOIIHSP8cUlLcYxWe5SaV7C41zV2e2kKuEK0GO9u2rXV5qcJHpMzrprXQrcsFhQ8hpAMogJY4C23F0QkelUzx06FLa8nH9shkiB810DmPyysyWakmy0t2eWnFj7D22E7M5aXrM0n8dJzi7o+HEEI6gQJoidALd1VasciFsPD0msUofLwHfW0fuRJzpMmEFHfh8pKFT2Q+LxfxAGeNy0sX65MW7EzxQwjpBxRAi4COb8zzvJ93TfAAFD3dRon1AdLT2wVyjI+w9sQCnZUMrKRKzuIvj+DKFe/TzkdB8UMImScUQH2kKzffbjSRcxqQpWDlEQy88Mlp+WnH6gMgqOkjW31EtpfYTjeLu2rtUYscpgkuWfxEChvqgp2zoPAhhHQJCqAcDGp137aaaXOus4Ww8Hib9fcONvDCB8id4QXkt/qo8T6yCJLjfoKupEBm27YjKe5qkcOkcyUS85MlfhbBx0IIWVpQAPWaBbrQz3cy125bd8JN+/+TfVGIHqBjq09S3A2Q7vKS6/0IUZI0ganOApQkuACEcUT+fs17WgvpGBBCSDegAMpDn++f3Z6pfqGsO96mg3GXWjSiR9BGlpec4SULH3VuLTmF3TKtVKuPKn5k4dOOy0vuN7O+D2N+CCF9hAKoh3RbyGTR0Wy+Hb2l/3enRSd4BFnDdrOtPnlS3K1S1OojChyqgc4xa4+f4i7q/KQJn7aKG1L8EEL6DAVQDnotXGQ6EjHahjp922DdfRat0FHJ4e4CwmrLOutMrElphnZh5VH/dFNNqBalwOrTpsvL2y0j2eVF0UMIGSAogHpE14RMaifzfftg3nWWjOgRzDPWJ0v8CFeXLttLiCA1iNp27ESXV1qgc9B3nvo+eRnM05AQssSgAMpBT8RLHrowjEEVOSpLTvQAua0+aenteaazME0zFugsz+Sutq1mdwUWn5ziRw6kFstY3JAQMuhQAA0KXb7wLxahI7MkRY+gjYrO6nxaSe6nLJeXLIxisT4ZLq+sFHddfR9tlhfdXoSQAYUCKA8DemFejCJHZkkLHkGOIGfvQS9+ktLb1Tm7gj/f9SW7oVTxo7P6tFPYEEBg9RHLGOhMCFlsUAANMItd4OgohOgR5MzwAuLzeOnEj2xhUdPZ1QKHct86V5pq9ckzeap4TLL6eLtMlxchZHFAAdQnlqK4USmU2GkHzSSmwu0klidNKJo4g7tf7yfWleNbltQZ3JXMLtd1I+eknCWmztcVEz2dFDZc+qc/IWTAoQDqAkUQM2lQ6GjQHRIl0BmQxI+yXC29oIqfyHNf/MjvUQskyjE/MeHjW4fkvqK7klzRObI+ab8TjgEhhPQTCqAcLGWBQ/GygGhOG1n4yI8C8XkEIkSJs5EzrnSWH9d1Ybt2rI88gdWxc0HqW/uYR/i40vql+zUihCxCKIByQJFA2sZVX4YLEtPKVf2hpJXrYm8A381lSO36D5HUeUn4aMeQ0Lc6Dm9TzfchS9xQ/BBCBgwKIEIWmCwLoq7SuFZ06MQPoqIHCMVN4AZTxE9W3+ryyHP+GCCELBEogAhZQPKIH3USU/m5Gn8DJFuQYtYdJdha7TcLCh9CyFKGAoiQHiOLHvFa+1xJKXddNzaHl/wYrpCfRvtJK2yYOF6KH0LIEsTs9wBId3n0wd/1ewiFYL7HWS1UqBYSTKqno83gAjzRI/467DeynfSvX/Bc7g08zgsPj/FgQgG0xOAXrTfkPc7tCAit4NAJG1fz1wUGQfTI8FzuDTzOCw+P8WBCFxghC0zXBEUHQmdQxAwhhAwatAARQgghpHAYbmJREgLky5YhhBBClhJFkAZ0gWVQhJOAEEIIKRp0gRFCCCGkcFAAEUIIIaRwUAAtYm677TacccYZsCwLDzzwQGTd1q1bMTExgQ0bNuDuu+8Olj/wwAN41rOehXXr1uFd73pXr4e8qLn22mtx4okn4pxzzsE555yDu+66K1iXdLxJZ9x1111Yv3491q1bh49+9KP9Hs6SYe3atTjrrLNw9tlnY9OmTQCAAwcO4IILLsDpp5+Ol7zkJTh06FCfR7n4eNOb3oTVq1fjWc96VrAs7bjyejEguGTR8tvf/tZ9+OGH3Re/+MXuL3/5y2D5Qw895D772c92m82m+/jjj7unnnqq6ziO67quu2nTJnfbtm2u67run/3Zn7l33XVXX8a+GPngBz/o3nDDDbHlacebtI9t2+6pp57q/uEPf3AbjYZ71llnudu3b+/3sJYEz3jGM9z9+/dHll1zzTXuRz/6Udd1XfcjH/mI+3d/93f9GNqi5ic/+Yn7q1/9yj3zzDODZUnH9Te/+Q2vFwMCLUCLmNNPPx0TExOxQO3bb78dW7ZsQalUwtq1azExMYFt27Zh586dOHLkCM4991wAwF/8xV/g29/+dj+GvmhRjzWQfLxJZ2zbtg0TExM45ZRTUC6XsWXLFtx+++39HtaSwHXdcJJcn9tvvx1veMMbAABveMMbeE3ogBe84AVYsWJFZFnScb3jjjt4vRgQKICWIJOTkzjppJOC1+Pj45icnMTk5CROPPHEYPmJJ56IycnJfgxx0fLJT34Sz372s3HVVVcFJu2k4006Qz2ePE+7h2EY2Lx5M84991x87nOfAwDs2rULq1evBgAcf/zx2L17dz+HuGTYvXu39rjyejE4MA1+wNm8eTN27doVvHb9CTGvv/56XHjhhX0c2dIk7Xi/7W1vwwc+8AEYhoH3ve99ePe73x3cRAhZDPz0pz/FmjVrsGfPniA+Ra11xtpnCwOP6+BBATTg3HPPPW2/Z3x8HE899VTweseOHRgfH09cTkLyHu+/+qu/CgQoj2t3GR8fx5NPPhm85vHsHmvWrAEAHHvssbjkkkuwbds2rF69OrAC7dy5E8cdd1yfR7k0SDquvF4MDnSBLRHk2JSLLroIt9xyCxqNBh5//HE8+uij2LRpE44//ngsX74c27Ztg+u6uPnmm3HxxRf3cdSLi507dwbPv/Wtb+GMM84AkHy8SWece+65ePTRR/HEE0+g0WjglltuwUUXXdTvYS16pqencfToUQDA1NQU7r77bpx55pm46KKL8KUvfQkA8OUvf5nXhA5xXTd2HdYdV14vBoi+hV+TefMf//Ef7oknnujWajX3+OOPd1/60pcG6z784Q+7p556qrt+/Xr3+9//frD8F7/4hXvGGWe4p512mvuOd7yjH8NetLz+9a93zzzzTPess85yL774Ynfnzp3BuqTjTTrje9/7nrtu3Tr3tNNOc7du3drv4SwJHnvsMfess85yn/3sZ7tnnHFGcFz37dvn/umf/qm7bt06d/Pmze6BAwf6PNLFx+WXX+6uWbPGrVQq7kknneR+4QtfcPfv3594XHm9GAw4FxghhBBCCgddYIQQQggpHBRAhBBCCCkcFECEEEIIKRz/f3v3F1p1/T9w/HWOX91yCebKmZWztWxUKomJVIKkzNC8WFQGIVoXIUoFXlRKqEtIFENBaSpSDm+yjBSxPzMkSFJJylY3klJQqOUMy/+RO9+L7+87XLOUX7Ov8Xo84Fycz9/3zsV48j6f8/kIIAAgHQEEAKQjgACAdAQQJNDc3BzFYvGCr379+nX7+b744otobGyMY8eOdVlXLBbjpZde6vZzXooTJ07EwIEDu+3hqmfPno0bb7wx3nzzzW45HvD38SgMSKJQKMTGjRu73Hb/X//q/n8De/fujcbGxpg6dWr07du307pdu3Z1eijv32nRokVxww03dNvdjsvKymLu3Lnx/PPPR0NDQ/Ts2bNbjgtcfgIIEhk+fHjU1NRc9vOU/u8hshfyv7rt/6lTp+LVV1+NZcuWdetxp02bFs8991y88cYbMXXq1G49NnD5+AoM6NDW1hYzZsyI2267LSoqKmLQoEHx+OOPx8GDBztt9/XXX0dDQ0NUVVXFVVddFdXV1TFlypRob2+P5ubmePLJJyMiora2NorFYvTo0aPjAae//wpswYIFUSwWY//+/fHggw9Gnz59YvDgwbFw4cIu4/vss89izJgx0bt376iuro5FixbF/Pnzo1i8+L+yDRs2xOnTp+ORRx7ptHz69Olx0003xZ49e+Kee+6J3r17R11dXWzdujUiIhYvXhzV1dXRt2/faGhoiKNHj3bav6KiIiZPnhxr1qy5hE8YuFIIIEjk3LlzXV7nPw3np59+irKysnj55Zfj/fffj6VLl8b+/fvjvvvui19//bVju4kTJ8ahQ4di9erV0dLSEosXL46ysrJob2+PSZMmxYsvvhgREW+//Xbs2rUrdu7c2fEk8t/770zRQw89FOPGjYvNmzdHQ0NDzJ8/P5qbmzu2O3r0aIwbNy6OHTsW69evjxUrVkRLS0s0Nzf/4WzT+T744IMYNmxYVFRUdDn/L7/8EtOnT4+nnnoqNm3aFP3794+HH344nn766fjkk09i1apVsXz58ti+fXvMmjWry7HHjBkTu3fvjuPHj190HMAV4n/7KDLg77Bu3bpSoVC44Gvy5Ml/uN+5c+dK3333XalQKJQ2bdpUKpVKpba2tlKhUCht2bLlT89XLBZLBw4c6LKuUCiUGhsbO94vWLCgVCwWS83NzZ22Gzp0aGnChAkd7+fMmVMqLy8vHTx4sGPZ6dOnS1VVVaVisXjRz6Cmpqb0xBNPdFk+ffr0UrFYLO3YsaNjWWtra6lQKJTq6upK7e3tHctnz55d6tWrV6dlpVKp9PHHH5eKxWLpo48+uug4gCuDa4AgiUKhEJs2bepyEfTvL1JuamqK1atXx4EDB+LkyZMd++7bty8iIiorK6OmpiZeeOGFOHz4cIwdOzZqa2v/8vgmTpzY6f2dd94Ze/fu7Xi/e/fuGD16dKeZpPLy8pg0aVKsW7fuosf/4YcforKy8oLrKioq4t577+14X1dXFxER48eP7zS7VFdXF7/99lscOnQoBg4c2LH82muvjVKpFIcPH77oOIArg6/AIJE77rgjRowY0el1/kXRK1asiFmzZkV9fX2888478emnn8bu3bujVCrFmTNnOrb78MMPY+TIkTF37twYMmRI3HLLLbFq1aq/NLbf/xy/rKys0zkPHToU/fv377JfVVXVXzpvRNcI/O+vua655ppOgMi4twAABf1JREFUy3v16