Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save tushuhei/70a85fb613e7000f7e4ff27bb4e2b5ad to your computer and use it in GitHub Desktop.
Save tushuhei/70a85fb613e7000f7e4ff27bb4e2b5ad to your computer and use it in GitHub Desktop.
最急降下法とニュートン法の比較
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"最急降下法とニュートン法の挙動の違いを確認する."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from matplotlib import pylab as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"xs = np.arange(-1, 1, 0.01)\n",
"ys = np.arange(-1, 1, 0.01)\n",
"X, Y = np.meshgrid(xs, ys)\n",
"f = lambda x, y: - 0.1 * x**2 - y**2\n",
"g = lambda x, y: np.array([-0.2 * x, -2 * y])\n",
"h = lambda x, y: np.array([-0.2, -2])\n",
"Z = f(X, Y)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Line3DCollection at 0x1039abc18>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAcUAAAE1CAYAAACWU/udAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUJRIJBKJ5BL/H5yxiZQ9zNO0AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10382aac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = Axes3D(fig)\n",
"ax.plot_wireframe(X, Y, Z)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"alpha = .1\n",
"niter = 50"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 単純な最急勾配法"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"x_history = []\n",
"f_steepest_history = []\n",
"x = np.array([-.95, -.95])\n",
"for t in range(niter):\n",
" x_history.append(x)\n",
" f_steepest_history.append(f(*x))\n",
" x += alpha * g(*x)\n",
" x = np.clip(x, [-1, -1], [1, 1])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/tushuhei/py3env/lib/python3.5/site-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
" \"matplotlib is currently using a non-GUI backend, \"\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAcUAAAE1CAYAAACWU/udAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngiAIYpD/BydA75L+PDM/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1039a0128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = Axes3D(fig)\n",
"ax.plot_wireframe(X, Y, Z, alpha=0.3)\n",
"ax.contour3D(X, Y, Z)\n",
"for x in x_history:\n",
" ax.scatter3D(x[0], x[1], f(*x))\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ニュートン法"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"x_history = []\n",
"f_newton_history = []\n",
"x = np.array([-.95, -.95])\n",
"\n",
"for t in range(niter):\n",
" x_history.append(x)\n",
" f_newton_history.append(f(*x))\n",
