{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib.pyplot\n",
    "-----------------\n",
    "\n",
    "matplotlib.pyplot is a collection of command style functions that make matplotlib work like MATLAB. \n",
    "\n",
    "Each pyplot function makes some change to a figure: eg, create a figure, create a plotting area in a figure, plot some lines in a plotting area, decorate the plot with labels, etc.... \n",
    "\n",
    "matplotlib.pyplot is stateful, in that it keeps track of the current figure and plotting area, and the plotting functions are directed to the current axes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plotting 101\n",
    "------------\n",
    "If you provide a single list or array to the plot() command, matplotlib assumes it is a sequence of y values, and automatically generates the x values for you. Since python ranges start with 0, the default x vector has the same length as y but starts with 0. Hence the x data are [0,1,2,3]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5xHCHHUr/Z5xh+pc0mqaPE9AIynP/l14KO3Y4AEgajZ1Ax5j+JY2TnUBHmP4l1cFOoANM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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1068c69b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from numpy import *\n",
    "import matplotlib.pyplot as plt\n",
    "values = arange(20)\n",
    "plt.plot(values)\n",
    "plt.ylabel('some numbers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plot() is a versatile command, and will take an arbitrary number of arguments. For example, to plot x versus y, you can issue the command:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mnoz/l83sQmC8u18VPR8LlLn7/RW2SUZYEZEc4+5W288kqUA0Bd4CvgO8B5QA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\n0v8HcQbRfBlx4iIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106af2908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xvals = np.linspace(1.0,5.0,50)\n",
    "yvals = np.linspace(1,100,50)\n",
    "plt.plot(xvals, yvals, 'b')\n",
    "plt.xlabel('some numbers')\n",
    "plt.ylabel('other numbers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Styling the plot\n",
    "----------------\n",
    "For every x, y pair of arguments, there is an optional third argument which is the format string that indicates the color and line type of the plot. The letters and symbols of the format string are from MATLAB, and you concatenate a color string with a line style string. The default format string is ‘b-‘, which is a solid blue line.\n",
    "\n",
    "You can also use keyword arguments to specify color, line thickness, etc. E.g. plt.plot(x,y,color='red',linewidth=2.0)\n",
    "\n",
    "\n",
    "*Markers*\n",
    "\n",
    "{0: 'tickleft', 1: 'tickright', 2: 'tickup', 3: 'tickdown', 4: 'caretleft', 'D': 'diamond', 6: 'caretup', 7: 'caretdown', 's': 'square', \n",
    "'|': 'vline', '': 'nothing', 'None': 'nothing', 'x': 'x', 5: 'caretright', '_': 'hline', '^': 'triangle_up', ' ': 'nothing', \n",
    "'d': 'thin_diamond', None: 'nothing', 'h': 'hexagon1', '+': 'plus', '*': 'star', ',': 'pixel', 'o': 'circle', '.': 'point', '1': \n",
    "'tri_down', 'p': 'pentagon', '3': 'tri_left', '2': 'tri_up', '4': 'tri_right', 'H': 'hexagon2', 'v': 'triangle_down', '8': 'octagon', \n",
    "'<': 'triangle_left', '>': 'triangle_right'}\n",
    "\n",
    "*Colors*\n",
    "\n",
    "* b: blue\n",
    "* g: green\n",
    "* r: red\n",
    "* c: cyan\n",
    "* m: magenta\n",
    "* y: yellow\n",
    "* k: black\n",
    "* w: white"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x106b4cb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x106b35a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x106d75a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(xvals, yvals, 'c<')\n",
    "plt.show()\n",
    "plt.plot(xvals, yvals, 'go')\n",
    "plt.show()\n",
    "plt.plot(xvals, yvals, color='red', linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Setting the viewport\n",
    "--------------------\n",
    "The axis() command takes a list of [xmin, xmax, ymin, ymax] and specifies the viewport of the axes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mnoz/l83sQmC8u18VPR8LlLn7/RW2SUZYEZEc4+5W288kqUA0Bd4CvgO8B5QA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\n0v8HcQbRfBlx4iIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106d9a390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pNMtImiDppDrK2gxclG5fTjojcB0E/IESpwOnAevSuq6tXJyWNFXScR1O7tgm\nF9b5/WYduCdhzWo68F1JbSS/2f/XiNgv6YvAP6T/oC4Ffpgen+1RRCeviYjHJJ0DLEqnW95NMn35\nG+2+O++z/h54QMmSoY8Ae3LOaf9Zkdl+Ja37fcA1EXFA0o9IhqSWKylsO/DJTv4e2TY5wJHrMWY9\n5qnCzcwsl4ebzMwsl0PCzMxyOSTMzCyXQ8LMzHI5JMzMLJdDwszMcjkkzMwsl0PCzMxy/X/2bhDf\n5LsPTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106e2d390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x106b530f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xvals = linspace(1.0,5.0,50)\n",
    "yvals = linspace(1,100,50)\n",
    "plt.plot(xvals, yvals, 'b')\n",
    "plt.xlabel('some numbers')\n",
    "plt.ylabel('other numbers')\n",
    "plt.show()\n",
    "plt.plot(xvals, yvals, 'b')\n",
    "plt.xlabel('some numbers')\n",
    "plt.ylabel('other numbers')\n",
    "plt.axis([1.0,5.0,1,300])\n",
    "plt.show()\n",
    "plt.plot(xvals, yvals, 'b')\n",
    "plt.xlabel('some numbers')\n",
    "plt.ylabel('other numbers')\n",
    "plt.axis([1.0,25.0,1,300])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Working with multiple figures and axes\n",
    "--------------------------------------\n",
    "pyplot has the concept of the current figure and the current axes. All plotting commands apply to the current axes. The function gca() returns the current axes (a matplotlib.axes.Axes instance), and gcf() returns the current figure (matplotlib.figure.Figure instance). Normally, you don’t have to worry about this, because it is all taken care of behind the scenes. Below is a script to create two subplots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x106cd3a20>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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slnjCkxw0flOxYkWGDBnC6NGjI7ru1lu7Uq7czcBD5O4lm9wvRW5dWCwWS+Bw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\nY1K5slXylsKZP9+skuOBJk1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mODRrZgrItG0b3fWqJl5j4kQzJzEk1gFTpYv9+yEjo+R2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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106b35978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def f(t):\n",
    "    return np.exp(-t) * np.cos(2*np.pi*t)\n",
    "\n",
    "t1 = np.arange(0.0, 5.0, 0.1)\n",
    "t2 = np.arange(0.0, 5.0, 0.02)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.subplot(211)   #  2 rows, 1 column, Item #1\n",
    "plt.plot(t1, f(t1), 'bo', t2, f(t2), 'k')\n",
    "\n",
    "plt.subplot(212)   #  2 rows, 1 column, Item #2\n",
    "plt.plot(t2, np.cos(2*np.pi*t2), 'r--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x106c1d208>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1049eb6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2ttSHnjquzDl5AdiVmecj4g7gKeCG5U6r1bwuq+O1OYeIuAp4AnhgUPCXDBm6P/Yarbrc\nfwTsKtzfxdZPl0ljdg4e0wdNPZeZ+U5mnh98/a/AFRHxK6ubYqt4XVbIa3N2EXEF8CTwD5n51Igh\nM12jVS/uJ4DrI2J3RPwS8AfA0aExR4F7AAYfeno7hz7NKqDEuYyIHRERg6/3sPXW1rdWP9VW8Lqs\nkNfmbAbn6ghwOjMfGjNspmu00m2ZzNyMiPuBf2Pr3R5HMvOMH3qaXZlzCdwF3BcRm8B54O61Tbjm\nIuKfgNuBX42Is8ABtt6F5HU5h2nnE6/NWe0F/hD4z4g4OXjsz4HfgPmuUT/EJEkt5P8iQ5JayMVd\nklrIxV2SWsjFXZJayMVdklrIxV2SWsjFXZJayMVdklro/wH1qGsAuDX3wQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106ee71d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1)                # the first figure\n",
    "plt.subplot(2,1,1)             # the first subplot in the first figure (rows, cols, curr)\n",
    "plt.plot([1,2,3])\n",
    "plt.subplot(212)             # the second subplot in the first figure (rows, cols, curr)\n",
    "plt.plot([4,5,6])\n",
    "\n",
    "\n",
    "plt.figure(2)                # a second figure\n",
    "plt.plot([4,5,6])            # creates a subplot(111) by default\n",
    "\n",
    "plt.figure(1)                # figure 1 current; subplot(212) still current\n",
    "plt.subplot(211)             # make subplot(211) in figure1 current\n",
    "plt.title('Easy as 1,2,3')   # subplot 211 title"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More multiple figures. The arguments to add_subplot are (total_rows, total_cols, plot_number). I.e., 3,3,1 is the first cell and 3,3,9 is the last."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1  2  3  4  5  6  7  8  9 10]\n",
      "[ 7.36691302  3.76399748  6.93037093  7.10819007  7.12407003  0.76724997\n",
      "  4.01204761  3.79213461  0.87983801  3.85452667]\n",
      "[ 2.17113926  6.92388021  8.53041597  5.44172308  2.47093524  1.30205799\n",
      "  2.15895483  1.030487    1.47037634  6.48980029]\n",
      "[ 7.38293342  0.98266496  6.55041737  6.57919707  2.92485359  6.77697744\n",
      "  0.09934647  1.2512835   0.11657101  7.27293515]\n",
      "[ 7.05508612  9.52007277  7.87051408  0.51799505  7.78711267  9.08243145\n",
      "  4.1994929   2.7334922   9.06145248  2.73595036]\n",
      "[ 3.10295169  1.73217547  5.70072304  2.2488141   8.89571884  0.8878766\n",
      "  0.43334128  6.6540813   9.96076636  8.23668342]\n",
      "[ 3.72493956  2.68878511  2.56711529  8.14876914  1.81491178  5.37026139\n",
      "  4.30814203  9.47965462  2.3386138   9.53683397]\n",
      "[ 9.31889127  9.48171486  5.13690664  8.14894229  2.73275976  4.27870485\n",
      "  6.00346032  1.31192405  4.32568015  6.07556576]\n",
      "[ 3.16621878  0.10104598  9.80443873  9.98970112  3.29653948  7.69556458\n",
      "  7.79500405  8.4658857   5.96843871  4.63520289]\n",
      "[ 2.164346    4.70544893  0.71046934  8.52308787  6.39115399  1.90790687\n",
      "  7.83925467  0.4702605   7.08953599  2.23257493]\n"
     ]
    },
    {
     "data": {
      "image/png": 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+cMD7TBwYDfwI7AJWA5dq7pc9K8Hdzr4uWOTC+cC80KOPlkK7Pv646sEHq86a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\nhISkMOEgHhISEpLC/D9O+3GS+XcWxAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106cec6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = np.arange(1,11)\n",
    "print(y)\n",
    "fig = plt.figure()   # get the current figure\n",
    "for i in range(1,10):\n",
    "    data = np.random.random_sample((10,)) * 10\n",
    "    print(data)\n",
    "    sub = fig.add_subplot(3,3,i)\n",
    "    sub.plot(y, data)\n",
    "fig.savefig('multiplot.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Working with text\n",
    "-----------------\n",
    "The text() command can be used to add text in an arbitrary location, and the xlabel(), ylabel() and title() are used to add text in the \n",
    "indicated locations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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c0G2upIMOOih23nnnWLVqVcn6xUrVj4i47rrrYvLkyfHYY49V1OZ99903vvjFL3ZbfuaZ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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106e66400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu, sigma = 100, 30\n",
    "x = mu + sigma * np.random.randn(10000)\n",
    "\n",
    "# the histogram of the data\n",
    "n, bins, patches = plt.hist(x, 50, normed=1, facecolor='g', alpha=0.75)\n",
    "\n",
    "\n",
    "plt.xlabel('Smarts')\n",
    "plt.ylabel('Probability')\n",
    "plt.title('Histogram of IQ')\n",
    "plt.text(60, .025, r'$\\mu=%d,\\ \\sigma=%d$' %(mu, sigma), fontsize=24)\n",
    "plt.axis([40, 160, 0, 0.03])\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Annotations\n",
    "-----------\n",
    "A common use case of text is to annotate some feature of the plot, and the annotate() method provides helper functionality to make annotations easy. In an annotation, there are two points to consider: the location being annotated represented by the argument xy and the location of the text xytext. Both of these arguments are (x,y) tuples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+LIOTvIShhZ0D6KK5/HLpuPDll8DRo84cMx6iG2Kd0qJ/fxnDsX27t9acDofP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\ncr9WAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107599668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(111)\n",
    "\n",
    "t = np.arange(0.0, 5.0, 0.01)\n",
    "s = np.cos(2*np.pi*t)\n",
    "line, = plt.plot(t, s, lw=2)\n",
    "\n",
    "plt.annotate('local max', xy=(2, 1), xytext=(3, 1.5),\n",
    "            arrowprops=dict(facecolor='red', shrink=0.1),\n",
    "            )\n",
    "\n",
    "plt.ylim(-2,2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "simple curve\n",
    "------------\n",
    "matplotlib's approach to plotting functions requires you to compute the x and y vertices of the curves you want to plot and then pass it off to plot. Eg for a normal pdf, matplotlib.mlab provides such a function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10797e5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.mlab import normpdf\n",
    "import numpy as np\n",
    "import pylab as p\n",
    "\n",
    "x = np.arange(-4, 4, 0.01)\n",
    "y = normpdf(x, 0, 1) # unit normal\n",
    "p.plot(x,y, color='red', lw=2)\n",
    "p.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CIRA NetCDF Example\n",
    "-------------------\n",
    "This example plots temperature C vs pressure, with a logarithmic scale for pressure. \n",
    "\n",
    "_Thanks to John Knaff and the rest of the class at CIRA for providing data and suggestions_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jstrick/.pyenv/versions/anaconda3-2.3.0/lib/python3.4/site-packages/matplotlib/scale.py:100: RuntimeWarning: invalid value encountered in less_equal\n",
      "  a[a <= 0.0] = 1e-300\n",
      "/Users/jstrick/.pyenv/versions/anaconda3-2.3.0/lib/python3.4/site-packages/numpy/ma/core.py:821: RuntimeWarning: invalid value encountered in less_equal\n",
      "  return umath.less_equal(x, self.critical_value)\n"
     ]
    },
    {
     "data": {
      "image/png": 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is2MRmxOL2OxYmJuaY3zX8ZjvPx8bpm+Ag7VxRgtpDkVqNc5UVOC0QoGYsjIc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\nSgZUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107b196d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import netCDF4\n",
    "from matplotlib.ticker import ScalarFormatter\n",
    "\n",
    "DATA_DIR = '../DATA/wetprf'\n",
    "\n",
    "for file_name in sorted(os.listdir(DATA_DIR)):\n",
    "    if file_name.startswith('wetPrf') :\n",
    "        plot_label = file_name[24:30]\n",
    "        full_path = os.path.join(DATA_DIR, file_name)\n",
    "    \n",
    "        nc = netCDF4.Dataset(full_path)\n",
    "    \n",
    "        temps = nc.variables['Temp'][:]\n",
    "        pressures = nc.variables['Pres'][:]\n",
    "        \n",
    "        temps_mask =  temps.mask\n",
    "        pressures_mask = pressures.mask\n",
    "        \n",
    "        temps[temps_mask] = np.nan\n",
    "        pressures[pressures_mask] = np.nan\n",
    "        \n",
    "        plt.plot(temps, pressures, label=plot_label)\n",
    "\n",
    "plt.ylabel('Pressure')\n",
    "plt.xlabel('Temperature in Celsius')\n",
    "plt.legend(loc=\"upper right\", ncol=2)\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.suptitle(\"CIRA netCDF Example\")\n",
    "fig.set_size_inches(12, 6)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.set_yscale('log')\n",
    "ax.invert_yaxis()\n",
    "ax.yaxis.set_major_formatter(ScalarFormatter())\n",
    "\n",
    "fig.savefig('cira_netcdf.png',dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filling curves\n",
    "--------------\n",
    "to shade an area under these curves, eg under their intersection, use the magic of numpy and the matplotlib fill function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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V54wZZDui+P2yN6yupsJlR1djTu+XAXA/9JCsWS5KRYJcBK7cXNPFAMzr8Qxp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\nQQNsjRrhbNIE1bCh6Xtv0MB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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1075994e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pylab as p\n",
    "\n",
    "def boltzman(x, xmid, tau):\n",
    "    \"\"\"\n",
    "    evaluate the boltzman function with midpoint xmid and time constant tau\n",
    "    over x\n",
    "    \"\"\"\n",
    "    return 1. / (1. + np.exp(-(x-xmid)/tau))\n",
    "\n",
    "def fill_below_intersection(x, S, Z):\n",
    "    \"\"\"\n",
    "    fill the region below the intersection of S and Z\n",
    "    \"\"\"\n",
    "    #find the intersection point\n",
    "    ind = np.nonzero( np.absolute(S-Z)==min(np.absolute(S-Z)))[0]\n",
    "    # compute a new curve which we will fill below\n",
    "    Y = np.zeros(S.shape)\n",
    "    Y[:ind] = S[:ind]  # Y is S up to the intersection\n",
    "    Y[ind:] = Z[ind:]  # and Z beyond it\n",
    "    p.fill(x, Y, facecolor='blue', alpha=.5)\n",
    "\n",
    "x = np.arange(-6, 6, .01)\n",
    "S = boltzman(x, 0, 1)\n",
    "Z = 1-boltzman(x, 0.5, 1)\n",
    "p.plot(x, S, x, Z, color='red', lw=2)\n",
    "fill_below_intersection(x, S, Z)\n",
    "p.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Justin's MinFluidProcess example\n",
    "--------------------------------\n",
    "This was contributed by a student in an earlier class at the DOE research lab in Morganton, WV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Date', 'Time', 'PT-5030', 'PDT-5090', 'TE-5024', 'TE-5070', 'TE-5071',\n",
      "       'TE-5072', 'TE-5080', 'TE-5081', 'FTC-1100', 'FTC-2100', 'FTC-3100',\n",
      "       'FTC-5238', 'PDT-5103', 'PT-5070', 'TE-5082', 'TE-5086'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "image/png": 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Bb7qF//a3A//4j2P3xcx5ZBmkfROxCpe1W4YPXxfskOU30nz4U6aM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\npkf4/5Tct2S9I28NAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10729be10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Y/Uh3pri5YGRtzaCJP7NYHofzr0a8T8xnzzAPBgT151mJiayvOQbn8GhWq2uT\nFqrJyrOFmLRYRwvH1ty5c4c9e/aouiXhOyLC/Btz9MlpDh3pglrrOPw2LiYzt5CVLtnkZijxG2/A\niidKuoQ5s6XVTI54NkQS1yb/pgyrMgxLPUtm+k9nU43qPHYvwaxe3TioGIbGJHOuZCXiMWIgpaKd\nWeTwilfu7lha5XJUqUvgZriuXoB9SE+W+a1n1KhRREREqLol4TshwvwbkpSVRJd5+dArngaPgul6\n9So9NGvyMi6aVXM02HnKBbsEU04PH8Cu8vUwF1dC/OZIksTWtlvZ/mA7yYl3GGxvx+3ypUmyLmBp\n9n6kFeoMN4lniNkoMg2u0EpjIrrpmWhULc5aBzeWTJV52TWNpDnLGDN2HD169KCgoEDVbQnfARHm\n3xDvTZvId3PBtCCVQzOmMTXXk/sFpxk5Eu4F1OG2eTTqVUvRzN6TZmYWqi5X+A8s9SzZ3GYzvY/1\nZqiLLSmuLizr0o0OKRvwulmI2o0C5nctxrDgYSTXGsFP9svxeHCfCtqa9LZzYfRUGdNhJ3gf4Yi2\ntjZz585VdUvCd0CMJn4jTjw7R9vpJVDrEcuVScPQff6OZjbpOLjm0bdRJWYlvaZtlCOXh8/gee1W\nYnrlO/DbuOKIhuvpGhhIw6t3mbtjF+4FV8nZ8pLRRsa8WjqbF+UyWByiRc0Xl8hP1KOxThZmDXOY\nYmNIYL1rrBjSlGPHjlGjRg1VtyR8RWI08Tv0IfcDXfwyoNs7+l49Ruk3EfS0LEZOTh5TBumy50k2\nXs+Ks/unGZyt1FAE+Xfit3HF8MhjtLOxIdtciztu9qxzmI/adA2WKNKpV9WH5NxHjDXwIdNIn+QK\nxhzVsiXoBAQVS8do9WzGLVqOj4+PGFcU/iuRCt+APnvWkmNbGrvUBJasXUd/uREvU+4xbyrs3V+D\ndO0srnbvynxXdzGG+B35/bjiQEdDgitX4q5HZZpF76XG+0wM9qTya31L+j4awNvSQ+nAEYo9jyDR\n0ZQtFaowZzbYDjjMxdMK6jRsyPDhw1XdkvANE2GuYjcib3LkTFvUaiaxf8GvXFFz4oL+UVp3gscv\nGnCt+D1KqTlTxqWsGEP8Dv02rjjoeA+WVyjHgRa12VO5JSvVx5C1uxZ5z7O4N6IV1Z5UJb/TPNZW\nHIvHi3tUj0qkuak1k1fBqCr9eFJhGLdv32bv3r2qbkn4RokwV6G8wjxa+j2DTin0vnoK28RkRlkm\nYWIGDerY3RvWAAAgAElEQVTbcUAjhDHXy3Cx82iOVGwgxhC/U7+NK4aErcSzeHEiPR3IUmgwq/J0\nlNMd8dfJxct1BC8zgjjlXpXXpUugMM1kdYY270MlTsRm4BMwjeaz1uLr6yvGFYU/JMJchUYdX0ua\nRm3ssuJYvH4tPynL8DYxgdkT1fC7KzPgeh1WTenG/rJVxRjid+y3ccVt97fRxSCV3a2b88FIj4H3\nd1PG7BHafgpmNdNn4L1hhBoNpPf70xhmvudhGVtO1WjAtjVg0uwEjzbHMdB3jBhXFP6QCHMVeZzw\nmLV7vVBrEse6dX4cMnHjSsEVRo6CRXdKUTGyJDr1U/Eq5kELC0tVlyv8TZZ6lmxsvZGxp/oxy9mR\nX/xm8V7DkCXSfDIfWsJxbQJ7NadURCk0eg9hkd086oTcIiofxpQtz5iZ8POAXpx63RodHR0xrij8\nHyLMVaBQWUjDJYHQKoc+l05SIvot43mKZ1V4Y+gCWfmMff2ejU1GsqVcbVWXK3wmLd1aUsOhBs+f\nrMTS0px142fi8SqS/i2WkLPZlZBUTeobjONhyk1eNnckrH5p6r6+S/MCHSySNFhwtIBfKrXGof46\n1qxZQ1BQkKpbEr4hIsxVYOLlHcQX1MMpJ5p5WzcyUMMMuSCbhl11uRr/nlWHKjNzTjNOizHEImdZ\n02XseriToUY5bKtZgrvF6zL/8H7s+21AnurM0nqW9Lk7iItZw5ideRzZNpNkEy3WV/fi9kGIzn2N\nRfIcho7eLcYVhX8hkuIre5UaycKjFVDUSWD1loXssy/BraSHjJkEK5/q8evxHiQOv0V5p8Z4Gpmp\nulzhM7PQs2Bxk8VMOzeICcXsmbt2AtoZ2SyIe4xmrT3kT3fCv307bOKsyWk9lnUms2gSGsgxVzf6\nlfJg4TKoVWsnd0MjqF27gxhXFP5JhPlXJMsytTYGQsMsJu/bhltUNDOSQ/HxgY1RZWgSVp3GRudZ\nXHcIS8rWV3W5whfiU9YHOwM7ciL2kKejztxJi/E+dIganSSUmiE8PeFEDcMJXI+7gNylMqHe7szc\nvRU3F3f04tUZubeAQb1GkpLdluDgEDGuKAAizL+qSUFHiVeUxv1FLIPPH2OYvjp21oVEOdtARjpj\nb1gxf1YV9lbrLcYQizBJkljbci3Lbi1hurU265qX537xkmyavhudcSFIoflsNShP69ed2P5kEEfl\nQ6RVL6BEYiyzypQj5RhsDMqiR5fuNGx6TIwrCoAI86/mVXo88y8XQ2GZzYqD8zhjac3NxGjK94Kg\nlAxmHx7Ko1XBlHPoiauhuIhWUedo7MjUelOZd2EIs52L03/1EsxjwjiYWhK1nospWOnArRb9IAve\nl1vODq2Z1H8SzPPKVallacuDHfA+IxE1xTq6dl0sxhUFEeZfS62DQVA+h/m711A6MpLJcU/pNxxO\nRNkxyL8j1q2Ps9+2NxM8mqi6VOErGVZlGPnKfJQxJylhb80vvmOoNnY0Y3r0QSq9n6jdDtR0nsjB\n2L1YdG3C3SblmXBkB94e5Uh7K7HgdA5Nm64nJKwE6urGzJs3T9UtCSokwvwrWPP0BvEKG0oFJtMh\n9BJjNBVUqA3nJGs8ErRpGW/O3M41OFZ3qKpLFb4ihZqCTa03MdX/V2baGnKqdUOCyjvjPfk0buPU\nUN7R4JBUlappdVkfOIg92ufJdi3EsSCdkTa2ZB6DTQ+yGDi4J4ZW21m9erUYV/yBiTD/wgqUhYw4\nKyHlSay4OJ17GtpcVktEv4kaSdlpjD45iauLXzCmdF8MNXVUXa7wlZWxLMOwKsOYfGEEWz08GDD1\nV2wC1rLbsi4afXeT42fDm1Y/E6UdhWHJVczK34JXSBBaLVtho2tI3CrIIwIT81X49DxGjx49xLji\nD0qE+RfW+sQFlK5K5u9bRfnwV4xKjmTYBLgYrcv44yNQH3icaJv2tLIvq+pSBRWZWHsi4SnhpLy7\nRA+X4gyZ8DMGLbqyaVRnJIcgorbZUMfZl90xWyg5sBJBnl4MObuDMRU8eRwjseNQAZ3bzuPUeUOq\nV+8kxhV/UCLMv6CI9GTOJZjjdi2Fpm8CmKomUc8HdsVZ0jysAqWMcvFrUoHt1XuqulRBhbTUtdjU\nehO+53z52dGSyEqVCPK0oOL43TSco0PeeVNOqzfBQNOEiwHjWKJ/kkI9NRz1MplkZET0Edj7LJcR\nv3bi/vPp3LoVKsYVf0AizL+gSlvDUGgUMCdoITnv0zhrn05WBQ14r6RzYHsOTktjW/UhqImzPH94\nNRxq0Kl0JyZeGsfqKpWZNGIIVseXsEOhj3afS+TMsUKj9kSu2V2jTM2lDMs5SI3AEAw6dMNIS4fM\neaCj8ZRS9ZfgVvoyI0eKccUfjUiRL2TNvTBSHBXM3rSemmEPGJOXyqBxcClanYmHxxOz9ACli3ej\npJG1qksVvhFzGszhypsr5KSEUMfBjqXdO6HRvhuXx9UGw3c8OVEST9MWBN+7itMIQ4Lc69E9YCfT\nqtfhQoLE5V0yfZpM5/HbD9Sps0uMK/5gRJh/AUqlkpGBmZS/9A4z9Qgu5mTjOU5m7Qsj+l3tQW6r\n7Rx16ijGEIV/YaBlwLqW6/jp1E9ML+nMhq4diTTSx/Gn6fgsNyT/YHFuWvfinlsoMQHrmGe6G/W8\nfMzVC5mkq0foUbgYns/w6W25dL0BOTlVxNUVfyAizL+AWluDwKyA9m8P0e7mDbZXK+C5kS7FIp1x\niI3kUMfGHKs7TNVlCt+g5iWaU8OhBhuD5jLaxYXpYwajfeEk6+MfYdAzmjw/Jyxd+hJqHkqxevPw\n1dhEzeArWLfzRU2hQd5UsOIxNefPITJ6IStXHiU4OFjVbQlfwSeFuSRJWyRJipck6dHvlplKknRR\nkqQXkiRdkCTJ+MuV+f0IehtHsJFM/73nqHo/mKXaShoPheB4iV4nK/HWr4AxZcUYovCfLW26lJ0P\nd9JQM4XHVcoTVMkdBg4lcJwh5Jny4kEbPtjnI13Iw2qiGiGu5WkVup65jTqyI0WNB5thqMMszHye\nYmh4iX79hpKXl6fqtoQv7FP3zLcCzf5t2QTgoizLbsDlj69/eI0Ov8T5ZhoZui8oHhWF+Rwlm2/Z\n0O+KN6/6HSOpWA9aijFE4b+w1LNkQaMFDDs1kIUl3Rj363jiCwyxGr+APkvzYFsloh0Hc6jGId4e\nO83mUpvRS3mP8Yd8Juvqc/IE3H9TyMB6HVB31iYvbyx+fn6qbkv4wj4pzGVZDgDe/9viNsD2j8+3\nA+0+Y13fpTZH/Mm2UqPu27NMP3aUfY1kApId0MoyoDD7JtcaDWF7zd6qLvOrkmWZwsLCf1mWm1lA\nQrxMQgL/fLyKSKKwMPNfHqmpuWRm8i+P/HwVNfKV9SrfC1MdU16/3Im9vS0HerVE/8gO1tq8x7B1\nGtKmZmhY1iTcOJxk99nMMptLtSdHKN5gCtrqmiROgGKaL3HsP5P4pE4sXXqSp0+fqrot4QuSZFn+\ntA9KkhNwUpblsh9fv5dl2eTjcwlI+e31v60nf+o2vmfPUuIoczmcTptuUzpmC9WinvBgrRrzHugw\ndE9domeZMdl7QZGdXpFlmdyYXCJuvOTVnXtEhz4iNuo1EVpZJGhUIDOvFEnZxUlKs+d9mh3ISmRk\nZPkf64ICyERD/TXaWjHo6qSgp5GLnC2hyM9BXS5EkjWQCwwxtzHEo6opNRqbU7OBMY6OVmhoaKj6\nK/jswlPCqb6pOrt73qDHy3hudu6JjpoV7x9cpVx5CemnIOwLB+N1twYmnd3pu3wTlnm53LFpiM/V\n3UxoocT9J4mxFx+gd9EAY+MeBARcF6Ow3wlJkpBl+ZMvn/pZwvzj6xRZlk3/YD152rRp/3zt5eWF\nl5fXp9b33TBcexntCHUqv1zNlmMHubwC1gaXwS7eBteyb9Hrs5xJZYvG9Iosy6QHxHJ3yXHeJkaT\nppVNunkBibaZROVYkJBqR2qMKwkv3UlNscbI6DGaGqHk5D4gPT0US7MnOBcrwNFGGwcbXeyt9LAw\n0+NdogFh4da8jLTnbawTyaku5OXbkpdrR6FSHw1FPBpqMagrw1EvfA7yYwp5QDZx2ClcsNcvRQnn\nCtRv2ZAWQ6tgYqNQ9Vf1t/kF+nH5zWVq19nAtbBnnGndlphZW5nmVJ9dPxvCsp0YhU2g3qt6uGr3\nZrp/Z56atOH6m6tsyEhjxBqZNE0bVs2NxER9CiNGODJ0qLgG0LfI398ff3//f76eMWPGVwvzZ4CX\nLMtxkiTZAFdlWXb/g/WK/J5570vn2flen76bDzD58mrONivkpkVtrhi+oMM9XZ6MGs0V75GqLvNv\nyY+KIXDNWa69jeRRcT1eFTNG524G0ltjMuKdiIt0IzXNDE3N56gVhpKdcwt9jWcYauYgyW5oarti\nYe9K+RrlqVrNmZIl9XFyAisr+P2OoizL5DxLIP7OC17dfUJQ5gveuORQoK3EIjEdZY6C9CwrXkeU\n40WkJ/ERzmgaJ2Jg4I9F5jkKUp8SkxWBAfq4q9XC1rIONbybULu/M2UrKvjeLhOfX5hPlY1V8K0+\nhtUFpei0+TAj1q9EkZKAZd8PZGalYNVsDrrhwVhYWNDkQgsmhU3lcM1ZrAiYS1X1LBocgPn3xxCx\nfC75ea6Eht7AwcFB1a0J/8PX3DNfACTLsuwnSdIEwFiW5f/zI2hRD/PI9Hhczj2n4cbX+ITPQPtD\nJIGTTTj6Rp1G15yhcxOWjh2PsZauqkv9c/LyyDzjz7FD1zhrp8XFGqUpERaDIkSTmKdViIt1xb5c\nGKbaMRS8fMLrt2cxkNNwlTqhZlWcks2daNjWjXr17DE2/psJmpdHziV/gs5d43pmCsGuJYguYUi5\niCCKKR+ioTQnOMibgIBOFBpnkecZiL7GVhweh5PxOpfkzBQqUBlLRUNsPGvS8OfKNGtthJ7e5/mq\nvrSQ2BBa7mnJoT4heD+L5HrXPigNyiP776JsOQm1kbcomTEOl0hrLJrb0fvgNSoHRHO0SieGXtnJ\nzNaFaPeE+VvDcUyPwdBwISdOnBA3QPnGfZEwlyRpL1APMAfiganAceAAUAyIADrLspz6B+sW6TA3\n33SGnChzul2bzi8BZ9mzGO5dqkaKXg6t9O1xmz6H9sXKq7rMT5OVRfbWo5w6eYXjnracq14Zz3vP\nyL1tzpOQpqhp5VOsdBhuOe+wuR/Bw4x7BChvYKVogGeN9vT8uSHNm9ujrf0FQ0KW4d498rYc5PX1\nQIJtzDlSsxmvK+bSNHo3hmmmXLrmw52QVih1lODygDzbNRgnX8PskQ4xCUm4ye5YSk3Qd62E9+Ti\ndO1eCQ2NbzvYxpwfQ1xmHOUrz+PE03D8mzfmzbpLzNUuzbZxBkgrjmIa6otnnCeNXHvQ/fpACsPc\nOZEfx/zkROZtlLmaacXhGTFYm7Vh5syedO3aVdVtCf/FF9sz/6uKcphPDgpg3juJAYsOM/v2cjZ4\ny9xOrc+d0o/p+MyU7O7T2NTrG/8Hk59P3q7jxC3by8ESWqxu1x67pLfoX4enoY1IzzLFufI9KkVG\noPn8OYFqQTzOe4aOennKVm3EpMnDaNbMCpX9phYeTu6yHWQc2c/hCpXZ1bQVypJv8Yo4jEGmgpDQ\nlgTc6UByjAOaJYPJKv0rJrFxWD5WEJPwDkdcsNDoQInWVgydUoyyZWujUHx7u+yZeZmUW1eOZc1W\nMi/DmuZbjuC7djU6aXFYdE8jszAV2wbLyYk9hIWeBb5hbegaupBA897siDhOWk4SPx2AXy6MxiRo\nKm/euBMW9ggLC3FXq2+VCPOvJCM/B9ODt6m5M5qZoSN5qJbCLm9rXuhm0PlEDQyrezNvyyAU3+rk\nQEYGGT8v4/nVY6xs045DdSpT6Wo4H2668eJZFazrPMBU8QDngFvcywghSpmAmqI5larXZdy4LrRq\nZaa6AP8jsowcEEjego0k3A1gU6MObG9ZD2s5hupv12OvW8DtWz6cPjsQhW46Oa67yC+3EuvrxdB7\nkUlcZjTukhc29g1pNVmXXr3ao6Njqequ/sWl15fof6I/x/qE0PjRM/x79EMyqozaxa2ULgcaY+5Q\n8d1MFJmZOHs5M+h6MNV3RHG0ZncmBx2gRY0sjPrChmUP8TR/hKnpaXbv3q3qtoT/QIT5V+K4/hyJ\nKcZMPDSCxg9CGD0BUpLM8AptRmlLTWqsm0pVOydVl/l/yImJpPWZy5XUMJZ5d+WBuS0eZ5N5ebUu\nukap6NQIQfPOMTJehJGkTMFAvRm6xVozfmJTfHzM0dZWdQefIDubwjMXyFl1gKAPUWxu2oIzNStR\n/VkA1TX3U5BSgUOnfYl4Ug6TkndJdF2JuuENnC46kRT9Cie5BMW0R+Pgk8eoibVxdnZUdUf/1Pd4\nXww0DXAt+wu7QsMIaNuGuC3nmS2VYdMEfdSXn8P21s/YZ9sx0MObyhGTKL5Kj+u2Vvi8ec50P5nD\nSlMeLo7BSLcxq1aNp1WrVqpuS/gDIsy/gg0PnjH4TSJD5+5g5t1NDPdW8EZhj5bSjuqxCvL7+rK4\nfwdVl/kv5LQ04jtNZZ9+Asu9O5GflUmF4CQCj/jgWvkGmboXyfe/THx6LKW0apGiHESVDuUZM8aR\nypXVVV3+X1dYSO6Ja8Sv2Mdx4zQ2tvLmvYEmjaNWUdoknYBr3bl8qieWFurkOZ4ixnEuliF5ZD5K\noIqyKs6KMaTVkvh1uQfly9uruhtSslPwWOPBwU6HGJ+kTcuV2xi6czcGyRGY98jhgzIVJ68dJCav\nxEzLjNWv61Iq9QD5t0ty3iiD+VEvmbURpt7pg8WNxcTHV+Dx40cYGRmpujXh34gw/8IKlEr0tt+g\nyskoVl0dwFnjPLY2NCZHF/ru60xGs4os3DbgmzkxQ87NJan3Qg5khTG7ZzeMYl/TKPkxJ3eMRt3w\nA5L2KuJCjlFCzQ0Tzba8NexO7xG6DB5sh5mZqqv/vJTxiWSPWsTjB5dZ36wThxp4Uj90Nw1KBhL3\nphIHD4wk6XUVbCqE8lRvAbqJlym8m0sTuSkm6uNJ8cpizsJylCun2uPMBx8fZJr/NPb3vEn9+w+5\n2aUnsm0tFGe3UqKcjMawOzR4t44IzbuU9CzJ6Gf3KbcjiyemnixPfMg70zjK+MKJvVdxzoulbNnr\nrFu3TqU9Cf+XCPMvzGPNZV7l6TB/vQ+e4RF0+VkiR1Zn2s55SB4ReG4eQe1ibqouE5RKUnw3cerp\nBab36YJaVhId0s9y5dAgXkeWx8hlB8k3F1FOUR6l2kzUqxrjO9qCtm1tUHz/59r8d5mZ5M5dS9qm\nNfi1HsAW7xrUDTxCjXKX0M4zZOWyRaRFVcOpbDh3P2xFJ3MjipdKeir6Eq4YhoZXLMuWe1CihLlK\nypdlmXb721HBqgLazv24ePMOJ7r3JnPjPuabVGfZIAPUV1zBI2AK6Mr0s21FJZOFVByqw5Pixegd\nEYZXbyXX7fWJXBmLjloL9u2bVSRP5vue/dkwR5blL/r4xyaKhuMvYmXp2HV5WLXucqKE3Kyvvlxi\nsL48pFofeYantzx80x5VlyjLSqWcte6ofKlCM7nc+m2y47atsu+U/nLFSmdkQ5M42b7OPtlaw0Uu\nrSgt19XZKzfweiQ/eJCg6qpVIzVVzu81WE6wcJSHDdwsG5/1l3tOHSLvP2ci91nVR7Z1DZItLbPl\nal5hMhV6yHpm+rKzurM8wXSuXFEvSp40aYX84cNzlZT+Nu2tbL7AXH4Q/1iuGBwsr23bRU7TMJWV\n8Qmyda93slr1SLnU/CWyyS8msu00W3mfj48cMsVY/qBpLAdWqSKbaCLPn4dsPaKVXLJksuzsXELO\nzMxUSS/CH/uYnZ+ctWLP/BMVKJUYbA+gwtlYNp/uwRFXbbZV08Ykz4BuR/oQ0daOJdv6oq5Q3fHl\ngsuBvO0/iWmdGnCyZkU6XQzlxpVGxKU4YlzpPHkBqyjMSqC00VAiTfqybJUuLVr8n8vp/Hju3EHZ\ndyCxuSaMbTuGmw3U8I2ag73rC2Zd8yVlezO01ctj4xTMzYRf0HoZSg1lDRqqD+eBjRndF62gfoPR\nGBvX/qplr7q9igOPD7C0wymah9zlRpd+aDh6on11LzYV89BoHUbH1ENctd6Nja0N89+nUOyCCQZP\nU9jlYMTa+EfUHANXrxzEKraA+vWDWbp06VftQfjP/uye+bdxYPc7UHvbVUjSZlDIcOJlGb8WSlKM\nPzDo+Hi0K8q0n1VNZUGufPWG1FJNWLdsNZ5LJ5CgbobdL5YcP9oTqeQ1NAtaknN+Gp56dVEaPqDl\nNF+evLATQf6bKlVQux+C/bC27N3Sl62LTrBRawYn3k9gdrWl9No4gYxaG4h+40xFzeuU8FzHNddw\nZhZ2g9iNvOvoy+rOtwkKqsqHD6FfrewhlYeQV5jHvZf7GeDkyNjpEzG4dw3Ng2eYuSmb/K0VOVK9\nOZXeVCEjPoOzhXWJH/MYtUJT2r/PxaNQlw+XQbtqD14nNmDXrifcuHHjq9UvfF5iz/wTnImMp1Xo\nC/rP38i82ztp7luchPxEOt7sSzHdFMJ7ebFy0ICvXpecm0tGr5nceXKJUcPGkP0B9HeaEBVTBtf6\nG4m8cRhFfDINbVpyLWMGLX0MmTVLr8j9sPlZpabCkiXkrVzDAm9fVreryOSU3Than2JHQRdurq+J\nFNqD4k4FvMhcQEKaH9pxavTLG0txRTO0J8+ndutM3NzWoavr+sXLfRj/kEY7GnH7p/s0e/SGaVNn\n0zzwLkbvnuM8N4PI01pU6nqW5JQZZJhnMCu8FqWrBlLuZwXxpWxo+Po+7X3ggHZVpAMX0dOpw6NH\nt9DRETdPUTXxA+hnll1YiNnBa7jtymD9lbZcLm/NRo8C7DKtaXenBpGVqrBsTz8Ual/3V8OMlSd4\nvXAmk/r34qazC64bc3j2oC6eLbYS++I68aGBdLRuRag8ETMPZ5Yt06FMma9a4vctKQl5wQKiDh5h\nZP+JxHio80vqEnItElmS8RN5O0uRdr8TDo7vCU3/mdx3O7HLK8a4jBmEeZjS5FdfSpeuipvbGjQ0\nvuz/gCZcmkBkWiTDGq6ly507+HcagqJiPQzOrsWqTgZqJaIZlXOVTWWmo62nzTY1DYxulMXjwk2u\nVfeg170b1B4MIdEL0b1dgXbtzrFo0aIvWrPwv4nDLJ9Z072XUD4xouvrfuhKCmbVLyDdOIPu53ww\nNanMT4vrftUgz49M4bVbZyY9vUadlbORE9VRG1MaLe0sSjaZzMMDfhR7mU5lx21c093AzI1luHBB\nBPmfZm6OtGABjkGBHIsMZv6CLUyRZhKYMJRZWsvxHrKCgqHTsXB4iknSVso7vSLG3poxmv159/T/\ntXfXcVVl+//HX/vQKQLSCAYqotjd3Tp2K3bn2N3t2OPo2Dp2d4sFioKJRYiIpHTXWb8/9N7f3Llz\n5zsqjILr+Xicx4O9z2Hvz1rim8XatYWbvbexbnlJbtwowrt3G8nNAc2serPweudFYpQnPxQuzIJJ\nQyh4/RhaZ26ycmsm2RdLssG1Gm63+0MGbE90IKP/Jd4ZNKec7xv6OpgTdApwnES0jiVbt8bg6emZ\na/VKuUOG+V84HhSCh44eTW9tx+1FNEP7lcU0OY3hZ0djXPY9MSM0KGNb8h+rJ2bZeS506ErtBb3w\nsiqB89wkPPb9QJUWa4jwXMr74xeo6jCeh9qn6TSpHc+f69O6NXnutq/fFCsrlF8303jzBp7s2UiJ\nq8EMUnZg99qKLRVXkd77EErDIVSpqI15lAflq+/ifOEbbM9ujbI/kfl9PTlxYjd375YgKck3V0rU\n19Lnl1a/MPzscGbYW3OtdjXuVi5NZu9+jC1qgMuCt6StK8dd11o4BzlzVf8lAdcrEzn1JkqyFSPT\nzTBJU3C9JdBq2ZQs5Sd69ZpMampqrtQr5Q45zfI/JGRlYX3CHdtfFKbdagyli7K8lBqz7EJ0jizB\nW9OKLDk0FpWS+78PM6PTCKk3hdX1VPxWvyE/HA7guHtzihTxJTNpPUG+PlSzaYdnwkrGjjNg0iQ9\nDA1zvazv0/nzhE6fzZgOvQgtocVkFvNavwDLgjtQ+HQWGeHzMDDI5GVmV5J9r+Ca7Iq9wTxoHk5f\nt+E4OLSkVKkdaGjo5HhpvY/1xlzPnEaVpzPW6x4XO49A3bAtWoeWUHxoOFkPdFlodpl1tSeSqpPM\nEUsNxLEOVL52gvfVnGjw4g6lKsET+26oj06ln9s+li5dnON1Sn+PnGbJIa13XUR9x4yaoT1pITSZ\nWUeDULsI2t+vimFYc0b+0ukfCfLoXx9wp3p7Wo2vymOLEjhMVjhwvhslSqzkxT03jN/pom/ggXWz\nxbzyM2fePBnkuap5c2w8bnAwIYQZPx9hTNZ6osOrsbXYCgqNiOeF6wjMzB+Q7XeMDl1v8NDxDRdS\nOlLwnB+TBwRx/nwKHh6FiIo6meOlrW62moPPDmKc/IzK9nasH96NQmd2UPD6AxbNVqGpocV8sypM\nOTYNtRo2RVujPWAXLw1GY+71jB2lbbl3E7RS96Mu85ING3R48uRJjtcp5Q45Mv8Tv3m+pE9wFA32\nb2TlmX2s6F4FX95Sxa8RzbWKkzS8OL279szVGjKi0gltvJjfXIJZ3akDzdaFcfxBc0o43SQiaCam\nCSZoGs7BsLw9m9e74Oyc/56B+c27fZuUAQOZ09aNs7UtWSBmE6AuxIKEfhhtfIJp2goKFtTnVZob\ncQ+OUj+rPukGyynZ6wkdO3anYME6lClzHC0tkxwr6dTLU4y9MJbL/e9T/f4jjo0Yj2NwMhbvH1Pu\n6nOe9SpBpUaelGcfh8ofYhNWOCSkY7yhIaZ6ZzlcLYq5t9Rk9tIm48ALStpMxcdn7zdze4rviRyZ\nf6HYxFT6vwmn9OlAKpzfS5yDPWGhCgn6OlQsFcdLM2N6demRa/sXQhC13pv71TrQaZg97kXqYT7E\nnC2UTOAAACAASURBVBOPm1Kp/HACHg2mrKobKY4bWHmoHDevlJdB/rXUqoX+/XssSw7m4LyNLA9Z\nQ4zKgT0W07GaasvLeguJij9Eut9Ouve7y02LBzxPakLingiWzYsgPDwMDw9LQkLW59gB0jYl21DX\noS7Lr09nWalSDF8wi8zMTJ71WMKu2sUwmB6A99UaOPi3oUhaEYaIt6RXjCCwnBmpmfZ0f2VP64Zg\ncjQDg07t8AuYxi+//JojtUm5S47M/8B13kVCMnUos60hx2I0ad3FFb9CLxnhUw+XiLa09OyOoXHu\nzGNkvs8gpMFi9pUJYmWXjjRensyJh41wrbKPsIC5WEQ7oG28ghY/RjNjQgc5WvqWnDmDesAAtnae\nzP7GmYzTW8zd0KosNR4A6z2w9JtBuXJm3A3uSsqzM7TSaI+f4WJmbz2AickU9PWdcHE5gYHBl9/X\nJz4tnrIby7KlzVZWxptS49etjN20l5RLHqxw1GbPPB3ifLXZGnmFEUOG0sTAiPEWkcRP3km1uLFk\nVUjnh7QEgtMhpvAMVNcU/P2HYW1tnQMdJf1d8jzzLzB/kTtzimtSaftgfr7tz28tKhKUnES6RkGG\nGjlTpMNIynZwzZV9J7i/JbDnSAZPb4N2nDbRyysSqqNB1XKDuHvTm9aa44isWJxtuypROK88hu57\n8/YtdO9OjI4JE2u7UbrWSkrEhzEzYQyPUg0wXGmIblJnqta/iseV3tjEF8LRYA4uI6vRtmVjsrJe\nY2s7jKJFl6Gh8WU3jr8YcJGBJwdyvr839b2fcPjHmZgFZGMfeQNXLx9CB5fCydKPbvrnWVx7MVuM\nzXEKSiPrl9m4Zk/iWf8MWh3IIrmeilTv6zR3OczZs6tzqKOkv0NOs3ymp5deMcdRi5J3z9Lu9gsS\nCjuS/NSWm6VC6VAtEc2E5rkW5BETznJnjBtN1vfH7qgp3vPaUqDCSYy1qhDvkUzLAnupv0HhwpVu\nMsi/Zfb2cO0aplXLsmXrWEqdG8cxjR9YajuHFWEPyVitx/uGm7h9pQbNmvoR4mDKjeT+hK9fxdA+\n7sTH/0Jo6Cbu3LEnMdH7i0ppWqwprZxascJ9MqtLl2botLHoEsP97ps4WL40+rP8ePbIlST/SjTN\naMrghEiSqiQQUdkDP81+OO/VZs5wDTQuqDFo1p4LNzpw5sz5HOooKTfIkTmQlZ6N7TQv1NbhlJzb\ngePo07dmc3ydPGmVbE2bx31oeGEY2ubaObrf7NQswirN4FiJ16yqPQDtBcWI0k+mXOm++Hi8pIPB\neN64OLLzN3PsbH/I0X1Luez8eRgwgIRazZnpXIPqVRdj5mvNfL023NIrSsGFhbHWr0y61kLCni+j\nnWhHcKE+uLSpStcuzdDQeECxYquwsxv52SUkZSThutGVNc3XsifWHKuDB5mzajsRFx5x3llh8cYM\nYvYUYneSO1OmjMZIRPJz8XQCZu6lZtg6rE3vM6ZmOheuQFTtjmhfKkvku4no6+vnYEdJ/4scmX8G\nt/FexFVLx2hbP7Zp6TGldQ2STZ9TLNqa5taWuI7qlONBnvIggnCLZkxvq8VvsZMJm1YDk6pb0VZX\nJctLm7oVDlNgtODshdYyyPOi5s3h2TOMC+myevNMjI6MxsPRitm2K1n05A5xK97hZ3eA6OBp1Gt0\nmWNal1CiFqB9ZTO93U4QGLgJf/8xPHrUlOzs9M8qwVDbkO3ttjP0zBAWli7CkaZNudG4PlGdhjLE\nzJbq3VLQLZbOdLtSTD8xg9fZKs680celpxsv9KeRGW7E/DAtCpmDccgxku0caee2KIc7Ssoxn3K/\n3M958Y3fz/z8qXChOnBTFO/bUWy30RSHq5cX/epVE84Diol9++yEZ+OzQq1W5+g+o1Z5ipeW5UTt\nCYdEEcNQYWJ9X7Ro6ywK6GuJAbbThWN7D3Hp2vYc36/0ldy5I0S5ciKheiMxduU8ceaMmTg9rqMo\nvGqlYOkhYVP8nShfPknoGtYVdnr2Yk3BdcK5zB4xdNg7cfmyubh5s6CIi/P87N2POTdGdD/cXZwL\nCxOFDx8WLwq5iAMNNorojAxhe+6uUCxSRL8il8Xi8YuF4UIDcWy7ljjRuq64abBZpGtqidMj9YSJ\nMUKnh47A9JpYt/VIDnaO9L/wifcz/65H5omJ0ME7BPsXT3E5dYRmqQZcF1acrujPj9XSKDR/DuV+\nqY+SQ9fDqzPVvG21Fc/fJtPVeTf3V7fAoO4K7MyqEXwjmR+q7eFOk/Lc/9WMxvXdcmy/0ldWrRrc\nv49Rpxb8tGgN4e4/EtgghK0FNjI48A6hiz15ZXcbXa2rZBccy6Tk6bj5hRLtvY4Rk70IDW3Ew4d1\nCAiY/FmnMC5qtAjvMG+SY27TqkABFozqRiP3GTz99SVHapbCYLofO2JrYbqtEp2MOjMsVAuTATfw\nLKLmmfZwmvyazqi+KvRPp2PUZjSjhpjw4mVALnSU9CW+6znzOmOe8aDyO8zGt8YjS4sV1eqz3fUm\nY1UOVH7SgqpuP2LR2SJH9pUekkZotUmsqW7E8WujidWMoF7Lbtw49oI2qi68azec2lVDmDO0CypV\nHn6AsvTX/PygXz9emJiypn9h2uvuJnlnD4aWNCXSqh4W6yqglZhEaHgzWhs4U8u0LmvMCzKsrRl1\n6nRCT88RV9cr6OkV/qTder71pP2B9ngOfkjzq3eYeOoqdXZdwfjFPfZqRzN/YTYZ543Yk+TF3FlT\nsEh+xoKCgofbbtP0xRgKGd2jTxU1Hk8hvvBUNB6X433ID+jq5vxtCaQP5Jz537RpfyIe9d9jsmMK\n2/S0OF6pHEed7tP+bVmcNKxxLNw9x4I85sw7/Cp1okfZ9vx6cjpZFX6mkmslvE6+ZozOarw7jeCn\nCQWZN7yHDPL8zskJrl+nVKMGrBpxhCvvpqDuc5q9mT4Me/AbkSMO8b7Oe4yMnnIZM1bFrGT2UzXn\nb5xj3a7HZGbqcfduUYKC5n/SKL2GfQ3cyrsx4fwI9lWpwrR2jQmtUAqfeuMYY2NHpcFxCLssJpk7\nMOvAbLwVI66kC0rU6Ihv4SWIaCPmp+phogJNsZgULUtqND6Rix0lfarvcmQeEiIocsAH+4jj9N2/\nhNbadkyspIVWdkF6t4vBZvka6t9rjkrny37XiWzB23G38bm6lHGJvxAdl0GVLp15ec6bEtkVqVh8\nAQ9qqzg7px46Ol92XrGUB716BW5u3ChZnEetgnFOfEf0laYM0YwnvuwAjJZXwtTAk5CQzoxWDSG6\nYhI3TGtyaHYUycmT0dUtSvny7ujo/L2LedKz0qm0uRLT6kwjKsKCvW/ecGD0Yh53WEy5X9tQ/poP\ncYNd6az5hCYdnjLBbDy7HZII2e6Gq3cdasQPYt8UbYatS8O6oT5+p/2YMDmQ5Yv+2cflfS/kyPz/\noFZDvWWvMCzwDtutixgep8sW+0KEGQv6dQ3GbNpcapxo8MVBnhGVwctKm9lw/zpu/ntJKHSORq1c\nuH/gIV0zxiPq/UT1eYW4sriZDPLvVYkScP06dQ2MGTwzglexjTDrupctKnN6Rx4kcc4pQgvYYW72\nhnXKFYIevqDn8xAaLPUhjbtkZSVw504RoqL+3ghZR1OHnT/sZOz5sXSoUpJCenqsnTaYGr+NIOFS\nOEvLOeK41I9DMRVJ2lWGXsZ9GBmoj8uIHbiXMealzmA6bUxjwliFt9dSqN+4DSuWlOTixdBc7ijp\n7/juRubjfoplXbFHmE3uxa2YJLaXKc2mSs9ZqO+A5dluVJvWB5v2Nl+0j/g78QR2m8g0/b5c93fF\npu0ADPwOkxlpSYtCq3hQI5qLG/qhqSnP15U+2rIFMW0anr2HkFBnM+JeVd5bVGJYrCA5vBk6u8uh\npbcEw+RtjNaeyurOW+lWeRpD6h4jMnI/lpa9KVVqx986aL7gxgKuvr7K3tYHqXz9BgtP38d13zWc\nQq/TIfg5ASfg7Zpi7MObRbPHYxXziGl2Gvif8qbxJTeUGg8ZZpjN+SdQ1HAEAX5TCH9ni6mpPGCf\nk/7xy/kVRQkCEoBsIFMIUfUP738zYX77fjZ1n9zD7PJ6Ntw9Tbq5PeNrvWHQi0Y4WupTWnMItTbX\n/aJ9vNsYyMOfZzDp7XKCNOMpV789vpf86GDShlC73vSbEk23NkNyqEVSvuLhAZ07E9u0O1cq+FDQ\nzI/gZ905aWnGca0KaM0ugqE6nuT4roxXenGq0zUyrUtxdUIz/F/1RFvbggoVbqGr+9cHR7PV2TTY\n2YDWJVpTRV2Dnu/fs3fqTjJ1i1PyzgIq3r9PyipzjO/r84vlI9za92a2KpGiUSXQv7eLanea8Hx2\nKh1/zUDDDMJfbsLOrimvnjqi8c8+PTFf+xrTLAKoL4So8Mcg/5YkJ0OLg74YRfrS6/5hyqXqsKl4\nOI2fNMSySSh2N7tRY93nz/2pM9X4977I0Q076ftqA2+KnKKoQ2XCvd4ywWwVXqa27DxaWQa59L/V\nrAleXhR8cZsfDmuRcrkHhattpnvEY34uHk7WmofEFXmHStOH5Wp/Sh20wv6uNkUWLUTb7goaGkbc\nvVuc9+/P/OVuNFQa7OmwhxUeKzAupk//6GgWTWpHyaeHiFx4gSVFi1J8fDwRuvpsjrFn8dvFzMrU\nRcv1BT5mO3lsvgnXlVmsnq1B2EtoVnwEr/2CGTw85h/qKOnP5NSc+Tf/99UPs16TViWSslvHMTVc\nm6XOJqRo2NC4SQxOs6dR5+jnz5NnRGXgW2cRa2+nMMFvPJqVJ6P1ZjilVcVprXmQO1Uv8MR7PVaW\njjnbKCn/sbWFGzfQrFuF1ud2YbV+IvqOvhR7vZRNemGY/ZhKWp9DaOss4YSqA2GeD+hysg+1fmnP\nwZA+WFj04unTNgQGzvzL3RQuUJh1LdbR42gPJnZpTyqCDfMn47BoMD+8S8PGUJcuq8M4F+VMwrHy\ndNftyTB/HWr02sDNWkn4p0yk9u5s5o7X4vSrLBq69GHHjjT271f/Qx0l/VFOTLMEAvF8mGbZJIT4\n9Q/vf/Vplu2HUxioeGPy00RuvglkT7HibK30jGUh7ch+VoZ6fTtQbGKxz9p2glc8L/qPYmacG5fj\nSlO0WHeSo24yznw4594VofWKGMb3m5/DLZK+CzduIHr3JrFwfa5U0KBAo6P4vu/BEft2XH8Vis4M\nbbKS62GgHkZ3o3rs7LkZW4sinHdrS8jr0ZiYNMTV9Tyqv3jguNtxN7RUWsx2nkRlX19m7HlC0yun\nMHhzhSpPn+Bywxj31Y7sy7zHghnjsAzxZXptNa/PXKDhnvnETb3JjAdanPPIwEirDklx5/Hy0Kec\nvB/cF/sac+bWQogwRVEKAZeAUUKIm797X8yePfvfn69fvz7169f/on1+itdBghIHfFAFnWDv3c1k\nqKwY2eA5My6NJdQlgB/ejqGme20U1af9cSGEIGTJAx7s3sjIxO68TzNDn7ZUdFTRPGwV6zI2cfDq\nDKqUqZVLLZO+C7GxMHQo2fefcMOiC+ohu4lQWXKn3CI2BsWTPek6mq+nIjJ301M3hDON3xNX0oPz\nA2egFTkSTU0TKlW69z9PX0xMT6TCpgosbbwUvSA9hqSmsmH0PoqVsiHy8Fy6P3uGxiJL1G+0WYMP\nI3oPYmBwDI3r6KA+dpYq5zvxfF0MvZZBcrIgIqwvFuabeOKjg0XOXKbx3XB3d8fd3f3fy3Pnzv16\n9zNXFGU2kCSEWPm7dV9tZJ6aCvaznhDv+IqZB/vTOdCQrs2TqPesExqNXtFm/SxqPa6Drt2nnRqY\nGZtJYNf1bPIzYH1Mcwoa3SYjeTAjLbvhH9+SiEbLOLfNHR1teXWclAOEgB07EBMm4l+gNwGdA1Fq\n3+Ku9XyWRTqSfOAqJifbkBBXkJqqn6FoOW51nMGEGsPoZHWYtLRASpbchpVVrz/d/N2Qu7Td35Z7\ng+6x4egVHqZn8fOIJRisXsLOdtU4HBzNw+4ONDYLonvZF4woOZhfIlIwKmeD+frVuMT2wGtFFu1H\nCuyNVfgl/kJ5x/7cctdAV551+9n+0ZG5oij6gIYQIlFRFAPgIjBXCHHxd5/5KmEuBFSbH4hPkUA6\nbuvMeh81w+uZE69ZmIY10nFePY7qK+ti2c3yk7ab4BGLb68xDE4cw/NUcwy1hlHS5iFd41fzi+o6\nS3aVp0P9QbnUKum75ueH6NGTxChDPCu6otFzH48N67JX1Rdv/xCMFoaTFDqKgsyng1FJ9nXfgK2d\nDYc6FCMmcjOmpi1xcTmIhobef216ya0lnPE7w8XuF2h88DBVn8Uwc+UitO/coJd2JpqvdDnSz45F\nBbwxHP+AWXFTOZqVTLhFDUrN7YBN6clc66XQc0I21uaGvBcXaVO9Ggf2qZAPxPo8/3SYFwGOfVzU\nBH4TQiz+w2e+SpgP3hnFFoNnuK5240BQMjuLFedQ6TCmmTqS7FmLBlbdcdnr8knbjNj8lO3TjzE7\nfiSK/k6sTGYyxKYtfnED8K8wgwvbzqGnUyCXWiRJQGYmzJ5N1i/b8CrajZQfHhBT8S2XzRaxNUIf\nlp5D8/4UsjMv01f1Aq9aGbysdpyjvUZjHDcLlUqHMmVOYGJS5z82qxZqmu1pRk27mgwsNoDKDx4w\nZesjOl47gOGb21Tze4nrJWtOrjVhW9ojfDYe5ejDX9lnnUJgZndqzNVBdNvBATNNZm/MxEDPnGw9\nb0b3smfRom/+/IhvknxsHLDxRjzDYx5jtmQ2ezJfEoUtYxq+ZGl4NV6aZNHp/EIqe1dB0/jv3wfl\n8dgzDNhiwYMsQ7Q03RjU8zmVn6xgUVwyU1dH0LfpklxskST9gbs7wq0/b9LLEFDLgawBu7lhPJi1\nkdVJuvMc0+21iH1vQgWWUtKiFfvdRtOvcjuGFL5PauorbG1HU7To4v+4F1BYYhgVN1dkf8f9JAcJ\nBsbEsHLmaUpkp6F1bxONHj+m7C4rvE+askH3EbunLybprjuLawjCX4+i7k/XCZ/pwzIvhZOX1WSo\n7dAxeMbaJUb06/cV+yqP+tQwz3f3M78RmCyUozeFbr3hYmvTQsKrSFFhO7qAmNukhRi00krcNL8u\nErwT/vb21Gq12FjtoNDVjBGKzhJRv34BcXRheTG0/mlRrGVjER7rm4utkaS/kJIi1FOmimQ9e3G9\nwixxfruTWHuxpmhwco9g/wFh5PyzUJRIYaJyExO19wujvjWF9cIS4vqDXsLdXUd4eZUTqanB/7HJ\nc37nhN1PduJ98nux7rffRKl9+8Qd0yrieud1YmdYmHDyvCOcWr4QRc0ixbZOV4TTMicxsLOmuHxA\nW5ztP0PEmJoJjz2IctUR1sYIDcNKwrBgurhy5Sv1UR7GJ97PPF+NzEOTMily7j7iNx9WKhPpeF2X\nrq10cIp0waSXF51/Oo59vxLYjbb7W9uLjcqmS2kvrsXboKHVi+k/elM2pjtT7zWh5aBDrOh/8C9P\n+5Kkf4SvLxld++MXVpGw3uEktvDA03ARKyMKIvYGoHGyF2T9xkShw6Fa4QTWX8fqpr0ox24ASpXa\nhYVF+39vbsLFCbyKfsWJrsf5ceNG7hkYs3/IJN4sOsqu1qZEpmTi3l+bsq8MGbrMnzHRHZnqGUPp\nodoYrh5NqXdreLIknY7TwOydQoBuJ4zZx42rGpQt+7U6Ke/5bqdZ0rPVOBx4SPTtCKaGtmaEuxEz\nqpnxxqAQjbu8pM6F9RjGuFLmWJm/df+Kuwff0LS3DkkaJyjjNJUZfQtw32s2m0M9uLCzBVWLtP8/\ntyFJ/xi1msyfNhIz/SDPatYhfdIG7un2ZtOb8ryLUqE735n0xBT64E5UkRKc7TSexk6uzHQJhqwQ\nLCy64+S0Dg0NPTKyM6i1rRa9XXsz0nUQnbdsQVHps3r0HKIu32Ow8Tva6BZkaXNtWkVl0u1cIP2v\ntmeHZyI6YwywHd8HkxJbeNUpk1bToViCFv5WkzFPn8tdDxX29l+7s/KG7zLMhRDUPPISL/9ofrjY\nnLmvjbhsbsz2sgr96iZRNq4r+qs6UvlBZbRMtf5yW1kZKWzqupMxp7qAxnhGDtpPg+zuzHnTH2vn\n5RxdvBddbaNcbY8kfS7142ck1u+Fb8FOJMzYRaC1CV7Kj+xM0kI1Og51aCMqs5bqhk3Z2PYn9Iv7\nsrtFJUwzL6OlZUWZMkcwNHQlMDaQGltrcKzrMcoLOxpeuEDVkETclh5C8T1Li/BnLDa0ZFRdMzpr\nRFDr1GMmn+7P4UfJpAw2wXlQI1L6neCFoZqey9VYqXV577yNwqnd8LilULDg1+6pb993GeYjroaw\n8c1bSq/uxzL9bJQYGNgskR8Lm2Bv4YTNpCmUOVKGArX+95kmanUWwfc2MblPFocCumBt2Y2FI17z\n5uksVgQYsGdlGO1qj8/VdkhSjkhNJaHxQN49LMC7/lGktbnMC51JzIwvTdqaNyhXu2PAIYZjxZbG\nnsRW2cK4Sg1oW+gyKkWhSJH52NqO4qzfWYacHsL9wfdRPfCjxrt39L3wmAannxP/ZDNDAv1YmGXA\nyCbF+aFoAE4rL7L18lx2hiWR1N6CysMcCF7szTVvhXk7stFU6aJb5SYlqcSli4o8B/3/8N2F+Tbf\naAa8fI7Z9BVsLPSEYkGZtOkQzzBVMUydDCg3bwnFlhfDqpfV/9xGUpIvD4/0pve4GbyJL0nb1u3p\nb1qH5SkDiEo4yv3DIzA0KJJrbZCk3JA881eSF+3G17UtSdM3EGFowy7VSG56paJaYI5Id6E1twgo\nn8GzqpuwsY1lSdUYihcwwcDAmVKltrPIYyPXgq5xufdlXu/cTV0zM2avPYFzlCHXT4zjSlwc7V+l\nM6tHBeq2fIJFh+08uLuLlepU0qvbUGWu4OXqEDYdUHH0iJpMDV1sqvpT2cKWAweQd1n8C9/Vwynu\nRSYzyN8X7YWXWF/wPmX80+jYLp4uES5kOWhSbu5inFY7/c8gFyKbN4HL2Tp6HI2HbiA0WY8FY7rR\nKGUGA170oFvLMzw7s0QGuZQnGcwfhIn7RioE7MNy6ECszzoySRnGktqv0TiiIOoc4jT1eP/QiRoH\nVhH1oCluN9VseB5LclokXl5lGFTCFgMtfaZcnkKJ/v056u3NrPGdiM16RZNJRymgqckj1wIMnHeL\n22fK8tS3NxZF6zMvSwftZ5E8GqmD0zIDhnRVU6c1aGamEfq4Ao/fJjFmzIeL+6SckWdH5kEpaZQ8\n70X2ljB2ho2g5jsN2vyQTZW44hhXV9F5yRJKbnSmUMdCf/r9qamv8X3UlxHdm+D1ZigupZczp3Qi\nh6J680LnKDcPumFsXCbH65akf5pITSeu6RiSvMJ4WbwZsXPXkW2oz2+p/TgdVwid0QlkJLWnmuJP\nYhdPXuqdwry4JzPKF6aqhT5Cpcv4e28ZVXslXUt24OiYMYxs1Zqjg6ajPWwKQ1sWp2nBgvjN8sd9\nb20M193HLGwKVq99GFFCG8NEaxyfBvN6UBrTt8Hd86AuVpHC2nfp112T6dO/dg99m76LaZaojAyK\nnr5D6qFsfvZuT6v3mnRrqYuZYo5dBUO6LVlAqV/LYN7O/L++VwhBWNgWTh1Yy4+zFpCeVpQRHeZS\nxr8bK7INmDXTk27tZ8kHK0v5TtLaU2RPnMgjk7FEdn2Abtv9xNKD4X6lSbsYj/p4c0wxorBLMHFV\n3QmzW0NTu2xm1+pNQswhjrxNZ2ADd1y1i7F22jTWtmjHObcRpG3eSQcHHcbZ2nK8QyAvHpZD+zdv\ndO6MpEqQH91qmmL20hyrsACCe6fz42YF72sCVZ3OmAXtY94MDQYO/Nq98+3J92GekJVF8dMevD+j\nx+prLegWlc2QRubEmGpQwbUgneYvwXlHGcxamf3X96anh/Ly5UBGDy7CDa+pOBU7wlyzdA4WqkWY\n/m9c3DIcIyM5Gpfyr8yACJIadCcqtihvLGvxZvEvmJlEc/pVM7apXdCbHk9G4lCctEOoMseXM282\nouVwizlVm+GgG0NK8n1KO/1EqZSGTNi2ncuVGnB6wDDeXbhIB81Y1hRxZG31cEKiHDHb70OUuxtd\nn4XRoLUdlvcMMUsN4F37dEZuUHjkIdBsNQrDe6vZvllF27Zfu3e+Lfk6zFOzsyl97jZBV4xZeboN\nfcMTmFq9KHed4mhc1pIOc5ZTcrPzn47IIyL2c+z4QiZNnkNKkiuDq2/BSmnERpsY1g/2pn2DxXI0\nLn0XhFpN3PCNZG/bwVOdCbzuf4+CbbeTlFmbSecKERdoRsbpRhhTmvKNXxBgcpf4svOpbqFHyxJN\nME4/jbN5KZwDuzI0IJsAK2d2jppOsOcFeiYGs794caaXjSEqvRDOO+5z16MHk+7EUrp3CeyuqTDS\nDCS8aQYjflbx6K4arY7z0Ls2ndPHVdT+/Id95Tv5Nswz1WoqX7rN45sGLDrYh8FhISyoUJYTFQLp\nVNaGdrNW4bSqBBZd//MmypmZMTx7MZTBI4pw79aPONrtZIaRIb82K02K9mbcp06gYIEKX1yfJOU1\nqZ7+pLbuS0h6E8Iti+A38wA2he9x62k9Vj00QfeAE5kp/amg+wqjPrEE6s0j1eo+3YpXIEuk0MMu\nBbszpvxYoDthhnYsm7KFd/f3MTLSn8OOxRhbOpUEXQPqL73D0ee9mXQnARe3MjiezkTH9DXva2Yw\naqMKn/tqtLusR+/qMG5cUcmrRD/Kl2GeLQT1r3lwy0uTWdsmMyb0ITOqluRshdd0LW3HD3PX4ziv\nCNZu/3kD/piYS2zcvZDFc+eQlmCAW5UNGJj3ZEfpYJY392RgvY2oVH99EZEk5WciS010p8VknbmE\nv84QYhsGkjxsKzEU4Jf9hQh82YCUu/1xUTwxrmJFcOFjxLuupLmFEYZm1ZlZqRpZK1Yxpeh0ojXM\nGLv4BnF3ljM1zJ+Dlg6McIVUcxW9Zzzh55dd6P8onpq9y1HkUAoaDm+Jq5DG+A0q7jxUo91lQxtp\nlgAAFGxJREFUN0Y3euBxXYWT09fuma8v34W5EIKGl27i/kyTCetXMT30IuPqOnKnXBjdS9nTdP56\n7CcUxna47b+/Jzs7lfv35+LWz4lXL9tgY7mYH23M2dymOubGazjSdwqFTGvmRPMkKV9IuvCK5N5D\nSUpy4K2qHTFDTqHV6jDeoZVYdtyFjBND0c96Q2UtDdJ6xvLKZizFLaJpZFefiY3mEjuhLWNcJpKq\n1qfjulg0rg1hdlgA+4ztGVpJl0zHdIZMDOTnp+1o9jqOtl0qUnxHDNllo4gvlcKU9Qo3nqox7nwE\nk7vtuXlT+e4v+89XYS6EoPHpK1wN0WP6mlVMfHOJwU2seFUuhv72JaiyeAW2I+2w//H//6vHxDxk\n0vAj7Dw6Cg3VQQa5XCW69DDOlfRlT3MfmlfYiIaGQU41T5LyjezUbN712YfB5QUEix7EmzkQNHUv\nxkW9OeZRhYO/TiYzuARVFW80KlgTWHMKWVbX6Wphy4Iup0gd35OBrt3JVjRpvTSF7CuDWR7zmp0q\na8bUMyDZDPpO8+fg81Y4x8TRq21tym32I6VqKkmOicxdr3D+uZqSTXYjgnpx4wZYftqzY/KVfBXm\nTQ6e4nKiKWuWz6N38D36tjImplwiQwwrUXTRbIqvKY5l9w//2unpMWz8aS/zFjchKS2YaoVXUN5q\nAL91M6K1yTJWtZiImVnLnGyaJOVLMWejiBn5I4bhQfjzI7F1QogavwFt0pmxpTVvj3VFL9uO8hpZ\nZAzbx7OCS6hsnk7voqPocNSXPuVqE2tlgNvkF0Qcn8Xm1GAOmNgwprrgHSZ0mv4Cz1fNKZCZgFvj\nutTa/Jj4uoJkmwQ2rBP89kpQtvwGlOzhuLvz3d7HJd+EeZNtB7isZcve+ZOpEx5Emy5ZWJfOYFBy\nfSw3TsTlqAsFqhcgOzuLHTvOMnOyI7HJ6RTQW0Bni9KcGtkMrcyzHG2ZhXOx2WhqyicASdLflRmd\nSdC4qxjeHcH7tz2I06uOz+DbWDfZQmCwMQsXtSDNbzg2mGLu9J6wNgNJMvGijbENS+9XZqJLOV6W\nM2H6rgP4jNrNb0okhwrbMalKAr7RjrSY4EtAaGv0s6PoWrsOzbf6ENVYl4RicZxbJlj6So1D4UVY\nWk3hzBkFs/8+0zjfyxdhXn3tDrwsinJm5ljs42Jp2iuaDmVUtH7WFrPLoyh7qiw69jqcOHGX8aN0\niYhRoVJm0aeQNj5tRvDAOYLNpffRsfJCDAxK51LLJCn/i/OII3zuEIw9wwnMmEBaCV2ujzpKFcc9\nrN9vwdVdzdDOWoS9ko1+l6O8LTGZQkYJzLpRgmvl2+NZxYEFsbN5YbuctfpFOeRUmLkN3nL3RUWq\nj/QlLbYjKiWIzi6VaL/fl9gKRoS3iOHZLDWjnwvMzcdjYLiCo0cVypf/2r3xz8rTYS6EwH7hdiLs\ni3NzziASyKRnhwQmV8ug8r6xmKk7U3KXE0ERpxgzRMH9TjXgR9rZvsPEYgZ7+qtoq7ON1c26UKhQ\nh79133JJkv6aOkvNmw1nUB0bQpZnc8JUXQl3zuDRpF3YpZxi/k+2RL8cj5LVDxvDOGL6dkRY+jDk\nuUJyoUFcqlODxdnjSTIowwqTQaxzrsPCLk+4c60BNk39sCnUjXTtp3S3caG5bwDaqQp+IzKInpdN\nT28wMGiASusSa9dq0LPn1+6Nf06eDfPkzCysFh1BWJrzZGZ3TjvosrKmPrPqvqf4vMU49GyIRo/z\n7Nz6kEVL55KlPkHlImvoFDeDLWNtyNI8wqlOxSheeAQqlU6utkmSvkdpYQkE/DwW0yuHSXvQjhBV\nb16XjyFy7Eain95j3ZriaCWuQ01lNO19KD1oHiYBVyit0YdtLduw9vpCTFoEckG3Fa1LzWbzYk98\n1rcnzSERp+rdSDK4zfBUW0qaZFHCM4pHsxQyf8mi80XIxhoTCz+6dDFg+XLQ+g7OKM6TYe4VFkvt\nnXcw007HZ25fptbT4Il9BSZWfoP9oiXYrFLzNHsxE0fMxz+iFHbWwxmrrsPdxnU4X/QO21q+pXW5\nhWhpmeRqWyRJgni/QN7sHID16XukBPxAkOjL6wZ+pLut49Lht5w6Ug2jrJWkq5ywqOBB83rjcX5h\nzrShY2l+4SK1S/hjX9YbPetJ+Hhbc21IPbyyTXFu25+3dkdYdFsDgzpVaXDhDo+mqlDfyGTgVojK\n1MG6qA82Ns7s3q3g4PC1eyJ35bkwP/AkiB5X3lAm8SWnVk6gWwewcKjJQJGB1fXhRA7ezeLZnfAI\naIWe/jaGF32Mpokbu2sFMqj2WSY2WI2eXuFcbYMkSf8t4sENIo4NxOpkNCkvWhGk6snrbp5kNfmF\no/uTuXquCoZZK0hTlaBhC3c6JY1jfv+pKNmxlD2dRK0RF3DRDCRB3ZeTA9pzIqgi9k23EOo6lhH3\nMnGt1JjaPu4EtxbEiGwWT4en6QqmDmtISBjB8uUq3Nwgv86m5qkw3/MigP7Hg6iZ6sOyX+cxqI0N\nneoJahxsTpq+PSu87LgV1AxNzT10dL1MnfhBbG2YTqsm+5jYbCEGBqVytXZJkv6aEII3t3cT9WAS\n1r/pkuXTkCDNToR1uUViy92cPRzHheNV0MlaRoZGcRaUH8+9phZcrOpM7YfXeJvdmL6Nd1A08zHH\nf1qO+4X2JLm8wqRGJ8yygmmvXZOyBUOxTwvibRXB7qFwNhFUumUwtfHE2dmQzZvB6n8/eybPyjNh\nvuHpIybsf4ujWSQrfx7BxJbNmdzwLsnjVvNbkhV3Y8uiKLtoU/oErkZDuVQUqtU5yOwuUzA2rpyr\nNUuS9Gmys9Pwv7ac9xErsNlcFJVXOYLFD8Q28yGq2x6uXozi5P46qNPmU0MzjFYtdzBzcC+MEs5T\nwjuSYJ3ebGh3kFsn0/BZsRYPrQI4txiOX9F9mFq5MUQzjeahB4msnoXPNFj2HLLUKhzLbyMsrA+r\nVyt07Zq/RunffJgLIVjgfYPle96i5WLEtVm9Gd2sKWWU4pzcP4JIkYUQv9DA6Rp2RQdw0zKcGZ1C\n6VR3Enp6xXK1VkmSvkxG+nteXV1ETOJezC+pMDxel9DYNiTWDSCq/x5ue4dycGsLtBOHsMJ0HbtG\n1eJq5WLohKzG/oUW2kxkbqN7HBvZkEPvqmLRegexLlNQjIuxPCAJ29Ip6DoEE/UUHi6BlSlgoF8U\nczsPbGwsWbuWfHOjrm8+zMfePMHuff4k1S7PwwndmFnFibOXTqCj5UlG9kbaFo/HTmMQx13PsWNk\nC2pW7Iui5Omn20nSd0etzib01nnePtiKTsoFzDdXJya8BbHl1cQO2sGDt8HsWV+THu/1qVg+nn7j\np5GZkYjybgbW6WkYRw+iZWhp9p9pQIxVAkn9R2GYfZZpHtkYdWtGGc0LpFhko6yD9e4KZ7MEtnYd\nSU7bQbduhsydC6amX7sXvsw3Hebrnnowf8NR3jduw/Wp/TjokMn22zdRaQ2hXhVjenq4cb7KERYf\nGI61lZxKkaT8INE3moBj21CFbcTuRBqRmV0ILWZHarsTvNb3wnu1LtOCBZO6TeN451oY3E3HmDFk\n6AZSzrcnRa8P5eT70iRVOo+qXn+aBSVQ3NCE8rVNMSsQQHwY2M2GCTFwXyhYO0wkOWUeM2boMHgw\n6Op+7R74PN9smN96/45u0+bwrkUftvw0kaT0J6zxu0ai7o9MF4PQJIoGh8vhUrtxrtYjSdLXkRmT\nyZs9l1FfmoG9xxNeV25NpGZjsvWfEVzyCEW2RGCAFX1HzeeVQykK7iuAZYk1BJluo97jdlifn8tB\ntQ3pzedByV+p+zYb85Ja9CmcgYZFJpHPwGSNikXBanzRxMRuPtliHNOm6TBgAOjksctP/vEwVxSl\nObAa0AC2CCGW/uF9EZGWQrVRwwhqMYBp25fR8Ml5FmbsxE9rA0siJ6DZ8S1ddo2SV2xK0ndAZAsi\nDz8n/PoR4gx9oOxzxKMypD4ugYHOQwxeXsG/UEWGj5hAmr8VyhE7HKOTKFDxDo4p/pje6slFQwP8\nnA+i1FiJdZwhzsWiGWKRir5VJtFhkLFKxe6nah6jgaVhT2L1VzFvvim9eoG+/tfugb/nHw1zRVE0\ngJdAY+AdcA/oLoR4/rvPiFIjB/Cqfm8W7lhM1adX2K07Cc/MOywIHYfl0hTqjOry2TVIkpR3ZSVl\nEX06mvDzj4hLuoKo+Jy0jGQMX+pTwNePk2UrsLlFK+LRR7loSNKFyhRPiqGucTTFtBIJjTZlb7XL\nRJXch8oohCLR1nQs/YzKxbPJBoIPwNVjcD9NwUVViRCNBRSrXwM3N2NatwZj46/dA//bPx3mNYDZ\nQojmH5enAAghlvzuM0L3wAWW/LYadagXT99NIVD3HgPjelPjVCGK1qr22fuXJCn/yErKIv5GPLGX\nYwm/HkCq3gNiSl/H5X0SgckqTpatzKF69bF68hr/WQItzXoYZzjwg/kLXJRsPEjltMst0pyPgvFb\nWqcVpmuplxR0yODBY7j+KzwKAE2hwk5xJEnpgWGF7ly5XhIDA42v3fz/8k+HeSegmRBi0MflXkA1\nIcSo331GzO7ZkaxHqTyJNadqRi0KGVjR/W4ljCxs/9emJUn6zqWHpxN1JYrMV5kkv0wiJfoJiVqn\n8LVVUS69A5eensA38zVPYm3IEHUw12iDjVYqZuosXqTEgUMiFSpWIDjIn1YlpmBTzgPN5EEUsWjA\nsbVruentw8OMdAIiIzEqVOhrN/e//NNh3hFo/n+F+USnvhhrNkXXMo3KjbWoNbE9WtqGn71fSZK+\nT0ItSIlKx8Dy/5+ion7uT8qLKAzb1wDgfUQ2u7f5Y+mookf3Dw8TFQLevgULi/88u0UdGYnK4j8f\nAv+t+NQw1/zC/b0Dfv+kPnsg5I8f0uvuQJbyiiSAWvVlkEuS9FkUlfIfQQ6gci6OoXPxfy+bW2ow\nbmrJ//w+BQr/yS2cvqUgd3d3x93d/bO//0tH5pp8OADaCAgFvPiTA6C5ffqjJElSfvOPjsyFEFmK\noowELvDh1MStvw9ySZIk6Z/x1W+BK0mSJP23Tx2Zy5ueSJIk5QMyzCVJkvIBGeaSJEn5gAxzSZKk\nfECGuSRJUj4gw1ySJCkfkGEuSZKUD8gwlyRJygdkmEuSJOUDMswlSZLyARnmkiRJ+YAMc0mSpHxA\nhrkkSVI+IMNckiQpH5BhLkmSlA/IMJckScoHZJhLkiTlAzLMJUmS8gEZ5pIkSfmADHNJkqR8QIa5\nJElSPiDDXJIkKR+QYS5JkpQPyDCXJEnKB2SYS5Ik5QMyzCVJkvIBGeaSJEn5gAxzSZKkfOCzw1xR\nlDmKooQoivLg46t5ThYmSZIk/X1fMjIXwE9CiAofX+dzqqhvibu7+9cu4Yvk5frzcu0g6//a8nr9\nn+pLp1mUHKniG5bXfyDycv15uXaQ9X9teb3+T/WlYT5KUZRHiqJsVRTFJEcqkiRJkj7ZX4a5oiiX\nFEV58ievtsBGoAhQHggDVv4D9UqSJEl/QhFCfPlGFMUROCWEKPsn7335DiRJkr5DQoi/PZWt+bk7\nURTFWggR9nGxPfDkS4uRJEmSPs9nhzmwVFGU8nw4q+U1MCRnSpIkSZI+VY5Ms0iSJElfV65dAaoo\nSnNFUV4oiuKnKMrk3NpPTlEUZZuiKBGKojz53TrTjweBXymKcvFbPmNHURR7RVGuKYriqyjKU0VR\nRn9cnyfaoCiKrqIodxVFefix/jkf1+eJ+gEURdH4eAHdqY/LeaZ2AEVRghRFefyxDV4f1+WJNiiK\nYqIoymFFUZ4rivJMUZRqeaj2kr+7+PKBoijxiqKM/tT6cyXMFUXRANYDzYHSQHdFUZxzY185aDsf\n6v29KcAlIUQJ4MrH5W9VJjBOCOECVAdGfOzzPNEGIUQa0EAIUZ4PZ0g1VxSlGnmk/o/GAM/4MPUI\neat2+FB3/Y8XAVb9uC6vtGENcFYI4Qy4Ai/II7ULIV7+6+JLoBKQAhzjU+sXQuT4C6gBnP/d8hRg\nSm7sK4frdgSe/G75BWD58Wsr4MXXrvET2nIcaJwX2wDoA95A1bxSP2AHXAYa8OHMrjz388OHY19m\nf1j3zbcBKAAE/sn6b772P6m5KXDzc+rPrWkWW+Dt75ZDPq7LayyFEBEfv44ALL9mMX/Xx1NFKwB3\nyUNtUBRFpSjKQz7UeVEI4UXeqX8VMBFQ/25dXqn9XwRwWVGU+4qiDPq4Li+0oQgQpSjKdkVRfBRF\n+VVRFAPyRu1/1A3Y9/HrT6o/t8I83x1VFR9+PX7z7VIUxRA4AowRQiT+/r1vvQ1CCLX4MM1iB1RT\nFKXMH97/JutXFKU1ECmEeMD/uMXFt1r7H9QSH/7Ub8GHabo6v3/zG26DJlAR+FkIURFI5g9TEt9w\n7f+mKIo20AY49Mf3/k79uRXm7wD73y3b82F0ntdEKIpiBR/Oqwciv3I9f0lRFC0+BPluIcTxj6vz\nVBsAhBDxwDWgGXmj/ppAW0VRXvNhVNVQUZTd5I3a/018vG5ECBHFhznbquSNNoQAIUKIex+XD/Mh\n3MPzQO2/1wLw/tj/8Il9n1thfh9wUhTF8eNvm67AyVzaV246CfT9+HVfPsxDf5MURVGArcAzIcTq\n372VJ9qgKIr5v47WK4qiBzQBnpMH6hdCTBNC2AshivDhz+SrQoje5IHa/0VRFH1FUYw+fm3Ah7nb\nJ+SBNgghwoG3iqKU+LiqMeALnOIbr/0PuvP/p1jgU/s+FyfyWwAvAX9g6tc+sPA36t0HhAIZfJjv\n7weY8uGg1ivgImDytev8i/pr82G+9iHw4OOreV5pA1AW8AEe8SFEZnxcnyfq/1076gEn81rtfJh3\nfvjx9fRf/2fzShuAcsC9jz8/R/lwUDRP1P6xfgPgPWD0u3WfVL+8aEiSJCkfkI+NkyRJygdkmEuS\nJOUDMswlSZLyARnmkiRJ+YAMc0mSpHxAhrkkSVI+IMNckiQpH5BhLkmSlA/8P0j55EEBpl45AAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d716d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(303, 362), (366, 424), (428, 488), (491, 551), (2787, 2846), (2851, 2913), (2985, 3045), (3120, 3180), (3186, 3247), (3774, 3836), (3841, 3902), (3906, 3967), (3971, 4033), (4037, 4100), (4104, 4166), (4170, 4231), (4236, 4297), (4301, 4360), (4435, 4495), (4501, 4560), (4566, 4626), (4631, 4693), (4830, 4890), (5029, 5085), (6695, 6755), (6761, 6821), (6826, 6887), (7025, 7085), (7091, 7151), (7157, 7218), (7487, 7549), (7553, 7615), (7619, 7681), (7685, 7747), (7751, 7813), (7817, 7880), (7953, 8014), (8018, 8080), (8947, 9008), (9013, 9074), (9278, 9338), (9344, 9404), (9410, 9471), (9672, 9734), (9738, 9801), (9805, 9866), (9870, 9931), (9935, 9997), (10001, 10064), (10068, 10129), (10133, 10194), (10198, 10257), (10261, 10320)]\n"