hUR0WlcwD+TGSCgw4YNG2L8+PGxZMmSjmXffvttl+0GDx7cMevS2toaK1eujJkzZ8bNN98cEyZMuCxju/766+PHH3/ssvxSZ12qqqq6XMDcXdra2iIiYsCAAZfl+ED3MwMEdDh16lSXe9m89tprf3qR8bBhw+KVV16JiIivvvoqIv4zexMRcfr06W4b2+jRo2Pnzp2dfpF2+vTpePfddy9p/5EjR0Zra2u3jed8ra2t0aNHjxgxYsRlOT7Q/cwAQRKlUik+//zzOHLkSJd1d999dxSLxXjggQdiyZIlsWjRohg1alRs3749Nm7c2GnbL7/8Mp599tmYMmVK1NbWxrlz5+L111+Pnj17xv333x8REbfffnuUSqVYuXJlTJs2LXr27BnDhw//SzddnD17djQ1NUV9fX3Mnz8/evXqFcuWLYvy8vJL+hVYfX19zJw5M44fPx59+vT5f4/jQnbs2BGjRo3q9uMCl48AgiQKhUI8+uijF1x35MiR6NevX8ybNy9+/vnnWL58eZw5cybGjh0bLS0tUVNT0xEZAwYMiOrq6li2bFl8//33UV5eHkOHDo2tW7fGXXfdFRH/mRVqbGyMNWvWxNq1a6O9vT2++eabGDRoUBQKhS7B8kcBc/7yysrK2L59ezzzzDMxbdq0qKysjBkzZsSRI0di/fr1F/37H3vssZg9e3a89dZbHfcp+rPzX2icF3Ly5MnYsmVLrFy58qLbAleOQql03k1AAP5B2tvbY8SIEXHdddfFtm3bLrr9nDlzYtu2bbFnz55uG0NTU1MsXrw49u3b1/HVH3DlE0DAP8a8efOitrY2qquro62tLdauXRstLS3x3nvvRX19/UX3P3HiRAwZMiSampq65XlgZ8+ejVtvvTWWLl36h7NrwJXJV2DAP0ahUIiFCxfGwYMHo1AoxLBhw2Lz5s2XFD8REVdffXWXx3r8FWVlZR2P+AD+WcwAAQDp+Bk8AJCOAAIA0hFAAEA6AggASEcAAQDpCCAAIB0BBACkI4AAgHQEEACQjgACANIRQABAOgIIAEhHAAEA6QggACAdAQQApCOAAIB0BBAAkI4AAgDSEUAAQDoCCABIRwABAOkIIAAgHQEEAKQjgACAdAQQAJCOAAIA0hFAAEA6AggASEcAAQDpCCAAIB0BBACkI4AAgHQEEACQjgACANIRQABAOgIIAEhHAAEA6QggACAdAQQApCOAAIB0BBAAkI4AAgDSEUAAQDoCCABIRwABAOkIIAAgHQEEAKQjgACAdAQQAJCOAAIA0hFAAEA6AggASEcAAQDpCCAAIB0BBACkI4AAgHQEEACQjgACANIRQABAOgIIAEhHAAEA6QggACAdAQQApCOAAIB0BBAAkI4AAgDSEUAAQDoCCABIRwABAOkIIAAgHQEEAKQjgACAdAQQAJCOAAIA0hFAAEA6AggASEcAAQDpCCAAIB0BBACkI4AAgHQEEACQjgACANIRQABAOgIIAEhHAAEA6QggACAdAQQApCOAAIB0BBAAkI4AAgDSEUAAQDoCCABIRwABAOkIIAAgHQEEAKQjgACAdAQQAJCOAAIA0hFAAEA6AggASEcAAQDpCCAAIB0BBACkI4AAgHQEEACQjgACANIRQABAOgIIAEhHAAEA6QggACAdAQQApCOAAIB0BBAAkI4AAgDSEUAAQDoCCABIRwABAOkIIAAgHQEEAKQjgACAdAQQAJCOAAIA0hFAAEA6AggASEcAAQDpCCAAIB0BBACkI4AAgHQEEACQjgACANIRQABAOgIIAEhHAAEA6QggACAdAQQApCOAAIB0BBAAkI4AAgDSEUAAQDoCCABIRwABAOkIIAAgHQEEAKQjgACAdAQQAJCOAAIA0hFAAEA6AggASEcAAQDpCCAAIB0BBACkI4AAgHQEEACQjgACANIRQABAOgIIAEhHAAEA6QggACAdAQQApCOAAIB0BBAAkI4AAgDSEUAAQDoCCABIRwABAOkIIAAgHQEEAKQjgACAdAQQAJCOAAIA0hFAAEA6/wZgDtHkhPgKtAAAAABJRU5ErkJggg==\"\n",
       "  frames[17] = 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\"\n",
       "  frames[18] = 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IY9yeR35fB6m2UC5XIauGyiXy6hUqhgZabjtcI5LPp9HPp9HLpdzM7qE1cHy3Dph984gaXZFRdMcA9Z8voZv9HGB/tFiWFMIFGe5vyxaBDlt9ffPPy+Coix4LYo2im3Fw0hze9Mcq/D5K75DIUTI4KEAaoN0N63wNuoAYKeDtUM3kGDnqBZJsjVIvonIdThxPmI7YY0Qbhk5c8xxbxnI5ZwYGSEc6vU6NK0REEOW1UCjIbKeDM9l5N/wHctQOGDasRQ5LjXH3WZDBGUDcjZa8CldHDvfvSCOi38s5RuL7/qyvbgfQEOxWML4+DjGxsaRy+VQq9WwtLSEY8eOYWVlBbVaDYAWsOAUCnkvC3B0dAT5fAG27bhFDUMIoArq9TpM03RdhYZ7DHKSFUh2CVqeZc3ZJ+UJ5O1PlAWhHfHULJTTlxUO6vYD4FVxPbKLywosT1dn+BrQFccpLLKay5OXiTg42QrqtEOT1gsrqXgf3AZunFtwP5KPX/j8DbuD5boIIf2BAigF7XVU6TszVXniKVR+avTb4nfe4ulUdjnJ1iHxXSEENE2HbfsCSAQ5Ozc3AwCQy1mueGggn8+hXneEUKNR9270jkACdL2BRqMOwzDQaOSRyzmWD8tyRJFt+9Yipz1+GxwhYLqfHauQlPAWPiLu95uPsSx+xM3YNB3XV6PhWK3y+TzGxhzrz8hICZZlY2VlBfPz81hYmEe5vA5d1zE6OoKxsTEUCgXpBq+jWCxhdHQUpVIRuZwB27ZRrdawvr7upsVXXXFou64wIQjzMIyc11bx+/iZfSIwXYiKqPMiLAqDN9M4uiF6/Pp8a0+0i7bZveXXqfqBm8//JIuSql7x20cJErl9YTEUTD5Q1e+3QwROizJacZEF1wfFPK1DhPQXCqAU6HonM4Z0tzNTPTnKcUOOEBJPrEEXiyOAbPgZXSJoV7iv4KVy53IabDsXSB+v1erI5Wqo1Wqo1eremDqOy0xDrVaTBvTLI58voFDIA8h7cUhO+cIiZcKyHPeYYz3R3Ow0KySE1DeV8M1G3Myc75tu3I9wfQnrzyh03cDq6ioWFo7hyJEjWFpaQqNRR7HopLRPTU2hVCoBAOr1hmfZyecLKJVKyOXyADSYZgO1Wg2ViiOCnLqd/cjlfMuYY3Hzg3+dQPPgjTsYTyN+U/HZvzlHHYuk49MsetQ3YlGfLAziRI9cptgn2bWnctcm0Tw4YrQoUAXBi+MXJ0bSiCFfmAYfgsR2ThHi2mvPKiSV6pVNIURIf6AASkV7HVFcHE8nNLtEml0kmuZkgTkdqhzILG5GTmaXL0IMGEYOuZztum90VwgBuVwehUIBxWIDtVodtVoV1WoV1WoNtVrVswrZtu0KJV8IOaKigEKhGBAEcMcwsm2RreZnpTUaJjTNkqxZgb0XexpYKt+4xGjPctaXE/cz6o35s7S0hPn5o1hYWMDa2hoADePj45iYmMDExIQ76KGJ9fUy1tdLnnuvWCxiZKQUsIxVKhWUy+swDB31uh9v5Bw353siQ85x+QkRZDe1P/gSv3d754b8vTQiRFjQokRP2B0XjBtSjX0l/17KGpuWtCJ+wuuEGBIiSIiUtEJEFkNOO+RYoOC1Jf8X2/jipRMxJO+r2vVJCOkOFEAdoOqUVP1UeLu0nVnajJNwub7rxlluWWIU5+Co08IVY5oWdL0Bw2ig0XBEimXl3CkZDDfFO49CwUaxaKJeL7kCqIJKJY9KpeKNkyMEkK4bqFar3ojKpVINpVLJneoh54kCIYT8IGzHOmVZpicUgkIo2oIhB2sLi5KT8u7E/RSLJViWidXVVRw7toCFhQWsrKyi0TAxNjaKyckpTE9vcbctoNFoYHV1Dfl8AWNjo9A0oFgsuq6wEmx7HaZpolKpYn3dCYp2XGHOPuTzjggU+ypiqMQNUvW7+aNHt3Z+NFtcvDUxJYiMvXD9ze3yxU33RI/autLetSK3Mxxn41tr4C2PwncZN7tVo8RQsImyGJJjn0T56eoX2zJ4mpDeQQGUgnCQZytEuQzSdGRRMRZRqCwKgBBCmpci7lghRGdsuUHNthsP1PDieRqNhnsD9zOa8vk8isUiSqUSajVHCK2vr6NcXvdGSHaEUA21mu0JoWq1iEqlilKp5L6KyOXyyOUMLz7Iccc5FqlGw/TGJjJNy7OcqG76wkUpXGki7ieXy2NkZBQTE37WV7lcxsLCMRw9Oo+lpSXU6461anR0FFu2bMHWrVtRKpVgmhbq9TpWV1fcLC6nnkKhiNHRMYyNjXlZcfW6Ewuk6zqq1ao7DpPuze0l4oBE4LOI/wne1MLxPvH4gqdV4RO07MSJHlG+396g8Gm20CUJ9mDZccInvJ9NJUVsHxQ/amtKOHYsDsei6GeCBZMRmuOFgs0SrnPfReaImfRxWHLwtCyE5H0lhLQHBVAKetHRqDq+pHrSBr2KbcI3M3mARRELJA9+6IwDZLnBzjU3U6qOQiGPYrGEYlHc0HMoFPIolUpoNOoYHR3DyMgaRkZGsLa2inK5jHK57MYJOWPmVCoVFArrKJVGMDJSQq02gpGRERSLRc/S5ARL665Qa8A0dZimAU1ruLE1jnCT5y7z3TK2J35E2n+pVHJdX2PI5XKoVqtYXFzEkSNHsLAwj/V1J25nZGTEHdBwAhMTk8jlcqhUKlhbq3qDYBqG4brQchgdHcH4+ATqdRH83cD6+joAETPUQC7nWLuKRScOyjAM1Ovi94NCPET9joFPTcInzdg5DvK8bmrRIx/POGtP+jqdepvraK438I0U53mSMFK5xsJtli1DaYWIcI8Fy/THGArHCon1cvyWP9CiL4bS10+rECHdggIoBZ10MGlucu1s20p5voXBH2DRCUTWXfeX5mVkCZeYCG6u1WqoVvNu4HPRs+CIWcuLxQJGRkYxNjaG9fUy1tbGsLq6gpWVFaytrWF9fd3LlnJcYlWsr4vvVDEyMuoKoYJkEZIDtE23fbqXmSZcSX6MjO0KNxOWZXpZW+PjYxgfH/dma19cdKa7OHr0KNbW1mDbliuSJrxpMUqlEnRd82KbnNnabRQKBXe8I92zKjUadVdw2ahWq17AuKZpGB3Vkc/n3fingjtgpPMbOMfZbBIz8b9jlAAB4kSIEDrhARmjhIJqvJ5msZXmPNWUoidcZ9Sydq8FlSiIEkN+wHRrYkg+DkExJCxC4cEgw3UIMeTHLLUaLyQ2kQdapBAipDUogFLQbWHST8QNTHaJyU/luZwOJyvMAmB4mV1iegwnA6zhWXEqlQpKpRJGRkYxOjqCYrHkWoiKniVldXUc4+MTWF5ewvLyMlZWVlyLUM0VFetu+vg6SqUyxscdl1KpVEKxWHRjZgy3bU4wthPX0whMuSFihBzB1pDEjzPVxfj4BIrFAkzTxMqKM9XFU089hcXFY6hWaygWCxgfH8fU1KQrlErI5US6vjMAZqVSgW1bWF0Vwi+PkZERTE1NufE/FViW5e2bM9O8M2mqYylzXH3CjSomovXHAVK5NILzWkExSW40YRdXcOBLWQwLolxcvthKJ3hkghPzJsf19Er8h1EJI19AiO+mEyKAPNAhAC+TTAibeOuXPLaQ+L5Tpwa10I2rX2vaj3DdhJAgFEAZISiExFIRI2S4T622l43VaJjuGD8NT3w41iBHCDkCZtSdU2sMIyOOi8wRQqNeNtXExBIWFxextOTMo7W+vu6l1VerVRSLZS+NfGxsLGQRynltMwzHHSbaIsRPve5PVitGYB4bG/MyuWzbxtramit+DmNhYQHr6+vI5XIYGxvD5OQkJienMDIy6o0A7cccme4o4DbW1yvu4IdOJtjExKR7jAysr5fdTLCyO4u8U68IIBflAghkgMk32PCUH7J1y3dFRYkf8TvK7q3mVHZfyAiLjtra0wvRo1o2iAeLtBYiEavjLEsff+dYgBwR5JctAqN9K5OmhcUQELYMyan1aesPB3zLvyPFECFBKIA2EOFOMPjUl65zk4WQb4L3O2rH/WS7WVmGF+MiBhV0XGE1L/B5ba2M8fF1d4ydMdcq5MS+jI05rqLJySkcO3YMY2NjWFxcdC1C617AtBBUq6trmJhwrEdjY6PeuDxi3jFZCDniRwtMz5HLOVNdTE5OYmxsFIaho1wuY35+AU89dRjz8/Ou68vGyMiIm/U1jcnJCZRKJWgapOBrf6BCR6xVXMFWdMXTqCdI6vWaFwckXGCW5bgWhQCyLNMrT7YANf+2wTgfWaA042dxyXE9zdY+//uq2J6gBSjJwiTK9FGlrntbDoHoUREVTKwKopbFUBqrTDBex7cI+bFAgHwMm8WQbBmK+t3S7ZcQZPI6CiFCHCiA+kirnX83Oqrw063qvR9QKadFG97M5rlc3hsFWrxM00StJsbAcWZTd8TOJCYmJjE6OoJSyXmJAOMtW6awsLCA+fl5b/oJ4Var1epunFDFXTYuzdhekubU0pHL6Wg0AE1zxIawtIh4nvHxcRQKeVSrVSwvL+PIkSOYn5/H6uqqJ36mppyU96mpLV6QtBNjVPPS6MXxc1xcTvucGChnvwDNTZVfQaNhYn193RsDSaThi5imoADxLS9yDIifJWY33bTCwcQiricsgqRfHkL4RIke38LRuuhpDviNd3MNi/BRoRJDUXFD8piorYihoItMLYbCMUNiG98qFXSRpRdDQbEVJf4IyRoUQBuITjsr2WIkkF0xfiCn5sbaaND1HHTddkc2ziOX87PDGo26J2DK5TLW1laxurqKqakypqamMDk54Y7B47jJJiensGXLFkxOTmFqah5Hjx51hdAqarUqymXHNba+7liE1tfXvQEMnfigkjsmEaRAaN2zFDlBz07cT61Wx9raGubnF7CwMI+VlRWYpoViseiKn63YsmXanfYiD8uyXSuXE9jcaDSg62LCVyczbn19HSMjIygUChgZGUEuZ6BeryGfzwNwpsYQMVKOAPKnGhE3S2H98d1gQQuPc7OTU5/9m6PszhICxB+l3LcaiP9CTMkuruBEnundXHI75PNJ9T7MMIufMEkuMhl/otXm70eV6/zz3WyyGPItsUGrUFAoifalH2wx+ODj75MshiiESBahAOojvehkWi1TJYLkrBbfBeAH0DrWhZxnacnnG8jna15MkIjnqdVqKJfLWF1dxcrKCqanp7F16zQmJ6cwNjaKqalJNz5n0nU9TeHIkac8i9Damj+OULXqiKC1tTWMj497LrZCoQBdNyBGtxbp7o67bQKl0ghM08T6+jIWFxdx7NgCVldXYZomSqUSJicnsH37drddwvWlodGool6voVqtueLKjysS7j8h9JwMNgOFQhG1Wg3Fopg2o+Zas2oB15zjtnOPsDcStO26yXQ037eCKevNgc2y9UCm2drjzzzfLLTizyFf+LRi6Qm0ZgMJnzCtu8iarS1J1hlZDEUNthgUQnL5woXtnFPCTecLouSYIbEJM8lIVqEA2kS0e8ORO3VRhjP4mw1Ad4UQXJdOzhsHqFgsolh0Bjh0ZkT3093L5XVPCG3bthVbt27D1NQURkZGsHXrtBcfNDU16Qqkw968XE5MUMVLQ3cGUvRHlRaDMorxicbHnWBmMWt7ubyG5eUlLCz44scJXJ7Atm3bsG3bNmzZssUNfDbciV79aT5EHA/gz+wuMsLK5XVMTFShafKo0EVomuaNoVSr1dy4GllQwhtiwLH+WNJNB3BEj+7FMjXH88TdmKKtPVGiJ+JMCJwPclyK6nyJbM0GFj4qWnGRBa1q/nWVVL4YeTroyvTHF3LqVIshTTMky6Ef45dWDIkHIFkIhfeRkM0IBVAKetkRdONm0WkZqhudH/QpJlAVN2hHEPkipODO+VXwLCS1Wg2rq6sol9ewsrLsZYFt334ctm3biomJSZRKJRQKBYyOOhlbwsLz1FNHcOzYApaXl1GvN2BZ6zBNJwanXF73xiEaHx9DPj+JYrGA0VEnc0zTdKyvl7G4uIijR49iaWkJ1WoV+Xweo6Oj2Lp1G7Zv34YtW6YxOjrixeqIeCZn9Oq6N/mp82RueGn3TvDVpdfaAAAgAElEQVR3GdVqFbYNdzDIES8w2rYtL4jaGZNIZJP5YyzJ4/8IcePMwebUI/47Qd/q8y6ctSWCl4OiB4gTPs1lR038ufncXJ3QiovMd1elm5MMCA7yKc/L5tStFkO+60xYhYKB02nrl1Pq6R4jWYACKBVpOgAbvo/e99Wrl0kl9+CmItxc4SwxeVm4A2/eXo5bCKZI67oF2za8ObzE+DjO4IgFlMtrKJfXPevN2toalpYWcezYMSwuHo/jjjsO27Zt81LlHRfWGCYnJzA5OYXDh5/E0aNHvSDpRqOO1dUGKpV1b2LTfN45dcXI1KZpYX19HQsLC/h//+9/ceTIEayurgIAxsbGMD29Fdu3b8e2bVsxNjbmTk0hxE/NC+5uNPzxhByXnwHLyrtznNW9wRwty3QnRy14mWoAYJoNL2tOzG0WHvvHOb66Z10yDF2aKNZwRVfQwqAKYJY/hwcpjDp35BulSvREnR8qsiJ6VKRxkQnh7H4jYA1sRQwFs+yCYigshBwrjm+NCoohudz4fVO5x8L7SshGhwKoa2gR/6OWycTdrFLUrNiu2VQvYjnC0wJogWXBJ0m/8xM3cMAEoMEwTIi0dOeG7QghJ1jasQytruZQqax77qtyuYzl5WUsLS1hZWUFxx13HKannSys6emtgSkppqamcPSoM1v78vKKVw4AjIyMAIAbC2S7LrcyFheXcPjwYTz11GEsLS3Bsiw33X0SW7dOY3p62hVPBcBNb3deDW82e7GvInXZseyIm5nlDgNQ9WJ8ZOECwBWJljdAoyOELC+myBdWTjC3EI5OGTml+BE3QnkwxPDAiPGCR/zO/rI4gaPLqU5SO4iaOAtb+L8jLgGkzOQCogZb9GOFZCHrWIP8NqjEkDwVR5IYkq1CwfY37yshGw0KoKEgugPpfucSDoIOdoByBxe2APnvLXduLg2NhiyCNHeuLN29sedRLhewtlZ2BUzNHYiw4mWMlcuORchJnR913WKj7tQUE27W1REsLi6iVqt500vk83lomubFB62uruLo0SNeHJFpmq5rbNRNzZ/w3F4A3MEYa242W8MNJNXcfTAgYnJyubzr8qu4+ytihUScD9z91720dHGM/VgfkWYuyhQuLz+myvm+yurjW5BkN5dwgUX+yk0i1yFqzB5aebpL2iBqEbzsLEsOnBbbqcSQEEJyEX7V/nnp1OucP/78gOnq9svyy6erjGxUKID6QJqOodt9R7gva+7cml0lcmZK1HfFvvixJmL+LcudzNSxBhWLBvL5HIrFkjtJ6po7erQzblCj0XAtN4677Pjjj8P09FaMjY1ienranT8r576ciVcrlSp0XfOmzbAsE8vLS1hbK2NhwUmrX15egWk2vGk1xGSoxWIRmqa7GV51bwDGer0G02wAgOTGClp3dF3zBJdlWQHhJG4GhpFzxVnei+MR2wvXlyOwdG9sJcsy3ePl3xRt24Jp+qJTCJ9wgHMUKotPq9NShH9z0hlJQdT+uu6IITlzUBQRtAoBsku+3fGFRFnhByYKIbJRoABKRTs3g+DTvHILRdBx8zbxtUR9L8rKExY84TLSZAo5N/Kg68W5cfvfFYJATJhaKo24k6WuoVwuo16vY2lpyRtVWmSPbdu2DaOjY8jnC5iamoJt28jn85iamnTn5fJH1a1UKlhZWcHCwgIWFhawsrKCRsMRP6Ojo276/Jg7wanhWX0c8eW4smq1umehEa4f4fpzxIruxTqJ9U7cUBXVas21KGluPFAxMJ+ZuEHIIsg/fhoA3Tv+/vhAwvUYDmqOFj4qa4+cvp6V1PWNQNog6m6IId8iCSBktRH1BsWQ7PZOno/Mb5PaIhS1b4QMCxRAKTBNf6TctNdzmgu/2/eaoLhJ3iaJqI7ZWe7HichBkyIGRtNMaJpjDSoUisjnC95cYaVSCaura6hU1lEul725wSqVClZX17B167Q7OrPhzdNVrW53RUcVq6tr7txiyzh8+EnMzzsDHdq27WaIjWN6Wo75cQKeKxVHAIm4n3pddmPlYBhiolUAsODPqaV5AcviBiEmihXjJJVKzgSs1WrVc+Vpmu7NJyYCrIXYCgbEWrBtzR3dOiyc1UHNYdETvKE2b5O11PVhJ8lFJhMWQ+Hvq8oV51XQRQYIV5hcdvNyXww1D7jYXK+q32EmGdkIUAClwJ/HyaFfafFyELKKcDuS053V7U6f/txsXfDrFv8tAJr75BgcDNAwSt6Epblczg2SrqBeb2BhYQGVSgXLy0tYXNyK7duP8wZR3LJlCwxDR61Ww9LSEmz7SRw58hSOHVtwZ3df9CYhHR+fwLZt27F9+3Z3pOdRL0usWq1ifX3dswI5gsR243Is2LZjzREuJ8MwvcEKHSFXcGd7dy4bJ7U95waAOwHcoh2lkhgcsY5KpRqwPgmLkCMUNXeQRA26bicGIAd/F116r/q9KXw2AmnjhZxlYvtkC7Ps0vYzxvx4IbcWr1znO/42cryQXF6SCJO3pRAiw8ymFkDXXnstbr/9dhSLRZx22mn4whe+gMnJSQDAvn378PnPfx65XA4f+9jHcOGFF0aWI1uA0tPejSVZxATWRG4r++X9uIBgxxnsFOXvq4WO+ubqb+u0XfdM586s6jZ03QbgDO4nssWcAf/y3jxiIoV9ZWUFq6urqNfrMAzdDWAex8jIiDdGDwCsrZWxtLSE5eVlVCoVFAoFN919C7Zv34atW7dicnLSnePL8qwwYrRmkabuHB8duVwDuVzeTfv1g8GF2DEMHYVCAQBQKBS96S1s24l9cuYX2wJN01y3XxG27YwdJIKnHbFXd+sNB5lbsCw98NSujhfpbLweUR8ZTpLihYLB00EXVBpBEiWGZLHi44ukcPC0U2Y6i5RYxZR6MmxsagF04YUX4sMf/jB0Xcc73/lO7Nu3D/v27cP999+Pm2++GQcPHsShQ4dwwQUX4KGHHoq5INPdMNLcWLp785FT2tN3JuH4ELmM8M01uF7dBrmD9J/05NgWf2wdYU0pFgtefI1liRnXnXR5y7JQKDhzdjlj7tjuwIB115LjTJVRr9cBOGMBOeMITWJqaos7G/y4a4XR0Gg42wnLjp+ebkpWGB2NhhmYWV3XNW9UaE3T3fF+chgZKbnTWzRQrzvHplgsYGJi3HWJOVlwlmV6M8QLAeSIODkzzD2KtkhTVh3rZEGazuVK4bORaC1eKP2Ah7IYShp52tk+bAUOBk+ntUhFDbQYtV+E9JpNLYAuuOAC7/0LXvACfOMb3wAA3Hbbbbj88suRy+WwY8cOzM7OYv/+/Tj33HOV5ciuBiBdUHMUwpycnni3lfNetaxZGKlSoFVuNDl7JBx8K5vlg9/z2yI/uYo0btN01jmjHsMTCs7EoiU0GuOwbaBWq3qDFJbL61heXsL8/IgrHqpYXFxEpbIOTdMwMuJkjAHOYIdbt251Z4IvQNOARkOk6psBK57T6esALK8DFy8h+By3mY56ve49KYugbmEJcuZBcyxLuVwO4+MTMIwcABuFQgGWZbuDQTpzgzkZZyYc4arDMMLCUz3fV5rfLQqKno1Pmv5GPHw4i4Ljd8WhGnlaCB4xhlC4rwkHT6tGnk4Kng6KKiD8kElBRPrBphZAMp///OdxxRVXAADm5uZw3nnneetmZmYwNzcX+d2i0c2bSLcubFWb5HFBUj5dScV426kTyCQ0+XnP6WwDcQqat4VtW9Bhw7Jtx9huNmDbBmzXHK5bJko5wBgvYayowzQdl1KplAca61g8+iRq5RXk8860FeVyGY3KKiZHC9Cftg21rRMAgELByTQbK+rQzCpq5WVYtTwAN1an0YBm1lHQTcCwoecAUwNMXZM6bkcw6boBQzORgwbd0oCG5aSuG6440kzY9XVU15z0edM0Ydh1jBUNFI2S68bSoVtVmNU6RGC4ZZrQLRN5zYJhhAPrLWiaBU368wSQsADJ7suU55HdpiuWDD9N54D0Ufzuth6M34nFPSWbXLDeGEPw+gOvr9CksjUAwkVmIFmEyX2P+B/qgyiESC/Z8AJo7969OHz4sPdZPIF88IMfxEUXXQQA+OAHP4h8Pu8JoFZ5mjHflbZ2k047BuVTZYv3yqYyRKelMofLRjQLXmcL24Zl2LA0C8i7JnJdh6FXkbPKyK8twKgYsDUNmm2j2Ghga6OG8WIdDaMBy40J0vQqckYDOaOCXGMJOeSg1XXvydgyTZiWBRMmTMOEaTfQ0ExYumOhkk1YYgyfnJaDYRswTB05LQfdMKBrOgxbh94woJuat9uWbcHKWbA0E5awKFkW7IZzK/LifDR3X/XQsZPFo3fjEcdTbzquaHqCTvH7kM1F3Dng6Qjb/68BtpUintGWRY//MKM1ucICX/Bjg8J1684DUuz56F1+QWt7WqFPSDtseAF01113xa7/53/+Z3znO9/BPffc4y2bmZnBE0884X0+dOgQZmZmIsu4Z/9+7/0pMzM49aSTOmjxxqHdG2jq70mdouY8dgIADF2HLqaWsCxn8g0hZCzLiTrSNBiuUAEAXdOgSRlUlm1DtyzYbjCS7dYnI8SGpmn+zG1iWcI+2bYNS2pXUgdvh/ZV1R5Ceo0cpxeH7Vpsofnxfd5yEeDn+949C7D4XrfObLlu0jsemZvDozFekM3KhhdAcdxxxx346Ec/ih/+8IcoFove8osvvhhXXnklrrnmGszNzeE3v/kN9uzZE1nO/4mIDYqj35dsKx1OmkHVWihMKWJaQUPoSVaKvrRsG5rpD0Mgxu3R4FiKdKluXbKe2K7o0RAUH34VvtBRxdZouq4WQUJMWZZzc5DXuW3X7KDjSXyvece10EfZxUVIDxDiJSWdCJCA2HKvtcT+RRZWpG+cOjODUyUjwL0HDgywNf1jUwugt73tbajVati7dy8AJxD6xhtvxO7du3HZZZdh9+7dyOfzuPHGG2Mv8o1wOTbdrNsoI5X4ibF0eLFAirFs0qBK+xVZWnL5XrAymsVLIGXYba/nkhLfDVYa+Jw2myp1EHKqrQhpj7TnYlrLT2xdSO4LO62HFh/STza1AHrooYci173rXe/Cu971rq7WN4gLNzJDRKzvvIKWOzQRZ5AohBSuJi8WRq5f1RbX0qL6rixyAt9tqkqdVSW7xsJ4Iixk9pfrSUP4RqESf53A+B8SRUtusLDrK7rQwLnfTTcYIb1iUwugbjHMTyRRaeneeqTriNRB0a2Ln8DXLWnah8hgzeblyngD5VeDbrOA9Uf6jnIfJAHjbpRYh60wz3dyfNI+uUfBp2UCxJ8HSrHToRtMGQfUQ3iek17Rnq+CdIYQBK28EovscgfRofgJFuVkRCV1uiqrS1jI2MEvpD4+yvqgOG6y9SfsThP/pWBssUyOM0o6anE3K8XChNKaofWHqGinj0iVNeZXEF9nhFW1ozoJ6QAKoEHQoxvUsD8lRQYDq7YNfS8sfmQ3VeCFoAUpTYaWpjkZZJqUVZZ2f6yYslXLvSTiLgVAq7LTSPZIOr/D79uJ02t6AEmoL+pcJ2RYoAtsUPTgRrURbn5R5mxlvA3SxzK108nK6e7ysdMVGWCBdkkpwvIyWWgluuDabDMhvcQbDiK8PMoNFqZF9xohg4QCKAVpn64GRWxaex/b0Qu6EcTtv03/OwbGA4ro+Fux/KSlk7NpIwhgMhhazc4KZHy1EevTcdYZ0+FJH6AA6pBhvum00rKmDivtuB1DQNjk7iFZY1QZYOHB3sTyyG7X7ZRFHFBANCncdP1kI/xOpLe0mhKv6XqqeJsm6w82xtAghCRBAbQJ6dqtMMJFNExEdvgttlcVDJ1IylTiprqg/o3CNaYea2hIfxuysQifRWGhExjwNESUxYfp8GSYoQBKQaYvYIV1pRc33LRjjnS1biHwWojRiWqbsP4EAq9baUoL2xLSDp24pWzLUgdOq1xVijigbgzESEi3YRYY8Ugc6EwarK/XsU+qzrKdDrSd7yTtnyx22q4j4n1cmwhJIu25qBp4s9MzLC6zUVrIc5kMDbQAdcBmfKJJCvBFTIeZ5ni0mmbeTlmtDpwmP52mHvk21MbEPVfEVPE2QPrNRrHEqDItCek2AxFAd999N773ve/hwIEDePLJJwEAT3va0/C85z0PL3nJS3DBBRcMolmRdLPD6FXn0+2nqshpIIIbdbUNrQqXpO1lcaKMT9C05rRftzw5FT5SaCnq69bvGzt6NiExdHPk5LiAZ1U9nsCS3GAbRXSR7NE3F5ht2/jMZz6D2dlZ7N27F1/84hdhGAbOOussnHXWWTAMAzfddBMuvPBCnHbaafjUpz7lzfy9EfAG60t49bv+bhIedLAXdHP06TiUQc+SWyDSBRdxbAOfe/xbE9IJbc87J/ctPWgXIf2mbxag5zznOVhaWsJVV12F17zmNTjjjDOU2z344IP40pe+hH379uETn/gEfvnLX/ariZFs5JtZXOZGp0TNvTUoktJzI61AEcuBdCPmdhILRMhGoZuWpY1UN9m89E0AvelNb8Kb3/xmFAqF2O1OP/10vP/978e73/1ufPrTn+5T64aQVm+mCZ1DrzuQxNihFui2CT+JdutS7msX9j/s/mLHT3rGBhrvi5Bu0zcB9La3va2l7fP5PP7sz/6sR60ZUjpwnaQJGGzFGpQmtibpe510qq0EIbc7SFuc9SepDNXUAOH3vKmQzUCrAx+Gkwp4HZBhhWnww0KHcSO2nW7GdbFtJ6SNA+o0VqjTWKa4b0UFOKdqb1T8Tw+sP4S0Q7sZlL2ElkwybAwsDf7gwYO45ZZb8MQTT6BSqQTWaZqGL37xiwNq2eDoxtNSq+nbnXZKaSw+3XCPxbVXZQVqhahjkHRs4vaHz7xkmPBGdB9oKwgZLgYigP7lX/4FV111FTRNw/HHH98UF5TJJwU3bXRYTMbtxOEkCZ1+Crzwd5TtQcKUFK3Uk8btpRghV7kNIcOKauTnKNKc74QMkIEIoA984AN4xStegc997nPYsmXLIJownCimnQC6P8BguOxejSEUl13VbZHX7n4kfSNcplePfCPo5tg/KZYR0i5Roj8tYigInpdkMzAQAfTkk0/iU5/6FMVPFF0eYDCJuPmtOmlDnHusk2DpKHdYWhGUZhbspCBwTfF0m2ZU6Ki606TbE9JNkiyy8vXUaiA0IRuBgfS65513Hg4ePDiIqkkESSKkG4HTceu6Nbhi3ACFLZWvEoQt1BtbtK43vQgZGG1ce8x0JJuBgViAbrjhBrzyla/Etm3bcOGFF2J6erppG503haGjU3dZmhigVuKE4ixXHYuphFgHUUeT4OqsVkK6Rq/H/urGkBOEDJKBCKBnPOMZOPvss/Ha175WuV7TNDQajT63iqShHyOythInFNeepPGKYrPWWsik6xWMsyCdEJndiGih3mmMECEbiYEIoDe/+c34+te/jksuuQQ7d+5MHB06i7SSyt5vejm9hkzap0aVCOrVsYmdHDJiOZ9+ySBIE8PDc5NkmYEIoFtvvRUf/ehH8fa3v30Q1Q8d7QqJdkdr7lYb2k2VH2SHK89WrZoCIM6a1M+AUFp/SKd0c4wvQjYjAxFAo6Oj2L179yCqHhr65UbqNb0YLyi8baeusJjC/QHi5O+nsb4hKIL4DE2GjaGdQJTjA5EhYSCRxldddRW+/OUv962+66+/HrquY2FhwVu2b98+zM7OYteuXbjzzjv71pZuZTsNE+1OVzEUx8KN92lF/Ahs6ZVcTfpyB35MyKaA5xEh8QzEAnTyySfjK1/5Cvbu3YuXvvSlyiywq6++uit1HTp0CHfddRdOPvlkb9nBgwdx88034+DBgzh06BAuuOACPPTQQ13tMLLY+bSbcp4Uv9Ou2yxqrCFleWlcXy3EPkUNApl2IllCOmWYLECMMyLDyEAE0J/+6Z8CAB5//HHcfffdTes1TeuaALrmmmvw0Y9+FBdffLG37NZbb8Xll1+OXC6HHTt2YHZ2Fvv378e5556bqsxh6VSGmbSxNVkjyv3H40O6TT/PqWESW4SkZSAC6NFHH+1LPbfddhue8Yxn4Mwzzwwsn5ubw3nnned9npmZwdzcXGQ5vLA7p1+ZYwLVLO9tzyofnmy1C509zynSa1STBLeb5t7W2Rp1vdEaRIaEgbnAusXevXtx+PBh77O46K+77jp86EMfwl133dW1usjwkmoKjDQiSKxPmGYjSQQNOtuNkEGJbJ73ZKMwEAHUTaIEzq9+9Ss89thjOOuss2DbNg4dOoRzzjkH+/fvx8zMDB5//HFv20OHDmFmZiayjrv37/fenzIzg1NjtiXdp28dqhTMrQGcmZ1saDqZIHjYJAwtpr3lkbk5PBrjBdmsaHaf7i7nnHMOrrvuOrzsZS9Ltf23v/1t/N3f/R1+/vOfd6X+U045Bffddx+mp6dx//3348orr8RPf/pTzM3NYe/evZFB0Jqm4bq3vrUrbSDtBRCnmT4jbR2RcxgpMtlUc3TJZSftC5+EySBJe62JGd7l8zV85solabruz98H/zppim9zy7QRuu5SZo3KI7JTAPWXd3/iE5nov/pmAbriiitw5ZVXYsuWLbjiiivwwhe+EM9+9rOxbds2AMD8/Dz+67/+Cz/60Y/wta99DYuLi/jbv/3brtUvuyR2796Nyy67DLt370Y+n8eNN97IC6xP9DpYst2yVRe7bVmxE5Uy8JMMM4M4P7Nw0ySbh75ZgABH5Hzyk5/EZz/7WTz++OPK9OeTTjoJb3zjG/GWt7wFxx13XL+aFgktQOmISvtW0YrlpBPrjzfIoaLsQLkJT6SyCGrH2kTIoEhzrSVZgALWH2ncrLAFSFF4wAIUtgwltrsFayvpLlmxAPVVAMk88MADOHDggBfAfMIJJ+B5z3sedu3aNYjmREIBlI7YiUVTLIsqpxUBpBI/Xjmh8lrqjEMdfFo3WBY6EDLcJJ2fcdeB+BR2f4lyYwWQdJ1RAG08siKABhYEvXPnTuzcuXNQ1ZMu0uqFkmby0m4Jn67gzh3WKq1M+UHIsBF1xqcdwT0y3o6QIWEgU2GQbNBSEGZoWVv1tfqFlPWwAyekmcjrjdcL2SBs+DR4Mpz0MkNKZf1pRfy0EmNEyGak06lleg5dXqQP0AJEOqaVwOA4Wp1UVSV+vNiE0Ai4onypsr6JH8YvkE1B1Hkcuq4Cq3rYHEI6hRYg0hU6vcm3KkZaDa4mhDh0Yv1Je4114tbmdUz6BS1AZOB00jlqEcuT6uqG9YcdNckMUUkH8jXQLYsqryvSJ2gBIgMjavBBmbjRmFsRP4z1ISTiOuiGO1gRV8crjgw7AxNAjzzyCG6++WY8/vjjqFQqgXWapuFzn/vcgFpG+kGTiTwkfFSo0t2jxI+qE/aWpagrsl4+nZINSrtuKZX7q+2rIGnQUbq2SR8ZiAD61re+hcsuuwyWZeH4449HsVgMrOcJvzmImhG9nWBkuRNuEj8RZng5+DlO/KgGfAtVntg+QoaZtsVPzCCgcfWorr10FfJaI/1jIALoPe95D373d38XX/rSl4ZiugvSPVoSry1MQREuWyl+lFV0L0OFliCy0eiW6zeN9afTupImHyak2wxEAD3yyCO4/vrrKX4ySCvD4QvCnW8a8ZM4/1dK4iZDTQvjj8gwkdYCmzS8RaT7WVVPQl2EDIKBZIHt3LkT8/Pzg6ia9JDU01u0MP9WZPqtqvMNCR1afwjpnH4kGdD6QwbBQCxAf//3f493vOMdOPfcc3HqqacOogktYZ44Negm9A25I2ulAwpv2vzwJ4uSpM5SC8b8aHJb1PMQ+e2WJmG05RiE5NGfm59w1bPAt+jlI2RoaB4FPeoEDQ4o6htd/eswVHKgfP9ZJ911L19r/jIKINJb+iaAXvSiFwU+z8/PY9euXZidncXWrVsD6zRNww9+8IN+NS0R8+mbXwCpREGaDihq1nVVuVZC9lVQ9Eip7qGRnaMsTbajeLx22LYdrDNJjYSsTZ1mv1D7kGEi7bUYFD5+0kH4+mgqVxEAnaYuVZkUP6Qf9E0A6boeOKnPOOOMflVNFLQy27pyvapMRflps0CUnW5ombytsnzbbk/4uHXJ9YSn02B3TDYyPRU/EcInTV2qMil+SL/omwD6/ve/36+qSAS9ED1AD4QPmmOA5PeBtHa3A5Y7X6/TVaTEK/ejVYuPWB+zf7T+kGGglfT38LUorWheFiqL4odsRAYSBH3TTTdFBkEvLCzgpptu6nOLNjdJYiRs7VBuoyoXzeN9CAGSRvwIq6CmadBlq4+0PNy+JoElWX1M0wyIH9G+2JaE6gi8VNumCQhN3IKQ/pJ0XaoeRMT1KJaFy3PftCx+5DrjPhPSawYigK666io8/PDDynWPPvoorrrqqj63aOMjC5DwK0z4Rh9YF/Hy6nFflkLwtCJ8hPjRRRtc4SOvCwsfuT6RSWYJ4WOagBBEUqfctO/+QfA693B9gc5ffgUPePAjUogtQvpEmn5AEPUgAkUfIT94hMVP4PqMIRwOkeYBjJBeMJAssLiLcW1tDbkcpyhLotW003YCmr26IuptdXwdXXJrhZ8uw4HPqqdK27ZhW1azu0sRg6Da33A8g2hTIOBasU0THabUE9IrWrk+Vdedu8Jbryw7lGiQpi7Av/7DbSBkUPRNafzHf/wH7rvvPu/z7bffjl/96leBbdbX1/HVr34Vs7Oz/WrWhqHdcTbajesB4oVPK+1pcivFCB+53jh3lxBDqu2VbfAbAyAoxgLrpW2aUJRP8UOGhVau0TjxEzvMBMUP2UT0TQDdeuuteP/73w/AOfE/+MEPKrfbtm1b5idC7XhQsQ5EDxAd1Cz/T9uOVoRPoA0h033AnN+C8AmUH3J5NdXdgtVHrp+QQdOx+EkR6KyK96H4IRuZvgmgd7zjHfiTP/kT2LaNU089Fd/85jdx9tlnB7YpFos44YQTMnNxdCp0ZDoVPUBn2VzhdrbhYoAAACAASURBVKiET6zVBVDGE4hO14svigi6jGxPmvqTzjeKHzLE9Er8SIU6/0L1pekblK7ojPTvZPjpmwCamprC1JQzoOCjjz6KE088EYVCoV/VD4xuipwwAxE9tq0UDFHCJ9bao2lNJvVuCJ/w+CWq9F6544+F4ocMKa26pVsVP16wM4Iur1brkz8TMkwMJNr45JNPBgDce++9+Pd//3fMzc1hZmYG5513Hs4///xBNCmWXoqYVuiG4AGab+Bi/yKzNxL2XxXcnBRgKWeRqIRPINsr1E7591Cl0qrET8tWn4j9Ho4zgRCfNFYf8V91fUSV6b0Pf6b4IZuEgQighYUFXHrppbj33nuh6zqmp6dx7Ngx2LaN888/HzfffHPT9BhZpJPMLRUqa0/LoieUQeUsUgufprZJ4kfl7mpKcw+1NVUnLz6HxxKK2Ifw+EJRUPiQYSKtG0o1vo/7IbFs+WEkTV2qOsVnQoaRgYwD9Od//uc4cOAA/vVf/xXr6+s4cuQI1tfXcdNNN+HAgQN4+9vfPohm9YXwGDxxLwCR4/KIVxS29LJsZ7wcy7KaXsIS0/QKNtp/wRE+hmFA1zR/DBF3/B5D1wNj+8jfgxA58C08lmXBdv+L8XzE+D5iG1XH23S83GWQ2hI1pk/4GIcDPeVjII4hIYNG9bCQNt4nanwfWZwErLAK62wa8aMa44eQYWUgAuj222/Hvn378JrXvAb5fB4AkM/nceWVV+K6667Dbbfd1rW6brjhBuzatQtnnnkm3vnOd3rL9+3bh9nZWezatQt33nlnV+pKK2qU3414pcUOvyI6Sy+LSiV0mncoIHpk4SOLHk/46Hqgg/UbF4wjkIWPbdtoSAMZqgZYVIkf8V8WOJoryHRdbxY+QHSHH2qnfEwJGQZULqi04icuHq6pLIV1Nly/CnHdhdtAyDAzEBeYYRiRY/2cccYZMAyjK/V8//vfx+23345f/vKXyOVyOHr0KADg4MGDuPnmm3Hw4EEcOnQIF1xwAR566KHIC7ZbF3I3u4OoOJ7I963EMYWe4ISgEOuaOtfQ9qoONS7AOdzRpo5nkOoW7QSaA5wjAzyDC4IfI1tASH/pJNhZFegsWz7D/UO74idcPyEbgYFYgF7xilfga1/7mnLdV7/6VVxyySVdqeeTn/wk3vnOd3ojS2/fvh2AMybR5Zdfjlwuhx07dmB2dhb79+9vq44kF1Uqa47sJoogbOEB/E5KFhIBUZHW0hNqhxAThmHAkF1chuE96QWmsJBeAeETcr0Ji48p3F1ieajtzc0KWnAC84ZFWX2k7ROh+CFDSi/Fj1Sw8y9UT9r64j4TMswMxAJ00UUX4ZprrsEf/MEf4NJLL8UJJ5yAw4cP4+abb8avf/1rfOxjH8M999zjbf97v/d7bdXz4IMP4oc//CH+5m/+BiMjI/iHf/gHPPe5z8Xc3BzOO+88b7uZmRnMzc1FltPxJR3VKcRYZ+IsPOHPbVl5Qm1TWVCU2SOhjlTVBpXFxwp1qmmfMJVBnKFlumhLytiDuONF8UOGhfD1kdblBTRfw2KbpvJC7mmxnMHOJAsMRAC9+tWvBgA88cQT+O53v9u0/g//8A8BOBeipmkwTTOyrL179+Lw4cPeZ/Gd6667Do1GA8eOHcNPfvITHDhwAJdeeikeeeSR1hvcyYWdwgKjWpvqya8dwSNQiYgo0RPaXtnOJOHjzuGlFD7iv+JpMtwOTc48i3DBRcF4H7JRaEWMRMX7yOtV5VL8kKwzEAF07733dq2su+66K3Ldpz71KbzqVa8CADz/+c+HYRiYn5/HzMwMHn/8cW+7Q4cOYWZmJrKc7/9fP0h6x85TsWPnaS21Ma47SW3ijumU5DVJrja54xKWE6WokLb3P2pK8RIVdC2nsytN6hH75LUvJvbI29cIi1SYuE6d4ocME90SP6qgf+9/SPykFT6qcil+Nj6PPfAwHnugDePABmcgAujFL35xX+q55JJLcM899+DFL34xHnzwQdRqNWzbtg0XX3wxrrzySvzFX/wF5ubm8Jvf/AZ79uyJLOd3L9nbtKyVm6aqY0nscLrkngmLGyBoHk9j6WkynUtzccnxRnKWV6TwidrnsOUp1Kam+btiOuBALBIQK7oofsgwIc7VyPG5JJLifVTldiJ+wnFEZPOwY+dpgQf7H972bwNsTf8YiAASHD16FD/5yU8wPz+Piy66CFu3bkWlUkGhUFBOoNcqV111Fa6++mqceeaZKBaLuOmmmwAAu3fvxmWXXYbdu3cjn8/jxhtvjL2orRZdTWk6rwBdEDuB1keIG00WERFPjP4i9ZNjUwyPJHSE8LHsGDeXsvFqy5RS+LTY3gCyKIpuDSEDIa34kS2kgNoSqoz3cd6o59xLgFYfshnR7LR2zy5i2zauvfZa3HDDDajVatA0DQcOHMA555yDl7zkJXjhC1+I97znPf1ulhJN0/C3n1HPXJ+Wbh3gpi5H6oSaRmV21ydZeSKDmeXPMfE93mCKQCDQWX7KjGt7U5Cz7P6KcHXFxiKFP9PiQ4aYjrO8nIXK61lleW0n3odp7tnjA1f/dWqX6EZmIGnw+/btw8c//nG8973vxU9/+tPAgb7ooovw7W9/exDNisTu8NUugTR6N0hZvLyRlw1DPSqzu1wMUCiWB0ZJjhA/slvLsiw/lV1KXW+ERm02Q6nukfsu2h96iTaJfRIdvKbYvun3ibqJUPyQIUZlWY1D6fKKuDZUbl/5ISZqyIkwFD9kMzMQF9hnP/tZvPe978W73vWupgyvZz3rWXj44YcH0ayBEmfdcT4mBzumeSqMNI2L9zHWHgDOiM1A00ztYlnsvimsPXI8UhqTfpg0sT4UPmTYaDfrKnzNiHVRZbfr8lKVS/FDNhsDEUBzc3N4wQteoFxXKBSwtrbW5xb1B2X3oRAnTQHL0nZNLiPFevm//F6Vgh4WMLKoCbu0VMIoqStVddaedccVPF0VPs4Cb3/iiLsRsLMnvWKjiB8GPZPNzkAE0MzMDH71q1/h/PPPb1r3n//5nzjllFMG0Kp0tNMVaIqAbqVQcRYo10fFw4TLUH1OEj3hwGZZBKlEj/he7D677YwTPnEZLHGdbjesPlnwb5PhoxXxo3zYSRA/4WDnVrLKouolZLMyEAF06aWX4gMf+ADOOecczxKkaRoefPBBXH/99XjTm940iGZFEhV7Et5G7tBUFpiwtUYg+9lbzXiKWhYlelRBkF4GFxBIZ/e2kdLek1AFLMvCR9Whp9m/qP1yPwS3SfguIYOgFTESlRzQS/FD0UOyxkAE0Pve9z78+Mc/xote9CKcfPLJABxR9MQTT+C3f/u3A7O2DwNictbEbkEhZFSfm0SOs7B5fQqhI4gLBI5yXaksPYHvh1xcYr2yXe4+RMX4qLK6oo5RWEyq9k/64L9VHpnWhQ9vAKTb9EX8hKy6aesL1yMvI2QzMxABNDIygu9///v48pe/jO9973t41rOehW3btuE973kPrrzySm/y0mFBvnnH0dSBNG8QvW2bnY9KtADNrq1ORY+KcHCzKhA7Sfio9juV+Elh9WnH4sNOn3QT+Rxsd3DDqOslzqWdtj65zvAyQjY7A1MahmHgda97HV73utcNqgmpERYgQRp3WJplQLNISrqRR4mBuFgd27YD2VtNAZEhMRS3X1FB2WGXlpdqr9hWLi+8n+HYiF5be6LaQkgnKF3QCUSJH5VltFvxPir3OyFZYSACqFKp4Gc/+xn+93//F5qm4cQTT8Rzn/tclEqlQTQnkbAASktSd2IjveAJWz6ShIw8HQXC24YCmdNkQ6msPWJ9nJsrUEZELFXs/kr77H1UtJPChwwbrYgfPZwYoLh2ui1+0sTdiaWMniObkb4KoGq1imuvvRb/9E//hGq1GogpKZVKeMtb3oIPfehDKBQK/WxWIp3cIuM6jihXj0rsiOUqV5W3XDVHV6ijVNWrIkrIJFp73OWqeIWoQO3I/ZeOgXwc4spoBYof0m3asfyER3FXPTCkdnWnJG2mF4UP2cz0VQC9/OUvxz333INXvOIVeNnLXoZnPvOZsG0bTzzxBL797W/jH//xH3H//ffjO9/5Tj+blUgnnUBiPIviBp+mswPgZWwhvLxFK48gztqjiuNRiaFOhE/gfQ+Fj6pNhHRK3HkdRfjhQTV58SDEDy0/JAv0TQB9/etfx7333otbbrkFr3zlK5vWv/GNb8Q3vvEN/NEf/RG++c1v4lWvelW/mpZIUueiWp9kxVA+KSoCGZVmbyg6vjYEjyAqSDlK4KQZuDBttprqfXhf4spoB4of0m1atfwkxfuoylVZftsd3yd2O1F+6pIJ2Zj0bTLUV73qVSiVSvjyl78cu90VV1yBWq2Gb3zjG/1oViKapuH/u+n62G3kA5jW4qOy3MRt07RthEsrXF5Up5dK9Ejr0o7WTOFDskbUQ0oUaYKdleV2GO/DmB+SlqxMhto3C9AvfvELXHfddYnbvfzlL8e73/3uPrQoPY3QfGVNxLhrVJ1ilLUHCHZ6ctlRIiuq0+2G6BHrdVFWTDBzGuGj3D9pH4HeuLvi2kdIu6S5DsOE432ixE9TuT0WP/KSzX/bI8ShbwLoyJEjeOYzn5m43TOf+Uw89dRTfWhRehqNRvqNI27msSIn4nvhDjWu04vq4FTBzE2dsNhWyuJSiZ6mMuOCJ1uw+AAUPmRj0arVB1APDRGVhq5KeGjV5SXKpPghRE3fBFC5XEaxWEzcrlAooFKp9KFF6UnT6SQGQCZYicKfWwlalt9HBTIDoUlHxeo2pqeg8CFZphviJ8rqEyg7lNVJ8UNId+lrFtjc3BweeeSR2G0OHTrUp9akx0xygUkkBkTHLEtCD02qqhI7geURnaxsAfK+H7FtkpDohotLVU67UPiQXtFqoLMgSvxECR8Ayjn50kLhQ0g6+iqAXv3qVyduY9v20N3EWnny6mbgWFRHlkrwSOuBCLdXRExPmuPfqqUHSLZ8dcKwnTNkcxErfsT70DkYF++TVvy0KoAofghJT98E0Be+8IV+VdV1+hENH2XdAdSCR+nyCnV8TYIoogxVnSoSM9z8D/7bFOV0AoUP6TWRLq+Y81hl9XHeRoufcLxPKy42VdlN13fqkgjJBn0TQK9//ev7VdVQkfg0liB0wtupBE+kBShim7j2RBH1JEpXF9nMpBY/IWtrktVHWXafxQ+tPyTrDNe060NK3M22FXOztGHi95uEjPu98DYql1aacsNtTGOpiTTH91H4ABQ/pPfEprh3IH7EtRYWP2F3F8UPIb2HAigFRsg9pSTiphznZlJaf9yyVN9Lsu6kqVP+vh36D7Tn5gqXEfX9TqHwIf0gVohEiB9xfeqaFunyCj9ohMVPrNCK6V8ofghpDwqgFGgx8TnK7VP63rWIMUCirD9x2ya1TxY9SdaetG4uUV5cWd2Awof0ijjrZ2K8j3teJqW4B669CMtPO1Yf1f/wvgX2KXXphGQDCqAUpLIAhQiLJiBeuKjcWEnfiVuepvNLbe1xFsSWFfm9DqDwIb1EJX4SLTHel+PFT/ghpiXxE+Nicz5S/BDSDSiAUqAbhvc+zU05Ke5HVVZaS05U+XZofdjUrmlabEqtt0xO6RXbK1vRm+w4ih7SS+RrQ+WOEu/dNxGFJIufJjezLHRsG1a4PtsOXHNyPcGqo6fNoLuLkNagAEpBOEU9iVYsNXHLgWj3GRDduVmKjjs8llFSbEOUuOnVkAAUPmQQKON94s5xSfzI8T5pY31k8dNUX8K1pcok89bFfpMQooICKAVxpua0343dJmVZrbqeYmN5nAWpy4+qo1MofEg/CFtkgIRg56YC0lt9IssPi58UQsv/2JrlB6D1h5AkWg9u2UAcOHAAe/bswdlnn409e/bgZz/7mbdu3759mJ2dxa5du3DnnXfGlqPrut/xtfgCnA4q7qXCVrwC62PSZ6OWIfyKKV9VTzeJe5olpJtEuaPC7xElSkIZXUniRxXvo7T8RDaY4oeQfrCpLUDXXnstrrvuOlx44YX47ne/i7/6q7/Cvffei/vvvx8333wzDh48iEOHDuGCCy7AQw89NDDzcprOKo2FR7lMtU0bdXULih7SL8KiRCZVoDMQED+6rnviR5cnEQ7VE37oaFqWoj5RZ6sp7qINhJBkNrUF6MQTT8TS0hIAYHFxETMzMwCA2267DZdffjlyuRx27NiB2dlZ7N+/v2ftUFlz0lp24l6q7VVWnnAblG3skaVHhuKH9Iso8aMUIjFiRAgfzwIsv1fUoxI/lmXBsqzg9RlRn/+W4oeQXrOpLUAf/vCH8Tu/8zv4y7/8S9i2jR//+McAnFnpzzvvPG+7mZkZzM3NRZbT7U4lSWS0HIDchpUnTTu6BYUP6SeqeB8g6JZy38QUojVZfWLjfRAtfloJrnbeRg+FIe9fGIofQlpjwwugvXv34vDhw95nkfJ93XXX4YYbbsANN9yASy65