" x -= alpha * g(*x) / h(*x)\n",
" x = np.clip(x, [-1, -1], [1, 1])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAcUAAAE1CAYAAACWU/udAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvVlsXPl56Pk7a51TO4uruIkitW/draXdnTiJEyfxjAcx\n7p34jvPiGHDycDMJkExeYsRAkAQTwHmaF2OABAjudR5ybceTO77XYyTXSex04t5XqSW1JJLFncWt\n9lNnP2ceqCoXJVIiKVJNSucHCK0uVp06RVWdX33f//99nxCGIREREREREREgftwnEBERERERcVCI\npBgREREREXGPSIoRERERERH3iKQYERERERFxj0iKERERERER94ikGBERERERcY9IihEREREREfeI\npBgREREREXGPSIoRERERERH3kHd4/6j9TURERETEYUTYzp2iSDEiIiIiIuIekRQjIiIiIiLuEUkx\nIiIiIiLiHpEUIyIiIiIi7hFJMSIiIiIi4h6RFCMiIiIiIu4RSTEiIiIiIuIekRQjIiIiIiLuEUkx\nIiIiIiLiHpEUIyIiIiIi7hFJMSIiIiIi4h6RFCMiIiIiIu4RSTEiIiIiIuIekRQjIiIiIiLuEUkx\nIiIiIiLiHpEUIyIiIiIi7hFJMSIiIiIi4h7yx30CERFPkjAM8X0fQRAQRRFB2NYw7oiIiGeESIoR\nzwRNGXqeh23bhGEIgCiKiKKILMtIktT6/0iWERHPJkLz4rBNdnTniIiPm3YZhmGIIAi4rkv7+z4M\nQ+7/HIiiiCRJrT+RLCMiDj3b+vBGUox4KtlMhk2hOY7Tum2rxzb/2/z73bt3OXHiRCTLiIjDy7Y+\npFH6NOKpIgxDXNelUCjQ3d3dWjvcCU3BtYuuVqu1juN5Hq7rbnhMJMuIiKeDSIoRTwVhGOJ5Hp7n\nEQQBk5OT9Pb27ulzbCbL5nNDJMuIiKeBSIoRh5p2GcK6sCRJemCNsB1BEB76852yHVk6jrPh55Es\nIyIOJpEUIw4lm8nwoAmlXZbtKdzmWqXruly7do2RkRF0XQciWUZEfNxEUow4VARB0NpAAwdTho/i\n/nNuirBdlptFlrIst+4byTIiYn+IpBhxKNhLGdZqNQDi8fiON+HsJ1u9pqYsN9s1e39UKUnSofyi\nEBFxUIikGHGgCYIAz/PwfR/YvQzDMKRYLDIxMdESh2mawLocE4lE64+u6wdKKg+TZfPLwv2yFAQB\nz/NIJpMtYUayjIh4NJEUIw4kTRlOTU0Rj8fp6uratQxXV1eZnJxE13XOnj1LLBYjCAIEQSAIAhqN\nBoZhUKvVKBQKmKaJKIotWSaTSYIgeGht4+Ow200/D5Nlo9FgYmKCs2fPbhlZRrKMiHiQSIoRB4b2\nNbUgCABaUeJOL9phGLK8vMzk5CSJRILz58+TSCQANpRNiKJIMpkkmUxueLzv+y1ZlstlLMvirbfe\nQpIk4vE4yWSyFVmqqrprqeyHjNr7usryTz7i7ZHl/USyjIhYJ5JixMfOZjJsXpBFUWzdtt1jLS8v\n02g0WF5e5uLFi8Tj8R2fkyRJpFIpUqkUAMVikatXr+J5Ho1Gg3q9ztraGjMzMziOgyzLG1KwTVke\nJLaThr2fpiSbm3wiWUY87URSjPjYaF6MmwX3sPnOzO1IMQxDlpaWyOfzpNNpdF3n/Pnze37OsiyT\nTqdJp9MbbnddtyXLlZUVpqamcF0XRVFakmxGl+3R236xk1TvdmTpOE7rdsuyAEin05EsI546IilG\nPHHul2HzYrrZBfVRUgzDkEKhQD6fJ5vN8sILL6BpGq+++uqWj9mPC7eiKGQyGTKZzIbbHcfBMAwM\nw6BQKGAYBp7noaoqiUQC0zSp1+tomoYkSXt+Xo/DVv8mlUoFz/PQNG2DLJuRfRRZRhxmIilGPDF2\nIsMmzc0w9xMEAYVCgampKXK5HJcuXULTtP08/V2hqiqqqtLR0dG6rVleYRgGpVKJ5eVl5ubm8H2f\nWCy2Yb0yHo8fOFnCT2or29kqsmzKcrPxXJEsIw4akRQj9p2mBBqNBpqmbUuGTURR3LAxJggCFhYW\nmJ6epquri8uXLxOLxbZ83oN40RUEgVgs1hLg8PAwyWSSMAyxbRvDMKjX6xSLRRqNBkEQoOv6hvXK\nR9VY7udr3+rYj0rD2rb9wP03695zkGpHI549IilG7Bvt45uq1SrT09NcvHhxR8cQRbF1UZ2fn2dm\nZobu7m6uXr360I0sjxLCQRSmIAhomoamaXR2drZuD8MQ0zRbadjV1VUajQZAS5bN6PJJ1Fju9He3\nmSybZSjtDRkA6vU6YRjS0dGxaVOCiIj9JpJixJ6z2SxDWZZ3tIu0/VilUonFxUV6enoeKcMmzbTr\nQUw97hRBEIjH48Tjcbq7u1u3B0HQkmW9XqdQKLQ2waiqim3brK6ukkgkWhH6Xp7TXjz+/uM0pZhO\npzfIsnnf+9crI1lG7DWRFCP2jM1k2EyF7bS0wvd95ubmmJqaQtM0XnzxRRRF2fbj93oSxkFEFMVW\nOrWdIAhYXV1ldnaWSqXCwsIClmVtuH/zTywW21UN6H6mZjdLoW4VWTbv35Rl1Bc24nGJpBjx2DQn\nVrS3G7v/orZdKfq+z+zsLHNzc/T393P69GnK5fKOhNh8vr2W4kFMuW5GsxuPruuMjY21bm82JKjX\n65RKJebm5rBtG0mSNogymUyiKMqWr/XjWq9s/2/7/YEHvow17xvJMmKnRFKM2DWbjW/aapPEo6To\neR4zMzMsLCwwMDDASy+9hCzLFIvFXaVdt9q1uluakedBavO202Pe35Cgied5rfXKtbU1pqencV13\nQ0OC5pqloij7KsUgCHa00WYnsnQch1KpRH9/fzSeK2JLIilG7JjdzDLcSoqe5zE9Pc3i4iKDg4O8\n/PLLG9YBdxvxPSx9epAufvt5Lts9tizLm9ZYuq7bkuXy8jL1er2VEYjH4/i+35LmXjUk2CvhbiZL\n0zSpVqv09/fjed6GXc0QzbKMWCeSYsS2CcMQy7JYWVmhu7t7R3Vm90vRdV2mp6dZWlraVIZNdhvx\n7XX69FlYo7wfRVHIZrNks9kNt4+PjyNJEr7vs7i4iGEYrRrL+9csd7rRaaeR4m6O/bDdsJEsIyIp\nRjyS9sjQcRxmZmbo7e3d0TGaFxDHcZienmZ5eZmhoSFefvnlh14Ed7pBp/35nmUp7ue5iqJIKpWi\nq6trw/M5jkO9XscwDObn5zEMgyAI0DRtQxr2YTWWH1dq9lFp2EiWzw6RFCO2ZLPBvrstrXAcpzVp\n4ujRo4+UYZPdRop7vaZ4GHmSm2HaGxLcX2NpWdaGNctGo0EYhpvWWDY7He0Hu4lCdyLL6elpBgcH\nURQlkuUhJpJixAM8bLDvTiM327bJ5/MUi0VEUdy2DJvsx5ribjhskeJ+spPfgyAI6LqOrusPRJbt\nNZbLy8uYpollWdTrdarV6p4Pfd7L1OxmsiyVSgwPDwPrywOO4zzQ3D6S5cEnkmJEi+1Mud+upCzL\nIp/PUyqVGBkZ4dSpU7z22ms7vijtNn16mNYU92v36UHYxPOwx2/WkOCjjz5q9Yndauhz889OGxLs\n53pl8/jNZgKb9YVtjkeLZHmwiaT4jPOwWYa7wTRN8vk85XKZY8eOcfr06cf6cD9OpLgfJRl7zWG8\n8O13nWI8Hn+gbKR96PNWDQmaadithj7vtxQf9nt5WF/Yh8myvcayKdzD+J45TERSfEbZaxk2Gg3y\n+TzVapVjx45x5syZPdtafxA22kT8hI+jeH+rGkvf91vrlcVisTX0WZKkDdNGEonEvktxN7+TR8nS\ncZxWp6i5uTlGRkYeiCojWe4tkRSfMZoftnK5TL1e33Fpxf00Gg0mJyep1+uMjo5y9uzZhx5rpxfU\n/dh92txNu50eqts53kHk4xDXXrBTcUmStOnQ52ZDgvahz4ZhIMsyhmFskOVOuyU9Ce7/TDZfT/Pz\n0N49qkm7LJvCjGS5cyIpPiPcP8vQtm3W1tZ2XFrRxDAMJiYmME2T0dFRzp0798gP3266wuxWRpul\nXdsnbTQj0O2WCxw2Ke4nh0G4mzUkmJ6eRpZl4vE4hmGwtLT0wNDn9vfBXjUk2At8339oRNg+yzKS\n5eNxcP7VI/aFrQb7SpK0qwisXq9jmiYffvghY2NjdHZ27riAf6dtvB53TbF9BmNPTw9XrlxpXTia\n5QL1er1VLgC0NnU0U3DNCHuvOYyyPUiR4k6P3Rz4vNXQ52aNZaPR2NCQoPk+2Gro837/GzaluBXb\nkeX9NCXZPnUkkmUkxaeWzSZWtL/hmx1JtkutVmNiYgLHcVBVlStXruy4W8luUqG7/YA2pTg3N9eS\nYXPSRhAErU0Nm5ULBEHwwKaOcrnMjRs3SKVSrYtks3H2QeQwRHNP+thbCbe9xjKXy204l+bQ5+aa\n5VZDn2Ox2L6uVz5KiluxHVk2a4jX1tYYGBh45mUZSfEp42Hjm9rZrqCq1SoTExN4nsfY2Bi5XI43\n3nhj1ynNJ1FQHwQB9XqdhYUFjhw5su0ZjE1EUWxJr5levnHjBkNDQ4RhiGEYrKyskM/n8TwPRVFa\n999te7PDxH6L66BEoYKw9dDnZj1lc+izYRitDEq7LHVd3xNZ7laKW3G/5Hzfb5W+tMuy/f7tI7qe\nZllGUnxK2K4MmzwqUqxUKkxMTBCGIaOjoxvSTY9TO7ifUgzDkMXFRaamppAkidHRUYaGhvbs+E1Z\ntq9TNXfw1ut16vX6hvZm93dsicfjT8UFZD9Thc35iPvBXqVm2zMMzRpLy7K4ffs2x44d29BE3TRN\n4MF0/E5rLPdaivfjed621yybspydneXrX/86f/EXf7Fv5/VxEEnxkLNTGTbZSorlcpmJiQkAjh8/\n/sDkhIc99lHslxTDMKRQKJDP58nlcly+fJmFhYU9/2a91e2qqpLL5R5Ivd3fsaXRaLSK0JsXx+bG\niL3moBfvb8VhXa/0fX/DqK37n7eZjq9WqxtqLNvfCw8b+vwkpPiwjUWbybJcLrek/zQRSfGQ0iwr\nmJ2dpbOzc8drGveLrVQqMT4+jizLnDhx4oEt7u0clEgxDEOWlpaYnJyko6ODy5cvE4vFgEdvYNnp\nhXenG2K26thy/6DfUqlEpVJ5YENHMpk8ULsf23na1hT3+9jt6fh2djL0uZmm3y+akeJOqFQqD71O\nHFYO5qcuYkvun2W4urpKJpNB07QdHad5kV9bW2NychJFUTh9+vQDxdGb8XFLsSnDfD5PNpvl0qVL\nD7z+vW7z1nzex+X+IvQgCOjp6SGRSLSiyqWlJSYmJh7Y/fioCRNPisMahe53pLhTqTxs6HNTlmtr\na8zMzFCv15FleUNP2L3c6NWMdHdCtVp9YKzY00AkxUPCVoN9d5PKbMqw0WgwNzfHmTNnHvgW+zA+\nrvRpGIYsLy8zOTlJJpPhhRde2PLLwH60edtPNptd2L77sV6vUywWMQwDYMN6ZTKZfGCN6rBGc/vJ\nxxUp7hRZlh9oSDA+Pk4qlSIWi2260as9y7Cboc+e5+34i3WlUtl0eeWwE0nxgPOoKfeSJLV+tp1j\nra6uMjk5ia7raJrGc889t+NzetKRYnuaNJ1O8/zzz6Pr+kMfc1h6nz7qOTfb/RgEQWu9slarsbi4\nuKEPaDKZxPf9XX1x2Q6RFB9kv9f8fN9H0zQymcwD0Vl7jeVuhz7vNn3aXsr0tBBJ8YDyKBk2kWX5\nkRe/MAxZWVlhcnKSRCLB+fPnSSQSvPrqq7s6N1EUn0ik2JR4o9FgeXl5WzJsf66tvizstkflQSmy\nb2+C3dPT07q92Qe0uUZVr9cpl8utkpH2aOJxLuCRFJ/sseHh0lVVtdWUoMl2hz43/+wmfVqr1Rgb\nG3us13UQiaR4wNhssO/DLkAPS2W2pxvT6TQXL14kHo8/9jnuthvOdqXYTO9OTEy0NqucPXt2Rxfy\nvY4Um+e1H+zVcdv7gKqqSrVaZXR0tBVJNEtGmt1aNE3bIMvt1tRFUnyQJxEp7vT9v52hz82GBI1G\nA8uySKfTG4Y+P+z3ValUojXFiP1jO7MMN2MzKbZvRMlkMltGWE1xPMkZhw97XLsMdV3nwoULxONx\n3nzzzdasuu2y15HdfkngSchlq0iivQB9ZWVlQ01duyzvLxM4rFKEw7mJB/ZOult1cXr//fc5duxY\n6wtUe42lrusb1iubQ5+r1Wq0phix9wRBQLVaxbZt0un0jjtEtEuxvXi9o6PjoRtR2h+7Gynudfq0\nKUNN01rp3fbH7VRwh2nI8H7wqHPdrAAdflJTV6/XqVQqzM/Pt8oEmhdG13VxXfep7tqzU3zf39eS\niScRiSaTSSRJeuD90L5+XSgU+N73vsff/d3foaoq3/72t1lZWeHcuXMMDw9v+1ry93//9/zu7/4u\nvu/zm7/5m3zlK1/Z8HPbtvn1X/913nnnHTo7O/nWt77FyMjIXr7kLYmk+DERBEFrlmGlUqFWq+0q\nFSFJErZtMz8/z/T0dKt4vVmv96jH7ibi28v0abFYZGJiAlVVOXv27Ka7YHeTCt2PSPEwSRF2FxVt\nVVPXPorJdV1u3LiB7/uoqrohqtyqYfbTzm6+XO6EJxGJbtUO8v716wsXLvB7v/d7fP7zn2dsbIxX\nX32Vv/zLv+T555/nT/7kT7b1XL/927/ND37wAwYHB7l69Sqf+9znOHv2bOs+f/VXf0VHRwfj4+N8\n85vf5A/+4A/41re+tXcv+CFEUnyCbDXYV1GUXUVeQRBQKpUoFAoMDAxw5cqVHff43G3E57ruYz2u\n2SxAUZRHloTstpH4k+iz+qzQPoppYWGBS5cuAWzYzDE7O7uhYXZ7P9hmyu1hHLYvHe3sNL2/G/Y7\nZb2T4+u6jmEYfPnLX97WF/B23nzzTY4fP87o6CgAv/Zrv8Z3v/vdDVL87ne/yx//8R8D8PnPf57f\n+Z3feWJp+0iKT4BHTbmXZXnbZRWwcS5gs2n1qVOndnxeu603lCQJy7J2/DhRFDEMg7fffhtJkrbd\nLGA3UdqzHinu97k237tbbeYwTbPVD7ZQKLSaTbcXnicSCVRVbR3rMK9VPgkpHjR2Oqi7yfz8/Iae\nxIODg7zxxhtb3qf5hWxtbe2JlIBEUtxH7p9lCJtvoNmunHzfZ35+ntnZWXp7e3nxxRdbBfi7Yb93\nkbZTqVTI5/P4vs9zzz23o/ZQu3m+w7SmuF/H/bgE097irp32tmbFYpGZmRkcx0GW5Vbqtbnz+qC2\nuNuK/U6f7ie7+TJymL4g7pTD9c47JGw12HerN96jIkXf95mdnWV+fp6+vr7WXEDYfbQHT6besFKp\nMD4+jiAIDAwMtDYU7dfzNTks6dPDGhnthq3amjWnjFSrVVzX5YMPPmiVjLRHlo/T4u5JDAHeLyke\n5HPfzft3YGCA2dnZ1v/Pzc0xMDCw6X0GBwfxPI9KpbIhG7GfRFLcQx412HcrthJbs+H3/Pw8/f39\nfOITn3jgG/TjSPFx0qdbPc7zAyqmy+JqmduTeapWQLa7F1HWeONOhZVKjfTMHWwvxPR8HDfE8QNc\nz8cPBRzPw/XBvyc0PwipGg1ianU9skUgDANEBAQRwhAEAWRRQOQnc98IPRzLInftPRRRQpVFVEVE\nV0RisogsQEqTyOoKqiSSUGVSmkhclUlrMkldQZNFxHv/dlH6dP9QFIWOjg4SiQSlUonnn3++1eKu\nmYJttiWE3Y1h2u+NKvuZPn0SO093GplblrXjtnBNrl69yt27d8nn8wwMDPDNb36Tv/mbv9lwn899\n7nN84xvf4OWXX+Y73/kOv/ALv/DEvkBGUtwDmt0jLMtqrZHspLTi/q40nucxMzPDwsICAwMDvPTS\nS1u+aXfS5m2zx+42UvR8n6lVg+Waw/hKjbtLBks1m/mSgWFaNJwQUZYJEAiCWXwg9H38MEQSDdav\n2U3hhIQAoQCEIICAAOH6XQLfRxD99d+nACLrMlz/sYBASBCuP1y8J68gWF/HlcolCNfv3zxuGIbr\nzywICIAogCSsi08SRSRJWJesAJosoqsigu+Sisn0ZIukNYWulEpfKkZHQqFDV8klVJKahHyAUmiH\nLQptF1d7i7v2daT2MUyVSqU1hql9skRzg097icRhqSN80seGR4+N2oxyubzrGkVZlvn617/OZz7z\nGXzf58tf/jLnzp3jj/7oj7hy5Qqf+9zn+I3f+A2++MUvcvz4cXK5HN/85jd39Vy7Or8n9kxPIe2R\nYbFYZGlpacMOqu3SjEJc12VmZqa1m/Tll19+5IfhcSPFnaYYLcfjg4U616YbNBbmWa7ZVC2PumlT\nbzSwPEjqGrEYeCE4nk8YuIisEYoighAiSSICIooEIBIgICAiSyIIIp4vIwsCsiwShjKG5RNTYsRU\nGS8I8YIQRViPFF0/JAxBuhcpekHIui7BtkyUWAwBCAWBMIQgCPHDAM/zEQQQBBHPvydV1n9mO+vH\nFIDgnnADP0AQHIQFcz16FEAgRJZEFEFAkkRUWSSpSqQ1mWxcoTelkIvH6E2pDHZo9KY1OuLK+uuM\neIDtrG21l4z09va2bm+WjDQbEUxNTeG6bqvFXSwWa3WL2g/BHPZuObuZkPE4hfuf/exn+exnP7vh\ntj/90z9t/V3TNP72b/9218d/HCIp7oLN0qSqqu46YnNdF8uyePPNNxkaGuKll17a9ofgcSZP7GRN\n0Q9CptYaTK0avJmvUCw5aGkXVQxI+HUUKeD4cI5sKkkQhnh+gCwK+GFAsbZEse5juy5iaBOg4IUh\niugRhgGC4EPoE4TCujTV9dfj+jKi5NORCvFDcAOdpCwgSxJeqOD7CooqIwgKASpBuP53QVAIAok6\nLnpCRQZkScTxQqqmSeDYaJpEwwuxXY+ULKBIInYoIggiuqogiWC7wXo0KghYlkWAiCivSzQMIQjB\n8QNsPwTfo26HrNXXldyMfCUxXBe2IKJI6+nbtCbTGVfoS8cQnBqjPSIXRhSOZDTSmrwnEd5h3MnZ\nXH/fDe0lI+00S0bK5TK2bfPee++1SkbaU7DbbXH3sHM/rFKMZiluJJLiDnjYlPudllXA+gd2amqK\nlZUVRFHk5Zdf3vEH63EufJIkbavesNxweWOqyEeFOklVRBZFPD9AMMuooUeqK0c6mSCrK5RNF88P\n6c9qhAFUTJe+1AgZ/TjX5kpMF4okkmlSqkTZ8nD9kGxcQRZCDMdBFDwSik8QOjRsH1WyCf0aghDg\nBAK6bCGJFrZjYHohSaWGIIRU7TghkFYbhIgUrSQdukCv7lP3kqwaCeTQ50RWoOJ3YdgCQ1mNXCLO\nfNnGcjxycgi+S8VycMMQTZaQJAlJltEFGScEPRYjrogYjo/pBoiCgKaImG6A4wYIEhCsR5i+H9Lw\nPDx/Paq0XY+GA6t1m4l12xIGPvKdBsrrBWKyRDIm0ZVSGUjH6MvqDHXonOiO05eOEVef7o9rGIZ7\nLhZVVcnlcsRiMUzT5Ny5c62SkWYzgvaWZvcPem4vGXkU+/Ul5CCmT5/WvqcQSXFbNCdW+L7/gAyb\nbGdaRRPbtpmammJ1dZWjR4/y8ssv8/rrrz/xb/bbqTe8s1TnVqFKEMBQh878Wo1qeY2c7NLV3UMg\nxeiIK8RVifmKhSIKjOR0Fqs2hu3TnVRRZYHpkkVWV4l3SpQlhYrpkdYUcgmFu8sGjhfQ36EhhjBb\ntpCEGCOdOhXTZ6ZcIRGTOXkkw0LFoWp4dCdVhjtVJtcaOI7DsU6BhGpxZ8lCwOVsX5lyrcqikSYm\nGVztn2CtEWPJyJDRpjiWrLNmplguxckqEMgafqDjyzE6Yhp+GCMui7gerBouvuvSqYJju6w0RHRV\n5mg2huWLGE5Ahy7j6yDfS63WLQ83COlRYsiiQM3xcf31RHEQBvh+iBcE1MyAgPWos+F6VGyP+YrF\nB4CIgCyBJKyva3bEVfrSMYY6dE72xBnrTnA0p6PKT0d93H5Gt+1RaHvJyP0tzZop2FKpxNzcHLZt\nI8vyA7K8XyL7ubHpIEaKT+uAYYik+FA2G9+01TfZ7Wx4sW2bfD5PsVjk6NGjnDhxonW8Zhr0SRYA\nPyz1GoYht5fqvDtbxnYDYmLAjXyB0Hc5N9LL7ZkCyBqjnTohsFix6U3FOJrTya82iCsSzw1kcP2A\nmaLJ8e4EwxmFH763woWBDJoicXOxyprhcnEgTUpTWCibeGHI/3S2Gy8ImVht0J1SOZ5JUnMEynbA\nsa44fWmNhVKDVcPlRE8SXZFYqtoU6nGGu2SCACaKNWqVKqm4RjKVZsEVEZWQeNxEVhxs0UBRbbTQ\noTtVpj+xzO2VOLbvcqpzjqRq8l5hFFWGF48XqNg5xov9JGSdIVWiYceo1mO4vkTDkUEV6dBjVByw\nA5HuVIyOhMp82cJyAzKaxPrHLcQNwHR8QiCr+AiyguGHmE4D3/HX/3giVhhghQGIKo6vUWoYjK8Y\niIKAJHIvHSvRlVDoz2gc64pzsifBqd4Enu8fyvTpfo52etRnSxTFLUtGmrJszvX0PK81r7A5v3K/\nzv8grik+rQOGIZLipmx3lmE7DysWtyyLfD5PqVRiZGSEU6dOPXC8ZqT5JKW41SadIAh5e7rEYtWm\nNy5RKCwxuWpyaqCH80e7GV9pIAlwvj9FzfaYK1lkdYXOhMoHc1VcP2SkU2d6rcF8xSKlyXQkFP5t\nssRc1WfoqMi9gApRgKrlUTIdClUH1wtoWC6IAmt1l5gsshI6uD5YQoDrB3hBSNHwqFoeuiKhyRKm\n4+P4ASoeRq2IZQqoisTPXhim0vC4WaiRjMl88kQ/HxXqTK/pdCZVTvfr3F6uc7vo0p1Q0WIi760a\nuJ5FMmYDFtdWRyGoQuijCgW6YkvURQ3Ty9GVMLjQM8/t4nEWazlyWkhCkijU4qyW4uiKRkzSyKgK\niZhKwfAQXYejoYUViswYDi41FHGBmOghKy6z3iABFnFHIhVqmIk1xIZD0HUCHfDCENcPcDwomy7F\nhsPtZYNXxoso99ZHdSmkOy5xZtDh3JEkp3uTDOV0pAO0O/Z+9jtS3K2wFEUhm81uiIza5xU2+8G+\n++67hGH9/KR8AAAgAElEQVS4Yb0ymUxuq2TkYTyJSHGn5RXVapWjR4/u0xl9vERSbGM3MnwYpmmS\nz+epVCocO3aM06dPb3m8ZqS5m7ZJux0BtZkUgyDkw8Uqb0+tYdeKeLaDo2XoHeikJ6vz1nSFIAzJ\naQIVy2OhYq2nMnMad5YbaIrE80NJbDegaLic7Eky2h1nfNkgE1e50CVxqifJjcUaZ/rSHO3U+cFH\nKyyUXS4NZehMKLw7W4EQ/t3zfRi2z6sfLZLWRP79hSHyq3XuLhsMdWiMdua4UagytdagLyHQqFbJ\nL4ZoyTQXRuIsFAp8MFdFkUSGOnQ8P+TGYh1dFhjtThBXRDRF5GRPAsP2Gcpp9GdifDAXo2F7nBtI\nE5MFfnSnSN0weK5fw5UT3ChU0GWbcwMmq3WDNwrHSSl1elJVdLFCXK3hCylUO0F/qkin5vL2whjz\naxqdYRVppcRiLYlUB1XvJ5AdhpROSjGoptY4lpzhVvE4fmoCrXIS2fVIygYL9VVOHB3CtH0aro8i\nCvjhem2oH4DheNhegOUG1C2fQs3l5mqB734AMWW9DrMvpXGiN8HFgTRn+5Lrm30OSES535HiXr7O\n9nmFuVyO5eVlrly5sulUifYWd/evV26Hg5g+jdYUn3KaW7Xn5uaQJImenp7H+gA1Gg0mJyep1WqM\njo5y5syZRx5vJ2uSWz32caUYhiEfzKzxwd1pOgOTsVPDFGyFjK5wpi/FrcUagx06Z4+keOPtBRzP\