     ]
    }
   ],
   "source": [
    "import pandas\n",
    "\n",
    "\n",
    "class MinFluidProcess(object):\n",
    "    def __init__(self,fname):    \n",
    "        self.data=pandas.read_csv(fname) \n",
    "\n",
    "    def getKeys(self):\n",
    "        return self.data.keys()\n",
    "        \n",
    "    def plot(self,*keys):\n",
    "        for key in keys:\n",
    "            plt.plot(self.data[key])\n",
    "        plt.show()\n",
    "\n",
    "    def findZeros(self, key, plot=False):\n",
    "        subData=self.data[key].values\n",
    "        self.zeros=np.where(subData<=0.1)\n",
    "        if plot:\n",
    "            plt.plot(self.data[key])\n",
    "            plt.plot(self.zeros,range(len(self.zeros)),'ro')\n",
    "            plt.show()\n",
    "        \n",
    "    def split(self, key, plot=False):\n",
    "        self.findZeros(key,plot)\n",
    "        goodRanges=[]\n",
    "        for i in range(len(self.zeros[0])-1):\n",
    "            if self.zeros[0][i]!=self.zeros[0][i+1]-1:\n",
    "                intr=(self.zeros[0][i],self.zeros[0][i+1])\n",
    "                rawWF = self.data[key].values[intr[0]:intr[1]]\n",
    "                if np.sum(np.isnan(rawWF)) == 0:\n",
    "                    scaledWF= np.array(rawWF/max(rawWF))\n",
    "                    scaledX = np.array(range(len(rawWF)))/float(len(rawWF))\n",
    "                    cosine=np.array([1-(np.cos(2*np.pi*x)+1)/2.0 for x in scaledX])\n",
    "                    rSquared = np.sum(np.power((scaledWF-cosine),2))\n",
    "                    if rSquared <=.4:\n",
    "                        goodRanges.append(intr)\n",
    "                        if plot:\n",
    "                            plt.plot(rawWF)\n",
    "\n",
    "        plt.show()\n",
    "        return goodRanges\n",
    "\n",
    "\n",
    "minFluid=MinFluidProcess('../DATA/2013-01-28 072316.csv')\n",
    "print(minFluid.getKeys())\n",
    "minFluid.findZeros('FTC-1100')\n",
    "print(minFluid.split('FTC-1100',plot=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histograms\n",
    "----------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WpHn99dipqoOKew267jp4772webFINdhyS7j11rAW/OGHw//8T+xElU/dMjVm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\ndxGRBFJxFxFJoP8HyXZVVt0q2s8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1079a9438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e8c9128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy\n",
    "import pylab\n",
    "# Build a vector of 10000 normal deviates with variance 0.5^2 and mean 2\n",
    "mu, sigma = 2, 0.5\n",
    "v = numpy.random.normal(mu,sigma,10000)\n",
    "# Compute the histogram with numpy and then plot it\n",
    "(n, bins) = numpy.histogram(v, bins=50, normed=True)  # NumPy version (no plot)\n",
    "pylab.plot(.5*(bins[1:]+bins[:-1]), n)\n",
    "pylab.show()\n",
    "# Plot a normalized histogram with 50 bins\n",
    "pylab.hist(v, bins=50, normed=1)       # matplotlib version (plot)\n",
    "pylab.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Making a pie chart\n",
    "------------------\n",
    "Use **plt.pie()**, pass in data + config options. You can set which slices 'explode', or pop out, and set the colors individually. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+27BEVyUoQO1yKgxrbi42nTihZWCt0tQ6NSkxyODlbWjY0rPmSzRq3Q7PL1hm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\nPAaMFZHKLynPVFfnibCl251pqSmzgRuSGyVl787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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eb48588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The slices will be ordered and plotted counter-clockwise.\n",
    "labels = 'Making Attractive Plots', 'Updating Facebook', 'Going to Meetings', 'Actually Analyzing Data'\n",
    "sizes = [60, 10, 25, 5]\n",
    "colors = ['papayawhip', 'thistle', 'lightblue', 'lightcoral']\n",
    "explode = (0, 0, 0, 0.3) # make 4th slice 'explode'\n",
    "\n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    "        autopct='%1.0f%%', shadow=True, startangle=90, labeldistance=1.2)\n",
    "# Set axis (aspect ratio) to 'equal' so pie is drawn flat\n",
    "plt.axis('equal')\n",
    "plt.text(0, 2, \"How I Spend My Time\", fontsize=16)\n",
    "# plt.show()\n",
    "plt.savefig('/tmp/piechart.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Basemap example 1 -- North America\n",
    "----------------------------------\n",
    "\n",
    "_this and the following adapted from_ http://matplotlib.org/basemap/users/examples.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jstrick/.pyenv/versions/anaconda3-2.3.0/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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xp+bsHDMC9Y07WVOvbudOhD69qTOsPgVLW/I6OpS4F4nEimrU1YqTFJeEiVnm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\nScDZKwOnutnFvt6eN2womkyLSi/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/JjclFbWtjutHTXzRfx5bPt7MoSWHmB76xd1EVTW4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glHfvLj1dgwoISXUybdtASq9hASrAQEBAT+qZSVIR8/Gk+zOkY8NYPUjSEMezYJiczAXmAr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\nbY/Xo2qWI5VpOwJVgIDx+Shsmtn6w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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eb723c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "# setup Lambert Conformal basemap.\n",
    "m = Basemap(width=12000000,height=9000000,projection='lcc',\n",
    "            resolution='c',lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n",
    "# draw coastlines.\n",
    "m.drawcoastlines()\n",
    "# draw a boundary around the map, fill the background.\n",
    "# this background will end up being the ocean color, since\n",
    "# the continents will be drawn on top.\n",
    "m.drawmapboundary(fill_color='aqua')\n",
    "# fill continents, set lake color same as ocean color.\n",
    "m.fillcontinents(color='lightgreen',lake_color='aqua')\n",
    "m.drawstates(color='blue')\n",
    "m.drawcountries(color='red')\n",
    "plt.gcf().set_size_inches(12, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Basemap Example 2 -- The world\n",
    "------------------------------\n",
    "With contour plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jstrick/.pyenv/versions/anaconda3-2.3.0/lib/python3.4/site-packages/matplotlib/collections.py:650: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors_original != str('face'):\n",
      "/Users/jstrick/.pyenv/versions/anaconda3-2.3.0/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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FUJciGb9l0Iz7ib0vGp8on99WZR/+OYhFk5sR+uBH0D+C/EPxVH72I/h9iiZC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SoTmcW3NBCGAjcanNjRoeqqQ+RGLFgF4JJh92tg+wDcXte+KxAFK6HpCkCkVUG4QXCb/oU5xk1A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SJ07kyJNPkjp2bOustJWVCV2iG1kq9vRp0al/HVYGLU5E8uRrMzHfEoVsbkzOaH98Pp2GmW0H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\n4Mj9q8gbS30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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11253ab70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "# set up orthographic map projection with\n",
    "# perspective of satellite looking down at 40N, 105W.\n",
    "# use low resolution coastlines.\n",
    "map = Basemap(projection='ortho',lat_0=40,lon_0=-105,resolution='l')  # center globe on Ft. Collins, CO\n",
    "\n",
    "# draw coastlines, country boundaries, fill continents.\n",
    "map.drawcoastlines(linewidth=0.25)\n",
    "map.drawcountries(linewidth=0.25)\n",
    "map.fillcontinents(color='lightgreen',lake_color='aqua')\n",
    "\n",
    "# draw the edge of the map projection region (the projection limb)\n",
    "map.drawmapboundary(fill_color='aqua')\n",
    "\n",
    "# draw lat/lon grid lines every 30 degrees.\n",
    "map.drawmeridians(np.arange(0,360,30))\n",
    "map.drawparallels(np.arange(-90,90,30))\n",
    "\n",
    "# make up some data on a regular lat/lon grid.\n",
    "nlats = 73; nlons = 145; delta = 2.*np.pi/(nlons-1)\n",
    "lats = (0.5*np.pi-delta*np.indices((nlats,nlons))[0,:,:])\n",
    "lons = (delta*np.indices((nlats,nlons))[1,:,:])\n",
    "wave = 0.75*(np.sin(2.*lats)**8*np.cos(4.*lons))\n",
    "mean = 0.5*np.cos(2.*lats)*((np.sin(2.*lats))**2 + 2.)\n",
    "\n",
    "# compute native map projection coordinates of lat/lon grid.\n",
    "x, y = map(lons*180./np.pi, lats*180./np.pi)\n",
    "\n",
    "# contour data over the map.\n",
    "cs = map.contour(x,y,wave+mean,15,linewidths=1.5)\n",
    "plt.title('contour lines over filled continent background')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Basemap example 3 -- US Precipitation\n",
    "-------------------------------------\n",
    "_data from_ http://water.weather.gov/precip/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jstrick/.pyenv/versions/anaconda3-2.3.0/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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UlXSW7/MfAB4D+IjyKve6ik6BmTblnpCQoLepz93dnUJCQig0NJROnTpFrq6u\ndO3aNUpPT6f69eurNc/nzlmUJxITE2nlypU65U1NTS3RuVZjsWbNGvrtt9+MLYbB0Ee5z5kzhy5c\nuJDnXGxsLDk7O2s15QkEAqpVq5bBpjNiY2MpKalkX3zqyMnJoaCgoFJvt7wwcOBAunnzJhERZWZm\n0vHjxykxMZG6d+9OsbGxJJVKjSxh2cDb25t69uyp9Zk5fVpOLVt2pVevXpWKTNu3byczMzPq168f\n/f777xrz9enThwAoN87SpNx1Nct3JqKWAPoAmM4Y65pv9J+rMHM/zyKitkR0O1++CAAPAeQNkpuP\nAQMGICsrS0fRODp06IAnT56gf//+cHd3x+HDhzFy5EjweDwcPXpUmS93bfSzZ8/K5RKPGzdu6BxT\nnTGml8m3vNC7d2988cUXxhbDoOgaNnTGjBkFPGgfPHiADh06aDXlOTo6Ys+ePZg0aVKxg/+IRCJI\npVK4uLgUq56iYGZmhr///hsHDhwo9bbLA4cPH4azszPu3r2Lx48f4/79+3jz5g18fX3h7u5eKsGM\nyjpyuRx8Ph87d+7U+syYmzNs3XoNr169KpXVR1OmTMGAAQMQHR0NZ2dnjfkuXLiArVu3GmadOxHF\nK/7yAZwC0A5AImPMDQAYYzXAzanrwkoAc8GN9tWyaNEivUMBtm/fHosWLcLr16/Rrl07REZGYvny\n5ejfvz/q1q2L33//HQCU85Xe3t5o0qQJ5s6dW65iVleqVOm9f0A3bNiA169fG1sMg2FhYaFzAKJL\nly5h//79ec4FBgaidevWhZbt0aMH+vXrh1mzZhVFTADci5HH48HT07PIdRSXH374oUIv0yoOr1+/\nxpAhQxATEwOxWIzFixcb9bsqa8jlcnh5eWHKlCmoU6dOofktLCyRkJCAd+/elbhsAoEAM2fORHp6\nOtq0aaM179ixY+Hn56d1vXuhyp0xVpkxZq/43xbAZ+BM7P8CGKfINg7AaV0ugIheA3gJoD80ONWF\nhoZCLBZj3bp1CAgI0KVadOjQAeHh4crPEydOxJQpU2Bra4thw4ZhxowZ4PF4kMvleV5ua9aswcaN\nG3Vqw9gkJyfj8ePHOu8MluuslZCQAHFRwySVQb7++mt06dLF2GIYDH0C2QwaNKjA7lACgQCVK1fW\nqfzatWtx69YtnDt3Tm85ASAuLg7Ozs4G2/GtKBARmjVrViGtUkVBJpOBx+Ohf//+cHV1xapVqwBw\nm23Z2dnrfLUrAAAgAElEQVRBJpMhJyfHyFIaH5lMhs8//xwvX77UySmzcWPgzBlg8uSpuH37NrZv\n316i8j18+BCffvopHBwc0KhRI615bW1t4ePjAx8fH82Z1NnqKe8ceF1wy9qeAggGMJ/+WwrnCzVL\n4dTUUQfAc5XPzQHkABirJq9ybuHq1asUHx9Pn332GcXGxmp13hGJRASAvLy8lHPqH374IcXHx1Of\nPn1o+vTpefLHxcWRj48PWVlZkY+Pj/L8jh07SFWGskRycjL9k7t+QgcyMjIoJCSEkpKSKDQ0VOvS\nmPJEt27dKtRSv5SUFJ19I3x9fQssebt69So5OzvTP//8Q76+vrRnzx4aN24cBQcHq61jwYIF9OWX\nXxZJVl3XT5c0qamppbK2viwTGxtLmZmZ9MEHH9C7d+/o8ePHREQkkUjom2++Ub4vU1NTKTY21pii\nGh2RSEQ9e/YkADR58mSdyz1+TLRtG+esmJCQQDExMSUiX3x8PFWpUoWcnJy0OsbmRy6XF8+hrjQP\ndYr1+fPn9O7dO/rggw9ILBZTZGRkgTzJyclKpS4UCgkAnTlzhog4Z6KmTZvSqlWr8jhQCAQCZRmx\nWEw3btwgADRu3Didb25psnbtWnrw4EGRysbExBjFAaokuH79OmVlZRlbDIORmZlJUVFROuVNS0tT\n+4K5e/cueXt7U+3atZW/6fXr16utY8KECTR37twiyVpWOlXff/897dq1y9hiGIVnz55RREQEDRw4\nkPz9/ZUBWFSJioqi1atXKz+/efOGcnJKbt12WadOnToEgLp160YikUivsqtWEUVFER07dox+/PFH\ng8uWlZVF169fJwA0f/58vcuXa+Wei1AopMDAQBo8eDC9efOG/Pz8lGl8Pp8+/vhjAkDBwcFUrVo1\nOn/+vDI9IiKC2rZtS59++imFhYXR8+fP83jO5375DRs2LNDmpEmTKCUlRdd7XWLcuXNHaw8c0kSN\nafr0BssyMpmMGjZsqNXLtbyRk5Ojs9KMjIykHj16aExv0KABffvtt1q/71zvek0je22Eh4eTTCbT\nu5yhkUqlFaazqiuPHj2is2fP0qZNm+jSpUtan4H09PQ8y7ySkpIq5MoZXRCLxQSAli9fXqTy/v5E\np09zo+TIyEjavn27QeXbv3+/Ug/xeDy9y2tS7mU6tnx+7O3t0aJFC5w4cQJxcXEICQnB0aNH4evr\ni0WLFuHmzZsAgGbNmmH9+vV5vIrr1KmDe/fuoXfv3mjXrh0WLlyYp+7IyEgAXICY3H2T4+Li4ODg\ngN27dxt9D/iwsDD89ddfOu3MxGQFfRsdHBwQFRWFxMTEch3cxszMDNu2bSvyRkJlEX32Pq9RowZ2\n7NihMV0ul6Nnz55o0KCBxjzu7u5YsmQJpkyZorOXfi7W1tbIyMjQq0xJIBaL0bFjR73lL2/IZDIE\nBgbihx9+UJ6bMWMGevXqpfUZsLOzQ+3atTFv3jwAXFCwjIyMCn+/1JEbtGzatGlFKu/sDCQnc6uP\nKleuDCIy6H188+YNAG4nxxo1ahisXqOP1PMf0HO+++7du/Ts2TMaO3YsTZ8+nSZOnKjsBbVp00bt\nSPf169fUoUMHsrW1Vbv+Pdd8dfr0aYJi3b2xEQqFhQZugTSxwKFKamoqvXv3rlyP4oODg7WOXMsr\nuo7c5XI5NWnSROO0xN27d6l69eoUERGhtZ6cnBzq1KkTbdmyRS85hUJhmZm/TUlJqbCj91evXlF8\nfDw1bdqU0tLS6NGjR3rXkZycTK9fv1aubY+Pj6fk5GRDi1rmyX2vF5UXL4hU450lJiZSmzZtimXB\nyp0r/+STT5TyLViwoEh1oSKY5bURFhZG6enp1KxZM+rQoYPyhs2YMUNt/pycHNq0aRM5OjpS5cqV\n8yj33Js8evToMuNcN23aNLp7965OeTUp91yio6PLrXNdRkYG3blzx9hiGBx95rILmz/9448/qE2b\nNoX6Jbx48YKcnZ31Utb6TCGUNMuXL9caYaw8cuTIEUpJSaGOHTtSamqq2vl0fVi3bh2tWLGCiP6L\nKvg+kZKSQgBo7dq1Ra7jt9+I8s/KRkdHKx0Yi0JgYKBS39jZ2RGAIncWKrxyzyUzM5P8/f2VN66w\n3dPCw8Opa9eu5OHhQQMGDCgwiu/fv3+x5DEUb9680flB1zZ6J+JGXyXl9VnSHDp0iKZOnWpsMQxO\neHi4zg5PgwYNoqdPn2pMl8vlNGTIEPrmm28KrWvu3Ln03Xff6SwnUdlxqpPJZMV6wZYVcnJyaPPm\nzeTn50crVqww6P0VCoWUmJio3BgmJiam2B2G8sSmTZsIQLEsPN9/X/CcVCqlzz//XGdLSEhICAGg\n7du3K0ftACgkJIR4PF6BqJP68N4odyJuKUilSpWUN7Bfv340e/ZsEolEyrjLqsjlctq2bRs5OjpS\nUlISOTk5EQBauHAhpaSk0NOnT+nhw4c6ezQbmocPH9LQoUP1LqdJuZel0Ze+xMTE0LNnz4wthsGJ\njo7WebvN6OjoQkflaWlp1LBhQ9q8ebPa33wu165do1q1aukla1n57WRlZVG3bt3KZUhVsVhMERER\n9Mcff9DKlSvpzp07hU6lFJUpU6YolUd2dnaZWc5YGhTXJE/EOdNt3Kg+7ZdfftFpoJSTk0PVq1dX\nxoTPlcsQzqmalHu5cqjTFSsrqzxRvM6dO4dmzZph//79WLhwIYKCghAXF6dMZ4yha9eucHV1hYuL\nC6ZOnQqA22mratWqaNGiBdq3b2+0qFgtW7bE+vXri1w+v4NdrgOXQCBAdHR0uQpwsWXLFly7ds3Y\nYhicSpUq6RzIZvPmzTh9WnvMKAcHB5w6dQoHDhxAvXr1NEb0CwoKQnR0tF4OQmZmZpBKpTrnLykq\nVaqE3bt3q90lr6wSFxeHI0eO4MKFC9ixYwfGjRuH2bNno0uXLjpFTCsK27dvh5mZGbKysmBubg5L\nS0uIRKISaasscffuXQBQRictKpGRgKafe+vWrWFpaVno82NmZqYMgz58+HB06tQJVatWRWBgYLFk\n04o6jW/MAwac45bL5SQWi6l69eq0UdH1kkgktHHjRjp79iz5+PhQUFAQyeVy+ueff2jAgAHKsoGB\ngeTh4UEA6O+//yY+n28wufSlT58+dO/ePb3LaTPNCwQC4vF4xOPxypVTUlBQULmdUtBG7vehC6pm\nVl1YtGgRTZo0iYiI7t27R0uXLqXvvvuO5HI5SaVS6tq1Ky1atEjn+hITE8vMboP79++nQ4cOGVsM\nrYjFYkpKSqIRI0ZQbGwsrVmzptRl+O6775Tz7RKJpMxYX0qKlJQUcnNzK/LyslwEAqJ584i0Wd+n\nTJlCJ06cKLSuLl26UIsWLQgAjRo1iqZOnUo3btwosmy54H0yy+enTZs2BID27NmT5/yZM2eIx+NR\nx44dydfXl6pVq6Y0k0ilUlq3bh1ZWloaVZnIZDISCAR6b61Z2Ly7av3h4eHFFbPU+OKLL8jX19fY\nYhgciUSiNjiTOnbv3k2LFy/Wue6kpCSqUqUK8fl86tSpE/Xu3ZsqV65Mo0ePpujoaIqPjyd3d3ed\nd4wTiURat6QsTaRSqV5RG0uT8+fPk0gkojp16lBaWhpdvXrVaIFkJBIJLV++XDlFExERUWEj/OX6\nnNSvX586d+5crLrWrMmhb74hUuwgrhaBQEBv376lkJAQrXXxeDxyd3cv1vy6OjQp9wpplleFiFCp\nUiUAQFZWVm4HAgC3+1yNGjVw8uRJdO3aFVlZWbhw4QKWL18OKysrzJkzB0FBQfDw8FCW8fPzy1NH\nSePn54fRo0cXe529urXvALdpSWleT3GZN28eOnbsaGwxDI6VlZXO0yNDhgzBd999p3PdLi4uGDRo\nELZt24Z69erBxcUFYrEYDx48gI+PD9zc3DB69GgcO3ZMJxmsra113uimpDE3N8fly5f13kWyJCAi\nZGdnY9WqVQgKCsKlS5fA5/Px6tUrODg4oEePHnrFNDAklpaWsLa2Vk79uLm5ISEhwSiylDQPHjzA\npUuXYGNjg5EjRxapDrEYOHQIePFChJUrBRg+XHNeR0dH3Lt3r9B9UGrUqIF27dohPT29SDLpjTqN\nb8wDBh65X7x4kRwcHJQODK9fv9aYd/Xq1TR27Fhau3atMn9aWlqede5QrJ8vLVJSUooUalV1xF7Y\nCD4qKqrcLI3z8vKiuLg4Y4tRIuhqKr1z5w4NHz5cr7pfvHhBHh4eVLlyZRo5ciTt2LGDIiMjqWrV\nqpSWlkbXrl0jNzc35bIpQ8laGjx58kTnZaIlQWxsLIWGhtLs2bNp9+7d5OvrWyxTcEnB4/Fo/Pjx\nysh2YWFhelsEywNXr14lALR48eIiR7L08SG6f59IKs2h0NBQnZw2b926RcuWLdOaZ9GiReTp6WnQ\n9y00jNyNt7VTKXHq1CnUrFkTlSpVwpEjR/DBBx9ozDts2DC0adMGu3fvxp07dxAVFYWHDx/i+PHj\nmDBhgnJ7vSdPniA5OVnrnruGYtiwYVi5ciXatm2rVzmyrK5z3mrVqiElJQW2trb6ilfq7NixA66u\nrsYWw6i0bt0amzZt0qtM06ZNERkZiRs3bqBGjRrKnQWbNWuGS5cu4fz580hISEBUVJTOdcrlcqON\nRFV59+5dqY/cZTIZHj9+jODgYFhbW0MqleLXX3+Fvb19mY2e6OrqihEjRoCIwBiDq6srEhISUKtW\nLWOLViIsWrSoyGVTU4EPPwQsLc3g4eGB6Oho1K9fX2uZJk2aoHLlyhAIBKhSpYraPDdu3EBMTAz4\nfH6Jv2+N/2SWMJaWlqhduzb4fD6++eYb7Nu3T2NeFxcX2Nvbw9fXFytWrEBSUhI6d+6MHTt2ICws\nTOlF36ZNGyQmJpa4x2lGRgYOHTpU6N6+hUGW1ZWHOmxtbSGRSJCdnV2sdkqatLQ0fPXVVzA3Nze2\nKEYlPT0dPXv21Lucubk5evTokWfLYBcXFwwfPhyVK1dGmzZtsHPnTuzatavQuiwsLCCRSPSWoSTo\n3r07goKCSjy0anp6Oq5cuYK7d+9iwIABcHNzwwcffICxY8di0qRJcHBwKLOKHeA8tu3t7TFs2DAA\n3HMvk8nK/HOvL7nTsMXhq6+AAwe4/21sbGBvbw8ej6e1jIuLC6ytrfHFF18USJPL5ejQoQNu374N\nAKUzkFI3nDfmgRJwqOPxeASAOnXqpHW3rFOnTpGjoyOdO3eOiIgmTZpErVu3pvPnzyvN9A0bNiQ+\nn08//vgjnTt3jjZs2EChoaElspnG9evXaezYsQavVx0ZGRllytSqjpycnCKtGigvhIeHa12Tnkt2\ndrbBzL6DBw9W7oq4efNm6tq1K7m4uNCtW7e0luPz+WVqlcXq1av1WkGgK2lpaZSWlkajRo2ihIQE\nmjx5MslksnLrjCaRSCghIUG5EZZAIKhwq08ePXpU7LXtDx8STZ+e13QeHh5OQqGw0LJpaWl0QBGv\nNvc3uWrVKqUO6dKli07Pua7gffaWzyX35gJQGzAiODiYGjVqpPwsl8tpzZo1eeL/rly5Mk9UosOH\nD1NiYiJ5e3tTeHg4nTp1ymAPfnBwcKm+RJKSksr0g3737l3q2bOnscUoMWJiYnSei2vSpIlBlqPV\nq1dP+SIcMWIEff/993TgwAFydXXVuooiKytLZ+/+0uDGjRs6LUfSlS1btpBQKKS6detSSkoKnTt3\nzqAvZGOyfft2+vnnn5WfK9p2sNeuXSMARZpvT08nWrSIaM8eorCwiDw+CTk53Px7Yb8DkUhEs2bN\nIolEQgDos88+U+qPou5Mpw2Tcidurae7uzs1bdpU7RcvkUjI2tq6wPau+/btU24JC4BOnz5doLxQ\nKKTs7GwaN24cCQQC+vzzz0kmkxVrydDQoUMpNDS0yOWLQmRkZJlZw5yf9PR0CggIMLYYJUZSUpLO\n8RTi4+MN8kJ+8uQJPXjwgIiIPD09CQDVq1ePfHx8qFmzZlpHKmXJ0hMQEFCsNcNBQUGUlJREw4YN\no/v379OaNWsoPj6+wih0VbKzsyksLEy5p0BycnKF2Q42NDSU3N3dCUChG23l58IFotmziXKNYsnJ\nyZSYmNcJOSMjQ6elw9nZ2dSnT58C4czHjx+vl0y6YFLuxCnL3Js8aNAgtXlmz55N7du3z/NS8/Hx\nofHjx+f5koKCgiglJUVtbGGpVKoMJ9m5c2eKjo6mNWvWkFQq1fllkZCQQM+fPy/ahRaD3M0lyqIX\n7ebNmzVuBFQR0GfHtcGDBxt0A52oqKg8owu5XE4tW7ZUmhfVUZaUu1wup0mTJukcwlcqlVJqairt\n2rWLLly4QAsWLKCbN29SVFRUhVTo+Vm9ejWdPn2aiP575ivC6L1jx460efNmWrFiBU2ZMkWnMomJ\nRD/+yIWZVUUmk6ndaIfH4+m0U2hAQAA1b95c+VzNnj2bUlNTdZJJH0zKnYiePXtGAMjZ2bnAnKVc\nLqelS5dSTk4O/e9//6OuXbsqTaT+/v7k4uJCAMjPz4/8/PxozJgxZG1trVNkr7i4OPrnn3/o4sWL\nNHToUHrx4gVduXJFa5mbN2/SkiVLinytxSE8PLxMxuuOiYmp0LtayWQyneOLJycnG/Q7evToEdWt\nW5dcXV0pPT2d7t27R56eniQSiTSWCQsLK1MK4fjx41qnNaRSKd27d49OnjxJK1eupHXr1tGTJ0/e\nq1jrqhw8eFA5Yo+Pjy9TPhRFQSAQkJ2dHWVlZVFMTAw5OTlp/f3K5UR//UW0cCEXiU4dSUlJavcU\nCQsL06kjqbrj6B9//KHzteiDJuVe4b3lVWnevDnWrl2LBg0a4OHDh3ByclJ6t06dOhW//vorGGPY\nsmUL6tevjwEDBiAzMxOtWrXCn3/+CQC4evUqBg8eDJFIBCcnJ8yaNavQdmvWrIlhw4ahd+/eOHDg\nANLS0sDn8+Hj44N169YhKCgIYWFhecpkZmbi+++/N/xN0AErKyskJycbpW1tLF++HFevXjW2GCWG\nhYWFzh7f69evx969ew3Wdtu2beHt7Y1ffvkFdnZ2yMjIgKurKypXrqyxjJWVVZmKUW5ra4s9e/bk\nORcTE4NTp07hzJkzmDBhAqytrVG5cmXMmzcPs2fPRuvWrQtd4lRREQgESEtLAwBUr15d+X955fbt\n22jfvj0AYPHixbC1tdUYMCYsDPj+e6BuXWDpUsDRUX2dLi4uIKIC9dSqVQuxsbFan1eJRAKxWAwA\n+Prrr/H5558X4aqKgTqNb8wDJbx/elpaGtWvX1+58xsAunDhAgGgr7/+WpkvOzubRo4cSX369FEG\nkXnw4AFVq1aNNm/eTI0bNy62A49IJKLExETat28fnThxghYuXEj//vsv+fv707hx44zak46Liytz\nwWJCQkJ03mKxvKKrqVsgEBjc2bJ169b06NEjIuKsCC4uLlrnF1NTU8vUXG1kZCTdv3+fTp8+TSEh\nIfTpp5/S27dv6Y8//iCJRFIiK1rKM7lWyrS0NCLigvGUhNm4pEhPT6eHDx/S8uXLlSuhPvzwQ9qx\nYwd99NFHyutSRSYj2rCBaPVqIl1jg719+1athUogEGh1Kj18+DB17dqVtm7dSoGBgUUOqFMYMJnl\n/yMuLo5SUlJo3bp1VKVKFaWSz2/CkclkNGTIEBo4cKDSBJqenk6vXr0iMzMzOn/+vEHlio6OpqSk\nJJo+fTr98ccfNG3aNAoICCB/f3+t5qWSoizNqRIRdevWzaiRyEoDXe/5X3/9RTNnzjRo2z169KDL\nly8rP0+dOpVWr16tMX9Z2JdAJpPRsWPHSCgUUosWLahXr140duxYkslkZarjUVY5deqUcrlWrjd4\nWZpqUcfbt2+pdu3atHz5cjp27BiNHTuWAJCVlRU5OzsTALXOlf7+RDNmEAUH696WSCTSqsCjo6M1\nDjgePnxIbm5utHHjRtq1a1eh0euKikm55yMyMpIAkJubGx08eFBjiFeJREJ9+vShefPmKc8tWbJE\n2SEoqje8tnCw9+7do3379tHTp0+Va2zDwsJo+PDhxOPx6NatW0UKSasv4eHhFB0dTQJNE1KlzNOn\nT8uko58h0VW5i0Qig3f4hg4dqtyE5ezZszRmzBhq1aqV1jLG6ACeOXOGMjMzqW3btpScnEzjx48n\nsVhMb9++pcePH5fKs1FREAgE1KlTJ+XgRSAQlDlfClXOnDlDBw8epE2bNtHz589JJBIpf4MXL14k\nAGRjY5NnlCwSES1dSrRmTSrpe1mFbbCT64yo7jcnl8upY8eONGHCBHr37h0lJiYWurlMUdCk3N+r\nOXdVPDw88MEHH2DJkiUYNWqUxqhGERERuHjxIiws/ovU++rVKwBAQkICPD099W6byZKAN9M0pj99\n+hQDBw6Et7c3HBwccPDgQdSrVw/Tp0+Hi4sL1q1bB6lUis6dO0MikeD06dMlEp2rVq1aqFq1Kvh8\nfolH/9KFvn37KuewKipmZmY6bcry4sULDBw40KBtV6tWDYmJiQC4MJkXLlxAQECA0TYYISLI5XKc\nPHkS8fHx6NevH54+fYrr168jOTkZhw4dQpUqVbBv3z7Y2Nigfv36SEhIwPz5840ib3nE0dERu3fv\nVv7mHB0d4eDggNjYWCNLlhciwu+//w6JRIL9+/dj+vTp8PLyUvqEZGdnY/369QCA/fv3K32pfH2B\nBQuACROAYcPSIBZn6NVuTk4OrK2tNaabmZmhVq1aiImJKfCOZIzBzc0Nbm5uqFq1Kl68eIFt27bp\n1X5xeG+Vu7m5ObZu3YoFCxbg3r17GvPVqVMHANC4cWMAQGYmYGHBhQ7cuHEjQkJC9G9ci2IHAD6f\nr/YH1bVrV1hYWODff/+Fra0ttmzZAolEgpMnTypD5aanp+Ovv/6CXC7XeZcxTZibm8PW1hZVq1Yt\nEztInT17Fo6aPF8qCFZWVsqdu7TRokULnDx50qBtd+vWDZcvXwbA7WA1ZswYvHnzBtWra96ngDFm\nsPCl2dnZyMzMxMmTJxEUFIRRo0bhwoULiI6ORlpaGnbs2AEvLy9s2LABHh4eaNCgQYFQxJ07d8bc\nuXNzrYAmdCA7Oxu9e/dWfnZ2doalpSWio6PLRKceAJYuXYpatWrh6NGjuHz5cp4wv66urggLC8OX\nX34JV1dXDB48GO/eAfPmAWlpwO+/Ax4egLu7u7LzqiuWlpaFOo1aWVmhatWqiIuLK5DWqFEj5W/x\nk08+wY8//ohly5bpJUNRYWXtIWCMUWnKdPnyZYwZMwZnz55VelrmZ+vWrbh48SLOnj2LoCBg0KBE\nhIfvhqurEC1axOPSpb90bo+9HMr903Cr2ljv9+/fR1xcHIYOHarXdeTk5CAyMhI2NjbYu3cv+vbt\nixkzZuDAgQM4e/YsJk2aBLFYDBcXF73qzSUsLMyoXsVxcXHo1q0b3r59azQZSoN3794hJydHq0IF\nuDjnjRs3VvtCKSppaWnw9PREbGws9u7di4CAAPz1l/bfdnx8PCpXrlykThePx0N2djbu3r0Le3t7\nXLlyBS1btoSDgwPq16+P+vXrw87OTu947Z06dcJff/2FBg0a6C3T+wgRITU1FampqXmecYFAgOTk\nZDg6Ohb5vWEIHj9+rNxSdefOnWqtrHv27EFmZibkcoKLy7cIDgbmzAGcnPLm4/F4sLa2RtWqVXVq\nWyqVIjY2FvXq1Ss0b1RUFBwdHfNsGtOwYUMcOXIErVu3BgCIxWIcP34cI0aMKPY23rkwxkBEBR6S\nCr8rXGH06tUL/FU70bt3b9SsWRNnzpwp8FKIiYnBuXPnAABeXsDw4dXRqJEXMjJsMGNTKNg8ESA7\nCYz6HPJW1aDpXcRkSUDDrVrlsbGxgYODg97XYW5urnwwFyxYAAC4du0a+Hw+3N3d8fjxY+zduxcT\nJ07EvXv3MGrUKPD5fLRp00anl6exN8SoWbMmTpw4YVQZSgNra2ukpKQUms/Ozg4vX740aNuOjo7o\n168fqlSpgsqVK+u07NDOzg7p6emFKnepVIqwsDCkpKQgPDwciYmJsLOzg6WlJVq0aAEbGxts2LDB\nILvMnT59WueXd1FJS0vDqVOnEBgYiOXLl8Pe3r5E2ytJGGO4c+cOHjx4gFWrVinPV6lSBQ4ODkhK\nSkJERAQ8PT3zTE+WBpmZmdi0aRMaNGiA3377Ta1iz87OhkgkwsaNZ9Cr1yU0bw5o2sbdzc0N4eHh\nsLCw0Ok9a2VlBcYYJBJJoRvSeHp6IiwsDHZ2drCwsAARISkpCbVr11bmqVy5MgYNGoRWrVrhyZMn\nWk3+xeW9H7mziKfAriuA2BHw+R9WrFiBn3/+OU+egQMH4t9//8XTp0/RpIk3DhwA+HxgfuuTwC//\nA/Z/BAgrA34tgTe1ADM50OI1MGoKyJ4bgSnn2VWUu7qR+w8//ICFCxfCKX+X00AkJCQgPj4eAoEA\nL168gIWFBcLCwtCnTx8IhUK0b98eFhYWBXrq4eHhOvVeS4oLFy5g06ZNuHjxotFkKA3kcjmioqJQ\nt27dQvM2a9YM586dU04dGQN18vL5fMTGxiIrKwtPnjyBk5MTbt26hVGjRiEuLg49evQAwL1oS4Kz\nZ8/i8OHDOHTokF7lgoODsX79elhYWMDLywvNmzeHl5eXsqMgFotx7tw5HD58GNevX8cnn3wCgFOO\nJ06cKBPb3xaHp0+fAuCmfPKTmZmJ2NhY1KxZs9AdzaRSKRITE+Hr6wsLCws8ePAA+/btw5kzZ2Bj\nY4Pdu3ejdevWCA4OxqpVqwp0xOLj45GRkYF69eph0qRJ6NmzJxo0aIB27doVaCsrKwtt2rSHt/c2\nWFk5Y+vWD2Bjo/065XI5IiMjUa1aNZ0sTrpa04D/7pODgwNcXFzw8ccfY9GiRejevXuefCkpKQgM\nDMQnn3xS7N+NppG7SbmPHQFc9AVWngceuKP2te6YOnU85s2bpxytdu3aFX5+fvjhh1+RkLAE06cD\nHV4MlxYAACAASURBVDsCZrfPAd+MAfZ/hBP1/sWQpCFcpdlmwLNGwMMPAakV4JkAfBQAuAi0Knci\nwp9//omxY8eW2otCLpdDLBYjNDQUIpEIr169QmZmJrKzs2Fvb4/atWsrTaMffvhhkawKhiA9PR08\nHg+NGjUySvulia4dqfT09CKZrQ2FSCRCVFQUkpKS8Pr1azRt2hQbNmzA7NmzcenSJUycOBHR0dHo\n1KkTzM3NS01OiUQCiUQCW1tbnbcH5vF4qF27NpYtWwZ7e3sEBQXh+fPnCA4OhoODAxo2bIjAwEC0\nbdsWI0eOxODBg1GlShVIJBJ8+umn6NGjB5YsWVLCV1ayHD9+HJaWlhodNbOzsxEdHY1KlSrB1dVV\nOYqXSqVITU1Vzk2bm5vD3t4ejx49gr+/P4KCgtCnTx+YmZnh9u3byM7ORpcuXRAXFwciwqhRo9Cw\nYUMAnLUxMjISFhYWyM7OhrOzM2JjYzF9+vQC8ohEIrRrNwkvX3bE3LnO+O23UTpfq1QqBY/H06lj\nLBKJkJqaCg8PD53qlsvlSE5OhlAoxI0bNyAUCjF79uwCeSZMmICVK1fC3d1dZ7nVYVLuaiAimHnU\nBL77H7BuE/DHAeBKW+DRF/jmEy/MnDkTjRo1gpmZGby8vNC4cXt06LALP/zAlY+JiUGtz7yAsHTs\nD5ZjfDan3E9Uz2s+jg+vjwDfz7E3qhtQuxfQUwp4Z4Os8ir306dPIyUlBRMnTiyV69dGrod8YGAg\n7O3tcerUKXh5eeHt27do2bIlzM3NUbduXdjb26Nq1aol7ui2fPlypKSkKD1iKzK6Kvdhw4Zh3Lhx\n6Nu3b4nKk5mZieDgYLi7u+PPP//EwIED8d1332HDhg1Yu3YtpkyZgrCwMAwdOhRSqbRMOD127NgR\nu3fvzrN3vTbkcjnq1KmD6dOnY/r06bCzs1Oej4qKwqtXr9CqVSu4uroWKJuYmIh27dph3bp1+PLL\nLw16HaXNzp070b59e3h7e2vMIxAIkJqaCrlcDsYYzMzM4ODggCpVqmgclEilUjx8+BCxsbFISUlB\npUqV8Pnnn2PVqlVo1aoVQkJCIJPJ0KZNG/j6+uLnn39GYGAgGGMa7+nYsT/jwAEHTJ8ej82bffS+\nVl39iLKzsxETE6OTNU0VuVyOs2fP4vjx4ziQuzl8PubPn49Ro0bBy8tLr7pV0aTcjb6uPf+BUlrn\nTkT08uVLQm1PgiSBsO8jgks1woEDhKkpNGjQYvLw8KBWrVpRp06dyN3dnT76qDf99lveOnDqAMHG\nnHC3P53gg07wQVk53JH7OffAiyEEfhLhkIAwN4MWLCA6d44oN0RxWFgYPXv2rNSuXx9y15LGxcUR\nn8+no0ePUkBAAM2dO5cuXLhA48ePpwsXLpCPjw8FBgaSn58fJSQkkEgkMkhkptjY2DIXMa+k0HXt\neEZGhkHWI+fk5FBcXByJRCI6dOgQvXv3jqZOnUpxcXHUuHFj4vF4NHToUEpNTaV9+/Yp9wTPJSIi\noszFH8gvozb8/PzI0dGRevbsSS1btqS1a9fq3Z6/vz85OztTYGCg3mXLEufPny/V/RuEQiFNnjyZ\nhgwZQmPGjKFly5bp9L5ITk4mYBY1a/ZpkTf6iYyM1DnKY1HjOQQEBFCzZs00pt+8eZMSExOLFZsB\npiA2BfHx8SFMGMUFlHkxhPDgCsGtOmHTWlq1KocWL35BZmaWNGDAAJo2bRpt2hRIO3ZwZRMSEsjJ\nyYns7OwIn31CePZFAWVeQLHnHooANtnZRH5+XICFefPk5O39OT14kE5lbVOqnJycQjfXEAgEJBKJ\n6NKlSxQVFUVLliyhgIAA6tu3L127do0mTZpET548oY0bN1JYWBjdunWL3r17R6mpqTopqGHDhtHe\nvXsNdUllGl2DiCxatIhWrVpVaD65XE4REREkk8no8OHDJJFIaObMmSQSiahly5YkFAqpYcOGlJmZ\nSd988w1JpVI6fvw45eTk6BTAKDExscxtE3zx4kUaN26cTnmPHDlCLVq0IADUu3dv+v3334vU5pEj\nR8jDw0PjVqNyuZx8fX1p4MCB9OmnnxapjdJgxIgRZX4znXr16hOwSuuWxIUhFAopJiZGp7xFVe4Z\nGRm0YMECEovFlJGRoTak+OzZs2n//v1Fqp/IpNzVMmbMGMLmNf8p9xdDCOc+I7RuQWhYnzDjKM2d\nK6JffpHTTz9xMYlzO5XZ2dn/bQH78KpWxa5OuecnJyeHjh+/Q//8Q/Trr0S//ML9PXaMKCrqv3aN\nQVxcXLFiusvlcnr16hUJhUI6dOgQ8Xg8mj17Nr1+/Zo++eQT8vf3pwEDBtDLly/pp59+osjISNq7\ndy8lJibSvXv3KD09nf7P3nmHR1F1Yfy3mx4IISEJLQmhqoAQpImAoIiIIEVQepMPRUQQUaSJFBEB\nlSJSBKQJghCKCCKCitIJSi9JSK+bkF422XK/Pya72d3sJrsphE+/93nmyZaZO3c2M/e959xz3hMc\nHKyXyfynIyoqyqqZfF5enggPDxdarVYcPnxYaDQa8cknnwi1Wi2GDBkiCgoKRIMGDYRSqRRNmzYV\n+fn5YuTIkUKtVou1a9cKjUYjbt68WW7PSnZ2dpmVGisLWq1WhIWFWVW5a8OGDUblnMtTMyIoKEj4\n+PiIxYsX6y3KrKwssXbtWtG8eXPRokULMXv2bNG0adMyn6OyERwcXCVy19YiLy9PwBNi2LD95W7r\n3r17Vk1gLenLlwSdet2kSZPEk08+KXr27CmAYjXi8/LyxN27d22uP6/D/8ndDL788kvBqCHGxHtz\nkODGy4JtTwv6PC/w8RIfffSROHPmTLGB4vr165KWccQVI3e8OZe8EcGbIfevvvpKfPnll0afqVRC\n/P23EBs2SGQ/d64QS5YIcfy4EA+qvoNGoxG3bt2q8CIlptDJPB45ckSkp6eLZcuWicTERDFmzBgR\nFRUlXFxcxKFDh0THjh1FeHi4GDp0qIiJiREzZ84USUlJYsOGDSI1NVX8/PPPIjs7W1y5ckUolUoR\nHx8vVCrVQ1ujOz8/X2i1WhEbGyvUarW4cOGCiI6OFt98841QKpVi6dKlIjc3V0ycOFFkZWWJF154\nQWRkZAh/f3+xefNm4e7uLjIyMsSrr74qsrOzxcKFC0VeXp44cOCAyM/PF/Hx8ZVWsEIHjUbz0NUh\nEEKIIUOGiCtXrpS4z/Hjx0W3bt30xF4R9SKio6NFt27dRN26dUXt2rWFi4uLGDhwoPj111+FVqsV\noaGhonHjxuU+T2VBNxksj1VcmZAKfc0XiYnll8XWeSVLu1aFQlGMlEtDZGSkyMzMFBqNRqxbt04A\nomPHjmafx2PHjont27fb1L4O/yd3M4iKihJ41RJce1lPvMWI+HBPwfiRAhADBw4UwcHB4uTJk6Kg\noEAMGDBAGhS+6GiR3A1fm7rlDXH//n0RGxtbap8zM4X4/Xchli+XCH/OHCHWrBHi4kXrqxzZiry8\nvCofvG/fvi3UarVQKBRCpVKJ8+fPi7y8PLFr1y6RlZUlPv74Y5GamirGjx8vFAqFeOmll0RCQoLo\n0KGDiI2NFQ0aNBBRUVEiMDBQxMXFiR49eoiEhAQxYMAAkZSUJEaOHCmSk5PFxIkTRUpKinj//fdF\namqqmD17tkhLSxNz5swRaWlpYu7cuSItLU3MmzdPpKWlifnz54v09HQxY8YMkZaWJqZMmSJSU1PF\nhAkTREpKihgxYoRITk4W/fr1E8nJyaJz584iMTFRPPLIIyIhIUH4+fmJ+Ph40aZNG5GUlCT69Okj\nwsLCxLhx40RaWppYunSpyMzMFLt37xa5ubni3LlzIj8/X6Snpz9Ulc6q+v4wh4yMDIvkrlKpxJw5\nc4wsdicnpwo7t1qtFmFhYSI+Pr6YFXzv3j0REBBQYeeqDKSmpj503hgd+vQZIGBhhbWns7BL28fW\npQrDZyI8PFwA4tKlSxb3P3/+vJg8ebJN5xDi/+RuETSsLgjqYUTsOoI2subvXDAaCAgNLnr9Uy/B\nzUHFyN30vSGxG5J7fn6+aNasWZmt4/h4IQ4dktbu584V4sMPhdixQ4iQkIpx52dlZVm9NlUZ0Gq1\nwtXVtVxBW1qtVmi1WqFQKIRarRa3bt0SBQUF4sKFC0KpVIqTJ0+KvLw8cfDgQZGbmyt27NghsrOz\nxZYtW0RWVpbYvHmzyMrKEps2bRJZWVni66+/FllZWWL9+vUiMzNTbN++XWRlZYm9e/eK7Oxs8eOP\nP4qcnBxx8uRJkZubqz9PWFiYKCgoEOnp6RbdfEqlUkRFRZV6TdevXxdt2rQp829Skfj++ySxdq0Q\nR48KkZpa1b2REBwcLN5++22z37311lvi2WefFS+//LIAxOjRo0VwcLA4dUqI4GAhCuuoVAru378v\n3N3dxcyZM0VycnLlnagciI6OFp06dap0r09ZAH2Eh8dLFdpmVFSUCAsLKzFoNyoqyqqlQY1GI6Ki\noowmR2lpacLT01McOHDA7DG3b98W1apVE/b29uKGLWXrhGVy/1enwgHIfFxg9zNQx1WfwtanUFPh\nSCpFuesAP0bDB5egejWIvwU1CpWHjr9AUJtj+uPMQd+WiUKdcPBBo9GQmJhY7nxHkMRyNHY+hITA\n2bNq7t2TIZfb4eQEgYHQoQNYocVgBF1+a1WJ2AghuHPnDo899liVnP9BQyeyUdrvrdFo0Gg0FSZj\nWR6sWQNdu0JuLhw7Bg9Lyveff/5J8+bNqVWrltHnvXv35u2332blypX89ddffPvtGY4ff4QuXUAu\nh6tXQaUCe3to1QqefBLq1au4fkVHR7NkyRK+//57Xn/9daZPn46Xl1fFnaACcP/+fe7evctTTz1V\n1V0xgkz2KUuX2jFjxvsV1mZeXh65ubnk5+fj4OBgVm63oKCAuLi4ElPiUlJSSEtLw8fHxyglNCUl\nBW9vb9asWYNcLqddu3a0b99e//1rr73Gli1b9O/DwsKslvv+v/ysGeTl5UFGAfi4FCN2/WuFwQE9\n68PEveAeAM0ehV9egJ7HYMlVBq0ZhNLTNnlUnYiNTjjDVOjAWshUCqP3cjk81lhBXA011apVw93d\nHaVSGrD27AFF4e4eHtC+PbRtC4XFlczC3t4eOzs7cnJySlWnqgyEhITQv39/QkJCHvi5qwK2CBh5\neHiQmZlptVhLZaFlS7h/H559Fn78EbRa6T6savz888/UqFGjGLlrNBrs7OyYOnUq1aoFcuRIfT75\nBHRqoAMGSH9VKrhxAw4dAp2Mf61aEtm3aVO0v63w9/dn3bp1zJo1iyVLltCsWTP++uuvKlUbNEV0\ndDRHjx59qMh948Z9QDqPPda5Qtt1cXHBxcUFrVZLeHg4np6exZ4pR0dHhBCo1epiMrx5eXnEx8fr\nqxOaPsO6KnuTJ0/mlVdeYfHixXTt2pUlS5YQEBDAN998wzfffENqaiq1atWiSZMmREZGGknX2op/\nteV++/ZtmvfuAEd7FSN3p0JBpP2FBXzysmFkQyCgOkQWlg2c9BicSoB3WsJTtVE+akzuujbyvwLn\nO4MsFovJzs5GJpOViThNid0QW6JTGd2wmVmySE5OJi/PhTt3qnP5smRxAQQESNZ98+ZgeG+r1Woi\nIyOpXr16pcmGWoJarebevXv/CnU6HawVsikoKMDBwaHKtf+Tk+G772DKFDhyBGrWhM4VO/6WCUlJ\nSQQHBxcT+unWrRsffvghLVs+x5IlUuUwa2XTU1Lg4kX46y/IzweZTHpennwSGjTAYm2JkvD444+z\nc+dOWrVqZfvBlYjz58+TmprKiy++WNVdAaBduw1cvryM27eP6Ct1VjSysrJITU01S6wZGRlkZWXp\n1eo0Gg2xsbFotVrq169fohctOjqab7/9lmnTpqHVamnWrBnx8fEsX76cqVOn4uDgQGxsLIGBgXh7\ne+Pj48OpU6dK7e//LXczaB76N9SXTNZBikF6cjYkZVJhUPxAePMMoCgidoBvw2BfD6gvkfKRVEp0\nzZsj9pycHJo1a0Z0dLRNfS+J1HV4WuZo0QrMzs7Gz88Df394/vnC/gmIipIGrqAg0Ggkgm/ZEjp2\ntKdx4yaEh99Dq9U+UB3tvXv3smvXLg4fPvzAzvm/gvbt27Nr1y6rldgqGmlpEBEB4eGgKwH+3HOw\nZMnDQe65ubnFyD0uLo7r16/TtGlbFi2C5cutJ3YALy948UVpA+k5uXMHTp6EyEjpMzc36NgR2rUD\na+bsOovtYYNMJqvyiaMOW7Zs4fLlNB591LHSiB3Azc2N+/fvm/VUuru7k5ycTHp6OiqVioyMDGrX\nrm1V4SB/f3+juiXLly/n448/ZteuXYSEhNCzZ0++/vprGjduTEREBEIIIiIibFbG0+FfTe5rYtKY\n7Ff0zzMl5yOpEuHV7n+ApEgzDWSq4PPr8MWTBPkEFSP2/K+K2rEEXbWsCqm2ZFCYxrlQGtIShBDF\nzimTSZa7oWdQrYabN6V11OhoyMmpQ82aah57zJGAAMlS8fYum7ViLXr16kWXLl0q7wQPIeRyOQUF\nBaWupwcHB1fqRCsvTyIsHYErFMb/65o1oWFDaNoUdPzp5CS5s611zUdESPdYXJy0rt2ypXRfVcRl\nNWzYkBYtWhAZGUlAQABCCBYvXsywYWNZvtyDhQtLXpKyBnZ20KKFtOmQkQGXLsGXX4KuHHiTJlJN\niqZNjX9DIQT3798nNDSUyMhI1Go1HTt2rPCKYUIIQkJC9B6wa9euoVAoSEtLY+bMmTz++ONs3rzZ\naJLRsWNH1qxZw5EjRypd5rgkBAUF8d5764A2rF69utLP5+vrS2RkpNmywbVr1yYmJoaaNWvSqFGj\nMj9/w4cPZ/jw4Vy9epWOHTuSmprKiRMn8PHx4cCBA9SuXRuNRoNSqSzTvfCvJvfw8HC91W0IHSmT\nCnP6QFIkvPE5NH8SpppaIy0sV2/Tkbq5QDod1qxZQ40aNZg6dapVfbZosYdOMnr7XFY+LqWVR7IC\n9vbQurW0SahGTo400OusfIVJl5ydpcFZt9Wta+zitxWffvopdnZ2RuUo/+lwcnIiLy+vVHIfO3Ys\n/fv359VXXy3TedRqyeKOiJC26GgtGo0MuVxiH2dnabLXsKEUm+HjY91ErmdPmD8fxo0DBweJ7HVb\n7dqS9ZuWBitWSJND3Rp2fDxs3Ah16kjr3v7+1l3H9euS5Tx1qtQ/lQp+/13aLl5MR4gcnJ1VjB69\nkfz8V2nZsj0zZkjr55UBd3fJg1FYAA8h4N49OHcOvv1Weu/qKln27dtD586d+eCDD0hMTCQmJobT\np09X2Fq3Uqnk0KFDTJw4kfT0dACGDBnCnj17AGjVqhXr16/n2LFjtGnThl27dhlNprt06YKXl5cU\ngV0FVvzPP//MpEmTaNVqG1lZn+urClYm7O3tqV69OgqFQl8NTq1W69fOmzVrVmHlb3VV+IYNG8a1\na9c4ffq0/pyvv/46o0ePLpNx869ec3/55Zc50DUeeknrJ6YFX9KS4D8ti95P/hLCr8LRTYBfNYjJ\n4bNfoWGh5r+p1Q8G0fYW1ttDQkJo2rSp1Q9NqeReOIlYHpfOW7X9zBJ8Xl4eycnJ+Fs7clrog7nr\nkdqXrPyoKMnqS0iQrDgd7O3Bz08i/oAA8PWVCMASoqOj9YUp/i1ITU1FpVKZLVRiCI1GY9YLo4MQ\n0uRLR96RkdL/ByQStLOTfv+GDaXN2TkFOzthNlrYVigUcPCgdB4Hh6Lt1CkpcyMqCt55RyJ6Q9y6\nJU0a//4bZsyQIvG1WokMp0yRAkENER4Oa9dKk4GdO8HTUzpPjx6SpRwXF8v77+/j6lUXvLxus2nT\nWzz2WNNyX195kZsLly/DhQuQlSVlGIwePZodO3YQExNjdRUyU1y7do0VK1Zw48YNateuzblz53ji\niSc4ceKEfp9du3ZRq1YtPD099YWgAH788UfGjx/P4MGDSUxMZPfu3Tg4OPDKK68wbdq0Bx5cd/r0\naQYOHMiBAwd5+eU7LF9uz+3btxk8eDDt2rWr1HPrgusCAgJISUkhOzubOnXq6IsKWYv8/Hz9pKBh\nw4ZGlr4QArlcjre3Nzk5OSxbtqxYBbygoCA8PT31JYZN8f+qcObPJb3Y3BWeNENUai08+YMUJf+D\nwZr4Uz7gIIdHarL7ozs4FBpXpm55w/Q3c0SYlpZGr169uHDhgk0zYrMEb0LuW6NTGdO4+LqUTKUg\nKU2amZrWUX5QUKkkazEyUhrgY2Olz3SQyyVrX+f2nzq1D+PHj/2fr7hlC5RKJQqFotQJ2JIlS0hL\ny2XEiEV6Ak9LK/peJpOsbR15BwRQYr1rrVZLRESE1Wk4ZUFKCsTESJZ6ScjMhCFDYPp0yQJOTpbc\n3HXqwIQJ0iTx779h61b47DNwdJQ8EabznKtXr9K7d28GDhzIqlWr0Gq1D0X6IEiD+8aNG0lK6kS7\ndo8TGbmOSZMmMWPGDJYsWcLp06d5/PHH8TCd0ZhAq9Vy9OhRVqxYwZ07d5g8eTLdu3cnPj6e9u3b\n4+/vT3R0NBs3bqRt27YM0KUDmEFsbCyTJk0iMjKSpk2bsmPHDmbPns2oUaNo27ZtRf8EFpGamspj\njz3Gjh07qFnzGYYMmU1k5GeA5G24evVqpfchKyuL2NhYatWqZVU9d0NoNBr9pMDPz4/MzEwSExPx\n9/fn+++/Z8yYMXh6epKdnc3JkycZN24c169fL1ZW+9SpU7i7u9OyZUuzk/j/k7v5c8Hz9eGPRHin\nBYwqms0H+QQRG2LGDQ/wRC1o6AYL2xpF2Ztbsy+J3MPCwnB3d7fZSiovua+PSWO8f2McRKpF67sq\nodFI1n5UlLRFR2eTm+uCTCZZF+bmQbpbRvedvb1k6VWrJv01fW363sXlwaRuFRRAdrblLStL91dL\nWlpGiYO6JEKlxd1dQ0CAg57AS+GBUhEZGUmdOnUqfM23LAgPl7w8hp6dW7fgm28kr0ObNjBwoLTO\nbw6XL1+mX79+PPXUU8yaNYsnnniizH0pzWNlKxISEnjttde4ePEiffr0oXbt7UyYIOjZM4DVq1cz\natQStNoZODvvIipqm1Fwl1KpJCQkhFu3bnHz5k2+//57qlevzrvvvssrr7xSIZOX2NhY/Pz89O99\nfX0JDg4u1ZtUXpw4cYJhw4aRkpLCM888w6+//orkdMhHiD94/vnnuXz5crn+l7bA2swVQyQnJ5OR\nkYFGo9HHOISFhfHuu+8ycOBAZDIZderU4datWyxcuJC0tDS9FW8Ou3btIjg42GzJ6/9Hy1vC8TgI\n9IQaxR+GP82lrY9sAk5ymNQcMBa8MfwLJRM7wKFDh/Dz8yvzeqlZhE6ifoPVZMrlyFQKs+d20rlx\nVWaOfwigcxX7+koR182bd+DQoUM0bWq9K1Wlktyeui0np+h1YqLxe92mmyCYThTMQQjJUnRwKEoj\nBMkF52TCNIbtOTpC9erFN19f4/fVqsmRydxLnXAcPnyELVu2MH36fqt/m9Lg4+NjldfgQcDcmNq8\nuWSpl4ZDhw7xn//8h40bN+Li4lLuOvMVReparZagoCDefvtt3njjDRYuXMi4ceP46y+YNSuB6OhX\nGDDgT6ADQ4ce4vLlUUyZMoXatWtz69Ytbt26pa8v3rx5c5o3b87GjRvp2rVrha6J+/r6Eh0dTXZ2\nNvv27WPDhg0sWLCAtWvNxw9VBPbv38+gQUXCYU8//TQgeWTc3Z2oW7cpLi4uFbJsZC3s7OysDmrL\nzc0lISEBV1dXGjVqRFxcHOnp6dSsWVOfu/7aa68xbdo0UlNT2bJlC3379i01K2HgwIE899xzXLp0\nyUj8pkSYk62ryo0HJD8rVRZCDJqG2HjdfKGXPfGIwGcQeDsLWnkK1nQqVmTGVEveXGlXc1Cr1eKn\nn34qk7yjoYRtse3mIPGf6yvE0KQIs+emIElsCbutf/2/AKVS+VDKYBYUCJGdLYShiuyD1ljXaDSV\nUkv9YdSKtxZarVasWLFC1KtXT1y8eFEIIcmpTps2rUr7dOnSJTF9+nTh6+srWrduLc6ePSuEkOSn\nnZ2dRdu2bYWvr69o3Ph5AY3EzZs3RefOnUXLlmvEyy9/IBYuXCj27dsnbt26JbKzK1Ef10L/582b\nJ5ycnMSBAwesqrZnK9q1a2cs8Q3Cw8NDnD9/Xhw+LIROlv3zzz8XTZo0saoWR0UgPT29RFlaIYok\nZ8PDw0WBgXaxRqMRISEheqnpa9eu6csCV69eXbRr105kZ2db1Y+///7brPY8FuRn/7WWe1paGnUb\nwQ9rIS0R3jKTXTEkbRCsMX+8zh1fzFK3Evfv3+e7777jhRdesKXbgLEFYc5F354AZig+BI/PjfYT\nDj4ote6sl6cX+/xhRX5+Pl5eXmRmZlZ1V4pBFyBWlYiMjKR3797cvXu3ajvyEGH69OkcP36cs2fP\n6oVIvLy89FZgaTh27Bjh4eFMmlSUgVKe52T79u0sWLAAOzs7hg4dyrFjx4x0CRwdHfniiy9o3Lgx\nPXr0QC6Xk5+fj7OzM2vXrqV16ydxdT3FgAEaunR5kq++ksRztFpJT6CCgrZLhEwmY+rUqcjlcmbP\nns348ePp1asXAwYMqBDP4/jx4wkODmb48OG8/vrrzJo1i3PnzpGWlkb9+vWJjy+6znfffZfc3Fye\neeYZbty4UenxE7q8d0tISUkhPT0dHx+fYuvlcrmcWrVqkZCQQP369Xn88ceZMGECu3btIiEhAY1G\nY7V4WWBgIHPmzOGtt97iyy+/LDUF719L7m8vr0dCOHSvBx9mQycT93pJRG0aVW92/8K1b0sDQlhY\nGB999JHtHTeBcPApRvBOOJAhl0KiDb+TqRQoMmWMcKuaQLqywN7envv37z80QhoPGxo2bPhAAov+\nV7B//36OHDnCxYsXjdzwLi4uhISEcOjQIfr372/x+PDwcEaPHk2NGjVISkpi/vz5yNXJQNkIZ5nd\n9AAAIABJREFU/q+//uK9997j8OHDdOjQweJ9/Oabbxq917mA69Wrx6xZ76DRHGLSJDd69LBny5Z2\neHjARx+VL8VUh+zsbH7//Xd69+5dooyxp6cnb7zxhp50v/vuO44dO0afPn3KJUudkJCAl5cXy5Yt\no6CggEGDBnH//n08PDz4+eef8fX15dy5InLPzs7m+PHjPPnkkzg8gNm1jkRNxbt0krM6F7wlsvX0\n9OTevXt63Yrz58/z008/sXLlSptz5L29vXnuuefIzc0tNWr/X0nuarWacxuk14MbQff6gC77YJEx\nUZsjch1M19sBi/nsprhx4wYqlapCirHoBhyZSgGN10BsOvgX9sMk0G6QnZLeWUpmu2vNNfXQ4dq1\na7z55pucP3++qrvyUEImk1GvXj1iYmKqRPf/YUJqaiqTJ09m7969ZtfXu3XrhkajsXh8QUEBQ4cO\nZfbs2QwfPpyePXsCcOLpp6Xc6q6d8LkThqOjIy+//DJTpkwxK3KiQ15eHiNHjmTlypV07NixTNfk\n5eXFwoULOXHiBJcvf8aRI3NRq+MBbwoKpHiOss57L126xFdffcXBgwdRKpWcP39en3NtCSEhIRw/\nfpxmzZrRoEEDRo8eXS49jfPnzzN48GC6d+9ObGwsDg4OnD9/npCQEAICAmjevDkqFQQHS5oAAJ99\n9hm1a9dm69atD2zS7+rqSnp6Op6enmi1WmJjY9FoNPj5+VnlOahXrx5xcXEoFAouXrzIJ598Uqa+\n29nZ8eKLL/LEE09w9uzZkuNIzPnqq3LjAay5z9pZtKZzvA9CTCzaTNfPTcvAGm6Gx1i71i6EELm5\nueLrr7+ulGtrnxYtFkSFGq3Bm5aa3Rl6W1TPTRBCPPzr7g9TzXJrUBVr1UqlssJ/o//FNffRo0eL\nKVOm6N/n5+eLtLQ0/fu7d++K7t27Wzz+3XffFf369dPHd4SHh4vatWvrx4rdu3eLuLg4cevWLfHh\nhx+K2rVriz/++EN/vFqtFhkZGfr3b7/9thg6dGiZrmX37t2iR48eYuLEicLb21t07NhRrFq1SiQk\nJOj3OX5ciI8+kko8z50rxIYNQpw/L4RJ+XiLGDVqlJDJZGLp0qVi0qRJol+/fkKlUgmFQmGxNGl+\nfr6YPHmy8PDwMPpty4KNGzcKb29v8cMPP5j9XqUSYts2IaZPF+LKFemzzMxM4eXlJUJCQsp1bluR\nn58vIiIiREpKiggJCRHp6ek2t3Hq1CnRtWtXsXPnznL3JycnRxw8eFAfOyb+v+YuIfqnANat+4Ds\n098i0s+QqwJXA++OLq2tNOR/VaRDr0cp7niQig8kJSWVoeelo2d2Ab9Wt5AXVIh1ntX4MCkLWX25\nkVv/YVx737t3L7/++iubN2+u6q48tHjuuedYsWJFhYp6ODk56aN8HzaYc48fPXqUP//8k+vXrwNS\nfrJCoaCeQZ3WRo0aMW/ePLNtHj58mH379vH333/rLaqAgACS8qRUiOnTpzNkyBBAssIWLlxI165d\nGTRoEKtWrUIIwYIFC4iOjsbZ2Rl/f3/S0tJKXTLJzMwkPDycqKgoIiMjSU9P55VXXiEiIgKNRkNA\nQADnzp0zqzvQs6e0gWTBx8XBlSuwapWUwSGTSZkXw4ZJ6YSm2LZtG+PGjeOjjz4iOjqaqKgovZu7\nY8eO+lx4wypojo6OfPnllxw8eJDFixezfPnyEq/PHAoKCpg6dSq///47f/75Z7GCUFqtVL0yOBiG\nD4fRo4u+27BhAz169LApc6Yi4OjoiEqlIjc312zVt5IQExPDzJkz2b9/P82bN2fYsGHl7o+Liwtn\nzpyhdZF0aHGYY/yq3HgAlvu6detE/fr1xYIFC8SOHTvEtg1rxN332+itcJ31bmi5W7LejSLkS7HY\nddi7d6+4du1apVzblrDbQq5MMBtJrwMFSWJnyG39Z9b2uyqQm5sr1Gp1VXfDalSFxVtQUCCUSmWF\ntqnRaERoaKg+yvdhgbn7OSMjQ/j5+YkTJ06UevyHH34otm/frn+v1WrFL7/8Inx8fMTp06eNziGE\nEIwZKn7//XeL7V29elX4+fmJTp06iRMnTgitVitSUlLE5cuXS43mjomJEe7u7qJly5aib9++YvLk\nyeLdd98VderUEd7e3uKDDz4we+22ID1diMmThSgp2USr1YqTJ0+KunXritWrV4unnnpKNGnSRLRo\n0ULcvHlT1KpVS3z22Wfi2rVr4ty5c+LEiROiVatWYtu2bUaR4dYgISFBdO7cWfTr18/IyyGElHWy\nb58Q06YJUZhIYIS8vDxRt25dcfXqVbP3QWUjLS1NREdH23zc+vXrBSBOnTpV4X2aNWuWRcu9ysm8\nWIceALl//fXXeldb17qIJ55oIA7/uM/I1W4uNc4cydvijtdhz5494saNG5VybYbkYsktT0GS2B5q\nTO4PK2bPni2++OKLqu6G1agKcp84caLYtm1bhbebmJgokpIernvD3DP2xhtviAkTJlh1fHx8vMjN\nzRUqlUrs3r1bPPHEE+Kxxx4TQUFBxc5haXJsCq1Wa3OqplarFQsXLhTjxo0r9l14eLiQyWQCEOPG\njRObNm0SjHxVMPMdQeIdq/ulw9mzQmzdWnqfDh48KJo0aSLmzJkjmjVrJtq0aSPq168vXn/9dfHU\nU0+JFi1aiA4dOohnnnlG9O3bV/Tu3VscOXLE6ms+f/688PX1FfPnzzeaNGq1Qhw6JMTUqUKY4z+N\nRiMuX74spk6dKnixp03/m4pGWFiYTamnK1asEPXr1xd///13pfTn77///r9bXgchBH+tfJ2JdtX5\n0t4D+zQZ9I8ivEUkV0O3UGduGMEOS+jjWRRwZuqiN+uyL0GsxhDJycncuXOnYoVrCqFWq60L0tBq\nqaYVyLVavYvT1kjgB5VCN2vWLFzLW7brH44vv/ySgoKCCm/X29ub8PBwm2U3bUFppYtN7zHT97/+\n+itHjhzhxo0bRtHMP/30E/7+/sVK4To4ONCqVSvq169PQUEB8+fPp0+fPsgLRZ+MYFBlUddXc/e8\nNc+c/jnLiYW9P8CXX9MkM4e9e/cW27dRz2fB35erP/zI6dOnJU34+rcg9CK02A4dq4FfD8nn7laN\n1R71cHNzIzAwkDZmNH07dYKjRyX53pK0X/r378+ePXtIT0/n+vXrbNq0iVWrVrFq1SqzAi55eXlE\nRkZaVQL6m2++YebMmWzatIl+/foB0lLCzz9LFSdfekkqImT6UyYmJjJy5EiioqIIe6odvCUrFiT8\nIJcT69WrR3x8PAGGpTPNQKVS8cEHH3Ds2DHOnDljtjZ8RaCkAMgHV5T7IcHp06c5Hgsz7Wtgb3An\n1fd/j1iP8UQUpNNRMxkws55uCVZGyIM0uSgpwrY8yMzM1Eeu6geqpmuL9c9Lq6W2Wquf2VlTG94Q\npul1th5vC0aNGsXJkycrrf1/AtavX8/ChQsrvF25XI6rqyupqVYEoFQSSrq3cnJymDBhAuvXr0cu\nlxMTE0NWVhajR49mypQpdO7cmdDQUKNjXF1dqVOnDv7+/pw+fZqXXnqpZGIyqbZYnmuQffExNGsP\nO3bDh+9x9+7dYoOzTKWA4a/AqwNo1aoVkyZNYvf2VfDaI7CwLZz+CbrUhuaPgIc75CkJCwvjjz/+\noFevXpw5c8ZsH6ZPt07Vb/Xq1WzcuBGVSsUbb7zBxYsXLSqzubi4MGPGDKm6pgWo1Wreeustli1b\nxh9//KEn9l9/hWnTJIJfsUIq8mNK7CdPnqRt27Z07tyZ27dvw6ZVEFBYN70KiB3Qj685ujq+JggP\nD+fKlSt06NCBu3fvcvr06Uoj9tjYWA4dOmTx+3+d5X7u4tP0zqlOA4fCSx8bzf5FQCog13K/2ldU\nS91D3YVFqjaWAuxKk5c1h2+//ZZu3bqV7yIsIDs7Gx+f4nnvpkixt2ddLVdWx2Uwsb47wqmOVQRd\nFYI3W7duLSYM8X8YY9KkSRYHm/KiTp06REREVFmRoZLut7lz5/LUU0/Rp08foqKiSElJoWfPnjz9\n9NNcuXKFxo0bG6Vp5eXl0a9fP1JTUxkyZEiZ63DbAplKAXdCwdkJFn8Bv+yHxyXpaovnv34LBr1k\n/JnhBP29I/qXhmmwB48OoH///pw9e5ZmzZoZHV6zplRa9sSJojK0luDq6oqrqysymaxUyd6goCCC\ngoJo3LixWQ/GmjVruHbtGhcuXMDd3Z3ISFi5Ep55pshS12q1/PDDYa5cucK9e/cIDw/n3r17yGQy\nduzYwXNPP85CkVr8d6gi+Pr6EhUVVSzIsaCggMaNG1OjRg1WrVrFmDFjKiVVTwjBzp076dWrFxkZ\nGRb3+9dZ7uu2gPaRbBgbLW2F0Oe2yyHH6TTJC4cV1XWneMU3/f42zuwDAwOpU6dOWbpeKtRqdYn6\nx4YD5U7Pavzi5szm2AyrSNsc+Vemxa5Dhw4dSEhIqPTz/C/j1KlTjBw5slLalsvlyGQytNqK10Uw\nvH/M3X8l3ZNnz55lz549rFy5EiEE+/fvp3fv3ixatIhNmzaRm5tLUlISY8eOZfHixVy7do0BAwZQ\nu3ZtLl68WOz3qsh7WQjBhg0bkEVdgxdfhVZd4PV34IUeemI3B30fHB1oMHcJS5Ys0cUhmT+Pye8z\n4PgP3LeT8cjxg2avZ9AgOHKkqOSvOdy5c4dHH33UalKys7Pj9OnT5BoWWChEZmYmS5YsYe3atbi7\nu6NUwrJlsHQp9O8vEfuZM2fo2LEjixcvpqCggO7du7N48WIuXbpEbGwsPXr0sKofDxL29vY4OTmR\nZlh+EUmwKCAggNDQUMaOHVspxB4TE0NYWBhhYWHk5+cz2jCVwLSfFX72hxgFBQVE3oSbdc1/ryPs\nwdq6TJLlkWbwv+njWWTB2yIza4iwsDAOHDjAl19+WabjrYU51TooPoAF1XShcb6al9PzkNW0zio3\nbaMyLXkhBBcuXHgo07EeJnTv3t3sWmtFwcHBgby8vAoXyTG8T0sjekMolUpee+01Vq9ejVar5aWX\nXiIlJYXz58/rRaF0okd9+/ZlWuh11vfpw8qVKwkMDCQvL4927dpx7949vSKbkRBUOREREcHEiROh\nZ3eoUxuGDYLvguC7TdZd45Y1NOwzkuPHjzNz5kyzfSsmQR06CaqFgIsSnjRfWEQmg6lTJct51izz\np9aRu7Wws7Nj7ty5rFy5kjlz5hh999lnn/HCCy/w+OOPA7BwoXReJyfJpfzee+9x5swZPv30U4YN\nG2aTJ6Wq03br1atHeHg47u7uyOVyzpw5w9ChQxkyZEilxKgIIQgNDeXs2bMAzJ8/v9Rj/lWW+7sb\npPzv3/oVfZb/VXGyfrzGK7yX7WaRxI1U62xwE3l5eelzZSsa+fn5JUpHWsIX3tUYnF7CVN4MStO2\nryikpaU9sLKO/8tISUmxvlJUGVC9enWysrIqrX1bcefOHRYuXEh+fj6NGzemZcuW/Pnnn0Zqjy1a\ntODrr7/mnXfegZVLiA2/zKBBg6hfvz7p6elcuXKF9PR0o5gRo3vZgkfOXLyJ4QaFEwuZDH75Hfr3\nhj0HpAOef6b0i1Mq6TdsEi4uLhw5csTI+iuV0MY2gwVLofcr8MNwZLcGF9slIECKw7t503wTtpI7\ngIeHB97e3kZehsTERL766it9LMj27ZIr3s9PMnI6depEkyZNuHPnDiNGjCiR2CuDyJVKZbmOl8vl\neHt7ExYWRlZWFmPGjGHp0qV8+umnFdTDIty/f5+oqCjefvttxowZw9ixY6067l9juefn57NzEbh5\nQsZnUg3vI6lIa+0m8FOpuUZssc+LrbvbuP7z4YcfMmrUKJuOsRYZGRnFtIYtWfCGUMvlRDna0Tk7\nH1l1y9a7rZ9XBKpXr86VK1cqrf1/Cry9vblw4YJVUctlgZubG+np6aXvaAMs3Zel3U/5+fm4ubnR\nrFkz7t69S1RUlNma940aNTIr7ezs7IynpycLFy4ktVZNvhkqZa1sIZVvAB2VCu1Y6bVLE0R0KrK8\nMOk1cI8s3NzcoPhpARhx7jd4bQTEJcCLPWHK65CeAW7VLV6j7vcY/Np05M7O7N27FydZOgLjTBGL\nv49uLGoK3IuEg/vhMfOR1G++KQWzrVpFsZLCd+7csbrAjg7Ozs60atWKadOmsXLlSkAKzBsxYoQ+\nmOzmTXj8cYnYn332WebNm8eECRNsOk9FIDMzk+TkZORyOVqtFgcHB7RaLf7+/jY/O25ubiQnJzNn\nzhyeeuophg8fXqF9FUKgUqkYNGgQa9eu5dixYza5+v815L5z507Sm9Um6GASvymBwomb3jo3IOrs\nu38wni5s4A/9Z5YU62whtzfffJP69evb2nWrkJOTg5+BDJVV/Sq0TpY0XMOae39xRv4NNN9n1fke\nhFssODiYTz75hB9//LHSz/W/jk6dOnH69OlKqXNtb29f4tpvRaEk0tN9Z2dnh52dHYGBgaXqoBu2\na5TV4QZ88j7cuMM2f0uBgh2Kvy9MjdPYeXE09C6v4MJxN2cy7ItIQaZSwIXLMNkNhhWmuS1bIB1r\nkFpneF0ylQLuvgmfXycrqxFjxozBSZau38/mZ+3Jq7AuDjb+afZre3tJ9W3LFhg/3vi727dv22y5\nAzRv3pwJEybo1ewUCoWRnv6SJTBnTgqbNn3M4sVzy0zsZR13dIqFjo6OBAQEYGdnh0qlQqPRoFKp\niIyMJCAgwCaCVygUZGRksH//fr0yYkVBCMHatWtJSUnhl19+KVOBnH8FuQshGP/JO8xbauxaNEfs\nAFMeeZppiiy+TWvKlER3Vtf5BrnWHZf8tjipH+HtHHuQx9vUh4sXL7J69Wq+/fbbcl2LJQgh9BKR\nRp9bYb1n2svJII9HtXWKDaZVidatW7Nnz56q7sb/BC5duoSTU8myww8DbFnGMbevvb092kJ9BrDu\nPjV7TrUapnwgRa9bWzK0cJyw06Tg5+vOC1lKliZkkJH7Fx/IC5fq/FfAzTvQ7ybtcgoYl5pDDa1A\nqx2HCi1Xk7Np6qYCZ4eivoVOgptpsDWUn2e/xM/f74TBxQPJLF1zsWc8wA38H4HfT8MLr5i9lPbt\npeC6xETQxfcKIYiNjS3TBLFGjRqcPn2anTt38sknnyCEMLIyIyLusXPnM7Rte4gJE9roK6RZi7KO\nR7m5uSQmJmJvb0+DBg2MxkgHBwccHBxwdnZGpVIRExNjU9qah4cHly9fZsKECWa9R2VFTEwMo0eP\n5ocffsDJyanMle/+FeR+7NgxsJPTqtDbZLSWbsG1vsLHDb+arfk4QkNm4kAedYylwC6CAocwRjGY\nuo5t6BqXS1atQhddKQgMDGTRokUVcTnFUKZIZhMhiE8bduKjpJa8zsNB7ADff/89t27dKpN+9b8N\no0ePZvr06XTt2rVS2pfL5TYPyLaiJOI3JTa5Vou2FCurxImEkxNsXwfRcdCkoXUdNHhmYhzt2Vir\nOhtTJ7GFsUX7XLkOTRvTRy3n1fRs5tWpQZSTPeCJs1ZLz8x83ryfw8e13Uiztytq8/fCjJDoWDh4\nBAoK9JMOayZERgTfdC0MWQd7DiDr0c3i8zx9uhTkpnu8ZDIZ/fr1Y9euXbz1lrUiH0UYMWIESqVS\nn5515MgRLl++TGRkJMHBwSxatIioKBk1a44nK2srv/32a6WlBSuVShISEpDJZPj6+pZ633p6elJQ\nUKBPwdNoNMjlcuRyudFERSaT6V+7u7vzxRdf8P7771dYv8eOHcvs2bP5+uuvreKVkiB7EO42WyCT\nyURF90nWyQf6NYD+ZmZlJa2bl5Tm1nQt+aIm0dHR+Pv74+joiFarRaPRoFari5VBfPHFF1mwYEGl\nBD5lZWWRkZGBr6+v2e/1D72l6yn8DT6PS+eRfA0DAjxQy+VVTvLp6ek4OzuXmN73sCE8PLxCyvja\nipycHIQQpdZ4LisUCgV2dnbUqlWr3G2VNwgzLllN9erVcXcpCooyjSi3xmPF9t0gk8MoK9QiQyfp\nA2l1+ha6z7doxzJOvrWwzVCIzOLbj4/yH7+aKM1NQMw9h4NOgFZASKb0PjeuqIC5CcwuX5gGz8ln\nQKfnIekuwrG2xcs6eFCa5/TuLb3/888/mTBhArdu3SpT/MY777xDly5dcHBw4I8//qBhw4YEBATw\nyCOP0LRpUzIzs3j99f3s2ZMGrECjiSh2nvLoaRQUFBAfH48Qgnr16pXqzbJ0roiICPz8/PSeIigu\n1R4bG0urVq04duwYXbp0KVN/dQgKCiI3N5dHH32U1q1b2zSJlslkCCGKLcb/4y33K1euQEQ2u8cE\n4+AYDMAg94qpyObo6Iivry/R0dH6G1Q32ysoKMDDwwOtVktubi6ffvopDg4OJao5OTs74+7ubnPK\nkUqlKrPrBtCvBU6vX5Ohabl8Gy2t9zWroyLErXJiBKzBkiVLePTRRxk3blyV9cFW6HLCH4RAiiEW\nL15Mw4YNKy1ISRc8VBHkXl70raZlUFoSuBQJrJgSuVliN5GTZfhg+PF4ySczQ8RBPkEMCkXfVjWc\nCNK+yU3imXdtNm1e6kKS8irKewbSsobnNZgYkJgLn1wFjZCMj88K124jplg0PAwlo832UQh4f7AU\nna+zOC249AcMkCz4p5+GatWgS5cuODs788svv9CrV6+SfxszWLFiBb///jvt27enf//+xb6vUcON\n1at7c+LEaO7ff5x9+/bx6quvGvWvLMSuUqmIj49Ho9FQt25dq2vMWwwUNljmtPQsZ2RkkJOTU6KQ\nTGmIi4tjy5YtDBokeZMfe+yxMrdlin88ubdZvhiGN8bB8QZQOOtWTCo90t1KcRpnZ2ezcrJarRaF\nQoG9vT3Xr19nw4YNHD582GI7Wq2WrKwsUlNT9eVg7e3tqVGjBjVq1CiRLJycnMyKSFgNg99it4cr\nuz1c+TYqlQhH21PrKhLvvffe/1yOe1WR+7x588grSZ2knHByckKtVlda+yXCZAnp75h3eMf5Y/Pf\nm+xb7Dk2/N7ODg4dhee7S+kzpvsYIMgnSC9kdSTVgOCBaewhmSzWMhKupTJxwWDmYhIEWjixeOXu\nZvbKLxf1b9VNqGYP3z8LGQVF5G5wjFW/jSFS8uG3+xC3Qk9eF/6O5MUXX0SemsqwYcPYtX4Jws1f\n6v80SS1u7lzp/p0yZQqrV68uE7nLZDKOHTuGt7c3LVu21H+el5fH7t272bdvH3/++SdZrfeC708M\nibzNkHLE+ajVauLj41Gr1dSuXbvCtRhKwrlz5xg2bBh9+vSx+VghBF988QWjR4/G19fXJuEga/GP\nJvfY2Fj46QQc6cogxSMW9yvmwiuN2K2QnJXL5Xolum7duvHss8+Wur+7u7uR3KNSqSQ9PV2v7S2T\nyahWrRo1a9Y0cts4OTmhUqlK7rMNaJlXQLK9HPUDJihTjB8/njlz5hhF3T7sqCw1t9Kwb98+rly5\nwmfWCIiXAbq1R41GUyY9BUNYdJmX9twVfj+DXtxTnodQMwRqbVsgWbXvvCnJvXZsZ/Y4I00LC4iT\nS54ub001XnthGB4ubmRRPI/a9e47PMcQ9nJZ/9mYttEkRMBxx/bg7cI+BQxOLl0kq5ggleGSgZeT\nlOOWp0TmqoBrN/F5aShbtmyhR48eVBs7HHoNRrZvK3h7IXx9qFULrl6F1q1h2LBhzJw5k9DQ0DLV\nTf/kk09YunQpzZo1w9HRkQsXLjBmzBgaNWrE6NGjGTZsH6Oc82HqWJi7H7Cd2LVaLXFxcRQUFODj\n41Pu9WlDqFSqUifnU6dOpXXr1kyaZHvtgQsXLuDk5ISjoyNCCKvz1m3FP1rExu+nfdCpHbTbZPxF\nOdbZy6Jt3LdvX+7evWvzcc7OztSpU0efs6tbA0pISCA8PJzw8HBiY2PJy8srkVBsfXDeTsnhM+/q\nVb7mvmHDhkoVZ6kMFK5/PfDzDhkyhBkzZlTqOby8vCpMCljnfjVyw1rxbH2kfQlH7Fkor6D0yCQF\nxCVKrwuf/SCfIIJ8glA+GlRMdrokDJStQ0MOl/MiUKMp9v0T+BNJStF1pij5bQ94FF5+kE8QMpl1\nEwrD/oJE6vpA4ZgcKRgvIUmK3H9+EIqVi+n3QkeqOWTDjvXQqQMMGCllDQCvvw6bNoFWKxVH+c9/\n/sOaNWusv3gD2NnZ4erqSlpaGrNnz6Zfv34sXLiQo0eP0r79UEaFaMDvkqSm00zSZ7c2DkOr1RIf\nH094eDg1atSgcePGFUrsIMUwlVaJ0tPTk5ycHLp06UJSUpJVXq3MzEx+/fVXYmJiSEpK4u23367U\niov/WMtdCAG3Q6Cg0KI1GTgMy5yWGnBmcLythJeTk8PBgwdLLcBgDezt7fH09NQX8dBqtfo1H42m\n+GBSDOZclSa/S3W1FufcMOIcq55Uu3XrxuXLlyv84a1MVJXlfv36debNm1epmgDu7u4kJydX6LJD\nsQA4S+50YJr2OXLI5zN5KevktuC5bjCnJzQ/AnaW3aKGJG+pkJT2aBTb9l2FV9Lgaip0qwtuhbEw\nTdfim5bLVbl0DuHggyw0g+iCGnzxXiavyiwQurlntaRxKjQDJl6Dj2ZAy8fgzemQmgatj0HosaL9\nXhNwpTqsWAezF2FnB02aQEYGeHhImhytW7dm0aJFZSrcFBgYyKOPPkrXrl25evUqderUQamEJp/l\nwhv/gY/zoGfxoDFLAW5arZakpCRycnLw9PSkXr16NvfJWjg4OJCamoq7u7vFgDw3NzeaN2/OhQsX\nuHnzJr6+vjz//PNm9xVC8OuvvxIQEMDhw4dZsWJFpfXdEP9Yyz0tLQ2+3AjbipO67uaxmqjLUYno\n7NmzTJkypVLWYOVyOW5ubvj6+mJvb29xzbXYrFjngTC9rtBJTL/3M9vqPV7hfbUVarWa33//HTc3\nN2MBEiq/zGx5UFXkHhgYyIYNGyr9PB4eHvqYkIqExXtU9xpoR0DFEbtOVObeZFAJUEpIQTAUAAAg\nAElEQVSWl25tvSSL3aygVUIuLL4Cm7vCzEuw+S68fEL6vLD/u1Pe46i7QUnmod9BspL71khmmBC7\nzrtQDFdToXsXmFgYhNr/RXjKzDgnk8GGFbBiHbIrfyBTKXB1BV1xQW9vb+zt7UlMTLSic8Y4ePAg\nr7zyCuPHj2f//v365cnFi4FB78LvUfDXr/BaM6OJirlnWhe7FB4ejoODA02aNKn0CoVubm74+PiQ\nkpJicZ+mTZty5coVNm7cyPjx4y3GJ4SGhqJQKNi8eTPu7u4PjNjhH2y53759G3y8wNMGcQHDgBxD\nmAbp2AB/f382b95s83FlOU9ERAQNGjQoVy5yPdy56FJ5uczWIikpiZdffpmLp4uCEE1n9VVRgrY0\nVBW55+fn061bN0JDQyulGpUOtWrVIiwsrEzWu2nhE6smaIXPXId6K4jKUEK9kq1Xo7Vna9HeC84r\nCBp23upDBikGGZHr39fhUCBcv68ElRb2Pwev/QnhWVC3hFiAZ+ryxnfuBL13zex1GF2LAbFbRD1X\nOJVctP+fIdJnhjAcxxbNgvFT4M8jVKsGurjcrVu30r59+2KlY0uDEIL58+ezY8cO6tSpQ//+/Tly\n5Ah79sCTTwKucdIkaOWT4Fxy7EZKSgrp6enUqFGDRo0aPdAgVcMUOHN46aWikrw9evRg8uTJpKen\n6wOAlUolMTExbN++na5du7Jr165K77Mp/pGWu1qtpsukN2DpfIRzUQm4MhFBOesHv//++8TExJSr\nDWtgb2+Pv7+/FERYiLJYuOGk0DavoKK7ZzM8PDyKXMw6K+t/ALrAswcNFxcXTp06Zd3yTBmhu5dq\n1KhRolVjeoy5+9DW+7JtnorgrO8r515wtgMXyc6xZLFbkp/W4eMrrbherxEERcLghpJlrBHgWMoQ\n+2xdHj93reR9DIyOIJ8g/fq62QnMk0ul5citgyA+F7aFwsCAonZMx7PXRoJzAszqxQjHdHJypICy\npUuXMnfu3JL7ZQanT58mJiaG8+fPM2LECN5//30uXkwjLAz6NhwMn16D3r7QppbFGKbU1FTCwsJQ\nqVQ0atQIHx8fm4i9Irx6crnc6mdp2LBhvPTSS/pqn/fu3ePUqVOsX7+eRYsWWXTXVzb+kZa7w1fL\nwbMmvDrA9oPNpdMUvrZ1cqBQKFi2bBmNGze2vR9lQLnlR5uu5cbddbSO/5HfW1YtmV64cIGtW7fC\npuX6vllt7VUhqspyBymobteuXfj7+1dK+7r738vLi8jIyEoNBjLFb/e/4GMG0F7bkFny/Rb3K8li\nN2fxDlIMgsdqwuIr5D8PWOGO153D6FypN6Q1+/MKWNRW+ixfA06lZBYolFyv1QCIsnwtiknWeSSa\nrgWNBgZ6wsY7cDNdItLAWhZjjpDJYMcx6NgTmkWSWzeQXbt20ahRIzp16lRy3w0QFxfHyZMnGTNm\nDAALFiwA4MyZYA4ePEDw5gRJhe/KfcmrAcVS/Z7NUjLhfi55rm4P3FI3hbOzMzKZjLCwMNzd3UuV\n5P3ggw/o0qULb731FiNGjODUqVNlSiWsSPzjyD0pKQk+/hxOHChRmalEmM4my2i9X79+nT/++EN/\no1c2dAp5ULbZa7esfMbRmUX8WOUu78DAQLZ/Vmg5lPD7P0xa+FC15L5///5So3zLArVaTV5eHkql\nkvz8fFQqlT71sqQ67GWeiJmxzBfXCQK+olPWFE4JP1JqrNR/Z47wzBG5Oas8CMkSpq0XWq1lgamS\nzgWAgx0cDodn60H1wiC6Am3plvvlFOhcm0GKdkb91qvgFf4WpS4z6J6R8LfhrebSa62QytyZIXbd\nX5lKAX714ZO5sOxzurw1lXrLZ5fqRhZC8OOPP3L8+HFOnDiBQqHg2WefZd26dfTo0YMmTZqQmirj\nww81BL8/ki/S97L7u2ZkL+/PLdf8ooZCJ9FB25CpzuOJdLDj1cbNyk3q1tYbKG0/nc58ZGSkPpDP\nXHBhQUEBOTk5pKamcv36dc6dO1epS2PW4h9H7jNnzoTRQ6B5UV57eQf+sh4vhKhQ3eHSkJCQgIeH\nh/WDqkkk7oTUHIY2bYla3gqo2jXt77//HpKj4YOpwMND3qWhKh/q2bNnM3ToUJ577jmrj9FqtRQU\nFKBUKvXkbeqOlMlkODo64uTkhIeHB87OzkRGRhZrq1j2ia0oYR1dR8w5DhfJzupFRwOiDsL8GrQp\nmTuZkUvv85V0/LWG8NtuGFzWbMKhjcDHGZ40uE8LNEbk7qF1ZQo9WCAvjCMRAs+/Y1m0IJa3CABM\nilnZuvxg4rpHLjMi9hKfoTHDYNsN+OBT4rctLFHzPTc3l7Fjx3L37l1GjhzJzp07CQwMNCLl336T\nCtOsGz0ODt/mm9XwSOtU+rYYxji2AtBSW48ZvICCLN6sX5NMezmzK8FaN70fbVXBCwgIID8/n5SU\nFH252AYNGiCXy0lKSuK7777TL70eP3680vTybcU/itzPnj3L1l9+hmungaoPuNq1axeBgYGVpvdt\niEey4pilzGKcj4kMrSWVKzPKXSrtONRyKQVOrtWyNCGTTjXzOVfTr/jxlYz+/fsz0s2N6uQY/Q/N\nkcfDRPy6ohNVgeXLlxfzGpizuk1jAuzt7XF0dMTZ2RkPDw8cHBxKtJ4UCoX+njYNcLQZFkRjDInZ\nkJRTnn4Oj4gTOBmEsfT5Svqrc5tbOtYcnN6Sjm8RCGllXM0I8gkCHxjkaWJd13SUtOIbSdZeGrk0\nwEC+N1dDZiq4VAcM/yXlIHYwX+3SosyqoSb/9hm8+1VNPh9q+XnKysqie/futGjRggsXLhSr+6BS\nSYVofH2lv5/fzoWGbtxY68iN9wPpiZpntY8ykifJRsk77CFVngP2z9h2vVaiopbxnJycqF+/Plqt\nlvDwcJKTk0lJSWHKlCn88ssvyOVyxowZQ9++fVm0aFGVLino8I8hd7VaTedJb8CnH4GbbWRqWnTC\n9POyIDQ0lHHjxuHl5VXmNqyFVqvl48RM3vAtzAwwMzDoSdGQ7E0GkVpUw69AjZMWPk3IYKunKztS\n8slxyHmgso4Ay5Yto2vXroiBA/WfWSoKUtWTOEPI5fJKccsbFiUy3DQajX5bu3Ytrq6ujBw5Un+c\nzup2dHSkZs2aODs7my0NbC00Gg2ZmZnFiuPo/h82DaYG954hqZdEyI5Z8RS4+8IifxgbDUj7539l\nnH9eGqmbIiAAZr0Pq76CkkIJdFaxVWvgk5tLkeEvFBZ0ksNFbYS+HYDtr8Pm2RC0MahYVLyt0Fvs\nYL3FbrhPIx8+dC35eVqzZg1NmjRh27ZtxbxUYWGSjO0770DTpoX3Qo4K5v8Fff1AwBJ+Yja9+ZAD\nxMkzivVVh4fpmTZESEgIbm5uPP/885w8eZLjx4/ribxVq1bUqFGDc+fO0blz5yru6T+I3NevXw8e\n7kZBdLbeHIbCNuVFYmIiISEhlVaC0xAfxkcQk3+EtIjzJRab0A8apn8LMaFhM1bEZ6KVwet+Nbnv\nUpcclxzS0tIeOLlPnTpVnx9rDg8rwRuuuWu12hLJWKPRoNVqrZ4MyOVy7OzssLOzQy6XY29vj7Oz\nM3Z2djg4ODBz5kwyMzMrJKDO0lp6fHw8Xl5e+gGtvJaRjuRe/tC6/Z2TrpPZrDeM3WP2+9ImB3ps\nLZoc6DDtPbBGL8liYJ4p7OXgZpxWul5+yuj4Ie/Du90h+DgQaEW/S4AhsZf1WfhYsQ9CdiNrVryN\n7OxsZs+ezc2bN42IXQj49luIiZHI3dGx8L4IeVMqitPeG2a2hk+vEjXRmTc8vi21HxX1LJuOE2Vt\nV6vVkp6ezrx58xg1ahSXL18uNknWaDQoFArq16+6YluG+EeQu0Kh4O0F8+HEAX0VJCjbgF9RN9Wd\nO3d49dVXK6StkpCXl0ezfBWfyEvI0bXGEmi6liRgeIAnwsGHEYUf29nZVUmA2OTJk1m2bJlRlSTT\n/83DGD0vl8tJT08nJycHmUymrxKoI2U7OzsjQra3t9fvU1788ssvnDx5kpUrV5a+cwkoKW2tUU07\njiUmY2dnV6JyYKn/m8ISqlaTcSGqKa6T0u51i9+X2pYZUtchPQ0WzINPl1vfHx1RmxL+IMUgCE6B\ntiVX0XNyhU4vQfhVrCf3ktz2BpN7W0hNlhEJh38G1wJI8gQz6e2XLl2if//+NG/eXP9Zejp8/LFU\nMnbUqMK2bg2WGP/z6xCWCd90BZmMmS/c41P7