BLfccguuvvpq3HXXXT1rS6uCIm77VsQOMFyCB6DoIYMhLtg5kAnZgvjRpPg/r47QMBHdFj9RMXJMdSeke2x4ARQnaF772td661/96lfjjW98IwDH4vPEE0942x06dMhzj6m455t3eO937DwNp+x6VmK70oqN2O2SLEWpaqDwIdmgK+IHUrxPlNUnRvyIl1dfCwHPrQxs6O1KfOmEpOKxBx7GYw88Muhm9J0NL4DimJ2dxQ9+8AO8+MUvxt13343Z2VkAwMUXX4wrr7wS11xzDebm5vCb3/wGe/bsiSznxa/YG/gcHlMnkRYESDsdWj8FThgKnuFEnBPd/n2i3EuDImrE426P76NJ2wgLjyjfsqxAsLP4HN/wYMv1qGlxYooYlt+AbHx27DwNO3ae5n3+4W3/NsDW9I9NLYA+/elP461vfStqtRpKpRI+85nPAAB2796Nyy67DLt370Y+n8eNN94Yf6PossDopLRBih0ZCp/hIyorsBu/1bAJH0Ad6CwfA5UVRrwLHBFFvE9gvB93mSgr0eXV4jVK8UPIYNDsYbmjDimapuHvPv+RVNv2O1i631D0DCdx50mnv1lcKvmgiLL6AEGLjyxGwm2XhU1UvE/A6uMUqBQ/qQc3DJcHX/ykDXRW7Qsh3eYDV//10N1/esGmtgB1i16fBsN+olH4DC/dFj/DHmuSRvyEXV69Ej+dxPsAFD+EDBoKoB4z7OImDgqf4SVrwgdoQfwoXF7hMjRFkLPnAgPixY9lRcb7KF1sofLaGdlZtS+EkM6gAErBRhYxrULRM7ykOQ9b/f02gvABWgh2jrD6eGXIgscNdg7P7xWsqDm4OUn8NFecLH6SfrVh+z0I2QxQABGKniEmrfjulvABhutmm2T1AZqzMiPFD6AUP7o4dhHiRw5uthQur9jj1aH4GabfgpDNBgVQRqHoGW5asTq28ltupJttbFtTxvvI5XjTWADQDUNp9dE0TRnnExXvE1cfxQ8hww0F0CaGImdj0KqLtVuCBxi+m2ySS64py8t5kyh8AnE+oUBncTyT5t6TXV6xwsctV6AKdt5ovwshmxEKoE0EBc/GoZ24ss0sfIDkaR4C4kdye6WN9xFCSLi/nE188SPXERXsHHXcVOKnnfF9ovaHENJ9KIA2MBQ8Gw8KHzXtiJ9YMaKw+IQnNpXLlusQYsdKYfUJtF1h9XEWU/wQMoxQAG0AKHQ2Np1kEab57dOcHcN8Y40TP61keXllpRQ/YReaMti5DfHTTop7XB2EkN5AATRkUOxsHtoVPmnPgbRnyjDfWHslfgxdD6a4R7i8wuInbbxPoO2KYGdafQgZfiiA+gwFzuaHwieZtC4vVaBzeKJXVZZXON5HFkBymd40Fm68T3g+r3bET9J+Ru0zIaS/UAC1CAUMiaKX8T2tnHXDflNNSm8X/+PET7gsT/zEuLzkFPew+AmP7xN3DMPip8niExJmkfuasJ4Q0lsogFJA0UNUdDpCeLfiewQb4YYal+ae5PKSj7c8U7ssfvTQFBfy9lFp7a2IH6lAvx0c2ZmQDQkFECEtshmET5MlpcciP+2AfyohomqrsO6IkZzjXF6ijLD4kf+nGdU5zvLTivghhAwHFECERNCNOeC6LXYErbas25OnpiXNwIbif3hsnzjhAwCGYXjxPuHYH69MRYp7IN5HSqkPW5ia9qHDwQ3l/SaEDB4KIEJCdGvy216In25Ye7y6B2T1iczyUqzzygqN3NwU7xNyewVGi1bE+8iCq1PxQ+FDyMaEAogQ9Ff0AIMVPsBgxE+aLC9Vm1Uur/D7JPEjx/vIWV+IqDOwDyGXF60+hGwOKIBIZumW6AGGx9UFDFb4AC1meSWlm0fE+4SzvJrET2gai3C8T1x9gX2IyPRK2k9vf1NsQwgZDBRAJJP0K74H6J/wAQbn7gKSA51byfIC4Fh3II3pI/8HAuInbPWRY3zC4/uEj5BS2ISCm5v+JxwLCh9Chh8KIJIphlX49PKGOUjxE94vOcsrvL7JtRQV7yOtc4qyA+ImPJlpONMrcR+Y5UVIJqAAIpmgH6nr3rYtlNtt4TNMY1aFY34sKcsrDlW8jxd/464TZbpvgsInHPicIH4CR0whelo5prT8ELJxoAAim55ez8DufSdNW1oudeMRFj4AguInLuhYtvi4n1XBxyr3WdRLWU/TwvhRnWO/i2z8roRsNiiAyKanX1aRgDsH2bophvdVFh5NIkTTPAEjW3QARIqfQD0hYRO2+gSWyXXGEOXuCmzj1p+135aQzQoFECE9IMs3yLDgUVrgwpYVhZtLjvFpCnSWyw2l0EdZflQkWXwC+xH6TwjZ2FAAEUIGRtjyEo7xUY7tI5DcYK2KHzGYYbgthJDsQAFECOkaacSHckwdIX6SylNkj6lGcY4cUFEhcih8CMkmFECEkJ6isrYIlOIjRkSlcT9FCZ3EegkhmSK6ZyIbksceeHjQTcgEPM6dkUakyMfYRvdibyh+gvBc7j08xsMJBdAm47EHHhl0EzIBj7MaZcp6inWAL3LE69EHHkklfOLKDARXpxBdWYTncu/hMR5O6AIjhPSEfosNihtCSCvQAkQIIYSQzKHZ3ZwSexPCp0pCCCFZIwvSgC6wBLJwEhBCCCFZgy4wQgghhGQOCiBCCCGEZA4KoA3MLbfcgmc/+9kwDAP33XdfYN2+ffswOzuLXbt24c477/SW33fffXjOc56D008/He94xzv63eQNzfvf/36cdNJJOOecc3DOOefgjjvu8NZFHW/SHnfccQd27tyJ008/HR/5yEcG3ZxNw44dO3DWWWfh7LPPxp49ewAAx44dw4UXXogzzjgDL3nJS7C0tDTgVm483vCGN+CEE07Ac57zHG9Z3HFlfzEk2GTD8sADD9gPPvigff7559s///nPveX333+//Vu/9Vt2vV63H330Ufu0006zLcuybdu29+zZY+/fv9+2bdv+/d//ffuOO+4YSNs3Iu973/vs66+/vml53PEmrWOapn3aaafZjz32mF2r1eyzzjrLPnjw4KCbtSk45ZRT7IWFhcCya6+91v7IRz5i27Ztf/jDH7b/+q//ehBN29D86Ec/sn/xi1/YZ555prcs6rj++te/Zn8xJNACtIE544wzMDs72xSofeutt+Lyyy9HLpfDjh07MDs7i/379+PJJ5/EysoKnv/85wMA/viP/xjf+ta3BtH0DUv4WAPRx5u0x/79+zE7O4uTTz4Z+Xwel19+OW699dZBN2tTYNs2LMsKLLv11lvx+te/HgDw+te/nn1CG7zwhS/E9PR0YFnUcb3t/2/v3kOsqPsHjn/O8dHdtKi03NVVt3SzpbyUpEQXkLxFpmZUFiFaVIRSgUGliJeiRCkUlLSQcusfLUt9xMw1JMgyS8qsfyS7p67XrLyk5M7vj+f3nJ/bavqrNVe/rxcccObMmfk6yPhmzpyZf//b8aKREEBnoM2bN0f79u0L02VlZbF58+bYvHlztGvXrjC/Xbt2sXnz5lMxxNPWrFmz4oorroj77ruvcEr7WPubv+aP+9O/04aTy+WiX79+0bNnz5g7d25ERGzbti1KSkoiIqK0tDS2b99+Kod4xti+fftR96vjRePhZ/CNXL9+/WLbtm2F6SzLIpfLxdNPPx2DBg06hSM7M/3Z/h41alRMmDAhcrlcjB8/Ph599NHCfyJwOnj//fejTZs2sWPHjsL1KX+815l7n50c9mvjI4AauZUrV/6/P1NWVhY//PBDYfrHH3+MsrKyY87n/5zo/r7//vsLAWq/NqyysrL4/vvvC9P2Z8Np06ZNRERceOGFccstt8RHH30UJSUlhbNANTU10bp161M8yjPDsfar40Xj4SuwM8SR16YMHjw45s+fH4cOHYpvvvkmNm3aFL169YrS0tI499xz46OPPoosy+KVV16JIUOGnMJRn15qamoKf37zzTejS5cuEXHs/c1f07Nnz9i0aVN89913cejQoZg/f34MHjz4VA/rtLd///7Yu3dvRETs27cvqquro2vXrjF48OCYN29eRERUVVU5JvxFWZbVOw4fbb86XjQip+zya/62RYsWZe3atcuKi4uz0tLS7MYbbyy898wzz2SdOnXKKisrsxUrVhTmr1u3LuvSpUtWUVGRPfzww6di2Ket4cOHZ127ds26d++eDRkyJKupqSm8d6z9zV+zfPnyrHPnzllFRUU2ZcqUUz2cM8LXX3+dde/ePbviiiuyLl26FPbrrl27sj59+mSdO3fO+vXrl/3000+neKSnn7vuuitr06ZN1qxZs6x9+/bZSy+9lO3evfuY+9XxonHwLDAAIDm+AgMAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggSEBVVVXk8/mjvlq2bNng2/vss89i8uTJsWfPnnrv5fP5ePLJJxt8mydi79690bZt2wZ7uOrBgwejXbt28dprrzXI+oB/ka2BJwAAClRJREFUjkdhQCJyuVwsXLiw3m33//Wvhj8MrF+/PiZPnhzDhw+P8847r857H374YZ2H8v6TpkyZEmVlZQ12t+OioqIYN25cPP744zF06NBo2rRpg6wXOPkEECSke/fu0bFjx5O+nex/HyJ7NKfqtv/79++P559/PqZPn96g6x0xYkQ89thjMX/+/Bg+fHiDrhs4eXwFBhTs3LkzHnzwwbj00kujRYsW0aFDh7j77rtjy5YtdZb78ssvY+jQoVFSUhJnnXVWlJeXx7Bhw6K2tjaqqqri3nvvjYiIioqKyOfz0aRJk8IDTv/4FdikSZMin8/Hpk2b4uabb45zzjknLrroonjqqafqje+TTz6J66+/Ppo3bx7l5eUxZcqUmDhxYuTzxz+ULViwIA4cOBC33357nfkjR46M9u3bx7p16+Kaa66J5s2bR2VlZSxbtiwiIqZOnRrl5eVx3nnnxdChQ2PXrl11Pt+iRYsYNGhQvPjiiyewh4HGQgBBQg4fPlzvdeTTcHbv3h1FRUXxzDPPxNtvvx3PPvtsbNq0Ka677ro4dOhQYbmbbroptm7dGi+88EJUV1fH1KlTo6ioKGpra2PgwIExfvz4iIh444034sMPP4w1a9YUnkT+R/89U3TrrbdGnz59YsmSJTF06NCYOHFiVFVVFZbbtWtX9OnTJ/bs2ROvvvpqzJw5M6qrq6OqquqYZ5uOtGLFiujWrVu0aNGi3vZ/+eWXGDlyZDzwwAOxePHiaN26ddx2223x0EMPxQcffBBz5syJGTNmxKpVq2L06NH11n399dfH2rVr49dffz3uOIBG4tQ+igz4J8ybNy/L5XJHfQ0aNOiYnzt8+HD2ww8/ZLlcLlu8eHGWZVm2c+fOLJfLZUuXLv3T7eXz+eyrr76q914ul8smT55cmJ40aVKWz+ezqqqqOst17do1GzBgQGF67NixWXFxcbZly5bCvAMHDmQlJSVZPp8/7j7o2LFjds8999SbP3LkyCyfz2erV68uzNuwYUOWy+WyysrKrLa2tjB/zJgxWbNmzerMy7Ise++997J8Pp+9++67xx0H0Di4BggSkcvlYvHixfUugv7jRcqzZ8+OF154Ib766qvYt29f4bMbN26MiIhWrVpFx44d44knnoiampro3bt3VFRU/O3x3XTTTXWmu3TpEuvXry9Mr127Nq6++uo6Z5KKi4tj4MCBMW/evOOuf9u2bdGqVaujvteiRYu49tprC9OVlZUREdG3b986Z5cqKyvj999/j61bt0bbtm0L8y+44ILIsixqamqOOw6gcfAVGCTk8ssvjx49etR5HXlR9MyZM2P06NHRv3//WLRoUXz88cexdu3ayLIsfvvtt8Jy77zzTlx11VUxbty46Ny5c3Tq1CnmzJnzt8b2x5/jFxUV1dnm1q1bo3Xr1vU+V1JS8re2G1E/Av/7a67zzz+/zvxmzZpFRNQZF3B6cgYIKFiwYEH07ds3pk2bVpj37bff1lvuoosuKpx12bBhQ8yaNStGjRoVF198cQwYMOCkjK1Nmzaxffv2evNP9KxLSUlJvQuYG8rOnTsjIqK0tPSkrB9oeM4AAQX79++vdy+bl1566U8vMu7WrVs899xzERHxxRdfRMR/zt5ERBw4cKDBxnb11VfHmjVr6vwi7cCBA/HWW2+d0Oevuuqq2LBhQ4ON50gbNmyIJk2aRI8ePU7K+oGG5wwQJCLLsvj0009jx44d9d7r2bNn5PP5uPHGG2PatGkxZcqU6NWrV6xatSoWLlxYZ9nPP/88HnnkkRg2bFhUVFTE4cOH4+WXX46mTZvGDTfcEBERl112WWRZFrNmzYoRI0ZE06ZNo3v37n/rpotjxoyJ2bNnR//+/WPixInRrFmzmD59ehQXF5/Qr8D69+8fo0aNil9//TXOOeecvzyOo1m9enX06tWrwdcLnDwCCBKRy+XijjvuOOp7O3bsiJYtW8aECRPi559/jhkzZsRvv/0WvXv3jurq6ujYsWMhMkpLS6O8vDymT58eP/74YxQXF0fXrl1j2bJlceWVV0bEf84KTZ48OV588cWYO3du1NbWxjfffBMdOnSIXC5XL1iOFTBHzm/VqlWsWrUqHn744RgxYkS0atUqHnzwwdixY0e8+uqrx/3733nnnTFmzJh4/fXXC/cp+rPtH22cR7Nv375YunRpzJo167jLAo1HLsuOuAkIwGmktrY2evToERdeeGGsXLnyuMuPHTs2Vq5cGevWrWuwMcyePTumTp0aGzduLHz1BzR+Agg4bUyYMCEqKiqivLw8du7cGXPnzo3q6upYvnx59O/f/7if37t3b3Tu3Dlmz57dIM8DO3jwYFxyySXx7LPPHvPsGtA4+QoMOG3kcrl46qmnYsuWLZHL5aJbt26xZMmSE4qfiIizzz673mM9/o6ioqLCIz6A04szQABAcvwMHgBIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5AggACA5AggASI4AAgCSI4AAgOQIIAAgOQIIAEiOAAIAkiOAAIDkCCAAIDkCCABIjgACAJIjgACA5PwPOJnJGrKd4vMAAAAASUVORK5CYII=\"\n",
       "  frames[19] = 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\"\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",
       "        animCTQORRUEPAEXQTJI = new Animation(frames, img_id, slider_id, 40, loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<matplotlib.animation.FuncAnimation at 0x7f61948088d0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from JSAnimation import IPython_display\n",
    "from matplotlib import animation\n",
    "fig, ax = plt.subplots(1,1, figsize = (8, 8))\n",
    "ax.set_xlabel('Easting (m)', fontsize = 16)\n",
    "ax.set_ylabel('Depth (m)', fontsize = 16)\n",
    "extent = [mesh.vectorCCx.min(), mesh.vectorCCx.max(), mesh.vectorCCy.min()-mesh.vectorCCy.max(), mesh.vectorCCy.max()-mesh.vectorCCy.max()]\n",
    "ax.set_xlim(extent[:2])\n",
    "ax.set_ylim(extent[2:])\n",
    "\n",
    "nskip = 79\n",
    "def animate(i_id):\n",
    "    icount = i_id*nskip\n",
    "    frame = ax.imshow(np.flipud(U[0][:,icount].reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'binary', extent=extent)    \n",
    "    ax.imshow(np.flipud(v.reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'jet', extent=extent, alpha = 0.2)  \n",
    "    return frame\n",
    "animation.FuncAnimation(fig, animate, frames=20, interval=40, blit=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def traveltime(x, h, v):\n",
    "    d = np.sqrt((0.5*x)**2+h**2)\n",
    "    t = 2*(d/v)\n",
    "    return t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0500975610684\n"
     ]
    }
   ],
   "source": [
    "print traveltime(2.5, 20., 800.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def intercTime(x, h, v1, v2):\n",
    "    out = 2*h*np.sqrt(v2**2-v1**2)/(v1*v2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# print intercTime(0., 20., 800.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.05\n"
     ]
    }
   ],
   "source": [
    "print (2*20)/800."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6194afadd0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zfLFzEazD1ll6HRFak5Ie3qRSl6HXYGlT24czStNZVl0SoS4qdxct88bgTMls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\nGDHiTmM0giNGjLjTGI3giBEj7jT+f20vCJZMsyiZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6194afa3d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "extent = [0,2, 0, 2]\n",
    "fig, ax = plt.subplots(1,1, figsize = (8, 5))\n",
    "ax.imshow(data[0].T, cmap = 'RdBu', extent=extent)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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avvNO+N73fPxb28acOXD66b504N//PbeR3a1b4a9/9SO6n37qf+++fX1JwgEH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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6194afa750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1, figsize=(12, 4))\n",
    "ax.plot(time+tlag, data[0][0,:])\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "pymain",
   "language": "python",
   "name": "pymain"
  },
  "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"
  },
  "toc": {
   "toc_cell": false,
   "toc_number_sections": true,
   "toc_threshold": 6,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}