FiX3w4yWhTX9r0ykpKTwyy+/cO7cOT7++GOLuf9X\nr14lNzcXP78Hv4xpDv8Icp8wYQJk50CThsW+K69FV6YJghBERkaWPzWtFOiKJ7xb3x3sSxD3sGEN\nz/RaK8vNXBo+//xzs9X2LOFhsNpB+r1q1KhB3bp1S9+5gvH8888bVeIqKywWUmq6lnBnexo3bkxU\nVJRUQ77Qu2LTIGzuXtxa6G2wQLwgud5BifilHMOWrn0z52nXAZqX/+crwl8pMLz0NFhFNLSzJWuq\nlGfZbL33EsYxmUoB738Ev50GMQGGzofoWGhsvP9vv/1mZJWqVDB7NixcCLrVR31d+Q13+KjlWBb8\n5zxUk+KAWj0N9DsNm7rqdQX012NhUlKRsHWMSEhIQAhB3759uXjxIn379tUX8TKHTp06UVBQwI0b\nN2jdunV5u1tuVP2qfzkhmzWNH374AZRKUJgX1jAU0jC3lYSykMaFCxfo0KFDsWCTikZiYiKLqtuR\nam+QS2tN8Jw5WNjH3t7+gQeIabVaBgwYYJUYjKV4iapCVabCRUdHM3ny5HK3U1KFROEgCYo0bNgQ\nIYReNMnqCGSDiO5iVrsJ4eZ/Zf611sycrzSL3fB4S/D0hP90gsgRpe9rFbRCSoejSC7WnEvf2w/O\n/lC4fwXAmnFNdmuw8X7Xb8GSFZCZCs/4Q9tnjIoE/Ze98w6Pomr//mcmu8luei8ECIQqWBAVLKBS\nrCgKQUERsWChCKICYuUBBUUsqFhABBEQkKA+0uwKAopYEEUQElIgpPdNssnu7PvHZjezszNbQiDw\ne5/vdeWCnTlz5kw797nb9/7kk0+YM2cObdu2dW575RW7f91NsH94CD7LpqCfgbvD7YFy6fHpBBmB\n2ReoD8hBTiQnKZL9/0S+b3+j48vLy6msrGTYsGE0NDSwe/duGhoayM/P92hy37JlC+3bt+ecc1qf\nvhvOcOG+ZcsWWL0eftgI65dDcstoSycqKHQ63UnX2ouLi9lgrmZFjMwX7vgY/MnL99JWFEX0ej0m\nB+n0KUBDQwOff/6536VFTwfO+dZiqAPo3LkzL7/88gn1oXn/VN6TpKQk6uvd2Qw1y7k2muId1dY8\nCXZoCpRTCmZ94BFynpyFJOrc2ishP94XAb9yIHQOd+3LLyrbRqTHp8ONKfCZOzmNg7veEdU/6nGo\nKALe879ypAt8KSxD4/NRPs+e3eH14/D+Mfj6OoYPGsznn9tT9v744w/uv/9+XnnlFcaPHw/ATz/Z\nF0MOC7VTsG/Igg8Ow9L+vBO8k2twNcMvSvqK1Hs+Y32cl8p3J0D53VzU19eTk5PDrFmz+Oqrr9i5\ncyfh4eFkZGTwxRdfEBsb6zEY9c8//yQnJ4dt27adsjF7whkr3EtKSrj+vnthyWtwyUUw9Do4PLFZ\n9JTySN+WEA7r1q3zi93JX5SUlFBdXc1DbXyv1qRZaEIBtetPSko6KcVCtJCbm8vkyZN9bu/vyvxk\nojWFu81mY8SIET6Vn1SDM+hSWYnMh4qIHullVbR1pSBWE+IOKNsnJs/GGPwLR25aSs7VL2GK99+W\n7jifeZErteyfpTD6m6bzKuGtqIwcq0bvwfhrPgVJnr87fSA89j7wUQZsz4e6lreUqT47uaZsrYSa\nPLAWMm5ZIt999x2DBg2ioKCAm2++mUWLFjF16lQiIyMxmeCjj2DcOHs3TsH+xVF4/W94rx+0CQER\nDpDPVVJT3ExiB5i1AfKPNA3D47x0CqinbTYbBw4cYNOmTaS8Oo9XX32VtLQ0RFGkpKSEb775hvLy\nco8xJrt372bq1KksWrSIK6+88qSO11ecscI9dvy9MPwGGNAy0egtpfFJkkTnzp1PWpnS0tJSZ0S0\nLUg7mlwLbh+S/MNp/JCU98KR91xXV9ecIfuN2NjYZlU4Ox2EfGsKd1EU+eyzz/wS7m7uKQ1NSdNf\nKwjozfnOvjy19SV4Ti50zYtc28v/Hx65iU6fjCX29+WUnDeGjOEryL5uIaaEc1z6UnLCKxcQjv2O\nfy/9GBZfAVap6Zx13V3T9IIm2qP7lYJerpEPiYa0dhBqtHsM5Ti+5R23+3B/QBos6AsP7oALPtW+\nQZ7YMzVM2nLXleo8Z7bC8ivh17lEPfA1KSkpHDhwgLZt2zJ8+HDGjh3rEhz8wgswY4ZL7DJsO25P\n+3vnMtL7NFXum89WxnKp83daYRp3ft+PSQs7uWzziMZrVGbHnCiEhkKEPd8h5v7FWePHcdNNN8H8\n/zgzASoqKhBFka5duyIIAr/++qtmXzEx9sDJ1uK4UMMZKdzXrFkDv34LdxW5+2laGRs3biQ4OPik\nkBhIkkRJSYmTHQk8rMgb4dDYnRNOM0yMYI+aP1VC66effjph83JrQRCEVhPuAI8++ijZ2e6mYCWE\nhkK7xqX0dfr5Hen1enrVNi0mtASIL1Yjf2FeBAGz/ibh5hl02nAnCdvnUXThAxwZupj6kCbqaU9F\nX5RauMEA122Cv8uatjmEubeFyaZS13NtKoWaevhe5tEaEg0BtSVUJfdxP/8FsTC5J8QZoLpB/SRq\n9d21IEuJc3sm8n6eMAO/MeVtC2Vbh/HUU08RHx/Pxx9/jF6v59lnn3U23boVzj0XHOXUhf0jYH8Z\nPLGHuR+aSb/cbvZwPO8asZ5STATVy8zzlyTAyFT4S3aTfYTj/fIUHOiL4Bf2bofjBfCfF8Fshi83\n2Bfm+nhMJhOZmZmUlpZitVoZMGAAJSUldvZTDTjqhzSn2M7JwhkXLW82m7lt/Fh4t19TyUBlNLjW\nS++DH+dENb9u3bpR46ib2MKora3FYDC4LBxUX2TF/ZBPIKqlJFWg1MIkSaK6uhqj0djc4fuMXr16\nccEFGoE3pzlaU3MHeOONNzwyIrrwHWjBi9CQv3NpQVbOr7OyJ0RRJtjbOZbLcvFl/nalIB6ySF2o\nOrbJNXFDdT4dNk2iNqYLOePnozuaD4ZnQXRVneXHKIXxkGj4bihUachWJZTFZNLj0136tDZAgGKW\nTfjpdY4NnE0bdrsvPB7oDvk18OKfTQVoPEGFCEj+XWvGP8gRXgW049Kb4LWkDZhMJhYsWEBeXh4x\nMTHO+aakBL79FubPdz38nDe+5bKnodtF6kOcxxY+qZ7KxZYtTRuPmqDWAmf7UZKbE5+fc3Jy7DXq\nt26Gi3rDhhXOfV2rjrG1yExAQADx8fG8++679O/fn7y8PCoqKujRoweCIDB69Gguu+wyLrvsMhYv\nXsyaNWu4+OKLGTduHF26dDmh8bUkzjjNXa/X2yNQ2ysCyRzQCirxNtko9jfH7CNJEtOnT/e7BrI/\n/dfW1lJRUeG5oca1eitbCbhN7I6VcLt27bBYLGRkZDTbp+tAdnY2mZmZzr+srCyOHTtGUVERFRUV\nrF692s4tfwbidBDuu3btavF+tbJLdgfr6VHX+D540P7TCtPYVCoTrHflNP2hrRW7HKPSTk3IG0sO\n0a7jWMIiNtOudDmxlQ/jSGDw9g1sKoUvh8OkHz23k/clF+yOhbTDUmaxgE7GCB00EQJNBUT9s8HZ\nznGsEzPOg6+P2XPEteBLeqvafrVt/a1AG75fa7c89u7dm7///ptt27ZRXV0N2NPW5861p745IOwf\nwax/0ynKhQGjXLuULzCOixUINpEESRYjdGWSve79nz5MShqkW0p4mrOFwn8RVi8h5Z/d7NmzB2ZO\nhcF2DvgOZgtLcsp4tKiatm3bkpKSwsMPP8xjjz1G3759KS0t5bHHHqNXLzsRwapVq1i1ahW33nor\n3333Hb/88ovzXp1qsi9POOM0d1EUoUs4c4o+5+nwpo/KTQvV0j48aSWHJiDIP5oe6/0am81mY8qU\nKSftAYeFhWE0GsnKysJoNBIYGOgTkYtDI3FMJJtKNbR2tXK3jdH3oiiSlJREYWEhFRUVTh9Tc2C1\nWl3oS+vr6zGbzZjNZmpqaujTpw/h4eFkZnqv0qUGQRCcBDKCIBAQEOD2r4PlzUEw01JkMq0t3KdN\nm+as2KaEUmt30/Q8RVtrfDe5gToirZJf5nylL90BB8+7UgBvKoXhinZa/crxQ8MPEPsDkdV38vfh\nj2mfsBj4ytmnFgZfBWd9A7VzZOnYCvIb8yLAB7lkbQBB9ko5rj3y8BeYtQ4yBMA1bWFHgT10Xw0a\nCyiP0HhG7125i3GM4KeNwbxdM5s1s2czcuRIGhoaKCuzm87XrIHrr4eokELYb+9nfVw6T90NI6e7\nLmCU40iPT+f+/LY8zrVMRbZojzFAiEIEaS1aZClxvlZ9A+yrqzffg9vTmPFnBvPmzUO0FAGQXG/h\nmYIqBOC5hDCyg3Q8oA9EkiQX62tQUBCFhYXcd9993HPPPbz55pssXLiQnTt3kpCQgCAIXH755Wzc\nuJEbb7zR69hOFc444Q5ArIGn/7kI/CmT7nhpmrPa9RFLlixBEAQGDhzY7D68QafTERISQnV1NdHR\n0a6CXfZhyDUBuVlebVJzTvKHmra5LBoaFz02fTxhYWEUFRX5LdwrKiqcCxIlHNznjiDEF198kRtv\nvJFzzz3Xr3M44OBhl1O8yv+1WCyYzWZsNhtWqxWbzYYkSdhstmYLZseCwnH+1sJnn31GTU2N12wD\nVR+4D6xnyrbp8em0tSzzeXyOhaYnyDniHVAuCLQWCPLzOFAeuoLy4JVElCzDYCxmU+nvHs8vCDD9\nEZj2OFy8tHGjQrArtXbleR3XeVl/+HY1XD3W/TyOVD8HXJSUyxLg4yMwVmHm9aCxqyo5Xuaz9Ph0\nMvdCYscXSOzwAswfxcjouKYIeGB/yXoOHoTbRzQuDmss8G0ec7bAgfIIZg9TtyTKx7NXPEq8FI5B\n0lMnNjRd4zO/wpjO0CWiabxeUvp8JhZ7bwVcfhnU11MWkkzkCy8AYLZFkpeXh81mI6lNCgaDgftk\nh912221Oy+G0adPo3r07x48fp7CwkPj4eKZMmUJ5eTk33HAD33//PaGhoUyePJnLLruMESNGqAyk\ndXDGCffKykrYXQSzegOu9I/+vtiqkL1Y/rLTDR8+HLNZcz3eIpAkCZPJREJC82rVD4kGwwHX++Qs\nhCG/9v0j3CJxhS5vYQ2K1TTL19fXOznP5SgtLXVqAI7AE0+4//77fWqnBYcGrtfrvTduITgWDmVl\nZSfstjgR3HrrrRQVFXlsc8LBbYrUttwKqOti71NuJndYiFS/TQ9QCva0wjTSSXdWf3NAK/JdFaLE\n3+HjSSh/nuNB7sJdXgwGYPH7kOM9LtHl2pR9ALzyGtxwLVwyFML8cS/3jYMn9tjT4gwyvgcfhLWv\nhW0cbaQ/4Nwrihg2+UWuWPIQQtbHwEgQbGAOpEfbxfDYzaRXJJBVBM+NhI7nwBW3w4xrKlDSUWg9\n7w/ZxTSuZg6bmjbe1smeNieHD1wdmnPzoQnwbR5E3GlPxA8IgOmTidRH0tDQQF5eHlarlcTERIKD\ng90Or6ysdHEJOoIJExISyMzMJDo6Gp1OxzPPPENOTg6DBw9m8ODBtGvXjnHjxqkqL62FM87nHrFw\nAPSJg+iTQBIjf6H8JE8wm80MHDiw2ULXVxQUFBAVFaVuPvbga1dOfMq897TCNJ8sGw46WrPZTEZG\nBkeOHHGWP8zJyeHo0aMu/vSjR4/yU1E+KSkphISEkJeX55WcZvr06V4F1OkGx2IiMDCwVWu6//HH\nHyxcuNBtu1Ygnd/ZEwrL0KZSKLbWsqXIXXINidae6NWglromH6daNLpPcSSNkMQaAmwxIHmegDeV\nwqF/YdEb6mNUjssTLloMw9JgzQsKi0VjQOGezNkENqhQ7oUHQtcI+FWddVMNct+/A1r8FvIMmm3f\nw5ir4c6zj/H4jSPgobVwzyq4+B24eymM/JJ0cwIZe2HOLXD3HPhtYRr9htm58b2Nx4H7EmfTk2SQ\nG7a6RsCob6FcoRT5y1VSXwC//wlz/4B2IXBWN3uqdKcOhFskcnJyyMnJITY2ltTUVFXBDjiVEIAL\nL7zQ6WJ1uCUdjIyCIPDOO+8wadIkAgMDeXDTp9x8882aLrHWgNCa/kE1CIJg8zQmoXcs3NMVBrZx\n39kM6lWtMokO+Kq5S5L9BerQoYNP7ZsDRy1hJee63HwOTR+uW+SxwjzvaOM1XkHmh7fp46mrqyMr\nK4vk5GSMRiNlZWU0NDSQmJjosuhw+K6mVxXyelx7dDod//77LwaDQbNymc1m47fffqN3796tKiSb\ni8rKSkwmU6twy4N9kXno0CE3jnm5mbW50NL4Yyun8lxNKF+J+53ttOI75PuUZnZPgt3bGNTed7V+\nRksXE04QgxMnu+2T9z8kGnb/DD0XQ7SCRdqTWV7pDguaCHmzoUdP+OoLOPc8RX36eQP5p6QvfTrO\nA1yvYd0CWJvfBab77p5S3h9P84AkQWX5CCZPrCVf2kRyZ/jI0BtiguxseXtlBz52DhEf7OOBBdD3\nevf+1Kwtahgn9cMGLBVlEYvl9VBngUQPKwU5ZCl+FosFfdkRGDISNq2FzCzobed1D7ZI/FNUT0ND\nA7fHBPJzpOeCLmVlZURH229O7969OXjwIPHx8Tz99NPcfffdgD0YODo62o3HRPh0JQyzV8451TK1\nMf3WbbI8ozT36upq+KsS+jWRt7i8zH4EAnlCc9ItZs2a5aRrPFmorKzUDtZrpPZUm/zkwXSOiUUe\n1asJOZ2tjEjCYDDQvXt3wsLC0Ol0xMXF0aZNGzdrgiiKhIaG8lZSKjqdDqGhkJUtoq4AACAASURB\nVFdCA5ip1zZb19XV8dBDD52Rgh1al1se7C6Q6dOnu2xTpRsFl+eqhPI98mTKr9Xv5XyaJs60wjQM\nB9JUha180peT1WhBKSTSCtNUBYdc2Mr/xuTfRljtEBLLn2eZdDeDOYsbOc+rxr2pFF5dA1lVHptp\njtfxXZkXQUwMPPMkzJ/nHicQPfNbkjO6O8lx5N9lUke4tPwQJwL5MxgSbc/XD5gaStHHz3I06yMO\nVran27Cv6NIbPirtBvtK4YW9roId4EgVkxc1CXY5WY+vgh3gPX7kKnq4bpRs8NAusPouFM1mM3V1\ndfTr1w+KSmD5WxAZAb3PwxoQS06+mT/zTERFRdGpUyd2hwR5DTzeu3ev8/9Wq5Wzzz6bI0eOsG/f\nPuf2du3aUVBQ4PaNF/W71vn/9ev9C8Q+WTijfO6hoaEQGw1FtZDsY0S6F81d+SIqBbuvfvcZM2ac\n9Em9qqrKubJUQmliT6fptzyIyS8/pQwtVV41wWrjt7BATTYzSZJ47733Tvg8rYXWjpZPSkpizpw5\nSJKkHfmvZDXTgNJ/q4XaoD0MDxxJ32hXK1ga6sFfhgNpLhqyz8JBFkymNi5RimC4dD4X04k47JpV\nA1Y2VhzlWw7wF7+BCIuk2xkpXURaPqQnupdqdfQ7dAIUPeo6BPn3449LY8iNduFuu9mV2U0KDKU+\nJB4Ju6blyBgImgixKRDbVqtH/1Fb05O8Gydj0xsJv/BD4iL+w75S6DXYXm12aWGjtWfJQXjtL3j2\nfLjVntWiFaAbNNGeySC3ZnhyxegQiSaYa6WebBX/tm/suxSWjoM/SmDUOs9KWm0tRwsbmDJnCoMG\nDWLz5s3OOVGSJI4fP05GTQbBwcEYDAaqqqoICwvzaQ6/8sornd+NXNC/+uqrJCUlMW3aNERRJDo6\nmuPHj7sUkYmOjubAgQN8+OGHLF26lLS0tFZXUM4o4Q7YTS6lt0DyZuq62wkjXF4mP3w1aiZ5NQHm\njVazqqqK7t27k5OjXa6yJdDQ0OBGIuMrG5gySlk+oXpzTWidpzlo02DlYFBToJty8ZSVlcWLL77I\nihUr1A4/7dHaDHUAjzzyCJs2bSIsSEGm5IcVS81/q4VhxVexTErGJWlLnlLp4Zv0R+uT9xcrhRJh\nGkVwfV8CpEgAJMFMPPW8x3b+FbVrIUxlLbMYShsiSPPwWtdWwzfnwDXl7mPWGqfc7SBHSgroqiGz\nEjpFNG0vPec29KYiqpL7EnHsZ6BJuz/2IcSN0RicygJNjaAqPTadiNqRhNcNpSyomDY/zIZ5x+z3\nXXbvXa7nvm72PxX4yquvhdH0ZQcZ3MHFbOXvph0lZvjqGFwwQZ2UrKoa9u1naUYhy/LyeP31153B\na5IkkZ+fz3ZTJZcaQpzxL0ajEZPJRE5OjqYbUAmbzUZAQIAbjez06dOZNm0a+fn5REZGUl5ejtls\ndhYIKysrQxRFDhw4wNatW9m3b1+zs31aCmeccBfb5DLTWkqf6D2Ab742JVqaCtNms3Ho0CG/q5g1\nB97ysOWah/LebCpVb6c6USlTUmR+rubCpo8nk2oqddrXEBcXx3/+858TOk9rorU1d4C3335be6c/\naVSoa8ha0HqPlMdrmda1kCxFMCj2KS48Ws4Qm47tQc9hqt3P6qpsvuEfXklc7Gz7jg/91otWvpMO\n0hP1uAjHNSekQHxfyF4PKWGe4wLkUC6kJQlqTRcza2Y/fvxmgYtwj/91CdH7PqLhZQtm0dVsn1MN\n5yg1dy8LtAfyx/IgV5BOOxIMPxNYOoKawJ84u9NYtpRb+H0aTqHu6zOQzydKaLlUtJgwP2AX67if\nYkycI7Vln2gPUKNjGAxtb490R/aOJi+ApR9C/0th7Sfcveg9l5TTaceP0KemgXWRRr5rG8m7R8tI\n69TNOU+GhYWRn59Pbm4uwcHBmEwmIiMjCQ9X5w8QRZHa2lrVqPf6+nqSkpJ49NFHef755zl69CiJ\niYnk5+djNBrp1KkTr732Gunp6a2utcMZ5nNvaGhA+jKX5OjPiK96lNwjK8jLWciL+Y/51Y+mMMNz\n8REt7XXBggUsXbpUdV9LwWKxeHxh5BOm/PrUPkh5u7SIAu90vC1ddtFDVP7PP//MypUrW/Z8pxCn\ng3B/+eWXCTv4i/sODxq0p4le7sNW2+6EhlfKH0HeQYphnNSPt6TRLJPuZpl0NzO4DpsA8+JDSU1N\nZWyn7kzs1o/3xR1kiyXNqpcQgMDQkH0eqyUOiYbjx6FCUdXWl/NtKYzlp+zJ5B5ZzvHvVlDzxXXo\n/t7Mj8fd4wx09dWIYp3bwiE7Al4wDvJ8okMTCJWCeFgaRG3+ZuYynF1ksJm/wKYnN/Y2SsIXsqXc\nNc7F10Wbrws7nxUsEaaTTjTBPMwg5zUAdn+FvKb9h+3gz0nwy2JIaQsL7QQ0gjmf/Px8MjMzmaEP\n4/b2kWyINPJKXjnPJIa7KUCJiYnU19dTX19PbGysW4VLi8VCbm4uVVX2AAu9Xs8///xDmzZtXOo0\nyMt4BwUFERISQnFxMSkpKc6Yo9WrVwO41L1vLZxRmnvg+29AopGEC38kjx/JAwIbOnNj9TNMkgZQ\nh4XN/Ml/2YskntgEq1lwQQX33HOPz2af5qKiosIv5ju53101Gl6hjQueqk21ILbZ3Ot/y3H22Wdz\n0UUaJNVnAE4H4f7UU0/xvq6xWkkLF1TSEmwlVJOa8jqZBtmU4iX1rquUwODoRzmv9E8CsbtqykK7\n8HNwIE+FBVGqc7WEuS26FT54LahZqL7nILPNN1MWpm7lcCyKbxgKX66Bc2WcTWpWDlES2BJRTXjZ\nm4hSOJJgotqwleR2b2FcYBesPR6DF0Y3HaPkuJfHxWwqhcxUWH7uN9zV4H5tgZLEmENruIJ7sCLx\nOXt5jW9IT0xnAnBL/ggekG5yOUZtcQaouk48+c3ViIj8saBmiSWUSTUEE0iSFMFxsZEE56xI+KcM\npv0MwzpATC4ExMOj50BQEEgS48pqmFEtERARQWpqKjk5ORyqltgp1bPboOOAQc+///6LTqdDp9MR\nGhpKeHg4RqOR0NBQgoODCQ0NJSMjw6ksWSwWRFEkLy+PTp06odPpiI+Pd5aCHT9+vNMa9sYbb3Dv\nvfeyZcsWFixYwDfffONybSaTiYcffpioKP84808GzijhvshqYGKNhbSC4aQn2LmZ6/WH6ZF4J2mF\naURIRsZyCcu5G5sE7UM2Uh7yIcOKr3Hry5uPWQ1qGn1JSQnDhg3jt99+a95F+Yjq6mrVHHpnoJsK\nq5NHDUNhZlcuZtT2tRg81Af/73//S1xcHLfffnvLnvMU4XTwuX/00UfQLRmGXqe63xeCE3+xnzz6\nZH9IZre7mzY63smDE5iVP4WBdGMJyegJwAYUUskufQCrSKdCrHX5FtUCW+Xvpst7rxWA5WFhUyda\nMOv3E1Z7I1dXuZpgHcVfhkRDYCBU3gzmKe59pEpx3MZFdCMRG/BlxVHW8DPHxArnPd5SjpN852wr\nlBTDT7vg4kua+pELRYfAvwS7OT80EtIFu6AVJYG0g0u5nnMJQOAbrNzDciyi5By3A5Jo44+GcJ7I\nH0uxWK15HwDNRZhWEJ1DkPvif9d6xzIoooRqHudaprDWXgXvq2OwrwxuaA/dIiDG4BzDhuIXmWWy\n8XKISGpqqlM7lySJTu1cCyXpdDo6duxIXV0dlZWV5Obm0tDQ4ExfU6apSpJEQUEBlZWVTgKu6Oho\nPvroI0aOHMlPP/3E+vXrKSoqYsKECezfv5/rr7enDaxbt86lHK5er6dTp05UVFQQERFBa+KMEu53\n3XUXE6c+xPp416ILjqA6O1baX8zYz7DWppFU/horpCQyKOJ9fiS32/Nu/apNJI7t3qLEKysr+fbb\nb0+6j8VqtWIMqISGSufYHJD/X1Cb1PzI3z+Z9dAlScKK5/s0aNCg08Kk1VycDsL9yTFDweRemfBk\nlF114Nd2tzCiohYkiYtqG7jCVM9ZdRa7GDc+x9HaPewkgyVsp0ZstN443lUR1YJFoJ6l4fY9Khe2\njt+N/WsJmMKwebQvXQWs01zwxMRAeDjs/QPOOddApGkYIeYBrJCSKcXEJ/zO82zWdHCmFaZRF23v\nOyAAFi+F0SNh+0/2sqlaMTEfzIKhN8L1UbD9+LW8J40lkAB+5gjjWUmd2EB6fDofqAQ+Oq6hfcSr\njK+405URzkeoBQbK6XK9CXZvZv8D5JMiRVN9qJCgynLMK/fDqm8hdwbM3Qt6ES418FH+XG7hAq4N\nauChSANb4jo4+zCZTHbKaPn811BIeoCV5VXH+Du8rU9VLB0ENSaTyWX7FVdcwcyZM+nbt6+TVEsZ\nVzVy5Ehyc3N59FF7WkWbNm1ITU11y4NvDZxRwv3YsWMktJEQhCaCCLlpy/nCFUJa8U2ABdgCIvRL\nfJVpFZcQmV1KaYDIqigjv4QEeRRmWpOK/Jg1a9aQmprKyJEjW+gqvcALNaNNH99kYldZkZ9M4e0N\ntbW1FHoIpgM7P//o0aPp06fPKRpVy+JEC8+0CLbvgrzjMOXBU3K6CMnIlKJq2jZYWXa0nGy9ju2h\ngbwZG0Kd835c3SweCr+yNLRy+TU0+LTim7hTymUZd9G2ZAgQwBdhq3HouZIENaYrCBBTqSjtyrHs\nBISAnRyPfIw7i6/yOBStBcX1N8DevXDbLTB1PehViDYP/w61mZcw7aU7+SsjDKNuH9P4mDJRfcEm\nP5ec7vfaqhhWkth0HxxwzCEegiv9hRoDptr4ALDa2PH5t5x36a0sWLCA6W8/xZwLNkLpUxCih8k9\nuVp3Nvfq7+JXYyC3xYUQCLyXW44Qac+uyc/Pp66uziUdzYGtYUHcVGkG9Zg5VXz22Wf07NnTbfuU\nKVO4+uqr6dGjB+eddx579+5lwoQJvPXWW0RERCAIgrN6nMFgoGvXrkycOJE//vjD95OfJJxRwv3o\n0aPEaBB/eVtJ/hgWxI9h9i+pc52FsWUmHio2cSTAREREBJGRkc6J2decbqvVysUXX8yAAQP8ug5/\nUV9f77piPDTBY8W6lspJb2mYzWZyq7YCIzUXGaNHj+a88847tQP7PwShoRCuHgDZufYNGrnhLWKS\nbxQYVouE5XgFV3eO02xq08dDj/We38sWIqHyByvEXaxgF1ghPfYT2hd/TKh5IDprIscqbAQa/uWy\n/h/z3uJlPP9CU4VSj7S6KgWc5IrIjJmw93dYMgPGv2qPI9ua/xohBLLR8geHJ61h2cs9KY15Dovu\nGABlZm0mPCXk4yqmmq7tFvKv1jhBNaNBDWqR8b742V3u1fJ/YXAyZQfzSLw8krKlvekptQVEkOBe\n+jE49iymjLqf21/5C2s7I1RCXZe3KNSJnFdTDxF2rb1jx46qi+mPLAZEg49sd9iznaZPn86jjz5K\nWVkZf/31l5ORDqBjx45ERUVRXV3Na6+9xpQpU1i0yH4zPv/8c4YOHcq8efMYNWoUR48e5c8//6Sm\npqbVy7+eBmqG7xi4ejwdznYnZPHq+1FMEIcNOp5OimBM5+60a9eO+vp6srKyyMzMpLCw0GPhD7lQ\nKioqYsmSJc25FL8wvvQYMw3+mXqdUe4neXL0B8/VlnE4aajHNnPmzHEpt/g/NAOZWfC+esaBv2lo\nvqBaJxLoxRWhdHX5bEGSC3xfqjqqwfEdeGHpSysexkopH50libyoifwZcRcJSXNJanOIXue7H6oq\nEOUuARnkglEUYcky+PdX+PnDc7jj+Ej60wVTZglZo9MhNZywvu85BbvjXFrpZZqCuctbvJNyKeNL\nTG7bta5DzjznC3xpZ2kAVh2GjTlM77mPxYlbYca5hEbaVesv+ZtVjGMN9yMAtwlLKFx9AdYS13lg\nbkIoU4qrqaysJCgoSFWw2/TxzoqZvkIQBIYPH866devo06cP69evZ+rUqU6673vvvZdJkyYxYcIE\nZs6cyU8//QTY3YwdO3Zk5cqVXHvttdx5551ERUXRrVu3VhfscAZp7kLxYULTD3LDV57bOVeSXgJq\nHJOLTqcjMdFuupIkibKyMnJzczksSawItLEsOpjcQJ3qZJSdnc28efOadT3+4MLiP3iKT6HE5Fe+\neWua4NXwsFVPfEg8Br1Bdb/FYuHxxx8/LSJNzzS4aMQ9u8Oo4dqNWwIKAdGAwJMFVTyf0ORrlAdp\nqr2LWhkpbtYFOQWy45vWck+pcDJolUVWKxS18NAEdlhSeLt0KaagHUiRr2Mw2FPi5m6A865sGatH\nWBjMXAmZ395ExINrmWtZy4HScB5/tpILr3FlsZNDeW+8+rYNeuIsjTmKatd9aALIHo2nQDl5xT9v\nsFqhKMe+gPl3D7w+bi+hERDhMO7IHsn77OAf8tklZjRtrLfBO//Aa5fAOe8CUKzTYREECgoK6Nix\no+p5HaWb/XWPBQYGMmrUKAYMGEC/fv2YOXMmoaGh6PV6Jk6cSJcuXXjjjTeIjIxk1qxZbN68GUmS\niI2N5dZbb2XlypUYjUa2bdtG3759/Tr3ycIZo7mPXtiF3oPgHpUVtCq8rPDl0bcOiKJITEwMHTt2\npGPHjnwXEsT0wmpWZJey8Mi/zjxIx3G//PILWVlZ/l6K3wgmkFLR5L3haQ6LxeKxJGJVVRUvvvji\nKRzR/w24mbrrzDDvNe0D5Jqs1p8nqOyf2DaCpAYLXercq2I1d5GpKbR80N7d7onaMWrcFl3eYo+Y\nzUXSOlaZUsk9sg5T1WUIvWB2zPUtZvXYVAoJKXDVyN8Y/dSDXHsvrPuxkhd6p7kIdjXuCrlA19Lm\n5dd3KEjHFVVm5/XJ96tp7d7gEPJBE1UYBrNuIu3DvhzZB6vn2bnox86GyeFpTYJdjkbeXRfBDvYy\nt/Mugn2usQ0L4uwCV1lW2oHKykrNim+ecM0117Bt2zbatm1Lz549GTVqFO+++y6LFy92auL33Xcf\nS5YsYdKkSXzyySds376dxMRE9Ho9ffv2JTg4mAMHDtClSxe/z38ycEZo7kJlNonvwfS1TdtOlE7V\n2beGVhFgLYawILbL/PTDy8v5tOAYi0WBo4H1hIaGcsUVV3jtn0MTsHnwkXtD/+CzoJ12+tiZBG8r\n6tmzZ5+ikZz50PRfh4fBjCnQ0AB6ffNcMz5mXThQL4qYBYE/9TEY9IYTivnwmRXPQ3Cpak68/P8a\nwabycS8Rt3NtxCba5i+mTWQDTPsdtv7hzt6o7F8Fygp4jnSyasNmbk0dRd+UNF4rse+XU/8qhbjW\nvfG06Hir4nmeq7iZH0TX8Sr78ZbeJtfYHdcz/Gn79s+LYdmTwN0S/FzEjMHDSV+8QbUfx1hFBAzo\nqEPDDdrlZdiy2GXTwbBk8BCIvqa0gHvaqmv1nnDJJZcQFRXFWWedBcAdd9xBWVkZnTp1crapq6tj\nzZo1GI1GNm7cSLdu3ZzxVikpKVRUVPD0008zadIkZsyYgV6vVz3XqcIZobnf924Hel8AE/o1bXNE\ny4MXfmqHn87Dn7B/hMtHrTYxHTboaJ8YxJ0p0cyoeZ55+dns2bOHzMxMcnJyqKiocCsc48sEJ+wf\n4bEcZ21tLTqdzj8/5RmKI0eOsHz58tYexmkNh8XJ67v12jtQXnFiJ9PQ5rX85kbJhpEyZ5sTgVts\ngI9C1AGt+yPX0B39ytu6jVusIy9qEqnGB2BcN7DZPPI0OMcqC2LcVOrKSudSmVEEsJIe65qupkX5\n6nck+6EJFIlVBBOIKAlNi4UKd84MB3wlo6m3QtlLcM9YSDoCXS8E9CLpb2ZCgKDJbJgen86n0duQ\nsFEnygS7cgEWFQk3XA2vv+uyGFN7tiaTiX///Zer0RMYGOj34lIQBKdgB3uee6dOnbj//vsRBIEX\nXniBPXv2cPPNNzNy5Ej69OlDfn6+s/2uXbuwWCzMmDHDJTi7NdH6I/CC/Px8NrwG0x533a4snSiH\n2gfgiWbSAZ8mTaCs2wIy/vyT0aNHk5qaSlxcHCaTyRmUl52dTXl5OTqZsNcS4I4xaQn5ioqK0yJn\n0hNaKjI/Li6OhfePOi0j/U8H+HVfnnjEnljtA+TC2pc/LQTbbD6fU3n+ZkMZZOeD8Fc7n5tfXgZJ\nrOSANR52FcIrN7geqJZ2Kjvebc5Z3h6Wt3eZv9pFfU9kzUjnHOWJy7252MlhbuVCjxq+nGXOk4DP\nyoK/S+GRnfDZJzDzSTivF/RPg/SOn/k0nuziRbzC100btJ5bUqI9hgScCzGHhUX+zMxmMxGNrHXQ\nchbOIUOGADBz5kz69+9PVFQUgwYNYtasWSxatIjFi+2WhV69egGQkZFBp06dTkmdEW84rYV7eXk5\nSVd256o7obS76z5fgjrAN6HuCS4viWwiaV9W5YyINBqNTvKC1NRUEhISqK2t5eCxGj7ILuV141xu\ninvZRbPfUCywoVhgSDSq/jMHamtrNYsctCa8Eoso4Es53F9++QW++MbZ3/+E/AlgTTocyXbZFGWR\n6GMyU1QhcqzIQlZeLRm51WRmZpKZmcmRI0c4duyY27Oqr6+nvLycvLw8jhw54lzAmkwm5/cRbpEw\nnyiRkzfBLBOgbt+KMqoe93dSdcKXnVPtnUsrTCPAEkcVdXBzCgxyz6v2NE5oEtJBE4G7cux/Muxi\nLaHmK733qwE1zViJZezgWs722I+y9rsS+/6EZUthz2748Sp44Ve4bTR06Wr3/viKu/NHE0UI+7o9\n4R7jofzdJhGO5sGnZ3l8P6xW60nRlm+66SZsNhsFBQXMmzeP8PBwvv32W0pL7Tdr/PjxVFZWEhsb\ny9ixY5EkibPP9nyfTxVOW597bW0tUYO7wIWxjHhE3byolgonrymshMdgGBX/nebqr6iYivwCzZJ+\nBoPBSXGYCrQ15bGnSiQrK4sfaw7QLySLy8JGsEPaCNS5HKuMAXCUIDwd4RirL6tki8Xi9Tq6d+/O\n0b59ST5N8/RbHZJEqASxVok4i5Voq0SU1UaUVSLcaiPCKhEq2QiRbBy7/kaM9QHE5pRiA64QAp2l\nMG2BNkJDQzEYDOh0OpdJsby8nCNHjhAYGEhCQgI5OTno9XqCgoIIDQ0lPj4enU5HbW0tRUVF5Ofn\nk9XI4V0leiaF8gQ3bgYv2S4eKxn6qL271VPQwOvF99ObUjDoYOQ3cMDmDGe36eNdORd9CPZzU0zE\nOiDAGVymhFLQKqs7KqG2rU60YJNsBEuBfJj4kbNfTxp60ETIfw6qH4JHd8HCSyG+GIanNjb41T8l\nK7C+K9tLH+Md2jO3vTthjCauGQQBItTX2/mAcZ+bJUk6qT7u+Ph4Hn/8caZPn+7kk58/fz45OTn0\n69ePvXv30rVrV8Dumz8dcFoKd4vFQvCQTpBg5ONXMpzRo/JUDMdL6Y/pyivxhAJy4SWfeDrXmBES\ntX1WjmOdyJ5MUuP5Q8PhL0sC4VXDSW5YxNrCRGowcxuHEC0/2H1hsfacYV+03daGVkCiElplFOXY\nunUrXbt2JTk5+f9MfIEkSUiShMVioaGhAavVisViwWKx2Ol4rVasVqtPzzoDe0CiKIoEBASwgAYq\nAgTydAH8FSRSohMo0omUBIhIm/dCXCy2y71UFVMgMjKSyMhIJyd3UlKSas6u0Wh0Fkuqra3l2LFj\nCIJAeXk5kZGRfp3TBX5o7x73e+Cpl29XXUQqztGVBA5TCJGBsPwKe55XY7S2VypcH1Gn30uY+Xqq\njJt9at+cqP224UvZbEmhMW5PU7DbbLB5I/SbB/1TYN+tMK8PdAi3/8mhZAn1NN7tQWdhxcbrbXvw\nlzHQN7Itx4JtwmMwoD/ccpNqM0mSTroSVFJS4iz3mpyczEcffcTevXspKiri+++/Z8yYMSxbtoxV\nq1Yxf/58zYj+U4XTUrjrR3WhF8d5fImd8MGB5jIkyaHK0KWcUOTBGyp55akr0zkwsCm6z1/WLYuu\ngNLGalRjC9OIlUK5mV4kVv4H0RbM7pLlxOovd/LV19fXexWMpxr+suCZzWav19CvXz/n6vdMRkND\nA5mZmc7fcoHs+AsKCnJWrtLpdAQEBPhtVnxV9n/lszg63B7t21yEh4f77A4yGo106NCBw4cPc/z4\nccxms2qRI7+hFbHvi+BsFAreFp/e3mNREuhPF56l0Ze86jD8ugzb1Cddx6Q8twaUleAcKA3+gKTK\n56kybtbUqL3Ndd7cj5UStCv70CnclbDZYP0r0H84/Po5XLweDoyyK809NJQoXzX3aCmE8tpBLOzS\nHYso+s+iuWA2HD0ODQ0IFHJ2bT2TimsYEhiMXq8/Je5LURT54IMP+OCDDwCYPHkyRUVFhIeHc/bZ\nZxMXF8ePP/7ImDFjOH78OO3atTup4/E6Xl8aCYIQIAjC74IgfN74O1oQhK8EQfhXEIQvBUGIlLV9\nXxCEPwRBGNL4u4MgCJIgCJNkbd4UBGGs1vkMW7N47H3QK2SBL4Lc7xWtD6Y55Us4KqUT/+3QQ3Wf\nL1COsVis5rrEqZzfeSLndbmbozF306FDB6KiojAajRw/ftzpF83MzCQ3N5eSkhLMZrPf525J+BPB\nX19fj8GgTl7jwMqVKzl+/LiL7/NMNM/r9Xpn/EVqaiodOnSgffv2JCcnk5iYSFxcHFFRUYSFhWE0\nGtHr9SfsL1QGve3bt4+tW7e20BV5h06no2vXrnTq1Inq6mq/rU5qdRsAbVa5FoCSNU+J3lJ71vIA\n69jDYdFeOIT7u1M5brLL8S0xPklXjGDTLnKixt2uliqnhSHRMPxZiDtcjc7SxOFdVQolebDsKaj+\nAkZdBkOSYakOkkLsgl0LWgsVtTn4eW7mcTZgaXzPfXbpOe5lcDA8+wIcOARAcoNErj6AqKgoAgMD\nCQ0N9alIzIkgKioKm83Ghg32FL/XX38dsOfWT5kyhczMTBISEvjyyy9bXbCD75r7FGA/TRmGjwNf\n2Wy2+YIgzGj8/bggCGcDOcB9wGpwliMqBCYLgvCuzWZrADxyVbbpBMZQMRV/7wAAIABJREFU9X1a\nAl5J8uCA3BTvprX7+BG6rjIfZd2OJdxzxxDPF6GicaQdUh+z8sMcEm1fJTpMpHJIkkRdXR3V1dW8\nk5dNhCRxuWBfBel0Ome9Ym+CVGsy1ZxkTxANDQ1ex3TTTTfRuXNnbDLf2f8V8/ypxiWXXHLKS06K\nokhgYCBhYWGUlZURExPj9Ri1wEw3djlvmrEXbV5Ne3fwT6jVaBA7vcnzh74limDG8n5TFTsACc46\n6yxX8iovxZwcUGq5Spfir+W5GM0Xsql0D+B7WVVvkPcR8/syYrpN5OdjT1GQZRfs50fBO7MhKsqe\n7OApE8kbtGrEG9Dzd7enXNpqWlW0nuXKd2Ddp0jnX0GnoDwGV9UREhJySqlebTYb8fHxXHjhhezZ\ns4exY8dyyy238N///pfZs2ezbNkyiouLGTt2LAsXLmxVQhuvwl0QhLbA9cDzwCONm4cCDvaWD4Dv\nsQt4CxACKGsdFQE/AmOB97yds6bKXpFJTZmRm6y0okS9ae8efe+g/aF2eYt+OfnEXDMY8LByl/v9\n5HSZGlALCEwrHKFKfCOKIsHBwQQHBzOFpkWHNSAWs9lMdXW1Gz++TqfDaDQSGhqqycksx8kQqL4E\nBi5cuJB+/fp5bPM/+IaCggJWrVrFJZdc4r1xCyM6Oprc3Fxiw62ai0cXKL4NuStM1XyrlX7mR0qc\no5CNEhea6nm8sIpliZexqfBR9wNDdBzbtx19aaY9D9uLi8Af4VwaspyY6gkMTGoS7r4WZlE7l/xY\nmw2Om6Bw725e/UPk0ofAaoFFMxqF+V7fTexKbCrVmHNlzyAwuxTdwUn22vOKDAWfIYpM+mU/5TeW\nkxUcQIz11JZWrq2tdWO/++qrr/jqq6+4/PLLWbNmDStWrEAURS655BKuvPJKNm/e3GqFsHzR3F8F\npuFaQC/BZrMVNP6/AEgAsNlsBwRB0AE/AMovYz6wRRCE972dMD8wgr3fV3D+QPX9jpc4He8pbr5G\nk6pBWTNdaChEfP5lJox7gJUqvNiaE5HKBKCltfsKNepco9GoappyaPpFRUVOoZ+BvTZxobHQqemL\njb6w1kBtbS0PP/wwQUEqNTD/B7+RmprK0KGei/ScLOh0OiRJIrnegoCXyVslvS3tkLuAB5Ua745v\ny48oeW+YUlzNHSlR9lK1jqEr+eiff4U349ox6f5btDuSHaOlCSuFab3+EHGid2uHP6ivg8Vvw/U3\nwq374evv4YGf+lHfxcTE/vtc2nrT2OUkPB4XAvLnIEl0rbfyYd1HvM0d3McKz5YOT4slQeDNJyfy\n5itzsc15ieWU+xzQ2xIICgpi9erVxMXFERoayu+//84TTzxBeXk5a9asAexKjGOOveiii+jVqxfb\nt29vFaXFo3AXBOEGoNBms/0uCMKVam1sNptNEASb7PdUjXZHBEH4Gbjd26CWTn+FRUvu1RTuSvjr\nZ3dOImhPBlqFLjYOv4UePXqoHuMUuCovrpZVwbFQUVv9yklttOhrlSbMuoAENpXC8NimVa3BYFA1\niZvNZsrLyykqKsJqtTq3BwQEYDQaCQkJwWg0nhK2pfLyclauXMnAgT4+9P/BK9544w2uuuoqZ2Dm\nqcQViUZeO1bByJQoJMf7o6ZZ+xogh/pi203AezjOl+C6ZUKprAa9BmY+zMBM34IVN5XCkEUywbm8\nvXNfEPZ8d3lK7+9l5ewvTMGiy8YbtALviothhxVeGAOfrYTXcyA2Fnb8bM/g63vpeooLHwUecgpq\nTcG+vD3claMp2FUtC7LnOUa6mGs5m1CupIJa9za+Lsga2zXEdkafEIdYm4dXLbGFIYoit912m/P3\nxRdfzPjx49m/fz89e/Zk27ZtLnFQU6ZMYcyYMSxYsICqqiquu+66UzteL/svBYYKgnAE+AgYKAjC\nh0CBIAiJAIIgJIG35bkTc4EZgMfZxmg08vdOOPSbfeWpVYbQsa3ZJDVe/HRK7Ny5kxUrVviX6uNj\nrWR/FyhawShBIe0Z3q69yhHuCAoKoqamhnbt2rkEgCUlJaHT6SgtLXWy7mVmZpKVlUVBQYFPAVP+\nBsKJosiDDz7o1zH/gzZ0Oh1Tp06ltrbWe+OTgGPZk1lWv47XDv1o36D81jxYsxz7Pb1DTp+5nyln\n3uh7rzaE8dKxckRJ0rQGmIVoeoy5HfwIaFXVdGVsdQ7hWm5cS7TpLrem8nujNRdu3ggZGXD3GMj5\nB956we5Hf24eGAx2wR40EcIfzcJ2OBrHJ+xRY28k3PFWEU4rwK8nbZjDRlazm3tY7nqQ3L3i6TnK\n6H51Oh30vZCoiTM4pg84LWJyevToQXZ2Nv3792fw4MHO7ZIksXbtWrp06cINN9zA2rVrPfTS8vCo\nudtstieAJwAEQbgCeMxms40RBGE+dv/5i43/furLyWw220FBEPYDNwK7tdpdddVVmG8fw8bnPuS6\nIfD1D5AwF85R54yxC3h887eDvdgBQPqcdHuQm8bqUbnSb9euHY888ohqW0/wxCCl5VPzFj8gNBRi\nm2xPNxIeSqOuezocSrN/jMvbs6FYcNHetaBWHjEwMJDo6Gi3msj19fVUV1c7tX1bYw1vURQxGAzO\n4BZlf1ar1av2mJWVxdatW+nTp4/XMf8PvmHNmjV069atWVWy/IVT2Mq+pc3iPvpKHRl78EM+UFMj\nVLRtNwGvVeK4OXXdNc4pR3JyMtuKspl/vJLHktUX8YGBgbB+Oey4D9ppRP5qQcFOJ0fQRBiwaAd7\nDz3gsl1rDlifA5fqYMN6+DDCHqfUJhn+u9m1ZKya8DYW/oV54TUY+cKz5q4Yn1etXTHmBMI5QD4H\nxHz3Rspn4WvMRNdU+t02kj91wik1y3uCg/MBoLS0lNLSUvr27cvAgQPJy8sDYNSoUZSXl/PAAw9o\nddOi8Nfe6pAWLwBXCYLwLzCw8bcvx4E9MK+tp8axsbHkPPM8f/8FEw+CqQGE5+CBs+CnXZA1GgLG\n41zxBk30HrjiEJbDn8a5YnZu15golC/N2LFj3QSXUoP250VzjNlTFSzHdgddrRr/vHy1bF4EZlOO\n85iWhEPot23blo4dOzo1/bZt22IwGKisrCQ7O5vMzEyW5ZRy5MgRjh8/TklJiddguqioKG699dYW\nHe//77jvvvtOiUtF2D/CPXC0cXJ+lv9yNT2b52NtAbh9mz6YgT+PNBJvUVimlEFgX30Hu4ua9sm0\nT+Uc4CIEl7tb1TbMcS0sYxPMiJI900Ep2G02ePMHWPsRlG22/5v2CwzbBvfvgV7na9eClyP+l7co\n69kUM+A4t3wcLYEGJDrgRxyBirXELXsiOBjj3wf4Ys68lhpmi6C0tJTDhw9TV1dHamoq3bp149Ch\nQ9x+e5Mn+sEHH2TevHlOxehkQjgVJ/EHgiDYHGO6YoDAowYY2sG+L6cKQt+GO8+G1y6D5evCeUwX\nTujYo+hEV+Y6NcgryUFTe0+Rno4XS5Ik9uzZw3nnnYdBrHDuU0sdc5r8VCYuX030yjrN8ojYINF+\nf8ySoHm9zmt9u+n5Kle5kiSRnZ1Nx47+l0j0BRaLherqakpLSwkODiYxMVGz7ccff0xNTQ1jx2rS\nH5yWUNMcMjMznQUsWhNz585lwIABJzVi3tO77sAy6S7uFpc3+xxq8SZOS4EcWlq+Crylgi7PKeWu\n9h40BqsV3h8BVyapsuE5xpcen+467zT6sOVQasPhNcPRW9tQEvamfX8NHPkLxAA7ycyds+DYIZh9\nh7vGvWFO07evrEKnRMbwFXT89B4a3mjKrPE1Dc7Rt8eKnECcFMZrjGS0qJIk5aXojie8c+AoD8YY\nQKfDFt+6xFfl5eUUFxc75zjHgtpsNvP++++TmJjI8OHDXY6ZNm0aL774YovEwwiCgM1mc+votC0c\nY7PZyDgEPaNwrnbbh0H0dNh4PaRuaEcbIQBrp1dIXRxArQU+Xmtf2YK2KcuxMt0wx8NCQOUF27x5\nM7NmzSIoSJs/uyWKnSjH7fjt+NcxZmH/CNUPS1li0VHOVk0ImUymkxqdrtPpiIyM1Izil6Njx44M\nGuQfVWprweeyq62MYcOGERUVdfJP5M1fauxMstT8cajd5xMxxXp7brEWC7W1/2jut+nj7Xm6G3PA\n5F6L3GP/KoJdWYmt0vApDUU9qamCt6dCTSVsWQodz4bJi+CBvnbBrgb5QkLuy1dD+JHvKTl3tNd2\nvkC0xCJK7i6KjsRiVqvX7itNr7JEdyOChDx4fTHLNu/UPNRRadNbOe/mory8nMOHD2MymUhNTaVN\nmzZudRomTJjgFOxyOtqXXnqJO+64wyWQuaVx2gr3nJwcGkrtQry+y1vU79joYtIS785l3FkfEhYQ\nzP6gJCrrYe0PcOwwpN2fAiYLafvt5fq0AlAc8KUU7NbuHbG99ZJzm1aajhYcwSaeAmOURDxqC5Qh\n0XZzu1ZZWwcMB9LYMMez28FkMp0Sf2x9fb1X4f7DDz+4ULb+DyeO33//nb179578Eylrvit+r48w\n8j5jCZSayf3dgqZ7X6oZXlNpZjdZqsc7v/vABJi7ChpOLAhULthtNvj8Haitkbhz+JMItgDOuxLC\n42Dqu6APglAvsbz+COmYvSuoTG1aUPtzrLytKIVjK15LfWE6ouSqQAYSYOflV0ItiE6DrKiuu6yy\np/yY2TPp0qWLs0KbA86Ft+wdbMnFeEVFBRkZGVRXV5OamkpycrKb+6ukpISNGzc6f9911100NDSQ\nnZ1NTEwMsbGxrF692lmE6WTgtBXuO3fu5LJE3M0WjQK+fkfTjQu9+yiRy+Du5yC2Dbw0MRv+LoNX\n/+LfPbBmNfAgBE7QXs26CEs5t3zjC/HFrXfwVXGB23ZfIc9rl5eA9OeDki8E1BYs3qreKTXOuro6\nQkP9DAhqBqxWq9ciCr169Wo1sgd/4FMZ0dMEl19+OR06dDip53Cr9d5oGpfHomyKMLIhpg1pcS/6\n3b/ju/T1ezvRCVyUJG6qrGNzx5EezyE0FELuMcj0nLLm6Zs0L4LDv0NFEcwdDRl7obsBrjDCym0j\nSAy4hUtvsrPGacUUnYh/XJQsCJKFgt73UtRrLNlD3uTg1M8o73yt751IgbQtfQ999EQiI15hLQ9w\ni3QBoiQQIRkZy6UUUGlv68nkrnCDyqG0UEYcfBS9oTO2wAS++OILjhw54tx3Mq1pDqFeVVVFx44d\nadu2rWZMy9ChQxk3bpzz92233cbYsWPZu3cvJSUlFBcXM2PGDADefvvtkzLe07JwDMCO52/nstxI\n9REubw9dYKd+CJc2bHLZZQiB1POApDjoE4exLJs4ERb9BRX1MGhfPKGI9CYf5vg4mJoaHlu6mAd7\n2PmCvZp5lFGgjQE3ngLnfIGaG0GeJ6+Et8wBSZJOWeUib4Fdn332GV26dDnllKknC5IknZJgNk/I\nzs5m165d9O3b95SdUzk5O36HRUp8mFtGjtSJHWKGz/0532G1yHk/cuQ9jdfhsrJYLKzOKWdpdDAF\ngerfhcv3fs1AeHOJ3f/eGDCqFoOwqRSGYxfEFRX2yqXr1kDJWrtwP38gfLwUEhNBbKR52COspE3Z\nm/Rrt8bZj1LAn6gpHSD0yLeUDxxKWOQWot5fS+imHeRe9wpVKf1J/uZJROyVaC2hSQRWH4fl7cmb\nPp66SxMxrDlEuwt6UBy6kPrAA9RzgDEVUdxLP1YxjlAMzCSdv8S8pnuiVQyoEWr3TzmPVXR5idK8\nSoqLi5nz1ETmLHgT01lnEaKv9nq9zVmMV1ZWUlRURGBgIB06dPAYHCxJEjabjR07dvD888+zfv16\nBgwYwMiRI0lJSWHFihV8/PHHREREMG7cOCorKwkLC9Ps70RwWgp3oaGQXvkwWrT7gwNlD7q+8UXY\nqR/isQ+nEI2HQdFw3Qaol2BLbCHWQJi4HQZsh8NGuON8iIvDNVtfJqA7fr2dd1ath7VL3MapCrl5\n0tGXDA5BvMHD4sIbRa6cd1op2G1vpNvT4XLt/j35BCkf1zZbPa0f9mXHlVdeSXJycmsPwyu0gijl\naA3SGDWcc845mEym1h6GXXgaEzk30cLIsnHsaBPRbKF8oqlPtdZwppTl0bu2gavQk2Gr4i3BgtQh\nlsLCQj4PD+KL8CYXkiY7HtjD0ssqoNqELbazyxidQsxmo6YKNt4EFetgy19waTvofzn8oYMLrrIf\n00YhuCWxBtAhSWB8yF1DbwnBDiAZogiN+JKkZ5c5t6VseZiSnreScevHBNTb3x/RUovFEIlwuZ7w\n73eQ+OmTVKf0p9MNX3NuqD2reVMp1IkNLOI7Fks/sJg7mwQ7eF+M+fpOZEzir6iXmG6pAiGEN8IT\nCCnPgvJnPFoH/H1v/BHqDrz00ks88cQTxMXFUVBgt/T+8ccfjB8/noceeogePXqwe/du5s+fz+DB\ng3nmmWd49dVXvfTaPJyWwp2qag5VQO+AlitzKggQFAA3NwaGnx8L4kb4rQ3kxsAzT8IfU9P5uhAe\ni7oZAgOcAv7m+DZsW7zQ3o9GcE9zzPRqEfHKADrlMeBq2ge7kDccsO9zCHYllIsFwZzPMrdWrQOr\n1cqaNWsYNmxYaw/FJ3ibJARBOC0096qqKj7//HOuvvrqVh2HA/uCdDxSdRAOLXendNWa2FX2+Srg\n6+vrqaysxGQyOQOXAgICmBsaQURchNNqdXujubVNmzbMKSxkZYIfQuDagbBtJ8KN4c4xWcQYdP/8\nDL8OBBus2raBq8bCheGwVJbt6aDtUC7OHb8TQw9iqh6IuOhbl/0+C3bHPOAhtz7+5zfIbL8OS9A6\ndOZKZ857zN/riPl7nUtbq85AQ2giBjHLPo7pP7gVEZHPaab8u3wcKL4J9kbBfU5tPdOLzHSrnQml\nEg/1tcAj38KyN1UP81eoV1VVUVhYSGBgICkpKX5ZN4cOHcr8+fPp1KkTRqORHTt20KZNG+f+fv36\n8dJLL9G1a1e+/vprhgzxrKSeCE5Pn/vuXzk/FoLuznV7MQNbKLgm8qP2hK9uz9xiuOR9mFAGXV6F\n71+F93SfwrTdUFkP//zLlzOf4dcSz2xZbr5HDcgD5bQi432Bo6iEvLhEXfd0nz5ogJ6H5nK89lef\nz9dc+FL602Qycc8995w2Gq8WfPb7Ngr31kZSUhKXX355aw+jKQgtKBGMnZtS1pRBeH5A+SyCpUBu\nLK9l/rEKJ6NiXl4eNpuNpKQkJydDSkoKMTExLhN2REQEKSkp5Ofn+/QOunzfOh0bg2KgpJSVK1fy\n22+/2VnKdDqQbHDbcO6bDx16Qt+LXftxfLdazJtRMcupLHPltfAo2B3fvozHwxtEIOmHOeRes8Br\n/wGWOgzlWV5T7BzIpoSx0iVNz/lE5u7G92NSUTXTc/7k+tpXsIqN31iIDu64lQaV+dcfwV5VVUVG\nRgZlZWWkpKTQrl07v92WZ511Ftdffz3dunXjn3/+cRHsAF9++SUDBgxg/fr1BAUF8eyzz/rVvz84\nPYX7zl+4VJ4SfVdO018jlL52T0Q2biQSy9tT3+Utvu+R/f/YO+/wqMr0/X/mTE9vpJEECESaIoKI\nIixtXVxBReLqWlbB9lWw94YFXRvWVcGyFEFsS9BdF2EF29oFsSHFSCAJ6T2TyfQzvz8mZ3Jm5kxJ\nH/ztfV25kpz6zpn3vPf7PO/z3A8ff+OGtXkc/14e6pdg4zuQmA53XljuMfXPmcfc6+fD7efAvqug\nosp7qXA61fIgIyBgAAuqQteNAhjWUUXoYztfaNvzwSPuASYzjB853OX7dBUOhyPsC9LU1MT27dv7\nvC09RcQ51J680z5uTWTtePvtt3E4HAPdFC9+p9IFZJp4Eaz4i3x78WI0+69mhsnKfVWtrNU/yFpx\nEc/wZ4Y6XFydkeMl8qFDhzJo0CCPolwY6HQ60tLSQqaGetvtdmMVE2Hta5A7mAsvvBAsVvbv38+4\nceN47733YPhQ3IuWKJe27IBSYK2cMONvqEB0dWE9tkOdsitwamOpnnoLcaWfhj1WSiOWtzEYwRfW\nFjIm/SIKyOCRypbOHGUlRFAyd+7+ldy7fwujG7/nL6rV/CLU+OzfV3Ccj4cqolrxHfAn9by8vB7F\nIq1fv57Vq1cr1vMwGo18+OGHNDU1sXbtWjIyMrp9n3CITnL/agcnB9M7WVjmtd6nODZHZMn7k77d\nryNJ/+uXeCYCgtCxFqZXc/wN8/jovQ9gdjZUtcMFV8ChMrj7r6iaD0KlgqyiEhQ6b1DyDfGZ/F35\nhbWFLFgqe8kWlmEzl4UVlzg6bi5fDv1LZG3vAaxWK1pZffZg8Bd5ONIRDZa7SqXioosuiop1dwmC\nIGC3d9ZHDzsA71/MBLOdW2tMrC5rZK3+QV7iIk6sfJ/NrS+wMCeJhcIaLhfW8eyguLApl6EQymp3\na9N55ZVXsNlsjBw5EoOpHH7YjX1QAc0P3A7xcTx4zzXe8sqREotcs10pP10lmHHa43yODYpgxO63\nfdMDYHkW6h8+kZJr1pP5+XIG/bA+6GVDqdYFE7MpSi8CAe4W3uE70yY2/PIdKWKIuuuhCL5gBecz\nmW84SGZ6IUUZRQH7jzrqKNatWxeQFhcKZrO5V0k9FPwn+6WlpQwZMqRP7iUhKsk94ZOPmRzq3VhY\nhu7keV0n9nCz2rV5Xt15CVN0R3H4qiyYlQ0zX4GP34W4WJh6Ivy0B+5YxpfflrB8+XLq6+upqqpS\nvnYfwSf6fmEZmx7wrL/L1/QDIvSLF5PcVkypvu9DLmw2W1ihnMOHD7Njx44+b0tvIBLXfLS45QE+\n+ugjmpoiq2DWHzAajbS1+UY1y71cBVYni5Me4yXxItaKi1jDIua3Wvk2RsuVOUkszEvhEmEtjwhb\n2SEcggNX91rb1Go1DocDt9uNKIq89dZb1NTUMHv2bH7++Wf27dtHS0sLn376KSQmwFMPeSauo0fC\n60U+wXfB+omcBMNZwCIgiklodJ7n1e20N78luiF17/DTgbXsqZ/BnsSL0NzzU0gCl8t8+yt8Sgim\n1wHwprCD+/gX/9GcwdaEuuDtVCrdW7CCYTYHGgTeHnN/IGN1LPGoVCp27drFzTff7N0VTGzKbDZT\nUlJCfX19n5P6Dz/8gEqlQhAENm3axLvvvsvbb79NU1MTWVlZfXJPCVEZUHdUInxTC6cPDXFQhO4n\neVQ5BI+2l7br1i5m7vOel8GaUsTMWxqoGhkH8tCRpqW4T++QxJw2l4qKCk4++WQ+++wzvvnmG44/\n/niampqYPXs2Go0Gd45HSt8bRQs9Wn8KVupx0wOBQXdKNe/dYzay9sC+bt+/K3C73TQ2NtLS0oJG\no0Gv16PT6dDr9ej1egRBIC4uzqeaUjQjEossWtzyAPPnz+/V68kHyu5ErScmJnL48GGSkpJwOp20\ntLRgNpu9k6HtGg3XGdWsG34CbQc7iDvLz6LrhRQ4OURRxOFwsGXLFuLj47n++uv5v//7PyorKzGZ\nTGzYsIGMjAweflimZS57DiX5x1IT2+lqDPVclJYOgxVuEQCVqocCJwqxNz+61KQm34FTE5khotS+\nUBMNpXTfYqGWspTzyG5+ijWix2I1Y+MXavib8GHA8QvFKdRlFqJqsfCX6v1cw+toOsY87+TBP4Xu\nD5Pg2KGs2f8N5A/1uZ7KUUubPZaamhrUajW5ubkReRR7ii1btgAQFxdHYaGn3aeffjqLFy/u84Db\nqCT3ncuf5+m7lnjIPRSJhwkaU3qRdMWLsResYIpjsw/BSznz9oIV6JfMA2BfeyyXXnwiXyYVK5Ky\nNz1m8GBvGtf8+fM5ePAgZrOZjz76CIfDgclk4uZBMTBiGKSkwPChXRqg/Nfm5Xr4kqdBTuyKKFhB\nUUuG9xj52mdfIiMjg4yMDJxOJzabDZvNhtVqxWQy4XQ6cbvdfPLJJ2i1Wq9LVaVSodFo0Gg0aLVa\ntFotarUatVrtdZ1KL4ZKpQrY5v93f0MQhKgh9127djFu3Lherx/Q3b5jMBhIS0tj//79GI1GYmNj\nyc7O9lkXfxu/dDIlRBptrwCz2YzVauWLL74gLi6OjRs3csIJJ2A0GklISODBBx9k9OjRzJkzJ+R1\npGcwbNgw7r77bk7KicOdc7R3fyReHnnBFiUCdZcYcDoT0WhaIv58QNCxcdMD8H71z+TXP8jEzEuB\nQAPIH5EQ+2Y/4lUi+ML6M4CPPLMWNyxxz+D3jEYlqnhG+MA7xp7UZuOe2LN4rnoLacTzZ97BLbh9\nxzeZ5oH3OavVvLztGy4XTT7kPtZi5+a6Nuo1FnJyciKKwegpiouL+fjjj9mzZw8AbW1txMbGsm7d\nun5bgoxKcreddxnDFi/hx4bOdBE57AUrgrrk5VatvNPangc9ng6vW7vYZ91dInnp94yO4g67z5zK\nnv0fw9Fdy7+WBtKjj/a86BUVFdzsbOCl97/milwTPPYMzJsDzrkQ/yZMfQnKg5eSDUbaUhU4peI3\nhbWFnXn7kuuq4xi73R5RzmZvQiLr2NjAdbdx48YxYsQIcjo8HC6XC7vd7v0xmUxeqVyJNOXk6b9t\noIlVKo1bVxfCBRkB4uPjGTRoUI+uMXPmTKxWa4+uIUdvTAiTkpKw2+2Iohj083nTS2XKZYq55hFE\n21dVVdHU1MQvv/xCfX09TU1N6HQ6xo8fT2xsLM8884yPW7akpASHwxGSBPyfw1VXXcVrccpryj0R\nr0rPupeK0jWkZ96PMTaMlHAYY8f2PAi1afyJ47mAl9nQsT1cRc1wGThK6+2hDI2i9CIWVV/AdEZy\nNi/yBH/iecNDfLj/75TSyA36Szna9gDtgl35Av7E3uHOd2vT4bLLuPxfr0FxCaNyc9lcZ+M9lZPz\nc/P7hdQB9u7dy5gxY3y2qVQqzGZzj8eEriAqyV2n07Hkrr/yzPq7WIUvmUukbC9YgY55PlWWpEpI\ncnGXgFlpR6R8ONieh4O3ZHPrnf/lyRoZuStUgAqHwYMH42YwXD6qi1oNAAAgAElEQVSOKxy1MPl4\nz45/vAOj7oY/ngBXjIQd9XBaLlhdMCQODIEE7P/S6JfgVdqzjiryfm6fYzvUvSS0tbX1KPCot7Fz\n504SEhK85K5Wq32KzUgBYdL+aIfVakUQhB4PJiUlJT0md0kDe8KECT26Tm8jLS2NQ4cOhTwmmNqd\nF5LFLuvbdrudiooK9u/fj8vl4oMPPmDGjBmUlJQwb948bDYbY8eODXnf7OxsysrKGDp0aMRrsVar\nlVsffgEefVTRYpdXatvcSEBsTzAYjL+QM+RCqj79O8M3nh/+BD9IHgHJ2k5pv4hH+QyrEFjMJdL8\n+WDr7sFSfOWeR+nvxzibv/IeLkHket5kfOpJnNQez7Hk8qxtnTKxh1KyK14MHdUD8ypqOF/UkWNM\nJidnGFf3E6lLGD16dICB8dRTT3HjjTfy2Wefcc455/DVV19hMBiYOXNmn7UjKgPqAK644go2lUCt\n2yM+4V0T7/gydcWLffM6FRBsRhoqEE9KsdMthl/KqjEYlde8eqRhHBfr+Vl0AWiehhdP9qjqjEyE\nRB28tA9i74Cbmj0R+l/P9BS1t/tWEJqb0pny5m8ZzE0h0JrpCFZpb29XtKAHCiNGjGDEiBFB90eS\nThdNMBgM/WYlhMOECRNIT++atd0fVe8EQUClUlFZWdn9VD2zGfY2w7a/wK2z4KNPmT9/PiaTiZKS\nEk4++WRuvfVWzjjjDK6//npGjBgRltjB8/1lZWVRWlpKRUVFRMGRxx13HFdeqVxEpii9yCcSPqyl\nTOexAGpNO9q2aszpR4c+IQjkEe2CO5ZWlMe07tZyD/g8YYynWMss2rDxg1Du3fZ9xfWsFD7hHuGf\nfCoUewttBVxTXnCmo6QuAMOfo66ujgMHDnDtH+fyt/9+yNVYouY9vOKKK5gwYQJ79uwhJSWF0047\njVmzZvXpPaOW3NPS0lhwEbzoakNXvLiTkGWpcNL/QOT5nX658v758uCZSHxqzuDkMXkopCoC3XNP\nBgyW0udQqUCt8kTkJ+ngX9+C6zG4SoBBBvjoaRBU8PstYHYw68EisLt46G34l8zLY9hXiGFfYWfZ\nx+LFnlrY/ql/EVRp6098/PHHPulR/nA4HP0S/PJbRH19Pbt27erWuX0dkzFkyBBiY2M5ePBgSAJ1\nu900NDTQ1NTESy+9xIEDB2DuufDFlbCuGBJ0MCIBpp3ElrdXM27cOBYvXkxSUhKZmcFyakMjNjbW\nqzJWUlIS1p2amprKVVddxb59+yLOse4KkSbMXk3DsT1LXU1ruRWtazA7KfUhTrkQliL8NEbkkCYg\nobQ65Cm/51T/ibaWO7iDTUFvF7CEIXloFIwytXMQy8Wz+fWwGbfbzbBhw7h5cBLt008GY5DBewBg\nNBrZvXt3SCOmtxG15A5w4/W7WeE0YQu2hip1uBCdL9h58gmDRPJeq714Ma3Df09M+dedLihZx+rJ\noOc9N5IAoBEJoBHg9mPBqIEPTgODhg+POwHc8N7LYGsH/rCFwrL58NRucIrs/qlz4AhmfQ20NKoE\nl8vFxIkTSUtLC3qM0+n8H7l3E8OHD+9yMF1XBEB6AkEQSExMJD4+nubmZsCzZGS321m3bh0mk4kz\nzzyThoYGTjzxRLRaLVVVVeTl5cGzj8LQeHh4EqToYWa2RxWul/t1SkoK+fn5uFwufv31V1pbW4Me\n+8ILL/gM3gHPcK2vyJQ/lLZJ6WeiKxGN1S+oLowSnf/1DM5RnOjcxobMN5RPoGua9ZKlHzAxUCBi\nibAfZD6r+AyH4PJul/9YRxUFegIUCs1M3/80a8VF1NX/ndf5hhF58WQky8a1U2ZA4cXefjVQWLNm\nDUcffTQXXXQRdrsdi8XiETkCXnzxxT69d3SM8EEwduxYqqek8dbJ5YEELv87QrlFf7eT/9q7nPDf\nq21hjsovgCXI7DFSeAOBwl1DaX/BChjzAqhVFC36BvRqdj5ZyF/aF8Cbs8AlwuAYaLRx+Y2w5nvg\nmlr46hK48/fw4xX8tL9nRTf6Ajabjc8//zzkMf+z3LsPh8PhycuOMpjNZhwOB6tWrcLhcHDOOeew\nf/9+hg0bhiiKfP7558TExHDttdeSmppKcXExcXFx3HvvvZ6+kD80aP3v3oYgCGRmZjJs2DDq6+uD\nEkZxcTEXXHBBwPbC2kI2PQA2c1m3c9XFDUPRtsoUJbuQCiz/LaXIRro0oAT5OKoUzKuEwtpCxohZ\npBHHFmG3T1skBCthLU0MdKKaG8Tf8/qhRmYzmsT0C7hcWMcuocz73XuNGa2WPX9fO+BueZ1Ox88/\n/8yGDZ7wxSVLlvCvf/2LsWPH9nk55qgmd4DNd63hqR/91Av9rfQO4pdmkf6a6/K/g81MdcWLvdcR\nLy7DmBqH7kU3qmsi13sPh4AIX/+//SEJOvgd4/MyqVSQrIdYLZyTD+lGvnu2kKtGHYbbYsGNZx2/\nsp1HH32UL774giuvvJJff/2VZ555hsbGRr7//ntvqcL+htlsDls8weVy/Y/cu4nk5GQmTpyI0xkY\nQNUfOHjwIHV1dTzxxBPs3r2b0047jZ07dzJq1Ch++OEHPvnkE9xuN9dddx2xsbF88cUXVFdXc9NN\nN9HY2Mjs2bMVleNCTVL7KlZArVYzdOhQ6urqFJcRpk6dyssvv+wtUuPfznDu74B9MgK3ZByNsW5P\nRO20PQ+WZw0U7/kJncNT93FuCqjQe5RxIrxGKO/C5sZOsaxg8HevX8wUlvMf7/+FtYVB9fXl19A5\n8nlWPI/VLKQs44+cZ7ube4R/IgotPsdJkDxPSUlJTJo0aUAFpc4//3yam5upra2lvLycU089lRde\neIGff/65x8Gy4RD15H7iiSeypwnMHWNTsA6n6B4KBdnavXcNv8MDsLkUklON/Ld6mnJQWjfQZ8FJ\n8gmA/EerhZxYT1WcBUPh1FdZv349I0eO5PHHH0ev15OTk8OBAwfYsGEDW7dupbCwkC+//JK//vWv\nHDhwgK1bt3rLHvYVWlpa+OGH0Ck+brf7iAqoC4W+DFILhm+++aZX0+HkcDqdtLe38/7777N//37u\nvvtuvvjiC+bMmcO2bdv4y1/+QnFxMU1NTSQlJXH33XczduxYysrKOP7441m3bh1Dhgzh9NNPJycn\nh+HDh5ORkcGIESO651L1t+B6GYIgkJqaSmVlZcA+o9HIvHnzwvZnJYQau5wbR2F3FhBXuTPsdaTo\n+IrSF6mNe4T01nspP7iGw4deYlBxE3PTQk8y/EldnocfTJEuUgwinl/waMLLA+aC1an/IMZIbsN6\n0kw38bchJ3LhyIkU1d0EQmC6nf8kQ+WoJSsriy+//NITozFAUKlUJCYmMmjQIH755RcAjjrqKPbu\n3ctxxx3Xp/eO+hFz5cqVnDcC4mSGm396R08gidp4LXcgvxFSTnoVfdsbGAaJ9MawKJ/B+wh0BHPB\ny85T7Tk7YHuwe/jkAvtdT+WopdLuYsiQISQmJpKbmwvApEmTAJg1axbNzc384Q9/oLm5mYqKCj75\n5BO2bdvGtGnT2LlzJ3PnzuXAgQOcdNJJNDY2Mnr0aERRJDU1tRtPxWOVz5gxo1vn9heUSoyGUmpT\n2iff1lOVt65izpw5mM1m4uLiunyuy+VCFEV2795NQkIC//73vxk/fjxr1qzhrLPO4pFHHuGWW25h\n69atXHrppRQUFDBs2DCef/55cnJy+OyzzwCYMmUKED6dURAEjEYjhw4diiyjo5fV6iJBSkoKzc3N\nmEwmqqurvZoROp2OrVu3hgwODYcAMZu1eVQ+ch3pz78CSoH+Mi+mnIiF0nZaY96lOW4DhwHBmcKc\nU5u7ZgD5Xdcf4fLZAwgXvMQcDOob4ii76yZy60eicaVzMHUehamlnp0d33M4zQD5+7pnzx5eeOEF\n1q5dG/KcvsJPP/3Eo48+yuTJk1m2bBmrVq1i0aJF/VIBM6rJvb29nWeeuZt/nizbeCU8OBsyFkJ2\nY3ApViVsboS5CkpQcstdvLiMe3fC+r87+OTex3my+BYWS/4NGUnKSdfdkV/ZIwSRpfWxQOSKXB2Q\nCN2/0pY0gfAnF6vVGtQdZDAYyMzM9EYYT5w4EfDIJZrNZqZOnYrJZEKlUlFVVUVpaSkHDx5k3759\n5OTkUFFRwaRJk2hqamL06NG0t7czdOhQXC4XmZmZXrU5OWpqaigpKWHq1KldfWL9AiUL0H9bKCux\nJxZkb9WF//nnnzkjPw1SPAOKfEJRV1eHVqtl586dZGRksG3bNsaOHcvGjRuZMWMGr7zyCueeey5f\nf/01Z5xxBs/rRMpTtHx1ww1ei1sQBK/q1uTJk3vUVvDIwbpcroBymf7wEbPpZwwePJj3D5UwZ9hw\ndDodoihy+PBhPvjgA9asWcOmTb7R4HKis6YEkpO8QpwctsEZOEcZiB/7btg2WS1jcLvVGGN+osZp\nRuvMxab7GQBR08iW5tAKcpEiQEcjAnymG4dbtRNsyvst5mNp+mwJ7rl6EuLWMS77fnYcvJfl9VdD\nozKpB5tcyPv3iSeeSGpqKl9++SUnnXRSxO3tLbz33nts2LCBHTt28MUXX1BQUNBv945qcq+trSUz\nC07ZBn+bBJeMgm2H4aVrwSrC8u0QmMgWHt56xHSWSJSC65yfu7is/DKMmjpmZn9JgnU/23QuTmnz\nFZTx0YnvDvytjVDWh7/UJoFWejhIx5S4S7rl4o6NjSU2NpasrCyOOuqogP0WiwWr1UpdXR3t7e00\nNTVhMpn44osvaG1txWw209zczKBBg3C5XF653rq6OuLi4tizZw+CIJCcnIxGoyExMdFHbjYqIf/O\netIXgkAQBBwOR9jCO3K0t7ejUqk4fPgwer2e3bt383qigRM2bOLYSZOI/+xrVo0Zw/bt25k8eTLf\nffcdU6dOpbKykgkTJpCTk0NmZiY333wzGRkZnHfeeQiCwKWXeqRK5/X6pwyExWLpdwXFrkKv13P6\nyNHe/6W8/ZkzZzJ58mSsVqtiyc+A64TyQC4sozHxUmIrghRVklntjY+cREPl9dRThUZMQ+vWeYld\niQDDGUWhJGm7QuoAl4pTcamqqE98DGplRa1ESG5fRFnz79Fqqxn84b24H63yPpPrLK0siL+Kr8x3\neNusX+KR0O0KSktLKS8vHxByP3z4MPfffz933nlnvy8tqgZaqtMfKpXK7d8m1ff/Je2k6XyzAP5b\nBesEqGiFjCFw3UrPMfIOF2pWGjBD9iP3lxu2YKx9nUs0cZ4qa/eryGt8i1Oc/6RZ6BB/8LOyu2O5\nB7jag1jlgK+r3c9SibjGeId1X1JSQn5+fpfb21tobm7G6XRSU1OD2+3mtddeIzk5mZycHNRqNdXV\n1Wi1WiorK4mJiUGtVuN0OsnOziY+Pt5baEatVhMTE4NOp8NgMHgL0UgCMnq9HrVa3eMXSmkCFVHG\ng4QgpB+gvtZRicxsNqNSqWhubqahoQG73U5CQgKHDx9muQGEX0u4KiWTffv2kZGRwe7duxkyZAjf\nf/89I0aMYN++fRx99NHU1NQwatQo2traWH+oGFtyMrbTZvNOTDppaWnExsZiMBiilkRLS0uJiYmJ\nKOhIyXrvz6wQ1Z6zcY/ZSGlpKVlZWZx33nncfvvt3uUu//4iKUkqKb35u+TtmekcemUpR71+Zsg2\n/HLjW+xOvBAEO4gG1GI8Lk2dIhFLUerByN1/n5zkI42Ol+MF8UIe4z+UCJ7YnUFiPO8YxqB1DaZN\n/xEn5qxGEDqD3jY3wi3VV/Ko7lpW2jfwobDPZ0yX2mPYF5hbH+x737hxI+np6fzud7/rUtt7grVr\n13LppZeyevVqLr744j67T0ehqgArKKotdwnu8b9j4R1w2lPwSwuIbpg8F8691bNfUVddBn/BhmAF\nZQDmDn0AR/xEKL3Ps0NwU51wD081LmcRazzb5JKX3bDYgmlmB0O4yOBILXdRFAfcEk5KSgLw5rVP\nmTKF8ePHK67FiqJIU1MThw4dIiYmBo1GQ11dHQaDgaqqKtRqNSUlJSQkJFBaWkpKSopXsrWkpISs\nrCwqKirIycmhoaGBnJwcGhsbyc7OpqWlhfT0dNra2khLS6OpqYm0tDSam5tJS0ujpaWFlJQUilpb\nKYwHlakNkpN4p9UN8cDuCk8WQpMdErXQbPf832z3CBHVWz3/f7YB0lKhogoGpUHZYcjK4K9lnvb8\n+uuv5OTksGfPHoYPH05NTQ3Dhw+nrq6OT+P0ZNc1cmLeUN4xN6POGESj0cAd8QJ/nzaNlJQUpk+f\nzjBdO1wwF3RakKX+SP3i+u//C80tcOwYxkRZKmQw5ObmUlpailar9faZSNHf6Z7S5N7tdiMIAq++\n+iqlpaW9cu3W352Ayt0ZfS9qDOy/6H30jZ4gMcFpQxhfRmN7jYfYAQQrLsEalIQLawu91SKDWef+\nNTrk54aE33j4yP7tVNNKiVDHtMynuKTJjMtSTItxGRa9J0BQWnWSu/vXGa7jKusj1AttAcSuOCkJ\nMw6npqaSmJgYuu29DCluRCk9sj9wRJA7wKq7nBgf1CC6wRADqVmQGaE2R6SFG6xuNwv2X8bXukxP\nilkH7Lq95Bs/5UN1ErPalSN4IyVZOUIdH/Za8mIJEcJsNkddStn+/fuDqjZJbvqWlhavt6Gra1ZS\n5bn29nYEQaCtrQ2NRkNLSwt6vZ6mpiZiYmIwmUzExMTQ0tJCXFwc8fHxxMfHo9Pp2BUfzwTxABj0\nzHe0QcMKjyparMYTJRSr9YgNxWpAJ3j+j9F4fgaPh5gYGFkABj0cP57qeM9ERqfTeTXopfK38one\nJQ1mWgUVlybH+HymwAmh734J3mPqG6CyGk7u+Xp4f0EQBIYMGcLBgwcBukzwAwEpPmLv3r08++yz\nrFmzJuJzA9zzHR7FuK++o+1PYzg8axn2xDwcQ9PQa/eQv/pKbM+D05mAxTyZWvXugGsGW5Pu7np7\npBa7W5uO3lbNi8Xf8glVJCWfxetNGRS32bje8ldaBAtFet/Ifx+PQMEKxLJGH2L37pN1e+/nU6gx\n4I+ZM2dy3XXXcf755/dKXEg4uN1utm/fzpNPPjlgmT5HDLmr1WouuAfWLgVrOxw1qXNfuKhN6CR4\nnypx/oF1wBvaNLSLOjWPpZlifeKj5Na/zmDxAyqEps6TZAULIkHQYKwIPQBeV30XPAbSParb3cTE\nKBPBQCEtLc0bta8El8vVo4Ay6cWSZu3x8fEAXndvqHv7wOGJEfAQ67TI3PJBvqNMlCdv/sGTjYOe\nINPpCn2c7PhgSzwVYyazw7yDM48Qq12CIAgMGzaMqqoq6uvrvTEf/lDKSBgoCILAhAkTuPbaa2ls\nbCQlpdM0lpOqkt6G0jbbpUYcsRk4RiWRnrUMnb4Mi+UY70RAo2nlv65tXRrJe1KlTo4A4u1AprmS\njQd/oRWB3zOGd5re5Gm+hTYUk6993OsFKxjkcCJafgXBNwBwboqCKx7CEruESy65pNdLHwfDW2+9\nRVtbG4sWLeqX+ynhiCF3l8vFZ+sgdxTojfD6wzD5NNApxazIv+hwg/DCzqC6e50tDFapOaqj0px/\n7nxV0s08Xr+K8wqOUwxwiwTB3PDyAaq33YrS9UqtpSQnJ/fqtXuKH3/8kbPPPjvo/oEoT+sP+XfS\nFwSiWHOgYAUNJhsjbb7iMwEqh/JgS6UgzY5CQcXFxb3e7v6AIAje4MuSkhLFY6KB1P3xxhtvcPbZ\nZ/uQu5xUlYwLL2TiNfEHP6R6yk3EGHeg0x9CEOzExgYJsPNDqFLREsLVcveB37jqf33D8Oe4sKGN\nM+vLqMPEI2zll5H3QvGqgImnkhZ9g0nD+4dqaVKreJYPsY4q8o3Mr/U9vrC48+9Ixsxx48YhjD+G\n8s1b+7TCpN1u59Zbb2XdunUDOnZFvYiNBM0L00hKgmGZcMpF4LRDc4e2SlcCPEJFiN6+sJXz1B25\ntWvzvBWc5qZ47nFm44lsZy+31Zh8lOO6OriE0u6OmNi7kdvrcrkGXI5RDqvVyujRo0PmM0eL9Ky3\nSlpXJIj9jpO+97DfcQdhN1Q+RqLLV12rS8F8HcjOzvYhmXCQV4Xr6+pwvyWo1WpvFbnbbrstqA59\nyNRdv9rpAqDOqiM96zEEwR5wrtK1eiItC52TDrlMbbAx1iBquVKczjrxElYebsaiUnEWK7hEeIVf\nBI9gTSiruii9yLNfFGlsbOSCvCQWW+/iO8Hz+RcsVf48RS0Z3mtHOmYKzjp4v4hcR31Ex3cXFRUV\nuN1upk+f3qf3CYcjhtxpd5GbC/fcB689BA31gkdatQuQOqik0ORd41pYRuv5ZYx6A+KRBZx1ELwX\nBStYJXzGKJuDMRZfoYruDoJ9XaQjmgdnq9Ua1BqTEFXlXhWKYQSUpgxzjj+CutiBWkzEm37scjP9\nEeuqZ/fuwDXZkO3pYR2FvsB2HMRbqge6GUEhr3K3d+9e/v3vf3t2hHiOkvKbfCzyl9cWxTi0snEo\n1OQgEt2PYEQdqV5IjFNkSdJjHkLnAppp55KCCSyy3c2GlFicQqDcq3eM85PTPje+ihfKm7ih+B0e\ns25GPHA1EFgmV3rHgi0FQIR6E1otnHlBj4SGwqG9vb1bglG9jSOG3Pee/grffw9Tp8H294Gh8Vxl\n8WTdBh1gFV6qYB1bUME+Zw6CbL1dgrdzdbg5b8hOYlm1CZWfZnF/Rum6x2zs0v0GUl85GEwmkzdd\nKBiipiKcrC+FJfReuk8jZmLRd4lkFdtlMDB27Fja29tDnhswOPZB7n53oXLUslev5XdmW1R7FJKS\nkhg+fDjHHnssxx57LDt27GCSOBQI/G4iVdhMfX8jlTPvA3ytaX/It0cSg+Rv7Pi3S749QTRwXW0b\n60sbea6ymRqtmoUFE1g08gTeGLkIpxQXo6D9oCS05R6zEfeYjVxTb+agTsN48ngZT4Ej66giFiwN\nbI9UMU5KJZTDXwEyaN+Ij4OP30X/6Xshn093sWPHDt5+++3I1BX7GEcMuY8uv4HWjjoBx4yDos9b\nIFnv09m9L08Yq0Op4z/4Lbwy6bBitSX/l7BZI7A+OYaHqk3ebdFWbU0OtzYdu90ePRZwB8xmMxUV\nFSGPiQZyl3+3EZG6AimGDaBTgCi46U7iolIbDx061DV9eQW9hYHGZ03PM7n6k5DLHdHS1ri4OMxm\nM5WVlZzD8bwmXk5CuydXvStuc1HQYc45AddJnndAKgHr7zqXrukfdd4V+LdrTkIiaa03ktuwnvd1\nsyhvep2LrUu5xHY3G5OMiIKg/LwVil35K2gCVFVVcVW7yKMZ8VwsrPaykT42sMqnJGCjX6LsYQgn\n8+yDpmZ4YxMqRy2iKFJbW0tpaSlms1n5+C5g+/btLF26NCoCl6NrtA+FrYc58yzPn/olHhnZIooi\ndiWFgtsN1x4DGW/lgsq3FKyuQ5NrbgqdAR3Fi/lnwQrmmKyc3Gbjs+QII657CcGEVfxnyPJjTCYT\nRqOxX9sZDhaLhWOOOSbkMdEWJxARFKJ3wwZKBpmMuo0jIK9nFrRbm847EydiMpm6tPYunTvQkOIM\ndqFiCbMGujkR4+yzz2bz5s3cUvAeOlHNdsco8uov4D/Om5iTXh4YUCdfb1+bR8usKdT+6WzSv34O\nw+kfA76BeP4iOCGJPYQGv5zUnc5kvj18KUbHsaRobYxK+iefOZ8EATYF8QZ4gzyDqGcG6/sWi4Xh\nw4fDvnN8d3QsS0if1f85+X/GAIluhXfPB7aHMP7f1Ty5ahMHTzmF+Ph4MjIyqK2tpbq6Gp1OR0ZG\nRrfGnSuuuII777yT6667rsvn9jaOHHJXQXu7X8fuogxhMNRb4dTNEKyWk08Oqiwy+cbhz7GhtAlD\nTDVWfWbvNKabCCeGY7FY+rzEYFfR0tJCY2Po2ZkoilHncZCjK8GcIeWCg1lZZRHMXjsG7lDrkVVV\nVYqywXIoKSJGE0TBjUqkyxkqAwWtVsul1Z48fbvgoi7xUTTOXMaYlwEhUqTW5iECNUsWMuIf8xBE\nJ3SMe/LiMEFJTw7/8tIS+cmI3ulMobHucqrbjkFUtTM67R0+dT7OuLSOA7poQPlbz6G+J7UrMLjN\nKy8rrwUiy2BiX8d+GZGfZLax8PC3fJG2nBlljdyTmUC5LnDcGGV1cL3hrzSV/YpWq/VMLjqQl+eZ\nXJlMJiorK3G5XMTGxpKWlhbxGJSamsrs2bMjOravEb2jph9a7vmc/PxEfjVlMULQwsIyn+CRrhSQ\n8YfFCZ/PB5WuPNAt39GpwNfdWVhbiFUQeDotjicqW1DlBHFR9RPCvUROp7NLGuX9AbvdHpZwogYd\ng0hhceigHvmx/dUmCaEmGpGsuUuIStKUCL2sEUQR9wBPpiNBSkoKDM6CvV9SNP0DAOakl1NVXo/t\nseno+STouQKgbmqB1dk+AXahrPaI0PEcB4nxXM40chvms7uxnRbjJtqSHwUBKkRPA0Iq00mldf09\nAhH0/fb2diorKzu0JwKjouW57UrpgpKuSYGYzlX7PybdMI4SnYZHh5zAc5XN3JqVwP3Vrfxs0KLq\n6MpnNlv4U4uFRrXAw+nxlOZO4vWiD1m/fj0X/XmOT5+XBKxEUaS5uZmyMs/zT0xMJDk5OajuRl1d\nHatXr2bv3r1RkXp6xJB7QkICDVfexMOPvMAqobO8qD+pRyJo478muWY/jEqCc5WE0jpeLP+Xpyi9\niMJi+LRgBfNMVua1WCBN4fxeRjCrKpIBuafVxXobDQ0N/S4J2V14rVoisJDCQJqIdbuqWTcmD01N\nTbhcgYI4RwLkfbtcZ8PsShjA1nQRCfGg9n3vMgYvpXLiyySUBid3AKPqB0z3jyDxoG9ZVyXCm5sC\nJIaO9cg2V3JZYzsjW4oxcyZDEp+jXP9B2MirYHU7CmsLvR6jUGOuj06ErZp/lOxmEWtoG/JU6BvL\n0TEOO50ppLcs5lVxCvW08RL/ZY/9LRji+eyn5XsG4UvyUmaUiI4AACAASURBVHi1tJHbakyMb/6V\n75JGcJn1PqyCE/SeY88bmwtqtWddVgGCIJCSkkJKSgqiKFJXV8fBgwcRBIG0tDSvIJbT6eTqq6/m\njTfe4KyzzuKdd94JGyjcHzhiyB2g4cY7GbvqCS48xczt10EByvrHweBP6psb4dS/wSnnwJQIDQGl\nTnxHZjxvljaRGFtNi7FvLAqfFKUIB/e+EMTpTbjd7sgV4qIFfi7h3ozYDlUXvsuQWVQqRy0MSea9\nqp4HDA00YmNjvVLB0Q6VoxaOPw4e/CtM6VzbFgQrKtFXnMiSehSVqx9CZbejcosIJjPEtlN/9rkk\nLv8QCB1db9hXCAWBa9x2u53a2lpsNhv3qJy8kRTDA6ZVABQZP/AJxJP/rQQpSt1/v8+YGGR8kvry\nsuJtbKCUNiGw9qs0PvsbbKKgo378RbTOnI7qsBWz7g0utO31PVmh8NbTaXEMPryWR4XvIWMFtPo+\nc0YVwA13wu9OhnNCK8kJgkBGRgYZGRneZ1pbW4tWq2XVqlUcOHCAAwcOkJqaGvI6/YkjitxTUlLY\nu7eJZ599lmMmP8Cy9Q7GTvE9pqsVi2pq4EkNTFHYpyteDCd7Xqq5HdusKUWdEogdAgoqRy33Z8bz\ndGUzDO9jd2EX9eTB84JHm9UOnlruTqcz/IFRhK56TMKtX4erL7DGf8FTKSgq1GRPOt5yOafVlwY4\nQVV7zu5WnxooSBXyjhgkJ8JQj4UnWdyioMF1TiId3m8AqkYtI/e2B9HVNSJqNDgyUrFfDJodnloW\nilXjgsAqJlJeXs5/bZ7aBBcO8lRUHCETQFLKqAhJ2oRWswu7VAX8u24mabqbuMf5PRSsoKglI6C+\nvETsC3LzaH5gJCXzzwNBQ8z4bQxOvpgtzWLoMV5G8jtjdewceYXvdulv6Z255VrqYrNxu90RF9XS\n6XRehbvXXnuNffv28dZbb0Wd+ucRRe7gySNdunQp9/zrb4iyYIxISF1JU7myAh59Amw5nS+OVCFO\ncgX5r28VpRdRmFjjc53dRh2/6rXU1dX1WeBadwvTmM3miGpL9zek2fBvGb1OmiGinkMiZzDs+9Vn\nk9wbJK9VEM1Er9FoolKzISjKbgCzkx8+gQUdmwTRSeoP6yib+xw5HyylcfR8hORGdHO/9+xfm4f+\nlB3oKyO/zVAxlcsrW3jV0chUjYHU1FQuNHhibBZjAYfFJ+hSgpKVHulYGhT+1nvxYi4Tp5KhuY8/\nON/1zGiKF0NHN5N046VxdgFw+JVLELWx5L13PRp7K2yKXBegS8jOZMHsBaxcuZKxY8d26dRPPvmE\nG264gU8//TTqiB2OQHKXkFxeT5asLLm07hNuBulP8C+/D+efDF6pYT91KH/Io/T9B8GHBsWyqLyF\nxMTEXk/f6smA297eTkJCdK1Tut1uKisrozoSvqfojWWRGYIeQRQR5Z4XJUs9FOkXrPCUnK1vCL7/\nf+gbFKyAcedxwQRge+fmlL3v4IjL4uD81djiMhDaXTiLxqAxtQUdgyTys8ek4TIm4zQk0zxmAdXF\ng7kRA+sTDeyI1XfmlOPxGChJFkvjYLD19GCQJgNhj+0g+DZ7LO+Kl/MlB5jkfBNGdvZT+b29EfFA\n2UO3odtRQ/Kjt+A6EzQReCvCtkUOv6U1xwcf8O2333b5snfeeSfPPfdc1AYFH3Ej61P/VfH+K+Cw\nQ4pfgaiADudfJasDUse2tUNKJkyfEeKGflrP0OGaksUmyQdwW66N8vJynxSLgYbdbo8KxSQ5Wltb\nGTp0aMjCCk6nMyqXE8KhN9fhBUHAokpBpw0/WfQ6FaV+Lyft9MBoT7c23VvRMNrjM+QQBAGn0xnV\nE0O5V2T1MR9y+82wye/xZuxYSdp3a3DGpNLkWIRp2iSS3/so7LVLznmTmIqdCI52Una/xY7f7eLa\nDk9ipN+h/1gZjKzlxlJ3qsltryjjSl6lRbAEXFcid8nVby1YQeWtgzDus5HZtgQbvl5Tub5JWO9C\niImu0jN64IEHeP311yM2ghobG/npp58444wzIjp+IHDEjZzLzoa4JFj+AUQ87isoJhXWFtLWDGV7\nO2ejId0+Csp1SoO4Xq8nPj6eqqqqCBvX93C73VFHkg6HA5PJFPKYaKgI11UolfTtCdlLRBYJ3GM2\n+lglPoOYWg21dbiDRAYfKcQOYDAYghZliUbEp8JVVysHZaudVvStFWgam3AmJ/oYEcHGo8T9/ya2\nahc5H9+P5u5dXqIL9x2GI3AlSOp3kuSyXLZWDp/tHX2wwOrgV53al9j9rHbp3pZnBSpvaiXpvVWk\n/qvV57PL/44k5qCr0Gq1bNiwgXfeeSfic95//32mT58edenFckTXiB8GLpcLUyO80QaLjlU+xr/z\nhZKkLPkRZpzr+burBF/UkhF0dpieno7FYsFisSju/x88M9/8/PyQx0RV0Zgeorskr9FouhR06N/f\nvbKs+kxWDh9LU1NTl9sQbYiPj+8VqdC+hPw7OD0Ndt0BG6TU57V5nT8d0DS24AphNeqXgGnwCZSd\n+iTt2ROxFvYsricUSYdCJIFzABSsYFabja/aQlv6C5bC5loduw+sJ6X+FWJffQn39/O8uvaSoI3/\nuByJByGgsFOI5SeNRsPevXuDTn79sWXLFv74xz9GdOxA4Ygi96amJhJdAup1geVYA+DnfnFr0wO+\n3NYGT+lYCb0hZSshLy/PW/5xICGKYsRRoP0Jh8MRdvITjXr4XUIvVFVTq9W9llHQ3t5+xGUnKMFo\nNOJwOAa6GUGhNJE7bwTMG4KvB1Cy0tfmoW5qwZUY791lex5czhjqjltEyfzVlCxYR8vIeQza8QI5\nsy4kLf25sOI1PfUadcXSD9gmisxs+JUPvXJygRglZlJy27MMb/iAVv17fHjxfwKK2IRrX1e9EcG0\nJeLi4rjgggt47LHHIrr3+++/z5w5cyJr6ADhiBo5W1tb0QIutxu5szYS4RovpMCjBisrqsZRNDp4\nSU3b86CnTNElPzfFs/YDyulOGo2GlJQUKioqBjSXu62tLSpdR01NTWGfi9PpjDo9/IghkymWTyq7\nuratVqt7TXxmyJAhNDY2kp5+5LjglRBtS0xyBOicdyBBB1PXavlR50ZQ+ZaVPvTMMlzxccQ4v6Td\nNYaGY87HdjAPlcpBgvgJQ/69GLWzs+hPYIZ411BYW6gYgNnV4Dp/17qEgv338RBnsZHvaBR8PSw6\nUc0VTOck8qnDxB79naTb7mZKzgYEQZnYJc38ogeKfOq7S6l50jgshzxlb3MjPsZesPcvMzOTo48+\nOuznBoiJienTsrG9gSOK3IcNG8aITJG19WYuJcwMryO9x9969758LjfEBVYb29yhZyxh0wOwgPDr\nYBA4cKekpNDa2orJZPKqGfU3zGZzVAp+OByOsFZkNFSE6wp8hIYkBBH0iJTgNRpNxLKx4WCz2X4T\nlrsEURSjmuihU0JVr4ctOl9Xuj02g9K/L8cdF4NWV4VFcyyOuExSdr+JtnBn5/qyLKhXcfzphWyH\nYEQtwV/gRm5Q+RtWI8nkc37lTWGHd9sJ4jAuYxoGNGTHr6PFuITr6wuh6Vi+VqswXtNxoEK9EHnR\nLv/PH7G3VYEP/JGWlkZbWxv33Xcf9913n+Ixoijy8MMPM2bMGHbs2MHo0aMjbED/44gid5VKxdPv\n7uCMMyZxxsOA069jKUTH+1vVbm26J6d3wx/ghEFhI0DnpgQndH9BB6WOk5ubS0lJCbGxsQMyENls\ntqgrGAMey33kyJEhj3G5XAPmdehK8ZRg1lpvQKPR9JrlPnjwYBoagqTDHWHQarVYLJaoywIJirV5\nvJw4lTjByK3N22BhGcKGo7GdP4KYXbvJ/fk2NFZZPIQscMxesKJTe0MGbxW4DgVn/0ps/vAZ62TX\nUxoDpW3y2h3+UDoHYCu7+Vx7GtOTt7Gz9inGkE1p/HCWmh6mRmgFM1hzgXp4N/k7XG1TO4vFEKhQ\nF47A/dvflZK6/pg5cyYzZszAZrMFHXvuvvtuwMNHF110Ufdv1seI7mmvAo4//niqTvkzjz0cuM87\nEPsJKIBCZHtWDMR7rEIpuET6UVr36Upnk0OtVpORkUF5eXnkJ/UiorWqmsPhCBuPcCRYZj7oZWKH\n3iV3l8t1xOrL+yMuLi5stkVUQARzxjHUXH4+16TP54rUjiCstXlomluJ2/EjGS+s9yV2OWRLgpGK\nuPh4kKQfOslY/jvUmrW8Vrx//fhg5wDMZBQ6Zz7ZTc+wk1IuEP7OneY7qBFasY4qwjqqU+VT7xxN\njW0cb1U/wrnVf/KOvxLk9+oOaXc1jio9PZ3ly5fz6quvKu4XBMFrdLz77rtdb1A/IvpG/QhQ+ciT\njDz6DYadDcgm7vKa5oq5vh345VALRx0+AWYpy1j6z1olKBH8ggiKxSQkJNDc3ExzczNJSUnhT/j/\nAJGu/Q4UuUda1EXRFS+hF9ylWq2214IyMzMz2b17d69ca6ARHx9Pc3PzQDcjADFOkT+22fhdm41E\ncRHjTKfTeHQlmp0OWs45xIx77qBUn41WpUIELGMK0P1uFyjFlq7N67Ta/YRtukpaofLalQheIlL/\nPHP5BENuYT9YfQOLmMJK1JTTxHT3S7S6rD7mY1G6h9Tlk4s/1BYSxyr+womsYiEqESzVlxKHnlvY\nCKz0egSkNXbvREMWUChfVlCsa58YebrnsmXLqK6uxmq1Kip7Wq1WMjIygk4AogVHJLlnZWVhuuxa\nlqzcCi8qV0LyH5jlX2xSUhLbTzmd3xcc49mgMDBHKtjgM7h3CIIoIScnhwMHDhAXF9dvlvRAR+qH\ngsPhiHqrPFLdeEX0kuqbIAgRp+dEgt+K5a7RaHr1uXQXFouF5uZmb+bH0zj4zqjl8fQ4nrbMY8RS\nvCRtuS2d7ybPpv37PSSiom3qCQiCCZcuHq0lkK3lxO5vtYctcS0b08KNY10Rp5EIfm4KbKvJJ9N8\nJVpXNs8ZKmiIuwWH5hDpwBrCB+hJ+9tGPsVKYCV41BiLryaZGLZoZ3JzdQIIv3qPdy+NPNCvu+9g\nTEwM9913H1dffTUnnHBCwP7Vq1eTnp7OtGnTunX9/sIRSe4ATDsJnvCVDIx0ZvbII49w0UUX+Vr5\nYVyq4SomQehAKUEQyM7Opry8nGHDhkXUzp7CYrFEZUCa2+2mqakpqioo9RjyeI8gg8pAC8UMGjTo\nN7PmPhBwuVy0tLRgMpm8kySNRkNCQgIZGRmoZbUuAOZ2JHrYO/pD3M52Htc6yHa1cb0mgbivdqGx\nLsBlTIKWUp/iMPbP/x2wzi5ZrCHd8xEuDUWaXeQvIGOPGcSOg1eR4T6KNHcjozJXYYz9wXuM0vgo\nufj9rWwg4F0RBQEEaKKd3zm28qLxfkbG6ljVeKu3PaGEbLpaOCwY1q5dy1tvvcXEiRN9hLRuvfVW\nli9fHvXEDkcwuded+HsG7boCRBEEQbFaVzDL6txzz2XIkCG+G4OkhkgdU0LAjLl4Me4xG30KbwRD\nbGwsOp2uT4vLyBGtkfIulwtBEKLecg+FkFa7QvnJaIBarY5qb04w2O122tvbsVgs2O12L7Ha7Xbs\ndnuv13GQYLFYaGlp8WYrqFQqjEYjGRkZyoWY/Jwimxthwdo8T21qwHRiAw+/fIhDgtFrlaucVvTN\nh7w563NT8KyzFxA0Ot5LbvLI8ghIPZyBEswbsKU+jonOy7DedDyCYMasfZ2fjMsAOE4hnjHYdeRR\n74CPmqLP+9Sx3Q4sApZVtfKIuICC9At8ruevc99bxA6e7/rrr79m5syZ3uJWra2tvPDCC1RVVZGZ\n2cfVP3sBRyy5p6WlQUoSFJfAyBGKx8g7jWRVf/XVV6xbt44VK7pYfCMMIl2jzcrKoqSkpE+Ky/jD\nYrFEZSdsaGiIyipKvYooI3aA5ORkGhoaoi5QURRFrFarV9XR4XD4uNwFQUCv12M0GklNTfW+N7W1\ntbS1tZGS0oPwaFkbWltbaW1t9aYLajQa4uPjSU9P7/rzklU9AzBNMqI/sB/R6aTQUc+W0Srsl9+F\nPX4wgrUFFx3rybGeADpd8WJs3xMyWh1QHLNCraGHgrykqyhqaG68ALNpNkfjot2VSFbOVegNNeQQ\nPB+dMPt82t2BcOPmPVkJ/KW1kplN6zAbnkPLNzg6ynCHXZro5nuoUqm4//77eeyxx3jggQdQqVRs\n3ryZadOmReWYqoQjltwBmHgcfPQpCE+iokNb2w/+pHvMMcdw7bXXduk2/iVfgyESt6sgCOTk5PRL\ncRmbzUZFRQXgCcySBkij0TigEfRut7vPJzZ9DXm/kr53n0DOKIRKpcJgMOB0Ovv9+TudTq/1rZRv\nr9VqMRgMJCUlERMTExGZxsXF0dDQ0C1yt1qt3rVyqZa30Whk0KBBPRZOcmvTUdFJlLrixTQtfYaE\nj6spf/ERXqqvp6TNysQX1lP60h3UT7iU9CWrgE4XvuSSD0bKtuehcF8h1AYSu7+FHiDo4gdvRc20\nIj49fCZDHfMBNTFxHzN4yGUYr7FjSS2g+uQHyZ5zech2QaAFHS5d2WeC4p/p1PH/euErzon/iczW\n82m8eTEcFEhILmJuyj9DW/A9IPi4uDiys7O9ehubNm2isLD3vAN9jSOa3L+9814mzvkDDJkAI4Lr\nMstJ9/zzz2fZsmU++4LNHP1nwBKxK7mdupIXbTAYiIuLo6qqiqysrLDHdxcajYb8/Hwfy8hkMnmt\nN/9jDQYDer2emJiYPl2rr66uDps14HQ6o1I2V46BXkPvDuLj42loaOj1fieKotd9brVasdlsPta3\nSqVCr9djMBi8Xqueeg8MBkNEMrTBrPK4uDgGDRrUa8WJ/PuDfgmwsAxxbR6qZDMqh5O8G+/n49Z6\n2tP/zMmNZagaIOXH1z0nrM1DRwfJLSzziU7vjYIpimvewNPVt/Mik2mvvZS0mG3sjr+GP6a1+dzT\n2FCM4LTifHACmrt3KbZtbhg53K6QrFePpANF6UXYgYyU+wDPamx1xVPYt41nzllPo9G0hM0g6Ko6\npCAIzJo1i+nTp1NVVUVjYyMrV66M+PyBxhFN7hMmTGDN8sdZdPOD8MXWsMe73W5WrFjhcel3AXJr\nXXJdyQm+O/rNGRkZlJSUYLFY+lxiVRAEYmJigq6/i6KIzWbDYrHQ3t5OU1OTIvnrdDqv5d8Ty0+t\nVoc9/0gsGnMkkL3RaOx2lLkoil7r22q1BhCrRqNBr9cTFxdHenp6n39/wSYHNpuN5uZm2tvbvZ/V\naDSSlpbWazEo8rTbcN+7sLCM4UUXwnqPy32hOpb3mzdxYOUTJG35CM1az3ikJFbjQ+oypbpQ6+bh\nUJRWxPO1d3Em40kllmJquYd/eQRmrFCU0KY4mRi8/S5Kz1hJDp1r3xFPOvzX1yVr3X9ZQdIl6VCT\nk4+t/ul5w7iBlqEzqT68HA4YmDiygrSMJ3zkaAtrC3tkvefn5zNz5kweeughgC5zx0DiyBo9FbBw\n4UIWffUJXHIN4jubQ1oDW7ZsYcOGDWzYsCH4BcOsuweN+uwGcnNzKS0tJT8/v9fXQG02W8QWiSAI\nXtJWgmSVSeTf3NwckFKlVqu9lpnRaESr1Qb9TBUVFWHX3I/4ojFRioSEBKqrq8nOzlbcLw9es9ls\nPpM8lUqFVqv1EqVer4+Ktfvm5mZMJpN3sqFWq4mPjyc3N7fP+lAoj5/KURsytUwFvKgTWZqtJf2n\nvb3WJvk9/cnf6Uwgpe18YmwnAgL3GffRZLwVp+4g4wA59QWbIGjsrRhr9/BpeSHTnlf+fMGKeIGf\nSuiesyP6TNJzLkysgX2LPcsOsoj5xEMfkbj8IwBah0yj5s/3MDfPs+zqH/jcHYLX6XQcf/zxDB8+\nnCVL+qDebB/iNzF62v72IlOnTuWNN97g/PPPD3rc7NmzOemkk3p8v1A5pv4z+VDueq1WS3JyMpWV\nleTk5PS4XXK0tbX1mkdAEAQMBoNyhHAH5C7ZlpaWAPKXgqL0ej1utzvsxMPpdP6P3GXorSA4rVaL\nw+Ggvr7ea33LLXlpkuYfvBat0Ol0NDY2kpGRQUxMTL8s5YSy1lWO2oBgOsBHkEalUvHoqbWUb30O\n80kziP/2J6Bznd1fsEY6P+g+BcxNgUl7ruMFQzblLVk0uGy49Ns5nHwFCPaAY/VL8JGADYbM/z5M\n2/Fvsrm+iLnBjFiFdXWfuJQIEOz4wtpCivAleAkJpZ/S9OOfqP32YdLOXMrcFKdvdD5dd80DjBw5\nktbWViZPntyl8wYav4nRU6fTMW/ePL766isu+NPvAWUynTZtGmvWrAmwGiPSYlbY1xtITU3l4MGD\ntLW1ERcX1yvXBE95z96IIo4UOp0uJBFIlr/VamXPnj2MGzeOkpKSkMcLghAgMapSqRAEwftbrVZ7\n0+qkv9Vqtc/PkZx2J02SpOcgScg6nU5EUcTlciGKYsQpbhaLhb1795Kfn09ycjJGo/GIfTbgWd46\nfPhwv2rMBytGJd++YKnsBJmErETw37Yu4PCQTKa99i/fiyukv0Xs+hZ1NDeeRVvr72lw6LkANc0x\nj1Gt+yHsqbZIos8Bx/MiiY0bmWS7DXjUZ9/mxo7gvGI8BN8VS9nvWImEvc9XJqEb4FlYm+ed9AzZ\nci3Nw0+h/ODrGGK+Y2vCp5h1X1NYf3qXrXer1eo1kE4//XS+++47pkyZEvlnGmD8Jsi9rKyMe594\nHP7pcbcrvXAWi4Xt27dHRqB+rvlgWsfSsaFmpZHMEvPy8igpKWH48OG9NtA6HI6oKpcqkX9iYiK5\nubnk5+eTn58f9PjDhw+TnJwcMGiLoojT6fSSnPQj3y6RnSiKuN3ubud2S5MClUoVMIkINpGQ2iH9\nKLXT5XJ5reVwFrlKpfKKp2i1Wu99pIwH6SfSCUxdXR1mszkqiwl1B70pz9tV+LzbHVXHwC8QV6Fc\ndPuxKxh/Uza/rnsDZ+L96Oae6d0n5bvLDYsF0s4OArM9D8jGpJPEfJ4VpuBqOh0+/5rMC2/mh9YW\nbq8tpCgMsXdHrz0p5U3KSl5HfUMc0KbYJv/o96AWexDC9X+2ISF5MzpIPunANhKe3IZp2CxiCqeS\n1L6QDWI2f2EVkfaUH3/8kdLSUgBuu+02Hn74Yb799ltqamq8ee/Rjt8EuaempjL9uAl88uzLcPx4\nVDJfjDQD3L59O2+++WaP9IAll5AXfp0y0lx3f6jVatLT0ykvLw8U1+kBotUiO3DgALNnzw55jMvl\nUozYFwShX1zF0uRAPmGQE7RU+MZ/IiF5FOTELwWaSUQsbQMoKSkJOcnpbSQlJfHTTz8xa9asfrtn\nX8NgMNDa2kpCQvCMmX5D8WLmjur4W+ZKt3/+b+8hbZNiEdxg+rAUW+1rqH8ItM69xL6UgOIxm+t1\nJFjO5CXxQgxoqKcNi3YfOXo1SQs90dzBPIvhZGvl2u2hkPn6k1QUPMmQn68IfWA31roDDKIOY0t6\nJort85tECUDiwQ85YdiHbG6ENMscHm1ZyC0R3P/777/n0ksvZdeuXcyaNYuHH34YlUrFf/7zH2bM\nmPE/cu9PxMbGsnXrVv785z/zzxvvhueXBxwzfvx4TjvttKDXCLcmJM2ke6pbHAyJiYm0tLT8f1Fc\nJhIBH5fLNaBr7hJB/9bW/XU6XXSQYC9i0KBBVFZWRsXnkuq3+5BNR4qb5JJPLwbT1Kc4t+YTPp9d\nzTw/slKypi0jhtIw8xJsH+STk+dircPEa/yDFqGj4owDvhbnkQXeimugXKc9FMEHJXaZ6xsgvnIH\n9ZP+D2tlPoamEs95odbsu0HySmNxUE9DkFgE/RIpRe8/6FsuY5rJBkGuIU3c58+fT2lpKUuWLOHZ\nZ5/1xnHcddddPPXUUxx99NEkJiZ26bMMBKLTtOsGDAYD/zymAOLjA/apHLVceOGFlJWFD0ZRLBtL\nYLnEgOOD/N8V5OTkUFdXFyDwEQx2ux2z2UxbW5uP3nU054g7HA7Ky8uJV/ie/BGtnocjGUlJSfzy\nyy8D3YxehU6nG/iCOB3WZSg3t67YQ/D2ghXoKrOouOkKXGJnqq18rV0UdbStPJeDZ7xEyd+XU3fZ\neSQW/4dhmy7icOoiVgqfdBI7nnHJJTTzn9pAz18wxbouueQVyHPwB0upnHFPZOcHI3a/SHoJAWVr\nZVAUElNY/vDHzfyD6+rbFJdx6uvrSU1N5fHHH2fPnj0sXbqU1tbWgHHUaDRiNpvD3isa8NsaPbd9\nBH+YEbi9voH169eTnxPbLbe5HIW1hUE7ZE8hLy4TCQ4dOkRjY6O3mMWhQ4cQRZFDhw5FVE51IOB0\nOoOmYf0PfQ+1Wn1EWB1dhU6ni4pBN8DyVSDFL7RzGbShkdHHT+TrWjCbPYRltRxFdeX9lB9cR9UH\nL+IyJpO78BnyL7uFvNsfJv7BCu+A7U/YhbWFPG9zUlR/TcD95C76zY3KVrt+SdeFcnRtVWjaamgZ\nOsNbKS4kgqydB13O9KtsF+r69oIVHoIPQvJzU8AuuHjKvpaiA/s5ePAgjY2dDyItLY1TTz2VZcuW\nMWbMGDZu3MiZZ54ZcJ1FixZx0003YbVagzcmSvCb8Tk2NTXBnv0wJbBEH9/s4oWvf4b7r4/oWnKh\nhcLizu1F6UV9RuwSpOIy9fX1YQUTNBoNubm53v+bmprYv38/gwcP7tfo4a6gpqYmKkp1HomQB+s5\nHA6foD3pd7hnq1Kp2L17d7+IJ/Un0tLSqK2tHdB+X5Re5EsufsRuL1jBF9q5EOek/HqRzCdeJmvM\nJEoPXEB8fAoaTR0JSf8gNvsr9I93nLSAoITls0wIfMx+buUPrOPLoG2MdE39/7F33uFNlf0b/5w0\nSRfddNJBW2YRFBFRQMEBiAyBuhC1iILK63idL+LCH7Lcg+FCiyBDQUWoCIqyBGUvWYW2tKW7pYXO\nJM35/ZGe9GSnuwXv68rV5pznnOdJ0uZ+vuv+2oP8lx9zNwAAIABJREFU+vA/Xidl7BIi2GLaR90a\nzEvk5EI1Mre9MwaYuTqeifiPWQhBKvOT3q8/OwZQ7dKezMxMqqqqjGqNc+bMYdOmTcZEumHDhlm+\ndldXEhIS2oRX8ZIh982bN8OAfmCtFtvXh1dffZXZqnp8mcky5+Pz4qEZjB6puYy3t3edksf8/Pzw\n8fFp1X94KpWq1XoVWgJarZbMzExjvM8ROUtZ+lJynkqlMsoFS8ccITw8/JLbYLm7uzsdzmoq2CvR\n0sjc0h5D86j2Did/8nii/lnBzuem8civlQaLWgvjzMhXrjdvkZUuwznFebz19hX45G1j60PyUmMb\nCQqg3dXbKMx/hBGBXxgTju3qu9ty0cvHyUrfwPK9lTe5AQzvsx3XvDzPQDLMIiMjyc7OJisri7Cw\nMKKjo/n999/p3bs3Tz31lM3Kqh49ejB48GD+/PPPVhv+hEuI3Ddt2gS3DrKeuPHhp3h80gWUhkQ1\nZ6xuE1dRMzcDaUhzmdZM7ABnz55t1f8QzQ2FQoGfn5+RnJvj89NqtWRnZzd546LmhkqlajmPRPJU\nXD+2ctwK4VRuaU/7yExi/poAF8DzNTsZ7LKWseawaMgiLz+z4gKXau/t9oN3EnKp3KDdCzg98Fv8\nAr5mhL9BIMeC5KXW2GZWub3vWFvE7vofg0PD7usws96NazGbJzQ0lDNnzhhLUqW+I//9r20vb3h4\nOKtWraK4uLhVd7ds3UzgJERR5PONG2DITZZ/JGfS2PvyDPDzNSZn1EUlSf6QH2tquLm54enpSU5O\nTpPP1Zxo165dm9Jnbmq4uLgYQzHNtTELDg5utGYprQkBAQHk5+c3y1zCsTtNJFQtXPIymFjt92UT\n9uhh1GnbAIjxhqVLoI/GSpJbjaod1Lida8jKpuu780Kq0eNmljAmkWTVAudU6BxBWpP0UwEE/bSY\ngh8sk+vkuQFO5zvJNibWLHb579/PtCR5jR1jzNp3t7e3N+np6eTl5dG3b18mT55MdHS0zXsIgkBy\ncjJTpjgoA2xhXBLkXl5eDnkF4OZqcW5TRgl79+41PVgHgpejuRuDhISEUFZW1iaSN5zFyZMnHXac\nq66u/te6b0K4uLhcchnzYMhXcaZLXGNAjFtt4kI2UaSTYCWZzv2mIgJ+KCZ89sdULTAQ08QC8PS0\nTGozb/8qkZityh2AU75xDEieb3xuT2++zrDj9vY9vRGNbyRaTaD1eWRiX7Zg7bz5exKfF8/3Mx1v\nUqQEO82f6x1m0gcEBODn54eLiwuhoaF88803ZGdn271m8ODBzJ8/n+TkZLvjWhKXBLl7enry3uzZ\nMGGKIfW0BqIqiNzcXCZMmGB6QSvuuW2OiIgIMjMzW0yFq7ERGBjoMFtbq9VekpZla0FQUJDdPgFt\nGUqlkqqqqmaZy65olY26a4VYzYVrT1ucf+8ms4HmiXk1neAcJa396anmemrDLbbG2q1nN6vRt1iP\nDHIrOWzrbAo2zzTOKz0k2DOobBG/PHFOkre1Oa7mPVUnTzVuiNQDRjrU45caZwmCwEMPPYSHh4fD\nlsgKhYLffvuNX35x3I20pXBJkDsYYiSTel2NV+SVjIp/hC++Xkdubi67d+9GpVIZ3Ok1u+3mcq03\nBtRqNX5+fhY7ybZK9ocOHXIYE/23I1zTws3NjWPHjrX0MpoE3t7ehsqZZoQJ4dQQsQRzF7HoqsBH\nt9b4PKkIrvCHhK6yQbImMxJJ2bVUZXP8fe45YqiftLCRIOVk6GSjGgD3whPo43S4aa40fU+cMKYE\nbZ5dDXnNn+sZefN6k2ukjYPkKZATvDmkzYytDUZwcDABAQEAxvaujjBhwgTi4uL4559/nBrf3Lhk\nyF0QBBYvXszZs2e555572LhxI7GxsWzevJkPP/yQkydPAm2j57Y5AgICjII1crRF13V4eLhDff+2\n2Mu9LaF9+/atOhGoIfDy8mq2MJacjACniNDjwFF8TxusvaQiQ5Jbe3d48Vt3jp/HaCHLO8TJY8r2\nmlmRPBWdQo+A/e+FpCLryWiOsufNwwRQYxnLENzhVQIvvmiZLW8Hxu9kK7F2Y6nbgJEWc4EpwVuE\nA2Sfh/H12ljLP//8g6urK0VFRUyePNnueuXIy8tr9s2ks7hkyF2Cn58fEyZM4Ntvv+Wnn37i7rvv\nJjU1lZtvvplu3boxZ86cNlkGFBERQVZWltFir6ysbJMEuHv3bqfI3VFc/l/UH97e3hw+fLill9Ek\nUCqVLebVkhNm1QIgMZKdqhGG2vYauPjkU+XdwVT0JTGSd++poJNcPVdGTBJpmbvYTbK/5aTlXuuW\nt9dXvq6QK+yZQ0rW23jhPFXKE/zartruJsQe5NdJeQnSQ4KtcIM174N5roJw7E4TC76kpIQOHTpQ\nVVVFYmKi3bWZY/z48WzevJnTp0/X6brmwCVH7nJs3bqV559/nkWLFpGRkcHSpUv56aef+O9//9vm\nCF6pVBIYGEhmZiYARUVFbVKDvlOnTg7jvTqd7l9yb0L4+vrSoUOHll5Gm4fcC/j9zFqLWKohl0iw\nvzYJMJCjQluGtp0hniu3lDNWB/HA7zVPJGKy4gmQCMqeZVxYcYhO+kDLcTWwqvRmR92trsjzmoVv\n+QRMWrBZkZEFTEVszCBtaqwl1ckhj+3XJ2nQx8fH2Mq1sLCwztf369fPKTnt5sYlS+7V1dX4+voa\n47sKhYK+ffuyYcMGduzYwUsvvdTCK6w7fH19EUWRkpISqqqqWuUflD1cuHCBU6dOOdU0pjk6v12u\n8PLyYt++fS29jCZFS1jvJqRTQ5T9tUnsVI1Ar4DjB76iyj8W1ct7a5vL1NRjX6dQ88mNoE9IN7mH\nZOFL9zZPUjNBzWZiL2kMojaIL7/GJrFb+93eMWpd8pJlbCzlU+i54P4j7Uufs269y1Q+5Rb0mqA1\nxvGSSI1DoR0rXgSpPE5u7Uukb1yPWcVUjx49AJg1a1adEzKHDh3KvffeS25ubp2uawzYM1IvWXLf\nsGEDkZGRFrXDvr6+bNq0iVWrVrFjx44WWl39ERERQU5OTpuMtysUCnr16uVwXEt3hLvU4erqeskJ\n2MihVqupqKhwPLAJYC3221+bhNbnM7wPbSVi0N2WXeMA94cyGbcR9tko05eIz4IsrQjX/MFJriKC\n+sBEo11mzUvuePMwA1jXpS/2/AZ3TR+ezbFeC25C7FasdmvEbrVSwEy0zNyCN1+byeZGNu/9999v\n/N1tw3dW12wLCoWCBQsWNKuxlZmZSUFBAV999ZXtdTXbapoZERERREZa33EGBATw1FNPsWjRomZe\nVcOhUCgICQlpc2EFgPT0dAoKCpwa29qV9toylEolaWlpFBcXt/RSmgQeHh7N0kRGIifJMjbpwS6D\nXglnF8yiytdMGKUmNixZl6tPQHcpz1GmsGbP1Sy3RCXkKi7QjrqXOspj6RKZazovZEvcWQtCt9By\nt4Jzvk/xPnfTSR9YuzkpCXZKZ8Sc2O2q0cnlwc1g7ToTYZ0aIaJ+/frVDmhX9wZjoaGhXHXVVU0u\ngZydnc2BAwdYtGgRO3fu5KGHHrI59pL8BtXr9cydO9eulThx4kR+/vln/vjjj2ZcWePAx8enTVru\nXl5edO3a1fHAf9HkiIuLu2Q3UO3atWsxy12CSdKZAhRVFwl75ota0qoh7qoFtbH6fXth/G+m58F2\ne1ZnkuVsjTGuw0GcXU7q0u/9tUlWy+XM4+J6ZQFDu9zFSuUQXDVxdtckl5qtUytaG4jPizf2tZcI\nPj4v3mSjJG04hGN3moZx+lxV5/n8/PzYt28fKSkpDVm2TRQVFbFmzRoOHjzI1q1bmTVrFqNHj7bL\nA5fkf3d1dTX33Xcfrq6WinUS/Pz8WLVqFQ888ABPPfVUq2gXWRe0RXI/duwYpaWlLb2Mf4HhyyI1\nNbWll9EkaPb+7p0XmlrtMsJUJ0/F7Z+p+P2zmgu3DLRJpklFMPAGSLwJKs2MP8m1LJGeVfe8GbRU\n46GvzVtxZiNgIv5ixVUuJQYaYScJr7KboU5dqTxPhv9DhFx4E4VOJjttI8EOGt61Tm7Bu52IN4m3\ny/MP5OM8fri99gbtPOulYpqWlsbLL79c/4VbgUajYd68eWi1Wnbv3s3w4cPt6t7LcUmS+1dffUVJ\nSYnDcUOHDuXIkSOcP3+euLg4xo4dy2OPPcbixYubYZUNg4uLCxcvXmzpZdQJYWFhNkMl/6J50blz\n50uq5Wtzwii4Aiaxbol8zevBT6xLpNTnZtp/XRPLrUmUk6x26Vr3J+HhLXCgJnJlrXObuVVrK7nu\nBNn84GO4ua0GLDYxMb22Pa0Z+muTjK/L6J2oIXh5Yp081q1XXKDAcwEBZVMs1rymJNgoWOPM+upU\n2lezPosGOzXHpXtVdltD5b1b4O03uP/++w1VEE7I5ZqjZ8+evP32242WyzV37lwyMzMRBAFPT0/m\nzZtXp+svyaylYcOGOZ0t6+fnx9KlSzlw4ACpqank5OTw1ltv4eHhwfjx45t4pfVHQEAARUVFbSpj\nfvfu3f+65VsJKioqOHToEF26dGnppTQZpE5fjQ3zZDATNTUrXdx8ftuOsqgYhcZ2PFYiwlVDIKNU\ndkyyjK2UxdmTob3V70s8KodT6r7ReMyiTaoNaP5cb5XYTWD+OhMjccW2iE+Z62aqSl7mqwpXUBg0\nFqT3zfU/VjYyVrq62YNJb3vz9rLJU2vP+dR8fjWnTd4P319ZtmwHs2fPRoyoX0JiZmYmhw8fZuDA\ngfW6HiAxMRFXV1fi4uJwc3PjxRdfrNd9Ljlyr6io4J577qnz7ql379707t0bgIyMjFYpSiCHu7t7\nszXJaCx07tyZ4ODgll7GvwCio6MvaS0BlUpFZWUlHh72+5vXB9bctRIxGa32ASMh2UDMAct/4MzS\njwhYusbgKpUlyplnhR98FN57B75eYNk7XSJBe5Cs0Qq9goDSx43HnbXa7XVUszbGxEthRsiSZ0Ii\nVn8SWcrD/KI/ik5hanxZuOLtELt5rb81a97E6o5bbfzV6HXpvBBKaq9zOzYOJn8PwLhx49izZ4/N\n+e1h4MCBFBcXs2nTJoYOHer0dVqtlm3btrF69WqefPJJPD09iYqKqtcaJFxybnlXV1cWL17coFKq\n1NRUYmJiGnFVjY+2mAz1xx9/OGwIo9fr22Q+QVuDIAjs3r27pZfRZPDw8GjU/A6J0KWfoirIxGqX\nSFcetwbQq5Wc+WY+Xtt3mxC7PIYuoWoBXNUbpk2HoiJqldacUKsDM5JTWPdcGt3lduLlDq12a5DW\naSdBr0hRRgGlRmK3Wsdu5/oR/oacBvn7ZkHsDtzp8nMmCXYKAa6+EoC9e/c2yHDy8/NzWmCsoKCA\njIwMrr32Wq699lpeffVV4uLiGkzscAmS++uvv85ff/3VoHtkZmaSlJTE+vXruXDhQiOtrPGhVqub\nrX91Y6B3794OO8JpNJrLqiOcIAgtIrjSoUMHOnbs2OzzNhcaM2PemqUuL4NLKjIjKZnCXNGY2xAV\nAsoiS/1x+TVyi3zJV3DqpKXkar16sTv405LLydqKs9uD+WZGDpO69M4LcdOr0GEn0VHegS7R0msh\nvV92O+M5kLY1QeeFJln1Xy0/BFMSABrEIQMGDODHH3+0W4mVnJxMaWkpgwYNwt3dnT/++AMvLy/C\nwsLqPa85Ljm3/IsvvtjgWsNPP/2UtWvX8sEHHzB+/HhmzZrFU0891UgrbDyEh4eTkpKCu7u7Q732\n1oCffvqJYcOG2R1zuTWNkci9uT0xrq6ubNu2jbvvvrtZ520uuLq6NkrGvJzYTUjeRvcyc3eyR9RW\nlMWjCFm01Kar2dzVPv1VOHSw9rk5qdttHlODEf6QXZ5LV8843NyPWcazrcAesVtkymPa3MYIWYnf\nCIA8jDHwq4ngBDZU3Bwp48nui7naXB0ht94FmTa/dwDw1EX4DG788EHEG+pfTXLvvfcSYSVuf/z4\ncRQKBW+99RZTpkzh8OHDTWbMXFKW+/nz5+nZs6dD69ARevTowfTp0/ntt984cuQIM2fObLVynVFR\nUZw7d66ll+EQoihy4403OpSVvRzJvVnLtmrg5+fnlFrgvzCF5I43h61YuLA2EEVlFemzp1Gx40ar\nY8xFaoqL4fvV1s85gjzr3N1jD2UXb3CqtMxRrL0uFr2t92K6/8/c4WbYIJkQcyNp2gNOtZe1BmXs\nfObkPMuj4iCDMMyaNIS/Rte5HE5Cr169uP322zl16hQAJ06c4IcffmD37t38888/LF68mH79+jWp\nl/KSInc3NzcOHz7cqFZQx44d+fjjjxk/fnyrq9HWaDSkpaW1iQYyeXl5HDx40GE8XafTXVbkrlAo\nWsQt365dOzZu3Oh4YBtHQ95bc3lUa1rocqvdgtQSI3E/lYLr6TQuDLkBvav1ja38HklFEBUFd2VA\nuo2cMjkxSmRurZSsnddWNHtlGzgzd7ec0M3JO1FveDiE3KK2h+SpPFjUh4OV3YyHpNi/M0l8cozw\nb7xud2ezK/nq5G4+Td7DSO/HKQi+g00vPEbXvjA9dV2D7r1+/XpKSkp44YUX0Ov1XLx4kYSEBMaN\nG9coa3eES+pb9OWXX6Zbt25MmWJdz7i+uPfee9m4cSNPP/10q6mBLyoqoqioiPDwcIdd1loD3Nzc\nGDRokMNxWq32sqq/bqmYu1Kp5IYbbiA1NZWIiAiTDZVer0ev17f5TZZSqaSqqqpef08mFpucfMx6\njsvr1E0gI9GIGe9RFR1BVUwU7ihQ2AmES0lmx86Day6MqLmNPM7siNgkS92VAnKv96+zG94ZUlcn\nTzVxx1vzDiQVYfLeFVFGGL646ZUW75em80KT2L35c/N5Rpg1hJHem7rWpmu1Wh7qeq3hcw2tWatv\nR7j1GWZvWAd31ul2xnuKosjYsWMpLCxk2rRpdO/enbi4OMcXNyIuGctdFEVeeuklu1q7DcFHH33E\ntm3b+Pbbb5vk/s5Cr9eTlpZGWVkZMTExbYLYAU6dOuWUNKNOp7usOsK1lOUuCAKZmZlUV1dz9uxZ\nMjIyjOvIzc3lzJkzLS7h6giVlZWcPn2anJwcq+9hQzLmzUnC+FxGVtZc5lIfdyNqCDDkc09y/vsw\neqXj/9eqBTB2DRw/VjuPPIFM/ru1RjVGJEaid+9k1TK2ZS3bI3aTzYATNegWSW8KmMsGFjDBYjMg\n9YqXP3c0l0XFQT1d8qIqCDFuteFnzeec/vgzBP5SAgeOOO2av3jxIhcuXGD48OEcPXqU+fPns3v3\nbsLDw1ukAuiSIffc3FwGDx7cZNaGl5cXK1as4IknnuDs2bNNMoczKCgowMPDg4iIiDZVDhcSEkKf\nPn0cjtPr9Zd0/bU5WirmDjB48GDat29PbGwsXl5epKWlkZKSglarJTIykuzs7FalpVBZWcmpU6fI\nzc0lPz+fjIwMIiMjUalUxrUXFxcbib6pNebNSRasZ81rOi+E8o9wKS1H+UV7C0U3a3Bxse2WrwsE\nrYjOw/R7wlpWvNNueKxL00qQxGhsbTh2K1KJdd/G+ZihJi55m655O8TeGPDw8KCoyHKxkSGuvPfe\ne/DQf6Cy0i7B5+bm8s8///D666/z888/s2bNGq6++mp69epFaWkpiYmJLdLoq2373WTQ6XTs2bOn\nSXdI11xzDc8//zwTJkxgy5YtLeK2rKioIDQ0tNnnbSj+/vtvp/7ARVFsU5uWhqKlLHeA06dPExAQ\nwPXXX4+vr69F7oaXlxeZmZl4eHiY/F9JcpjSF+PFixeprq7Gw8ODkJCQRl1jSUkJBQUFKBQKqqur\n6dixI8XFxSgUCiIiIlCr1QQEBBAQEIBOpyMvL4/CwkKUSiVBQUEN79KVPBWxRgRF0ObZLLWylTGv\n+XM9ALoAP5SFluVwcsgJKwToeQYWbIPngkwtYLlbXsqctwgP1BCnW0oVZVe743HI+pyJepjYyP9u\n8ox285asACWe31DS/RX8Jm6CP2uP29s0mNwb5wR9bKGyspKCggLUajVBQUGcPXuWgJwpxs9ZwoQJ\nE/jxxx/p+MZHvPPOOxb3yczMZPv27bi5uZGens67775rwT/BwcG8/PLLrFixgvvuu69+C64nLplv\n0UWLFvHTTz81+TzPP/887u7uvPvuu00+lzVUV1e3Sbd1t27d/pWetQKFQtFi7Xv79u1Lhw4dbJ4P\nDAzE398ftVqNUqk0PhQKBbm5uZw+fZqysjJCQ0OJiYmhvLycyspK4/WlpaUmz+XIyckhOTmZ/Px8\nysrKSE5OJjs722RMXl4eRUVFREdHExERQUxMjPELOSAgwCIkpVQqCQsLIzY2lqCgIPLy8qiuriYj\nI8No2Z8+fZrc3Fzns6BtxNvlsCZGA4YS8/IuanIf9KPozpFowoIpjL/d4npbUCsAM1vFGrFbXUfN\nBsPzYAUVPdysWsCSpS79PCzsMD6sQa4rb3oj6zF9a+1o1wStYVhQNtWuXhYNdixgx/VfJYu5x+fF\nOxSvKSsr4+zZs5w5c4bc3Fx8fHwoLy/n4sWLCIJAB72PaQJl8lQUunzWfDyTd79egLBkEII2D1EU\nOX/+PI8++iiCIJCVlcXYsWN5+umnbRqWUu5Hc+OSIPfq6mrGjh3Lvffe2+RzKRQKZs2axdKlS5t8\nrksJmzZtory8vKWX0erQkpZ7Tk4Ou3btsjvGx8cHPz8//P39jY+AgACio6MJDw83Ws9g0F04d+4c\nOp2OtLQ0CgoKOHfuHLm5htrmvLw8Tp48SXV1NaWlpcTGxiKKIvn5+URHR+Pi4sKZM2fQaDRkZGRQ\nVVVFdHQ0CoXCuKlwFu7u7kRFRREbG4u/vz/h4eHExMQQExNDWVmZw8QrEyU64PsCgcpuskQ2WVMS\nKe6t0/mR838TOHd2ASljl5DWfwUX+/yD968fEPb6uwh6PeVXxVklLWtu5utD4LmV3UyO2dOTN7+P\nOnkqbqc06LzS7F5jDzZd9VLmvRVityoyI+uc5/ofUGgrKO/ziekYMzU+c5hb6vbKBPV6PSUlJaSl\npXHmzBmKiooICgoiNjaWqKgovLy8iIyMpKCgAL1eT0qXRcbPWoxbbVhr8lQ4/yq8cTXtX97GV6nB\ndO+nwP/w/QwZMoSQkBCee+4524uoQUxMDP7+/nz++ecOxzYmLgm3fFZWFnPmzGHNmsYpj3CEPn36\nkJ2dzblz5+xaPo2NysrKNivN2q9fv2Z9r9oKWipbHgzelIZ4DcwtZ7VajZeXF6mpqYSGhhqFlbKz\ns0lOTsbLy4vg4GBjOEChUBAUVEuyQUFB+Pj4kJGRgZeXl8m5+kKhUODp6Wny3FnINwAW2fAnp3I9\nsQyhO+GFowCB3IsVeP36N0EP/h/t4izbTYe8+xkVcaZdZWzFjqsWwB/ZwBcN08ZXgMH6l5FwXWrW\nJZe9uYiNeec7CfL2qiP8MYjYgIEoZR+nd+rvFN/6H06tu8FSIMeM4G2RuvkGQq/XU1xcTElJCXq9\nHjc3N8LCwmx6OhUKBZ06dbJ6blx7EfLuhNwK6OaLIMDKpyGpE8Ss+Jkf3vwZFxfn/3d69OhB586d\nEUWx2b7DLwlyz8/PZ8GCegZg6gEXFxduvvlmfvvtNxISEpp8Pr1eT05ODpWVlYSHhzf5fE2B7777\njueff76ll9Hq4OLi0iIuOzC4zbdu3coVV1zRaPcMCgqyIGV5jogoily4cIGAgACr17u6uhIbG9to\n67EFR6qAcmL/vkBAqQtmbcH/+MTjdtzKDU2lUny6cp3iATJVfzGivYyoDwBYWrRuKWcpmHgX2Qdm\nEvre54YuajZU2JKK4N6SeCAVduXC9YaGS7bK4Ow1htG7dUKPgejt1ZT3EgdauOSlmPxO1QgjCdsi\ndpNYOzLLuvNC1pSYNozym76PwytDIEnvVKzdHBKxu+lV3Nd+FjemF5EmlBqTjRuaD3X8+HF+zXqM\nIXu3Q2Q4+atcOPXAOo50htgfIhknpMMi5+/XqVMnpk+fTvfu3XnggQcatDZncUmQ+6ZNm7juuusa\nPZnHHjp16kR6Y6SzOoGsrCzUanWrb2ZjD8OGDWuwcuCliJaMuYeHhzeoNWV9IAgCkZGNqEhWD6jV\nasrKymy2S5YERy5cuMDvJYfprkpkj9aLqsCrecnbjfOpX9X2BC9xXoNcoXwJQRtEtdtpSm7sh/uf\nC6FzLUlaxJEBuvqAr8HyNCd2a0QvTziToMrXcXH4F7if1thdn0TsvcTavwnzZDvzjnBSvbvd5DaZ\n1S5tQnRRH1C2OpjwafvR3w8Ks25y0muwZrUrqv14Rn8rvYmkGj2/CwJTwn2pcm3Y978oipw8eZLl\ny5dz++23k52djTjtjZqzk5kzXyDhQVh9SzpDAB4XYJHz/7tPPvkkarWa6urqZumf0eZj7mVlZXTr\n1o3Bgwc367xnz55ttsYbGo2G9u3bN8tcTQG9Xs+XX37pUP/+cuwI15Ixd0EQWL58eYvM3ZLw8vIy\nqX+vqqoiLy+P1NRUUlJSjDoS/v7+TOQr+lWv44muA1kW3JHzSkVtkp09i9MsfiyVn7XbX86FIUPQ\ndnzcZGxVWTpJReB2It7U3RzpCR/9Y/f12LLapTmzTnbhZJ+edu9h9SWYscNO1QjjQ44qM0EZc8g3\nIdKmQw8IrnqqPQXSPptnvI9USmcertBUhZObNYPwwq/Jz/+K0+TzIF/yUNdrWerviaYBFTY5OTkU\nFhZy9dVXExISwrXXXst1111nYWG/NFzkwnc/cdduWHlzzWvXO/99FRoayoQJE5pNyrzNW+4FBQX8\n9ddfjBkzplnnTU1NJTo6utnma8vlYXq9ngkTJjgkbq1We1l1hIOWtdx9fHwYMaIe7T3bOLy8vMjO\nzjbWwLu4uODl5WXhzhW0eaDAokTKJiQXu1nr0y1xtboYfhtLybwqiuwnXHBLOUe7TrcZ3fBW4aOG\nsR3Bxt+IM33al+z3ZtR/MuzG2q1Z7XLIE+vR7KHAAAAgAElEQVQkN/3gY1EmvenNId+kjPCHpAIo\niRlCUY87qR4SjDK1gtiHJlL0Rj/O3jKXfUXTTF5PWVAP8jMeQqcLQuFSgq/fKvpdCK41SWs2WXVV\npZPw66+/0rdvX4YOHcrmzZv56aef8PX1ZeTIkTavEQeP4uCmA/Qeej3bX67kPQxhm3HtnfsfXrdu\nHfv27WuW2HubJ/cjR44wefLkZp/3r7/+Yu7cuaxfv77Z525ryMjIYOvWrQ43YJdbu1doWcvdw8OD\nxYsXM2TIkDYvNVsXSNn3zoS5bBJ7TS93qJGM9TSQuabzQtSJpjKqcuxUjYBFOuKu/ZP85zL57Wof\n9EUlgI1MeEFgYu4OvLcBd5meskXsktW7UzXCQMqlSlSuekBPf+2G+vVrl8FYG2/mjjeXx5V+DlIN\n4tzZ8fSq9qSsw3E6TFkI/rOIJBflmKMEHThKdv/nCCx5mTLVVrJHjKfa1RtVaTa+AV/h7iH3XNS2\nkJW0/gVtXp0Ifvny5cTExPDHH3/QoUMHDh06VCeiveqqqzi54xBDhw5l4TlvmNgF0UnHqouLC7Nn\nz2bx4sUEBgY6PWd90Ob/ozMzMxulsX1dIFlaSUlJ/P333/Tr169J53NxceHcuXOEhoa2SQve19eX\nUaNGORx3uXWEA8Nn21KWuyAIJCQktNj8LQlpU+VsUh1Y7+suacEzMR3Nn+vtJodJCWk7GUGA9jYK\nO67Dvepaytx/tTpeIsfc4eBuFtEyJ/akItlaABIjSZRV0Z077UHX6y+wc5clsR8WdlhY7PaEbSYq\nMFjt11pa7NKa38l5kffUUQSe9aayKJmjg15n9BuGkkiN/3qTBD2A0J3vUn3Ls5RevIXQ7XNxvZAB\nQNUdpq/RiOSpte1aHUAURS5evMi6des4d+4cvXv3xsvLi9mzZzt1vTV06dKFHTt2MGTIEMapuiK+\n6ZwlrlAoWL58Od99912TSaUb52rSuzcx8vIMogI9e9Y9ntQQCILAZ599BmAzKacxERUVhbu7e7Ml\n8DU2Dh48yOHDhx2O0+l0l5X0LLSsWx5gy5YtpKWltdj8LQWVSmVTYMcZyGu27UFuJUu/9y+8hpQ7\nlxPS4X9GYje32uVxai9/eP8eMFcplsemrTVikSP6p0DcBznuH2uL1OXH+2uTTKz2+DxDnsA1YR9w\nVenHRBQu5W23duR5zyb8lgdof9f/oVPW9HFPjLTpOQgMeY/IWW/UEruVJL3Kbmuo7Lamtg7dDkpL\nS9myZQu//PILjz32GDfddBMJCQkMGTKEHj162L3WGYSHh7N9+3Y2btzI1KlTnZaRVqlUHDt2rOHq\niQ7Qps2kqqqqFrP0oqOj6dnzJb79trbTjygaNKGDgyEszPAIDYWgIGjoMv39/SkuLm7gqlsGnTp1\nwtvb2+E4nU53WXWEg5Yn99GjR7fpZM36wtPTk4sXL+LhUY868prs73Gvyo4lRoKshN1ayZmk8FYy\n+Hr0ak/yc14Bv3E2iV3qOndXFPRZDcdqCNbEQsdKVnliJDvjRmDSfK5cCSqRr9Gj19cytbz0TSJw\nawTfX5sENaSsPjGVqoOGtblpruRD/T34u/UkvaSCwOB3OFh21mKNUhc3i+YwA6xn+JvDUV97uWu+\ntLSUN998kyeffJJly5bx6aefMmzYsCbxerZv357ff/+d0aNHc//997NkyRKHCqKurq5MnjyZOXPm\n8Oqrr9od2xC0aXJfv369U21EmwLR0dFcvLiCGTNMXTs6HeTlQXY2ZGXB3r2Qm2u561YqISSkdhMQ\nFgaBgWDr70+n07VZ9+mvv/6Kr6+vw8Yxl6Pl3tI4ePAgGo2GIUOGtPRSmhXe3t5kZGTU/cLkqaZK\ndWBMnpNc8hKBmVuo0nmfjqvI9H6OCxy1uL2c2KWfSUVwdBWo1fDMc469BbZq2f864MVVtxayf5Mh\n1mtLZtYc0qZkcM3z8he8yM14n4jK9mhdsviY3zkdNQiSp/Kc61nGPYvhPbHREtZWzF4O+fEkK7Xz\nogiUTIaCQmgfAEXn0fj5csstt7Bq1SrmRQQwMyiIL774wqnX2BB4e3uzYcMG7r//fq699loWL17s\n8LsuJCSkUbwH9tCmyT0wMLBZ3OLWEBERQVZWFjqdzsR7oFTWkrW9z1erNZB+VhacPQu7dkF+Pshz\nq0QRwsNLuf32YioqKtqswtt1113nlB5+W9XNb8sYNGgQ/v5OpFxfYlAqlXXaLEtNYxz1UrcGiRzl\nPcqDQv+PC4VDnbp+hD8MnGogd3lMHbAkUJkHYaLCVD9e+Ut7hr94mMRfT9b5NVR0jib/obvRXuGN\nS5dc/Nt/yoGKEwCczos3bnqkNWg6L0SNIetcKm+TPAoTqY3ZO4K5xf7Pn/DVK+DdHjg1DopFYkPD\n0Gq1vPPoo3z55ZcG0aQpCc1qKLi7u7N69Wq++eYbRowYQUJCAjNmzLDpifT29katVvO///2PefPm\nNcma2iy5Jycnc+zYMe68884WmV+tVhMbG8vnn3/O448/7vgCM6hUEB5ueNjC/v2wb587fn4C/v7+\n9XMhtgKsXLmS0aNHOxx3uXWEaw1IS0tjz549LVJx0lYgEbtksVu4wWtK3+TkLUHebEV+LqVgFPne\ns01c8vY2Dmo1xAVB2gRQL7UUAbJmzZvrwu/X7uQ2sR1qNWis6NmYd4jrE7SRojE+ZHiVoywYT/vC\n+ShvqfU2jHA31OVLazfRtR9gWU4meRQS9TDYTGJWfq15Br4kZVteDnM/gdSjMOhuYEgcVOg4E3of\n71UpSUxMJCUlhU8+MdOsbyYIgsD999/P0KFDeeqpp7jyyiv5/PPPbXqX+/fvz9VXX01lZaWFlHNj\noM1+k3p7ezd5lrojrF27lldeeYWUlJRGv7deL5KYKDJpkouxvWZbxciRI1tclexfWEevXr0YMGBA\nSy+jwZBKouoCFxcXh0l19ix2ay5lawQvR7VSScGcWxFENTrlWatjrJW4ubtD8nio+tq+/LQ1l7zc\n/b5rl4aRI011780z5ftrk4h8ZjcF9/rh8+tFYrffTdTxx/DMMxC7ZE3LreoR/hi9CZrOC/l+Zq0o\nDWBMpLPVYlb+XppvVEb4Q1kZ9L8W9mxTcsOdMPYpIM4XxsfC5ASeeeYZ/vzzTzIzM7nmmmtg0pPM\nmzfP6SS3xkRQUBArV67k7bffZsKECTz++ONcuHDBYpzUTObTTz9tknW0WXJ/9913W9xN3blzZzp0\n6MDFixcb9b55eXlkZeVTXS2ydq1N/Yo2g/nz57f0Ev6FDRQXF7Ns2bKWXkaDYN7BzVlISXV272uF\n2B31ETcnWOPziekUZ4aRk/k+5z0TTerCzWPtUia8/PHBEh/m+w0xvb9cm95KhzbzuPrWrRp69LDu\nrp6oqPU0CNpkQj/OxzfpEatjTXTjZVb7lt0iO5TDiV90NUuXGMZJ50RRRBT1uB0N4ZtT9pXtjARf\nXMWcWXDuYThxHCjXMXkuRHQFccyviHGrjZ97u3btWLduHe+++y6LbxrG119/zYYNG6yuv6lRVVXF\n/PnzGT9+POXl5fTt2xch0zLH4oUXXmDcuHEmiomNhTbrlh89enSraKLi4uLSqLvD0tJSXF1dCQry\nYcEC2LIFnnkG7rgDbrqp0aZpViQkJPyrK99KERkZ2ezqjo2Julrrcnh7e5OVlWVbTERG7PF58VT6\n24+3S7Xb5uVvkpJb1QLYf84Xf5cUxhSHgEJntR+71YS5xEie6zafTG0BYNa8RUpem5gOf1rv+iaR\nvF4PGo2ItzeYG5PyEILfT5vI/N8Ygk8E45Vl6kIf0s6gNjf+QjxrCDau+7ku6RxKncCJixvhQCGT\ngeG3w7hIOD02nUd/7EOxLp+vtbnwO7ibJcpJGfVZD0CYJ3S/CvhUwNsbZinB0wfKeoei02bb/AxU\nKhW33HILYNhMvPTSSxw6dIiePXsyatSoZpO3VqlU7Nq1i99++423336bwMBA/h7/OGzfbjLOw8OD\nZ555hvvuu6/Rk8PbpOX+119/sXr1anx9fVt6KQQHBzfa7lCv11NaWmpSNjZ4MLz/PpSUGEh+//5G\nmarZUF5ezvz583F1tWyB+S8MaMk8A0EQeP/991ts/oZAbrHXR4JUrVZbVQcUtHkIx0xzecxjyhKq\nZCVe5sTeX5tkIPYabMjzx7d8PFEh8/kmZJUxliw9wDaxazovZIfqNm49+w6/u9xkvVZcZrkn6g2E\nfv78B5w//4HJsM2bqxgzxjTGa+4q9/1lCx3/8wpFV95Pypgv0bobFnjkMIxOgIQuhnHSuqv18Olh\ngc3nl3NOVwhqww03/Ax3FsCCo5BccYB8bSYADyTAu4/AmUNQWMPV3yyFjAx4ZCucK4PnvwS8VVRU\nQMoZWPwPrPkuG5/2jvvaAzz44IM8//zzXLx4kddee417773XKDkMBvJvqlpzhUJBUVERHTt25IUX\nXmD58uU2N9GffPIJeXl5aKwlQjQAbdJyj4uL45FHrLuLmhtffPEFAwcOJDQ0lEmTJjXoXjqdDrVa\nbbG7FAQYMwZGjoRly2DlSpgyBWy0Im5VUCqVPPnkky29jFaNlpKfBYMIU1tNprNF6HWVIzW/Vg6J\nRCq7rXHojjcndmPsXUoeU1TTTh9mHGNeC26EFfc6gFJQ8WGXbZToCrhZOALILPgayVtnpGX37tVx\n++215D5RASFHw7hO4cH2Th/hefopmJiOEoja8DT5VyVQ3HUU3pOXMKYbnEuuuXDCH3z5uOH76YNv\nIUJw4QpBxeq7QsDfDQJceT76IFoNcBJiBCUpooFMly6pec/WgncAPDIXugpQWQE/17xdldvghaPf\n88778NavoKqxD+Lz4p3S+1epVMaW3DNmzODhhx9m0KBB/PDDD+zatYs5c+agVCrZuXNnk8heq9Vq\nTp48iaurK9nZ2fTt29fqOEEQ2Lt3L9dddx0RERGNNn+btNwnTpzYarqHhYeHs3HjRqZPn86ePXsa\ndC+tVmu3FEyphIkT4f/+DzZsgFdeMdTTt2acOnWKdevWORzXkgR3OUOtVjN//nyrCT9tEXUldg8P\nDzIyMgwdCSVilyXEyePh5pCXpclJdfCxKGMrVHmP9uHtS3BRFrCt2rrcrHQvc0gE3l+bxI7iH9lR\n/KPJefMEPrnVbgulpSLBwQp6iQMZfCyK8xEvcqDyDJ8XbjAprwNQlhdy0a8Lej3cNcpQ5gvAwSKm\nPgqfrYQPV8OxKTqWaStg6V+IC4/Baxt557p4PrwxnvcHwBnXMLRTYNtoeGEaCDXs0/lqCAyH9ndA\n5xqPQEkJPHcTvP0Q/PcTCKjdEznfyEcGNzc3li1bxujRo+nYsSPvvPMOr732Gq6urka10aaAWq02\negsefPBBqqqqrI6bMWMGixYtatTvwTZnuYuiyLvvvktYWJjjwc2A9PR0EhISKC8vb3A5g06nc8p9\n7eYGTz5p+AdYtMggkPOf/0AriFJYoEOHDtx3330Ox+l0usuuaUxrwdNPP31JhE3qE38PCQmhoKCA\nFSmnaNfBl9LUJ4znzJPczCHVb8sT3IxueDOCBKiq7Eh1cTAKbz+GB563rFm3Avm9d6pGMDxAj654\nHqIoUu3ngk69GPUAw1yaP2ubWJ0//wE9exrcvEeOWBoMJ37uxMQxxQTX8NrO8mOoBCVzsj9nYhX4\nyv4cqg+t52fVMH6/5w7+PrSWrKyaE1cFwKtXcaCbL4O7rUFYDW7VucbNlagKgrjV6PV6Ul88y6ox\nMRxbAY+/Ar1TYXUunM+BR3rCvl+BN/sgZu6joAKeqAlNv/QK9Lyh1oNSH2KXIAgCr7zyCo8++ijt\n27dHEARiY2O56aab2Lx5My+++CLXXutE8X0d4ebmhkajYfz48YwbN441a9ZYcIWbmxsRERFoNJpG\nK4trc5b7+vXrmTlzZqv5MgoODqasrIzZs2c3WONerVbXSXjBxwemTYNHHoH33oMPPgBZSKlVYNu2\nbezcudPhuMux3Wtrwdq1azl+/HhLL6NBqG/GvKDNI9BHz9ygdsw/Y+izbSt73RzyY/21SbWNUGTW\nuhwuygIErwr0QoVdlTlN54XGB9T2UV+mrMbtliJm+/zBsefbkXd/HrmvjDdcZGeDIEcvcSC9xIFk\nHvfCL0jD4GsFmJjO2gu7GO51DaO66Zkty+sproIFnQwu7p1//kWWux+MjYJ1Q+CbwdDNFzovxFUh\nwiKxlthrmrXMnTuXtLQ0HnnkEZ4cWMobr6dwfV+R8XeLxOfF4xcCj75TM9mmc8w9AN2WKAhyh9wi\neP0N2eKdbBTjCIGBgUbP7xVXXEFycjJr1qyhX79+jR73lqBSqVixYgWenp6MHTvWogRTEASGDx/O\npEmTGk2JtM2R+7Bhw5pM0ac+UCgUVFZW0qVLlwbfS1Iz2rVrV50+4OBgg6t+9Gh44w1YvNggg9sa\n0KdPH4YOdazEdTl2hGstmDBhQrN3VmwK1DfODnA08782z5kTsby8CzAVqanJipcTu/T7xeJxlFLM\nEG8/AxlLDxlMCN1zOPtuvR7vZ9OonJ7CuGfTcfHUM9n1IzRvHqLj06/hUmVaymcuXCOHvJ59ogIC\nzqsoD+wBiZHc5nUNkWVHmdkXvjwJD2yGH1Jh+t8w41UDOeXm5sKrveHNa2DYMgPZ1rRelfDnn39S\nVVXFFVdcYUxWi4qKYvPmzXh6ehIdHW0cK8atJj4vnqEJgEoB23LYkwc71cHMv8FgvBhhNk9jwtvb\nm5deeomePXuydu3aJpkDDO/h8uXL8fHx4Y477jBJ7gOD6ukTTzzRaK75Nkfu/fv3p6jIcXej5kJ5\neTl5eXl0aqTstrS0NPr370///v3ZsmVLna6NiYG5c+Gaa+DFF2H16pavkf/uu+84deqUw3EajeZf\n6dkWws6dO/n9999behkNQn2++M1j7Hlc5GefLKtj5WQ9zkqvD4nYv59pIH/pYW69B3vtw+sZ00QZ\nyUqv7L6QfTddz5EXrsDn5RS8nz2Lwk9L6VdhrHwzhm/nRrNobRAZBSkcrJAJZ9VsEORxfz+//3Lk\niJojR9T4+f2XXuJAJiowPgDK1gaSftVkFutKCS74id+9Swn1hL2nIbscxm2ERccMYx8++SH8Ew9X\n+BmJVlQFUe3SHq1Wy8yZMzl16hQLFy4kJyeHTZs24efnx7Rp0+x65CSCZ+8dHL4L1mRH0kVR671M\nKqpJoGsiYgeDgTZ79mymT5/e5Op2SqWSZcuWERAQYEHwLi4ulJeXM2HChEaZS2htzUgEQRBtramy\nshKNRkO7du1alUzpnDlz2LVrFz/99FOD71VRUYGPjw9ffvklr7/+OqNGjeL999+vVwLhtm3w/fcw\nahTUlH42O06dOoWHh4dDTYKsrCy8vLxarFdASyIlJYWYmJgWm9/Zz6g1or6Z8ZJADRjc8PF58axp\nn0Rk0VJyfKajURlSwqWM9qoFBqKxRuwSuVaVGdzxkiiLtVh95ualRDz6EersXCq7LqT0Og8uXudB\ndTsX0EPR6XAqt/qjL6jd6Jpb4wmCyKm8//JwwQ+kr32DmDEz0HReaFSAMxeukYhdCht8o+vI6rz3\nGRaQwJnrP+L00vWkidWkumg5mgKxNc4EHx9YuRrKroQ78+NNrOf9+/fj5ubGO++8w+23346XlxdX\nXnklISEhTn8GcnxfIBje28RIvs9INzbMiffJbVJil6OqqorIyEi2bdtG165dm3QunU7HxIkTyc3N\nZe3atUYF0qqqKkpLS9Hr9bb1F8wgCAKiKFoQROthSCewYcMGnnjiiVZF7ADPPvssJ06cICkpqcH3\ncnFxQalUMmLECPbv38+WLVuYOXNmve51442GGvmyMkON/L59DV5enfHxxx9TWFjocNzl3hGuJasF\nTp48yYoVK1ps/vqiQcReAym2viZoDSPaV5Lp/wihJfMY0i7UOEYidnOyNlrlNVnxtuLoJgpsgkDG\nzOdJ+fwtMl8OJiWmGxnfXknmnGvInHcN5WtCTIjd6voFgdOaLErQIxZ5U3aFZUhQqm+XiH1ecl9c\nj4xk6NF45pwZhlbUMC9lDJo9q1k/uZJ/HtVSWAGJfxmu37YTvjwN5VcZSt2o0JGWVcHKlSt5//33\nOX78OKmpqSxYsIA777yTYcOG1ZvYAca1N8TsqTjLuPYirgqRce3FZiN2MLRivffee/n++++bfC6l\nUsmSJUsIDQ1l1KhRlJeXG9ewbNkyvvzyywbP0aYs9+zsbAIDA1tlbPaXX37hiSee4OjRow3Kdly8\neDGrVq1i06ZNAOTk5DBw4ECee+45Y4OarKwsUlJSGDhwoL1bmaC6Gr75Bo4cgcmToRFSBJzCgQMH\niImJcahQl5qaSmRk5GWZVJeWlkZ4eHiL/V1nZWVRWlraKHkjrR1yV7ytbHiNpgOnUj8mI+Ah9IoS\n43F5Xbp5D3Ipc/572T5cfl9pXOEV9+C5IBOF8iWnatKtxdAnKqDdhY/JOzuTod7+pH72FkFL3TmQ\nPsSiDK6/1xI65z7K3Pxv6YjI60ofDoW9yzD/B7lOuw63AXegMctTkzYjWg3cu3cIH6ePJiwsjL17\n9zJ16lREUWzUeuzWhIULF3L48OFmaz5TXV3NpEmTyMjIYN26dXh6eiKKIkeOHMHf398pb9olYbmP\nGTOGc+fOtfQyrOK2226je/fuDeofrNPpmDNnDq+88orxWEhICJs2beLNN9/k22+/BeC1117j5ptv\n5u2333Y68c7FBR58EN58E3791VAj3xxvpfy12IMoipclsYPhn7MlGlxIKCoq4r333mux+ZsL5qVy\ncmU4OdTqc2T7TCO8aDHo3YxjkooM5C3F1c0t9aoFtfczd99LSXYBz+9qELFL0Ig6yhDRh71L+DwX\nUh/pyMboMg4LO9Bo8klLW0Na2hqWH2nH8aoMjqsCOeEaxngXT24LSEAQBP5Wj0Ye7UsqArd9o4nf\n+Cldc4/y/rh+nLsmkQ4dOjBu3Dhmz55NeHj4JUvsYEhqy8jIaLb5XFxc+PLLL4mKimLEiBGUlZUh\nCAKbNm3ixIkTDbq3XXIXBMFNEIS/BUE4KAjCUUEQZtQc9xcE4VdBEE4JgrBJEARf2TVf1owfUfO8\noyAIekEQnpCNmS8IQkJdFlpYWMiPP/7YqrN6Y2JiGlRKsXLlSjp06MCNN95ocV8pJDFlyhTWrFnD\nrl27WLFiBQkJCQ47W8nh6mqoiX/xRYPa3axZcP58vZfsENOnT6ddu3ZNN8ElAIVC0aJu+cjISB57\n7LEWm78x4KjG3eS8WftWa+50jfoUhZ7z6VP1qvF8fF68sd5avimQ3PYS5OVz0nFpHnls3BZ52zsH\nhtj5NR5dOCZq2awYxN+6ESycFc2Qh7KIjVUAesDA2h922caqqjSiFUoTUR0Jogi7dkJlJbw3ZgDF\nXb7mP7sO0717d7Zs2UJYWBhjx461vZhLDM1N7mAg+MWLFxMbG8vw4cMpLS3l+eefJzk5mby8+vdO\nsOsHFEWxUhCEm0RRLBcEQQnsEARhAxAP/CqK4luCIPwPmAZMEwThCiAdmAwsB6QgdB7wlCAIn4qi\nqAXqHAvYsWMHu3btYu7cuXW9tNmQnp5uQczOQq/XM2vWLD766COr53v16sX27dv57bffuOGGG+jT\npw87duxg/PjxTJs2jQ8+sK1GZQ3e3vC//0FeHnz4oSF55tFHoTE7y+bn5/PWW281aXlJXVBZWUlZ\nWZnFcbn3oy5hKmfGmo+xdk1VVVWTaVw7A4VCwYsvvmgMBbVFiKogm7XutojdGuQkPbjDFtJTHqFq\nAcSfiLepVGfe1cxmDXtiJHS2ObVhiB1Sn6iAarGaZ7M+xbV4CwVe/fAp30uc5/VoKlxZOSuaB18q\nZMGCHJJP+DK2ezKPCTVB9JoSPVfPSM53zsPTxYc1VW50m5HNO488wpIlS1iwIBMvLy9jF8em6DHe\n2tES5A6G/8H33nsPX19fAgMDOX78OCqVyqJcri5wGOQTRbG85lc1oMJAzKMBqYXNEmALBoLXAZ6A\nucJMPrADSADq5bcODQ3ljTfecDywBZGenl7vvuVnzpzh4sWL3HrrrTbHdO3a1SSL08PDg7Fjx/LH\nH3/Ua06AoCCYMQNSUw218rGxBonbxsht8/b2dtot3xwoLy/n/PnzTnWos9T3t16tUJcqBmms+TVu\nbm54eno6fZ/GhoeHBzNmzGix+Z2FlEBnL5HOGWI3j5vbnVPQGslb3qLV5Pqi2q5xcmKvWmA4Jx2T\nrHZbsEfsEo7k/Id9FcncISg4pC1gfep9lFafR1B4IqjasXJCFbff9CC9Q2fxmDoA9bGp6BPS0VbD\nF5/BIL2Gd9In4x/8GoP1v+Hh4cH69QZlu4CAAMcLuMTh7+9vzFiXexx1Ol2T58RIIefKykqio6PZ\nvn0706dP59NPP62X99PhagVBUAD7gVhgviiKuwVBCBZFMbdmSC4QDCCK4okaC38r8JzZrd4CNgiC\nUOc0QFEUmTlzJl9//XWrUaazhoiICD755BP69OlT54z+gIAASktL61zyplKp2Lt3L7/99hu33HJL\nvTX3o6MNNfKHDxtU7/r1gzvvhIYUJuzfv5/vvvvOZsOEuuLECYO+vq+vwdNQ1w2Iv78/RUVFBAQE\ntLqKi5aEQqHg7bffZuHChYSGhjq+oAUgkbSxhM2KDGlDiF3KhpdKsKRj4TrrHcik8VIdtknXuJoW\nrK7/gXE1z+UyshKJyzuxOUPsRdocZuWt4LeYuXR3iyRC343bqlL4rGgVyUWLobqQyMhPqD49gtSi\nCVzIfY3dIwv4UgF9r4NQP3CLz2HWybUk6qGPwuDB+xe1EASB8PBwJk2axLFjx+jSpQuhoaGsX7+e\n1NTUJv3eiIuLM3r2NmzYQHx8PDNnzqz3psLpbHlBEHyAH4CngO2iKPrJzhWJomhVgVkQhI7AOlEU\newqCsAT4FegH7BVFcYmV8eKePXs4fp8aUK4AACAASURBVPw48fHxuLq6cvbsWUpLS+nVq1ddX1+z\norS0lOHDh9OjRw8WLVpUJ6IVRRF3d3eKioqMNY/OQKPRkJiYyPz589Fqtdxxxx1069aNiRMn1uMV\n1GLHDoMIzogRcOutUJ89Q3FxMVlZWcTFxTkc60yt94QJcNttUFxs0NXXai3HCEKtcI+np2EjID18\nfEChuICHh4bOndvzr2ZOLfbv309cXFyrdcXKrXaom2iNtCEQPzazuKnNcJfH0CVyfyTnAWYxlqmK\nbwxqbLK6eAkSsZsk0EmqcxPTLYjdmuXuDLEDqPLmUFW+mS8ingFgi8stJByLQ1RFkVu2BV/fngQE\nTOLc2TlU6fIJcBOZ+hJc0xeGDqt9vRP/MvyDfFadhPqw48S+yw233HKL0TWfnJxsPH7gwAGuuuqq\nZlvH119/zfTp0/H39+fAgQM2E45tZcs7vSUQRbFEEIQ/gGFAriAIIaIo5giCEIohpu4MZgOrMVj2\nNuHp6UlgYCDLli3j5MmT+Pv7k5eXx7x583B1dW01HeHM0a5dO37++WeGDh3KvHnzmDZtmtPXCoJA\nhw4dOHToENdff73T16nVaqZMmcLkyZPZsWMHK1asYMaMGZw6dYrZs2fX52UAMHAgDBgASUnw7LNw\n331QVwN83bp1lJSUOCR3Z5LJNBqIi4MHHnBublGE8nLDRkDaDBQWQnGxN8XF8NZbsGAB/JvrZ8A3\n33zDmDFjuOGGG1p6KVYhqoIMPdadlCE12QzUlL3Jy9ek36sWwAhMhWrAQNqj6MxR/yshcIDxvuZx\nd6knuxFyOVkn9N6dJfaJCjjS7gbeLlzC2pKdHFL04LO8IWgV7biy/ePklm1HozlPUdEvVOry+Sr8\nGco6vscTrxuur6yuEeGR3VM9YCT1SH+65BEREcHvv//OFVdcQVBQkDGpbePGjc1K7g8++CC5ubl8\n/vnn5OTk0KFDhzpdb9dyFwShPaATRbFYEAR3YCMwFxgMFIqiOE8QhGmAryiKVplMbrnXPF8FXAe8\nKori11bGm9S5V1dXM3PmTAYMGMDGjRvp1KkTISEhxMbG0r1791ZZ8z5//nyOHTvGwoV1a3SwYsUK\nXnrpJfbt29eg+FdycjIDBw40aEE3AqqrYflyOHQIHn4Yund37rrs7Gw0Go3DCgeNRkN2drbdcYWF\nhjU0Vmv4jAxYscJQNfAvDEI2wcHB+Lay1oLmJF2XrmDmKnRgvYe6RPQmsfXOC3nj5C/8yEEOKNIt\n7iHB5F5OdHeTLHdnSV3CRAWU6S7ycerNaPRaDmvyEXyux6fai4uqKlxdw8jP/wFNVSZBLp58NfQ8\nw382XPvouzD0QcPv416FLbtF+muTEA+ONDR8+RcmWLx4MY888ghgKEVeuXIl27ZtIzc315hs2FwQ\nRZHrr7+eiooKDh06ZHVMfevcQ4HfBUE4BOwGNomi+DMGgh8iCMIp4Oaa53bXKPt9FuC0zqUgCOTk\n5DBo0CDefvttJk2ahEajQa/Xc9ddd7Fp0yYSExNJS0urU0lYUyIvL4/g4OA6Xzd+/HiioqLY10Ap\nuZKSkkaVEnVxMVjMs2bBzp3w+uuWj7lzYckS2LTJELfPz4dFiz7hn3/+cXh/ZzrClZSYNZJoICIi\nDG79nJzGu2dbxubNm5tFmauukLvi69IVzBaxGzPbzYjYnNgBIvHnEBnQeaGJxW6zfK4eXcvMpWLl\n0Ita0oq/Q1N9gcdPXMs1up8JdPFmXfQbfNRlOxER/8W9wziUynzatx9D9+5L+L5nFveKOiOxA9xi\nJlXeX5uEOnnqv8RuAw8//DCZmZmsXr2ayspKvL29+eKLL3jooYeafS2CIPD000/j6+tb57p3R6Vw\nR4CrrRwvAmyndZuOTQN6yZ4fBpxWK9m/fz/jx483NhVRq9XcfffdgKEpiSiKfPXVVyiVSm644QYS\nExNJSkpi0qRJuLq6tohWeV5eHldeeWW9rlWpVA0OO2RkZDSJTrirq8Fyt4bycsjONpDlqVOwdStU\nVibw++9e/P235Xg3N/D3h4AAUKtFPDzcEEXDMQ8Pyxj/hQuNn/zzxBOG5MFZswzzXs4YOXJkq5f/\nra8UqVwf3po2vDViBxDcO6GvEg2bhKCa+3jK4ulmUA8YCcmRpudkmwhzq90asaecX06UzziSTl3H\nsE5/kFmSxHTfUdzWcSm+imQWRzwLQJg6BsQsVCo/iouP4+2dSj+3B7jjVBRjqms7xc2cbdicx+fF\nG7weiwxlT3DW8Rt3GaNDhw7Ex8czcuRIfv75Z4qKinj88cdJSkpyWvO9sTBmzBgmT57MkiVLmDNn\njtPXtT6fthlKS0u5cOGC1XOSS37KlCmAoVWqQqFg06ZNeHh40K1bNw4fPsysWbOYNWsW58+fr5dF\nXVd89tlniKJolIutKxqD3JtbRcrDw1BGFxtbe+y++17htddeo1s3y3+GykooKjI88vLcKSpyZ8OG\nanJyNOj17iZjRdGwaZg0qXHX7ONjaJH78ceG5LvHHrt8Y/DHjh1j27ZtDcrTaAo4EqdxdI28bM3E\n2pb3XDerU5fi+xr9g3jjxgWFwSNoXuaWVATUyM0a3f1WSB8wCtcY5xBFRPSUlGxjn2cRZ8/OZHDY\nYs5XHCK03c3cHLMWtYsvA6MSUSsg0q0rgva0sb1sYrezkk4NUVHz6KO6k8+qTXtbFJTAVk3tpqW+\nPe8vZ7i6urJkyRJKS0vZs2cP3i1QXuDu7s59993H+fPnOXDgAL1793bqulZP7jt27ODZZ591aqxE\n9s88Y8gmTUtLQ6fTER0dTWVlJQMHDmTv3r288MILzJ8/n5MnT9KzZ89GX7OUM5Cbm1vnzYQoig0m\n98zMzFbR4euVV16xWffv5gZhYYaH5MjJy8vD1dUVHx93q9c0BYKCDGGF9HRD/H32bENm/eWGvn37\nNnknrLrC6FqvQy/vumwGzBPopHkEbR50Xsiekyv43ktHiacsia5GDMYp4Zoaq31L3FkW6zToRS2Z\nF9aR4NGD/8v6P1wC+qHR5OLmVkpU1Cv4uVyBf9g8q2uVXOlMTEfzp6EuXdKPV6kGk5UzEcLvN2wu\namTRly6BgNtrut7VJH2vCVrD99Q0avkXTsHX1xeVSsW4ceNarBQ7ISGBe+65hzvvvNPpa1p1sa/U\nKczdvX5f9gqFArVazdSpU/H29ubUqVO4uLgwatQozp07x4wZMzhx4gQPP/wwhYWFbN++vVHXf/jw\n4Ua93/+zd95xTV7fH/8khKVsWaLi1op7oLit1TrQtkoddddatdqh1g611v4cHe4t2m/raO1Q0VoV\nraMOqoAi4sABKiAyEpIwstdzfn/ExAABkhAMYN6v1/MSnufe+5zEkPPce8/5HFOxxcy9JESEadOm\nmRXw6Onpqa+O9KIJDtYuzy9Zoq2i97IhEAjwxRdf2NoMPSwVD1GFAYjyjzJrpqlv+yxCXjejNpbf\nXlKcptj+fuocrGvxA5pSH30A3eEVpfPjw32ML/XnK4Bc0uDrwNW4WngK17IX4EnhEbBZzjjKsODZ\neCY8PcPg7z8OLi7B6Mp5E1pJkefoaq/rHTugf2C4xfoPGo0cAkESAhW++N6nFybdGQNWJPB/3YDf\nDwCffwbM7gwsHAi8sS0KLSZF4dqpZ+8Dw7JoVeRlZM+ePSgqKsKlS5dw+/Ztm9jQq1cvuLi44O+/\n/zbZhmo9c//nn3/Qpk0bq6W+sVgsuLm5YeTIkQCAqKgoiMVifPjhh8jKysKpU6cgkUhw5MgRLFiw\nAI8fP8bAgQPB4XDMKmpCRIiJicGQIUOQl5dnlvpYQUGBxQ8zOrhcLry9vStuWMXs3LlTHythCs7O\nznBwcLDK6oUleHsDX3+t3Ydfu1YbY/Cy0KhRo2qhAGnoXGGCTzd0UCVT38rCcOYd7gNEIQoRnsUz\nS3Q58XmjPOD8A/TL74alXw2j5tOLgHwl8PioL3hhfChjvcD2fxP1nZvChV0HPRpsAQDwJJeRINoO\nL4f+cHBoAI1Gis7s14vde1qJKZduxq7LmZ/pEA7gPygUQohEjxAjegfdAQxgaf/W1qUAt/toC0Xl\n1wE6vQoknAayHwHff+IMLOuM6eI4RM0MAOwzeJNwcXHBsmXLMGLECBw9etRoSlxWVpbZ6WqmwmKx\nMGXKFFy/fh0+JgYIVeuSrwkJCdBoNOjRo8cLu79SqUReXh5ycnJw9+5dEBHi4uIwatQoCAQC9OvX\nD2w2u0Ilr9zcXISEhEAgEJjsqPLy8tCiRQvk5eWZ5RRLsmrVKmRkZGDXrl0Wj1FZ0tPT8cknn5it\nKy8UCuHu7m7T4K6MDK3e/urVWkW8lwGNRoPu3bsjISHBpjoSrLvFlx3LS30zOvM0iJAvmfZmKFZT\ncll9tC/pHwz0SnZ7gvH46ArUHzgVJwuezfAZwh7nw+ikBFLmAxw2cOoJMKopkCYChsUHQQVCVrts\n/di6vfYzvDko4p+EnCmEp2cfcOSFEMpuYEKHImgYOcaxFLhccBQ9PUfAg+ODXirtHrp+1g7tEv8C\n0gbiEakhFt/GfFkK5mZtxYPxwG0hMPlfQPasVEHoUMCjHvDBBuDtvAgg8h6w5a72PcqzL8+by4ED\nBzB37lxERkZi1KhR+OKLL/Rp2pGRkVAoFJX67i6P9PR0dOvWDV27dsWuXbv0qcOVFrF50Wg0Gmze\nvLlSJVQtwcnJCQ0aNECDBg3QrVs3AMCkSZNw//59eHh44PTp0xCLxWAYBp6enmjdujU8PDzQqlWr\nYg7p+vXr6Nq1q1lflKdOncJrr71W6Q/He++9hzZt2mDNmjUm6ahXBYGBgRYV+eFwOPrtGFvRuDEw\nc6a2LO5331mmzlfT0JWetNWqCYBSKW+mLMfr2pRMfSvp2HWBc4ZL8VH+Uc+jyAH9jF/n2AFAFChC\nZrw7nrJEwL5kINQXx04BPRwAFQMMCwYGNwTcdB/XaxwoW26HYTVlgfQGjqdok47eDnmCi+ljwZIL\n0dhrLPKkseA+eReFaj7Gii9AxoixPGAKlhZeMJpat4cBCAS1Oh9dOW8AbgMQ4gF45vyM2Zek+PU1\n4OcBgPtCYPoUoO9o4K+twG/fAtgYBXzcFnirMUYE2KPlLWHs2LFo0aIFRo8ejStXrmD9+vVYu3Yt\nAGDw4MFV5tgBoEmTJmjXrh2GDx9uUsR+tXbub775ZpW+Wabi4OCAtm3bAgDCwsIAaGfmDMPg4sWL\n8PX1xbZt2xAaGgqlUon27dsjOjoabUxVe3lGdHQ0wsMrLwcZGBiIIUOGYN++ffjIWqovZnLp0iX8\n888/WLdunVn9HB0doVKpKr01UVleeQUYOxZYsQJYuvTlcPDLli3D2rVr0aJFC9sZYYJjN4z6NlzG\nNyYyA5QuyarbYzdMfWPdjsAO1WGEEbD+JjCCUaI3CbH0eC6ibohwaf5IoHsBZFNjwHqW7vyKoZb8\nMy6EFHeaexjAyUEbodnQYyRaSi7AtWUMpjtw8LNGBRbLEfG53yBf/XwVQsA/Ajhqt9UMZ+0AUCi/\nD2fxbSQ9nYsHLGe87jMF0obrwOZI8b/+gI8zML4FoBgM7HgmMVG/OfDZmxwAauBcNpCcj+O3L+M4\nbz3It8y32U4ZdOnSBdevX8fkyZPRs2dPODk54eLFi7h69Sry8/Ph7e2NH3/8ERkZGVi5cqVV7z11\n6lRERUVhy5YtuH37drnfk9V2Wf5///sf3NzcMH78eFubZBJEBLVajdjYWDRs2BDDhw/HyJEjkZ2d\njffffx9paWno168fnJycEBgYaHRmGhERgbfeeguTTdVYLYdLly5h1qxZuHv3rk1mYkVFRRAKhWjS\npIlZ/VQqFYqKiqpNhaqYGK0wz1df1f49+JSUFAQHB9tEX163HF+RAl1Fe+wl1eOMRbZHZL6lfVpL\nHAi8OQyY8D72bDmPzROAM+eBPT5eGMeug1++/gAXThzCP5/7IarPWQDa4LnVN4AiFVC/DuAXXw/+\ncIA/ywFezdfivst4sA0C43RL8g/4kYh7qk2N/aeTHE7s5x+mo3k7wIBBD2TibvYOREJbM3sxxwPu\nBmNdCMnApNRhkKgy4ctyhEPd3njA34bvA6djpeBn9AkEFncB+tYHsIOKva/4NgnY/wi4PRp4WASE\n79e/h3Ysg2EYfP/999i9ezcWLlyIa9euISAgAKtWrQKLxUKPHj0QFxdn1XsWFhbCy8sLjx8/hlKp\nROvWrctcltfmW1ajQ2sS0cOHD+nhw4dUUzl48CD5+vrS5cuXSSKR0O7duyk9PZ1Gjx5N169fp4kT\nJ9KDBw9oz549xOPxKCsriyIjI+mdd96xyv0ZhqG2bdvSv//+a5XxzGXz5s20fft2s/sxDEO5ublV\nYJHlpKURffghUVKSrS2pWhYuXEjHjx9/4feFkqs/TG2nP5IjKCoPxQ65Rnso3gfJ1CCs60EHckA9\nR4JQmE7w8db+O2My4eYowi/9SaYG0exnh0swJUzypH379pFHPdDP90DMLFDMm6CZbUAAaJaDG33g\n4EYRbFfqx3Km1s4NycPBh1hwIG+OPzV1aUeBbq9SE69xVN/tNQpyakb9mxygKR0ZOt+Fih2K9sf1\nP5NLMGU5B9FEdh1qy3IkUdsjxA85QOQSTP90khEAOtz4azrfhWhqJ6IBTQ4RAJrcCqSYAUqbgNLv\nW3IEIdSP0MGHkByhP2fHumRkZJCPjw+dOnWKANCjR4+sfg+lUkkAqHv37jRs2DAiInrmM0v7UmMn\nbXkAIKlUSn379iW1Wm31N+dF0rlzZ4qPjzd67datWySVSmnVqlWUl5dHYWFhFBsbS46OjpSWlkY7\nd+4kkUhEWVlZxDCMRfffunUrjRkzpjIvwWJ4PJ7FTrq6OXciIrWaaNMmog0btD/XRjIyMqiwsPCF\n39di554cQUiOoAM5oAO5oMW/gfang16fqnXIjZuA/ncbhLFNCbEjCTt6EURPCLJs/Ri6hwG9Y392\nxE32pcOHD9PQcU1oydegZiwOtWFx6FuOJ2U4B+kfAhTtjxO5BOud7eSOSjrUPpv+98pNGtz8DPVt\nvJ/6Bv9KkzrIaWonbZuSzh3JEUSzoR+LXILpgVN9YgNUl+1Cvg4edMrRj/qznAkAnXT00z8QKN4H\nRTn6EjMLFJcA6hFehnO/NZpwe7TdqVcxCxYsIGjl1un777+nlJQUq98DAA0aNIiePn1K58+fL9O5\nV8s8d0dHR2zevNms9LPqSGZmZpkVz9q3bw9XV1csXrwYvr6+iI2NRVhYGLp3746TJ0/i0aNHcHR0\nRP/+/SGRSNC7d2/I5XKsWrUKKpUKN27cqLCa2rBhw3DlypWqeGkVsnz5cpvlhFYFDg7Axx8DAwcC\nn3wCPH5sa4usz6lTp/DTTz+90HuWXGY3do2l4ml/Fgi10obb3wRipyN8UxSQLsKiYUDmfeDWRUCU\nD3QfDji5AGtiAe9AIGpbGuDhBPSrr91bYbOBrW/gT36AfhnfMH9dKAfuDeZj5syZEDz2g2iVG/Y3\nX4tkp/pYxPFEMOtZqJIsQ1syddoTfWQ7m+WIkUhE8zodEOQ+CM28J2C570Q4PFuG33MDGHBdm7ve\nS3UCA64/24rYYbA9Ou0JmrE4+LfZGqS/sg972M54S8VHO7Yj1M6NMNTBFU6pczDgbmM4OQCj3+ND\nuR3IagzsW/8A+fn5xd5HCjkEOLAANsuswjt2zGft2rX466+/8MYbbyAxMRGTJ082qeqlOYSEhGDD\nhg3gcrlISEgou6Exj2/LAwB9/fXXtHfvXqs/8bxoDhw4QPXr16cHDx6Y3OfChQvUqlUr0mg0+nMa\njYYSEhJIpVLR//3f/5FMJqOwsDASiUTUrFkzkslkNHfuXFKpVHTixAnSaDQkk8koPj6eunbtWhUv\nrUIyMzOpoKDAor7VceZuiFxONGeO9t/aBJfLJR6P98Lup5t5G87YGYahBw8eEHLuEfZsI9y5Qpj9\nLuHCMcJb4YT9A2jKN6AtcaBVx0H7HoIO5KDMpfmoPDy/j+74rD0BoC/2PW+nm7EfHQry8wOFDgPt\n6gfKmmwwQ59delZslGez+qg8E9vr3g8lt9jWgOEhmKbdGtCfm/3cdrnm+X0++eQTiomJMeu+dqoG\njUZDoaGhVvdlr776Kp05c4aIiM6cOVOzluXz8/OJz+db9Q2xFT/99BM1btyYMjIyTGrPMAx17dqV\nFi1aRFxu+cuUDMNQTk4OSSQS2rdvH/H5fJoyZQplZWVR06ZNaffu3RQYGEj5+fm0bt06kkqlFBcX\nRxqNptjDQ1Xw+uuvU1pamkV9q7tzJyJKTibatcvWVliXc+fO0ezZs6v8Prm5uYTc+4Qf+xD+Hkzr\n1q2j8+fP07Rp0+jPP/8kTG9F+LkvYd8OwrHBhOjXCYJHRvfXS57TOXCjzr2XPwEgL3/QG3NB/cdq\n2yjf1x6fdwI1bASKHVV6mf5FYviaDF+LoT2611SSoqIi+u+//16ovXbKJjY2loKCgqioqMhqY77z\nzjv066+/EhFRfHx8zXLuLVq0sHifuTqyYcMGatWqVYXOWse9e/do2rRp5OXlRfv377fongzD0ObN\nmyk8PJzy8vJo27ZtlJaWRpMmTaLbt29Tly5dKDU1lWbNmkXZ2dm0c+dOKigooPj4eFKpVCSv5LT0\n4cOHpFAoLOrL4/Gq/OHDGixcSKRU2toK61FUVESZmZmVGoNhGHr69CllZ2fTxYsX6caNG7R79246\nefIkLVq0iH766SfCF58Qfv8fYfc2wu+vUkJCAmVmZpJYLCbcGf3cIRvsq5fl2HXnSzpynRMs1p6t\n3Qv94TTo1fGg/q+C3mwC/R7p4IbavXpbOHRrkZ6eTjNmzLC1GXYMmDJlCs2ePdtq8Szz5s2jtWvX\n6n8vy7lXy1Q4gUBgssReTeGbb77B0aNHcf78eXiZWJnkzp07ePXVV3H69GmTKwEZkpqaip49e+Lu\n3bvw9y++n6lUKiGXy5GcnIyGDRsiOjoaffv2xY4dOzBx4kQsWrQIa9aswbZt2/Dll1/i+PHjeOed\nd3Dnzh2EhYVBIBCgcePGYLFYpVLtlEolOnfujDt37liUhqeT4LVVkQZTSUoCbt4Epk61tSXWITMz\nE9OmTcO5c+eMXi8qKoJKpUJeXh6ICE+fPoWDgwMeP34MZ2dnPHjwAB4eHuBwOPD394erqyt8fHzg\n4eEBd3d3tPYkoI6rtmrQMwz32XV68sDzXHQdJeVkddeNnY/yj8LopcXT4ERC4N1XgFfHA73eApL/\nBFg3gMNp2utfdwWW7x6NqPqHiwvb1EBiYmLQuHHjMos22Xmx5Obm4r333kN0dDQArSx3VlYWWCwW\nmjZtin79+qFp06Ymj/f9999DKBRi9erVAMpWqKuWzv2nn37CdGvX97QxRIT58+fj4sWLWL16NQYN\nGmSS4/vzzz+xaNEiJCQkWPTAM2/ePCgUCuzYscNse6VSKXJycuDq6orExEQ0adIEJ0+eRO/evbFv\n3z6MGjUK27Ztw2effYaoqChMmzYNly5dwvDhw/Hvv/9i9OjRyMvLQ9OmTaFUKk1WyxOLxQAAtxpQ\nf3XhQuCHH7QBdzUNtVoNpVIJkUgEhUIBoVCI9PR0uLu7QyqVQiQSQSQSQSqVoqioSF/uMjAwECwW\nC/Xr14eDgwPq168PR0dHBAQEwMnJyejnumSFN5aKV0xdjhz9cZhfvF9ZUrHGHLuurcv9CKO68sO9\ngR+OAd9sC0JLYTbOHgcaB2mvHR8GKPahxjt1HZs2bUL37t3Rs2dPW5tix4CSfxeff/653kHPmzcP\n69evN8kn7NmzB7t27YJUKkVSUlLNcu5Vqc9rSxiGwf79+/Htt9/Cw8MDR44cQVBQUIX9Fi5ciNu3\nbyM6OtrsDAKhUIjWrVvj4sWLCAkJsdT0MlGpVJDJZODxeHByckJKSgoKCgqwatUqbNq0CadPn0ZY\nWBgOHz6M8PBwHDt2DBMmTMCFCxcwYsQIXL9+HQMGDEBKSgq6du2KnJwcNGzYEFwuF61bt4ZCoYC3\ntzfYbLZNNc/L4q+/gAYNgNBQ29kgk8mgVCqhVCohkUjAMAyKiooAaKu9sdls5ObmwtnZGU+fPkXd\nunWRlpYGf39/5Obmok2bNhAIBGjVqhVmzZqF3377DQAQHBwMjUaDwMBAcDicSv1Nsu6+bbR0qzGF\nOcMqa7oo9hPC4rP5kg7c0LmXvK6bzQPA7f+Ab0Y975cyHmi1NMKssrLVHaFQiJMnT2LixIm2NsWO\nAQ8fPsTly5cxZMgQyOVyNGnSBFu2bMHHH38MQLvi8sknn6BRo0bYv39/mQXHTp48ieHDhwN4XiK8\nxjj36maTtWEYBl988QXS0tJw6FDFMwW1Wo3XX38dPXv2xKpVq8y+34YNG3D27FmcOHHCEnPNRqFQ\ngMvllloWVKvVkMvlUCqVEAqF4HA4ePr0qb4cb2BgIJKSktC0aVPExMSge/fuuHjxIkJDQ3HmzBmE\nh4fjypUrGDRoEK5fv46+ffsiOTkZXbp0QWpqKtq1a4f09HS0bt0aT58+RfPmzfV2CIVC1K9fHyKR\nCN7e3hCLxfD09IRMJoO7uzsUCgXq1KkDtVoNFxcXaDQaODk5gYjAZrPBMIzuj6jYvydOMPDzY6Nb\nNwZsNhsajQZEBJVKBRaLBYVCAQcHB8hkMjg6OkIikcDZ2RkikQiurq7Iz8+Hi4sL+Hw+3NzckJub\nCy8vL2RlZaFevXrIyMhAQEAAHj16hAYNGuD+/fto0KABbt++jWbNmuH69evo3r077t+/j27duuHR\no0fo2LEjMjMzERISon9IKigoQOPGjSGXyxEYGAgAcHd3L/V/9/jxYzRu3LjCh0hDCVjd7+Y6x2KF\nX545d2OO3ZjDNkTX5/CK4ufDfZ4/FOj6FvKBzwcD8yOBV57Vo6otM3YdBQUFWL16Nb799ltbm2LH\nBFQqFaZNm6Z/qJ49eza2b99uNfDzFAAAIABJREFUdDKTn5+P6OhoTJo0CWFhYYiNjbU79+qGXC5H\n+/btsX79en0J2vLIy8tDt27dsHHjRowaNarC9oYolUqEhIRgx44dGDx4sKUmm8zBgwdx7do1/ZKT\nuUilUmg0mmLOh4ggl8shk8nAMAwKCwvB4XCQl5cHd3d35OTkwMfHB5mZmfDz80NaWhqCgoKQmpqK\n4OBg3L17F82aNcOtW7fQtm1bJCUloV27drhx4wbat2+P69evo1OnTrh69Sq6dOmCuLg4hIaG6vUH\n4uLi0LNnT8TGxhb79+DBOHTrFgYuNw5hYWGIj49Hnz59cPXqVfTs2RPXr19Hjx49cOPGDYSGhuLW\nrVvo0qUL7ty5g06dOuH+/fvo2LEjHj16hLZt2yIjIwOtW7dGVlYWmjVrBh6PZ/BwEgSJRIyAgACo\nVCp4eXmBzWZbVQ9i9OjRWLp0abkxHsZy08117iULvQAoVuxFse2ZU2+5Xb8Pr2sDFF+qN5ScNSzl\nqsPlfgS2iKKgVgKb5wJvhwNhn2qv6fTla8usXcdff/2Fpk2bomPHjrY2xY4JMAyDYcOG4d69e0hK\nSjK6BSuRSNCkSRPw+XwAwLRp07B79+6aJz/7MnD27FkKDg4mkUhkUvurV6+Sr68v3bt3z+x7/fbb\nb9S3b1+z+1mCSCSqVDqbUCisdLT+i+LePSILVHbN5uJFonffJVq+nCglhUil0ubZi8VEhYVEQiFR\nXh5RTg6RTGb5fTIzM8t97w0j2MujPMU5Q5U5XYpXVB6K5XCXVJAreRhGzxumiRm2N4yW7xEO4nBA\n8ztoJWl17SpSxaupREVFUWJioq3NsGMGDMPQwoULCQD17t2bpk6dSsuXL6eioiJ6+PAhrVmzhoYN\nG0aZmZkEgJKe6WGjJkXLVzebqpIpU6bA399fXzawItatW4dr167hjz/+MOs+O3fuxKVLl7B//35L\nzDSLFStWoH79+pgxY4ZF/Xk8Hvz8/KrlHrsxli4F5s8HrJ3gIZEAKSnAgwfA+fNAZCQgEgEHDgA5\nOdpa8w4O2sPw59RUYP16y+65aNEitG/fHhMmTDB6nXX3bW2pVE+u0dluWYVdDAPpABSvm67jWXU1\n1nVtAIOudGvJ2bjhUrvunK5IjO5n4Hm0fAQvAhO/j8KVv4DTI4AWns9XBmrTcrwhAoEA27dvx9Kl\nSytubKdaUa9ePQiF2g993bp10bp1a+Tm5qJ+/fpYu3YtBgwYUKy9feZeTeHxeOTv72/yU/bFixep\nT58+Zt9n9uzZ1KFDB/rtt9+qXENAKBRSfn6+xf1rgoiNITwe0bJl1h0zJYVo5kyiqCiiO3fMU8P7\n4w+imBjtjN5ceDweicVio9dM0YA3pv1uLGe9lEhMCXGWkiI0+pm2wVi62XnJWb2hgptu5h7irc1l\nT5vwfJzajEKhoC1bttQqvZCXhQkTJtCIESNo1qxZBIAWL15cbp0V1CQRm5eNn376iUJDQ00qlHP/\n/n1q0aKF2fdQKBR06NAhql+/fpnFbKzFhAkT6OLFixb3r2nOnYho82aiu3etN96yZUQm7taUQqMh\n+vhjovffN7/vzz//TEuXLi113pTCLvq2JeVeS1RvK+XUny3HlxSl0TvzZ+eKVTQz6G/4IFDyHJIj\n6P54kBtYdOGNl8Ox69i9ezedPXvW1mbYMZPc3FyaNGkS1a1bl/74448K25fl3Ktl4ZiXjXfffReu\nrq4m5aIHBgYiNzfX7Hs4OTkhIiICr7zyCkQikSVmmszGjRsRamFuGNXQLZlZs4CNG4EnTyo/1rM0\nf1ia5s9mA5s2ASNHAitWACqV6X1Hjx6NBQsWGL1WUdAZS8V7Xj9c1yfkEKIKA4ymuQHQL8UfztS+\ncbp2J4TPo+T1tNyuFbrxj9L22/M8G+OEEKWKwJwQAsgU460/OdjI8UbYkec2vQy0bt0ajRo1srUZ\ndswkICAAv/zyC0QiEcaNG2fxOHbnXg1gsViIjIzEN998g6ysrHLbenh4QK1W4/r160hKSjL7Xs7O\nzlAoFJaaahJDhw5FYWGh2f00Gg0EAgE4HE4VWFW1ODkBGzYAv/8OrF4NyGSWj/Xrr8CkSZW3aeRI\nYPx4bTxAdrZpfe7cuYOZM2eWOm9SNLlBrjqgdaIKhoVwH+iPYpRw7IB2f1x3AABabgcAjPYlrQ2p\nc7TjTHuiPYzgPBfIzQUiPm4G9wn/4H0HN7w3Q4gTQsCZXTMfHi3hlVdewYoVKypuaKdaUtmYI3tA\nXTXi66+/xt27dyvMfW/fvj0EAgHq1atndlnVt956C1OnTjU7nc4csrOzERAQYHaKlkKhgFgs1ovW\n1FTS04GtW4GwMCAiAjDnb5QI+PxzYM0a69kjlQLLlwNDhwIlYnFKIZPJIJFI4Ovra9LYhilthlDI\nIRzms/QysADgXDcYypbb4ZQ6x6hjPrwCpZw6UDzdTheIZ4hhwJ18BrDkKrAtGRgxG4iYB3jUq325\n7KZARIiOjsbw4cNrTHCqHfMpK6Cu5n6D1kIWL16Mmzdv4tixY+W2u3nzJuLj45GdnY0TJ05AIBCY\nfA93d3f8999/Vbb8nZ+fj0GDBlmUe61ToavJjh0AmjQB1q4F6tUD5s0DzHn+evIEaNnSuvbUqQN8\n9x2QlqbdOiivvLREIsGrr75q0rg6LfhS4jItt0PBsIotwTvXDcaFkAxccQzXO3bl5eNQXj5e5vjk\n6G90xWD9P8DuJOC4AOjcC0g4rXXsvwwEvHZrHXsrT+D4RxEvrWMHtF/6aWlpenEUOzUflopXXPyp\nPIxtxNvywEsYUGfI2bNnqXHjxmVGLOtQqVS0YMEC6tatG02YMMHk8Z88eULdunWjMWPGmJxfbw4a\njYays7Mt6qtWqykvL8/KFtkWlYooMpJo6VIigaDi9mIx0VdfVZ09CQlE8+aVHUlv6v+fYcS6YeU1\nw4A2w3/PdyE634X0key63/V10mcXD6AzDOCDkktQ5BK2rSEA5NvwWSW3yS0IAC09AOrNctZXdxvJ\ndiVm1vPI+peZhw8fUk5Ojq3NsFOFwB4tX3OYPHkyLVy40KS2V65codDQULPGl8lkNH36dAoJCaGU\nlBRLTCyT//77j0aNGmVRX4ZhamSkvCnw+VqnHRmpdfjGiI0lWrCA6MGDqrXl8WOtHWUREhJCPB6v\nzOulUt2eidEYiskYRq8r2h8v5sh1jv18FyrXsRc7JE8JLg56B17WcelNbfR9bRaoMQeRSETdunUz\nKRPHjm0x9rk3qZ/dudccdLnvN2/erLAtl8slHx8fs+9x5MgRcnR0pJUrV1piYpkolcpKzb5rq3PX\nkZSkTVM7f774ebWa6KOPiF5UWvLixWVf43K5pNFoyrxu+OVTUiHOMC1Nl3NuOGsv07HrHhZKfKEV\n+7J7LYjQ0oMAUIOWoF23QK5uWqceWAckcm6ofYBwCdY+WNghIqJ79+7Z891rCNZ07jV7c7OWUq9e\nPfj7+yMnJ6fCtn5+flAqlWanx3Xo0AEeHh5GI6Mrw549e7DeUnm0l4COHbX73jyeNop9wwbCH38A\nK1cC06aZF3xXGTw8gMxM49fmzJmDmJiYMvvq9sJ1++G6gDadIpzud10AHQAMuNu42Bg9r2lf6OEV\nz5TiHP1BIYdK77HrgvVkMmDDAaCxNj9w1DDgjQbA2k7AxJZA9mTAjcWGU+8RgCwDo31fzqBcYxw/\nftxkBUw7toN19+1iwamVrndgzOPb8oB95k779++nsLAwk5+2582bRz4+PvTpp59Senq6yff58MMP\nad68eZaaaRSZTEYFBQUW96/tM3dDNBqGHjzg0d27RDduvNh7y2REc+cSKZWlrwkEAlIau2AEQ4Ga\nYrrzz2bpupm04fJ8SYGaijToExISCABduXKFDvFAX3QCuTuCkt6GXgBHrrF/b5SFQCAgiURiazPs\nGMHoVpSZsSKwa8vXHHr37o3hw4djyZIlJvfJyMjAihUrcOnSJaSkpJjUh8vlIiQkBImJiWjcuHHF\nHUxg/vz56Ny5M6ZMmWJRfy6Xi4CAgIob1gIKCwvh6OiIOnXq2OT+qalanfqSH7OvvvoKQUFBmDOn\ndIqbMUqWbpW/EvU87a33CCi2PdN73xMMhUQbKa8XqDGhItsHH3yAyMhI/e/tfIAjQ7Qa8Xp2vNzf\nGeWhUCjQrFkzPH78GM7OzrY256VHlyIKPC9TrE8B1WFGpUJ7ydcaROvWrZGSkgJz34fIyEhcuXIF\n+/btM7nP119/jbi4OOzcuRNNmzY119RSSCQSsFgsixxWUVERiAienp4VN67hEJG+GIQt+fNPwN0d\nGD78+bmioiI4Ozub7AgMnXtUYYD+i0uX3w5ol+gx7QlYHxnksafOMSlFjXXqIDD5A/ToIUD8CSBf\nDHgtfHZxTzAgyzDJzpcZsVgMFouFunXr2tqUlxrW3bdBW6KeqytOe1Jc3wFalUZztpXsee41hOPH\nj5s88y7J/fv3Ua9ePbP6fPnllwgNDUVoaCimTp2K1NRUi+6tY/To0bhz545FfZVK5Uvz5SMSiYrV\nq7cV48YBV64U338/duwYPv30U4vHPLwCYH0UUWz/XSF55thbbn8uUGMgVGMMsVgM1vqVwLCxQCCD\nmWMAuQb495n6n2Ib9CsBdspn69at2Lhxo63NsGOAsuV2KC8fx4iBx6EY/y4ArfiTteJF7DP3FwCP\nx0NkZCRGjRqF9u3bl9nu/Pnz+OGHHyCXy/Hqq6/i66+/NktZKicnB+3bt0diYiKCg4Mr7mBAQUEB\n3nvvPTg5OeH33383q68hIpEIzs7OcHJyMruv+Jmoupulouo1BN2sPTAwsFooh8lkwNdfP1fFk8lk\nICKzV1905WCB4jMRnaKci4arL/ta3pIjESEiIgLHjh2DWq3Wnmzjhd9OFcD5mUnhPi+XlGxlUavV\n4PP5CAwMtLUpLzUsFQ/koa27cSHk+YpTL9UJOP+x2yKxJfvM3YY8fPgQGzZswPDhw9GpUyesW7eu\nWCS8RqPBH3/8gYEDB+LKlSvg8/kYO3Ys8vLywOVy9YdQKIRYLIZKpTK6ZF+/fn00adIEXC7XbBu9\nvLwwfvx4JCcnQ6lUWvxaQ0JCIJfLLerr6uoKWWVE2WsIYrEYbm5u1cKxA4CrK+Dp+VwP/+7duxgx\nYoRZY+gKuhTThX+GYRGYkhHBxhCJRDhy5AjU7zwbJ7gusKWn3rFH8CLsjt0C+vXrB4lEYmszXmrI\n0R+somv633teY2HAdcDpVrjVVRTtM/cXwOPHj9G9e3fExsYiMzMTv/zyC/766y90794dPXr0wP79\n+/H48WNs2bIFH330EZRKJRwdHYuNQURQq9VQKBRQKpVQGZT6YrFYcHJygpOTE0aOHInly5ejd+/e\nZttJRBg5ciR69OiBpUtLlu8yjYKCAnh6elrsuGp7QF11m7XrOH8e0GiAQYMAlUoFhUJh1gqKbtYe\n4amdnR/ma19bBC9CHxxkWDGuvC+y48ePY+TIkc9PJBd/WHgZpWStQWFhIcRiMRo0aGBrU+xYEfvM\n3YY0a9YM3377LV577TUEBwdj9+7dyMrKwrRp0yASifDLL7/Azc0NTZs2BYfDgZOTE27evFlsDBaL\nBUdHR7i5ucHHxwcBAQH6w8/PD66urlCr1RgwYIDFVd9YLBZ27NiBzZs34+7du2b3f/LkCXr37m2S\n01Kr1RAIBJVaJaiJSCQS1K1bt1o5dgDo1UsbXHf7tta5t2jRwrwBWm7XO3aWivd8Bm/g2KP8oxDl\nH1Whcx45pDvQ+VnsyK87i12zO3bLOXjwYKW23OzULOwz9xfIrl27sHLlSvz777+lvjx///13vPvu\nu3rH7O3tjcuXL6NNmzZm3WPIkCGYP38+hg4darGdkZGR2Lt3L/777z+zCsAQEUQiETw8PCpsl5OT\ng3r16kEikUCpVMLBwQGurq4oKipCUFCQxbZXd3JycqrdrF2HSgX89BOQlUX45JMi1KvnYZGd+hm6\nLp3ng+eCNWUFC6nVauzZswe5ublYmpoMaK4BJ4VAehKQuaD4eHYsgohw5coV9OrVq1p+/uxYRlkz\nd5uL1pQ8UMtFbHbu3EmNGjWi1NTUUtc+/PBDYrPZ5OXlRd7e3pSZmWn2+CNHjqS//vqrUjZqNBrq\n168fLV68mH788Ue6f/++Sf2io6Pp7bffrrCdSqUiLre4SINarabCwsJyZU9rOmKxuFICPy+K+/eJ\nAgPb0aNHjyo1jk6eVic0U/497+v14SdMmEBTp06lJUuW6Mex68RXHoZhKDw8nIRCoa1NsWNFYBex\nqT78+OOPWLFiRakZvFKpxI4dOzB37lxIpdIKZ8DGeP/99yGTybB79+5S+/bmkJqaivfffx9sNhv5\n+fmIiIhAWFgYevbsWWa6GsMwkMlkJqWz8Xg8eHt7V8rGmkZ1nrWXZPt2EcLC3NCli+W26nN6AbA2\ncyucdcfExKBfv37o168fFi9ejMGDB9f48r/VjYyMDBQUFKBjx462NsWOlbCL2FQzdu7ciY0bN+Le\nvXtWHVckEmH8+PFQqVQ4ePBgpQVh5HI5XF1d0b17d3A4HNy4cQMymQz79+/HhAkTirVdvXo1JBIJ\n/u///q/CcTUaDfh8fq0OnjNEKpVCqVTCy8vL1qaYxLhx4yESvYMjR96EpaJmOiWu8pbjS1JYWKh/\nj9LT062mnGhHy4kTJ5CZmYnZs2fb2hQ7VsLu3KsZDMOgTp06yM/Ph6urq1XHVqvV+OSTT3Dp0iWc\nOHHC7Jz3kty5cwfNmzeHq6srPv30U6xfvx7nzp3DwIEDi7XTaDRQqVRwcXExaVyhUAhXV1erv/7q\nSE2atQPah5GsLBccOsTGokXm9zfMeTdHlEMgEGDixIlISkpCTk5OjXm/agpEhP3792P8+PHgcDi2\nNseOFbBHy1cz2Gw2goODkZ6ebvWxORwOtm7diunTp6Nv377QaDSVGq9du3Z6B3zkyBEAKOXYAeDd\nd9/F0aNHTR7X29sbBQUFZsvs1jRkMhlcXFxqhKPKz8+HSCTC2rVrceDAdwgIUGLdOjXMTsBouR0R\nvAiz1bZ8fHzwzjvvoH///jXi/appsFgs3LhxA/n5+bY2xU4VY5+525AhQ4agb9++mD9/fpXJrrZu\n3RqHDh0qVxnPVBQKBby9vfHjjz9i4sSJpa6r1WowDGOWOp1YLAbDMBbFF9QUcnNzERAQUO2dFZ/P\nh4uLCzQaDQoLC1GvXj2IRCIUFPghMpLQvz8Hb71lWlland68OdHtc+bMQWpqKho1aoRu3bqZXLjG\njnkkJyfj6dOnGDJkiK1NsWMF7DP3asiyZctw5coVNGjQAJMnT8bjx4+tfo+wsDDExsZaZSwHBwco\nlcpSe+06evTogQcPHpg1ppubGyQSCRiGsYaJ1ZLq7tQB7XKtRqOBm5sbPD09cfnyZUyePBm+vr7w\n8OBi9WoGnp7aGvQCgXXvzWKxMGLECOzYsQNnz57Fv//+i/79+1v3Jnb0SKVSCKz9n2in2mF37jak\nV69eiI6ORkpKCoKCgjBx4kSrO7mePXsiLi7OKmNxOBxoNBr8+uuvRq/HxsYiJCTE7HF9fHxq9TKh\nk5NTtRfrkcvlxWIl3n77bRw4cAA8Hg9+fn5wcnLCwIHA5MlATEzF45k6Y2cYBqGhoThx4oT+nFgs\ntuhzZMc0QkND8eTJE4hEIlubYqcS/PLLL+jatWuZ1+3OvRrg7++P7777DiwWC7t27bLq2NacuQPa\nWdaUKVNKOSuGYeDt7W3R/rmzszPUavXzIiG1jLp161Z7TW+dcp6O1NRU/ReHTmgIAEJCAFPFC01x\n8Glpabh2Tau17eDggODgYDg5OdWI1Y6ajKenp8U1IOzYnvj4eHz88cdo165dmW3szr2awGazsXPn\nTixduhS+vr4Wa7uXpF27dnBwcMC4ceOQl5dX6fEYhkHv3r1L1YxnsVgQCoUWR+C6u7tDKpVW2r7q\niJOTU7FaANUJjUajT9Mz/L975ZVXcO3aNQQGBsLV1VW/suLqCljTJzRv3hwMwyAjIwO//fYbvvrq\nq5cie8LWhIaG4tixY7Y2w44JqFQq/P333xg9ejQaNmyIAwcO4M0338Svv/6KvXv3ltnP7tyrEe3b\ntwePx0NiYiJ+/PFHJCYmGm23atUqTJ8+3aQxORwOrl27huDgYLRv377Y8qclZGRk4PLlyzh48GCx\n8/fv30doaKjF42o0mlqfmlPdAkWlUil4PB7UajV8fX1LXffy8gLDMHC2NNHdRFgsFoKDgzF27Fj0\n7NnT5FRKO5bj5eVVq2WeawM3b97E/Pnz0bBhQ6xZswbDhw/HN998g3HjxuGHH35AeHh4+QMYk62z\n5YFaLj9rKrt27aI+ffoQwzDEMAwlJyeTSqUiiURCAKh58+Zmjzl//nyaO3dupW07efIk+fn50e7d\nu/XnNBoNKZVKi8cUCoUkl8srbVt1paCggKRSqa3N0FNYWEg8Ho8YhimzjUKh0MsB5+bm6s+vWkVU\nFS9FJBLRuHHj6LXXXrP+4HZKMW/ePMrKyrK1GXYM4HK5tGHDBurYsSMFBwfT0qVLS0mVP336tNjv\nKEN+1j5zr6ZMnz4dYrEYX3zxBXr16oVevXrhtdde00cRv/LKK2aPefLkSYwfP77Stg0dOhQXL17E\nqlWr0LlzZ8ydOxeffPIJxowZY/GYarW6Vs/cq9O+u1KphFwuh5+fX7l72z169EBycrL+d3q28tCm\nDWBlYUUA2r39P//8Ew0bNrT+4HZK8frrr9u3QKoRhw8fRuvWrZGYmIj169cjLS0Ny5cvL1VkzNSS\nvXbnXk1xcHDAtm3bEBsbiwULFiAvLw+DBw9GQkICAKCoqMjsMXv06IGdO3dix44d4HK5lbKvTZs2\nSE5Oxo4dO9CiRQtkZ2fj8uXLFgvmMAxTq3XEdZkG1QFTH6KuXbumj1o3tL9rV6Aqtmt1WwN79+6t\n1amR1QVvb29s2LDB1mbYAXD8+HF88MEHOH/+PPbt24eBAwdW+vvQLmJTw1AoFBAKhejQoYPZAXIS\niQQdO3bEo0eP0LlzZ1y4cMFq4jHLli3Dzp07cfToUfTo0cPs/iKRCAzDVFoLvzrD5XLh5+dXLR5i\ncnNz4enpCbVaDQcHB9SpU6dUm8mTJyM8PBzjx49HUVEROByOvt3Zs0B8PLB4sWmiNqby3nvvoW7d\nuti8ebP1BrVjlLy8PGRmZqJLly62NuWl5syZM5g4cSKOHz+O7t27m93fri1fiyAieHt7IzExEc2a\nNTO5n0gkgqenJ4gIH3zwAR48eIDo6GirBEyp1Wp89tln8PHxsTjSPzc3F35+fvqiMl5eXkadTk1F\nJBKBzWZXmRqhOUgkEn0QY1FREQIDA0u10Wg0ICJwOBwoFArw+XyMcCPccnUEw2Lh2k1/HDsGmFAn\nyGSEQiHatm2Lo0ePWvRFZ8c8pkyZgi+++AJt27a1tSkvJRcvXsSYMWNw+PBh9OnTx6Ix7Ap1tQgW\ni4WvvvoK/fr1M0ugxnDp+7333oO3tzfmzp1rFZvGjRsHT09PnDlzxuIxfH19weVyUVhYiMDAQIhE\nIvB4PIhEomoXaW4JderUqTbpfnXr1oWHhwfq1KlT5r772rVr8c033wDQahE09+WgrUKN3hJtznu3\nbkCrVsCznSKr4OPjg7Vr12LmzJnVNn2wNvH555+jadOmtjbjpUKtVmP//v2YPn06xowZgz/++KNC\nx56UlIRPP/0UM2fOxOLFi7Fhwwbw+fzyb2Qsys6WB+zR8iZz9OhR8vPzo59++snkPuvWrSMA1KJF\nCzp8+DANGDDAKrYoFAoSiUTk5uZGfD6fiIgYhqGioiKzxsnJySkWwa3RaKigoIDy8/OtYqetMYw6\nry6UZZNGoyGFQlHsnEAgKJYVoVIRLVxoXXugyKXWrVtTQkKC9ncll6DkWvcmdoiI6PLlyzRhwgR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/75J1asWGFS26lTp+L48eM4d+4cNm3ahAkTJiA+Pt5qojIajQZubm7w8/PTHz4+Pi80zcwc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\nYpzczczMEuPkbmZmlhgndzMzs8T8H+tnfpXLqQd8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e96eeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "from mpl_toolkits.basemap import Basemap, cm\n",
    "# requires netcdf4-python (netcdf4-python.googlecode.com)\n",
    "from netCDF4 import Dataset\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "DATA_DIR = '../DATA'\n",
    "\n",
    "# plot rainfall from NWS using special precipitation\n",
    "# colormap used by the NWS, and included in basemap.\n",
    "\n",
    "nc = Dataset(os.path.join(DATA_DIR, 'nws_precip_conus_20061222.nc'))\n",
    "# data from http://water.weather.gov/precip/\n",
    "prcpvar = nc.variables['amountofprecip']\n",
    "data = 0.01*prcpvar[:]\n",
    "latcorners = nc.variables['lat'][:]\n",
    "loncorners = -nc.variables['lon'][:]\n",
    "lon_0 = -nc.variables['true_lon'].getValue()\n",
    "lat_0 = nc.variables['true_lat'].getValue()\n",
    "# create figure and axes instances\n",
    "fig = plt.figure(figsize=(8,8))\n",
    "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n",
    "# create polar stereographic Basemap instance.\n",
    "m = Basemap(projection='stere',lon_0=lon_0,lat_0=90.,lat_ts=lat_0,\\\n",
    "            llcrnrlat=latcorners[0],urcrnrlat=latcorners[2],\\\n",
    "            llcrnrlon=loncorners[0],urcrnrlon=loncorners[2],\\\n",
    "            rsphere=6371200.,resolution='l',area_thresh=10000)\n",
    "# draw coastlines, state and country boundaries, edge of map.\n",
    "m.drawcoastlines()\n",
    "m.drawstates(color='lightgrey')\n",
    "m.drawcountries(color='blue')\n",
    "# draw parallels.\n",
    "parallels = np.arange(0.,90,10.)\n",
    "m.drawparallels(parallels,labels=[1,0,0,0],fontsize=10)\n",
    "# draw meridians\n",
    "meridians = np.arange(180.,360.,10.)\n",
    "m.drawmeridians(meridians,labels=[0,0,0,1],fontsize=10)\n",
    "ny = data.shape[0]; nx = data.shape[1]\n",
    "lons, lats = m.makegrid(nx, ny) # get lat/lons of ny by nx evenly space grid.\n",
    "x, y = m(lons, lats) # compute map proj coordinates.\n",
    "# draw filled contours.\n",
    "clevs = [0,1,2.5,5,7.5,10,15,20,30,40,50,70,100,150,200,250,300,400,500,600,750]\n",
    "cs = m.contourf(x,y,data,clevs,cmap=cm.s3pcpn)\n",
    "# add colorbar.\n",
    "cbar = m.colorbar(cs,location='bottom',pad=\"5%\")\n",
    "cbar.set_label('mm')\n",
    "# add title\n",
    "plt.title(prcpvar.long_name+' for period ending '+prcpvar.dateofdata)\n",
    "plt.show()"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": []
  }
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