n50RXgmNdcW4u1hAFODeQwgtgumiS1mWOdcWZWGlQbLiM5uLkVwOuzVdBgNHuBHXbIxdXkQUBXZEo\nN9ajPz8ImSmaeEGIIK5f+MeXa5RNj5CQhhdQtjwcx6NWKaG7AieH+ghKHqbrk9RkkjIUbR9JCjnW\nGWet7jC+bJDSJMY6NfJFk8WKRXcqRl8qxit3i9Rtn750jJgs8IObq4RiSEaTkSWB8aJNZyZGLh4j\nqSXoSGp4gkPRaiBrKmf6EtxcrDNVLNGfqnAqZ3NjqY9ry3WOplYY62iQjRsoJ3ymyiG2pzCgvsWq\n0cOt1RxamCKDiC8ExBQf2QcxrBP3BDqTRUILVhpH6I0rdMQVHH899V2zfGwvIBvXUCSBuh1QMyyC\nMCQQRBw/xA98lqouharN+/MV/uv7BeKKSCauMJTVONOX5GJ/ijP9KZKx/RuB9DAOaqS4k2NvNlUC\n1sXW3NiztrbG9PR0q2SkPapMJBIPCMrzvD0ZDr4VH0dJxkHmmZbi/VPugyDAcZxdfzCDIOD69esY\nhsHo6Cjnzp3b9rH2ogh/p/Pc2tcULcvilfdv88pEmZNDveS6Bnl9wUCWfGKKxH//sECl4XK0M86H\ni1XeWfI4mXRJ6wo/urtK+d7P5isWE8sGqizRl4lxfb5KoWpxJKPjhXCnFHAk4XC8J8lCxeLuUg1d\nlTjdl+THk0Vm1hqMdSdIqDLX5qsIwHBSpWY7vD9XJa3LnDmSZmalxv/IF8iqIZeO9bBiCXy4bDPa\nFSepySyXLSpOyE+dyxEEIZYXcCQbY7Q7jgBoEgx3JigaDmld5khG5+ZClcWqzWhnnM6kwr+OlzAc\nj2OdCUqSy/WCiRGYXOhPsWK4/NtkiYwuc6I7Qc3xuT5Xxm7MINvvUw4cHKPGB8bPsuoO8s7McSQr\nQMLlknqXameBVMyCpQxaLuCnx+6gxVxyep2GE6NrOcTxQvqFSfK1DFUrSyOV4kRKIK7IpFSJkulS\nMT26UypZXWa5YtPwAhKqROBL6FJIPB6nYvrYro9/b0esHwQ4bojpBtTKJrNFk1fzJXRFQldEepIx\nTvTEeX4ow8X+NP3Zx0v/bZf9lOJ+7Gxtsh3hSpJEOp1+oIyhOdS3Xq+zsLCAYRitFndNSZqm+dAp\nMo/LbnefRlJ8ithqyr2iKLua/lCv15mcnMSyLI4fP8758+d3/OHeTUlHk90KVZIkHMfh1q1b5AtF\nTL2bF8/3MJzTub1Upzet8txgljXDIR2TeX4wQ19K49p8haNpkf9wqZ+VmkMQwM8c72SoQ+edmTLP\nDWW5ejSLYft8MF/h7JEU5/rT3Fqs0ZcQ+A+XB8joCm9Nlbg0nOXK0Q4Mx8MP4Xh3knN9SXJJlTem\nSvh+yBHVYbVmsuBqxCUB3VxBbBj05VIc7+3gWE+cykwZLwhAAEUUmK1YLNbWU7h+EPLeXAVdkXhu\nMM1yzebuUp3uhMKZ/iTX52v8850ix3Iao11xClWL6ZLJie44qizgBQLJmMTpLpVsNk13SiEZk2k4\nPmlNYjgZ4/1bs7w3u0hSqNNBDitXoipp/FzqX/iu+qs4Vhxxso4QBvS5KyyYNjMGGNN9mEsnydq3\nGcic5IZaQUjYjKamyIoiouZxqWuFspUkoeYZSv8T7xXGmCz2ktEkjsTjNLwOykYaWVFQQ+hKqvTo\nAXNlB9MJyGgyfkxEkyVCQpZqDoEakhUEAj/ED0Mcz8OwA8oNj6Lh8tGSwd/fWkVXRLK6wliXzoXB\nLJeHUni7zGg8iv2u9TuIdYSqqqKqKh0dHa3bwjDEsqyWLMvlcquhfjwe35CCjcUeP/2920ix/Zyf\nJp4pKW4lwyY7FVOtVmNychLbthkbG8N1XTKZzK7epE+6h6lt20xMTKw32u0bIN7fRZcqca4/xbW5\nGomYzLkjKRwvZL5kkkuqZHWFd2fLVE2XlCpwd9ngZqFKRlcwHJ//78MliobL8Z44789WuFmooUoi\nqZjMP9xcYrpoYnnradHxlRVqlsfp3hTX59fvK4sixzp13pouc21xkd5siC7pvLbsELgB/SmD2ZpF\nEEvSk+3lbIdGsebw2kSRjK5wcSBD1XJZrNic6E2i20UkQUCS4dyRFBAiCgJJVaInqZCISfjeeocc\n0/FYNVxkUWB8pUHV9HA8n0RM5qMlA8uyONWpYHsBP54sIYcBw5qHtSLywRurgM8VuplGpCJCYy2D\nll1jteGTCA3cmkgoQBCKnJOm+GF4lFAQuGAJmP5NjiSOsChW6EsqqEjEyhfIex5F2yeVSPLcyU6W\nzAbj5TpdiRKnuotoUpGeRJE7a30sGRmOJGvkcgITpSEMJ0EmlkCKxUjrCpIgMLVmEoTQn1YJWO8A\n5AOrNQdVFsjGRcIQHC/AdD1ML6DhBNQsk5mSxSvjJfSYiOK7nF+8yXODaa4OZxntju/JBp69Xve7\n/9iHRbiCIKDrOrqu09XVhWmaDA4OkkgkWlNGKpUK8/Pz2LaNJEktUTZluZOsUVSSsZFnRorNBsOw\n9Qaa7UqxVqsxMTGB67qMjY2Ry+WA9Rlgu432HjdS3K4UHcdhcnKyVRZSLJWZbqjcKtQ43pPgv19f\nolCxGMjq3Fle39QiiQLZuMIb+RKFqsXRXJySG/LebBlJFOhOxlgoWyxXbfqzOglVZnzZIAxDxrrj\n+EHIQtkiqynEdIHlmk3Z9Bjq0IkpIneXDRq2z4me9UG0FdNl1VzEjH2IorgsOv2IAsSSRcR4lsJK\nL64p0dUVoxHGWaiq5FJZxrrSvDXtsFJ3+PSpLpJ1iTXHJwgDfuViH4YT8Ga+SH9W53+71Mf4SoP8\nWoOfHssx3KGvl094Pse64uvt44C4vB5hrZRC4iJobkB1aZXi1C1cr8rR9E+xIAr0IHIVkU46+WHo\nkpGrnO+8RjFMU/fihJqEFPi8JNzgv+kDWF4Pg9IIq+c10vEYbzsSqWSMXz7ZheOFrBoOFxMqCVXC\n9gISMYnZksVHywa+eJzOnMbdZYNrxTpDaZNTvWUadhXDK6HLBbxAYSi9Sqde4/ryGH6QYDStYPo5\nVKWDQEiTL9qIwFCHhhuE99rdrUeLmqrQJYi4/vqOX9sNMNwA2wmoOPCvEyVenSzxn9VZsrrKWLfO\npcE0Lx7rYLgjviu57WeKc7/Tp/tdMiFJ0oYWd+00W9zV63VWVlbI5/OtTXvtUWU8Ht/0PHcjdcMw\n9jWl+3HyzEhxO026FUV5aIeXSqXCxMQEQRAwNjb2QPrgSYltN491HId8Ps/a2lqrLATgX69PksuF\nvDyaQ1dE6pbPC0NZLgyk+ahQY6w7wZXhLIIAH8xVuTCQ5lx/mv+yNElPd4KrRztQZZE3pkpcGeng\n0lCGuZJJ1fI43dvFkUyMd2bKjHUn+MRIBz9+bQpRkfjESAfPDWaYL6/f96fvpV9vLFT5xLEcV489\nx3ghRaW+wumjPnZoIuk9GLZBf984ptfgetnEtBPYqsrbawE3DJNGvRfPS/Nfb6vg2Nh+HUIN6/0K\nihBnfMUmrkis1kyqpsvdFZPhnI7lBkysGMyUTC4PpRntSvD+fJW1Yo3nYw5yPeT9WxYhZWKVH9Ip\nSfhSGo+QI4jIwCIhNUJCFBxfRo05vGO9TOiq/MqgzpcuBrxX/zmmGw5fGuhGEeJ8mF8ASUVHwXID\nJldNHC9gYs0krohc6E9RtT3myxYDGY1fPNXFSs0mDGEgq6PKIul4F4MdJ3hnpkLRdDnZnaDLWWKt\nUcUIbGJqnYZtIYQLDCRucGulH0kM+ERPlZrbjRt0YgndzJk6kqgy3KHj+D62H+IHIRXTJxGDLkHA\ncjwqdQ9RVWg4AbYXMF82mStZ/Hi8RPy1OToTKmd6E7w40sGLxzrI6tuLWvZ7o81+zWh8UlLcis1a\n3DVLRpqynJ2dpdFotFrctctyp7/35tD0wzo/8lE8M1KERw+e3Upq5XKZiYkJAMbGxrZMGzzOZhlZ\nlnEcZ1ePfZgU21vJjYyMbGgYsFKzQf6Ak/H/h6O9n+ON+Qt0JVUuDWcoVG2KhsPRzjghIW9PVfCC\ngGQszgezZaZr0C+sRzQ3F2rUbZdz/WmuzVf5cH49pVq3Pf7lbp25kslYd4LpYoN3ln2G4xZ96Rgf\nFapcn6+R0mQIQ67PVbm9VEX3aoT1VSy7l6Ldz8mUQqNeZ76qocoivzyWY7lq88HcGj1Jn5FBi7vL\nBvMlm55MlWRildmigBG4ZDIThIR8VEsSIhBLhBhBhg+KOkKYRNXirJg67y6UqDVimK7AjcU6a4bL\n3Q8nKd+dxDHWKHb/FAuqSBg4DAkiSuAxF0ugI3AJkQVCJglQgaxkkBroZ0X+PxhTRY5LELdkflzp\nZXKtgelKFNMSgx0Ca4aPrgV86ZODGI7PzcU6ISFXj2ZZqtmIgoDt+RAK1CyPxYpFoWoxV7YZyemc\n608xXzK5vlAjrSuoioQbBOhiipoTgyDGlZEMmiwxuVJjza3Sma5gODVWzCKyUGK2IhBX5vnU4BRl\nswPb7aAedFGodRFTUxzrzNJwPWw3RJMETFMgk1DoTUmY7nqnHtPxMRyfhuNTsxvk10z+8fYqiZjM\nUEbj4mCaTx7PcbYvtWVD9MOU4nxSx24ef6fSvb9kpEmzxV29Xm81IzBNk7fffru1XtkU5qNa3B2U\nUp695pmS4qO4X4qlUomJiQlEUeT48eOP3G31OGUVez0CynVdpqamWF5ebrWSa//gOl7A6/kS87Uk\nC+U6b05/k4Lxb4z0HOfV8avcXlnvlqKrEtfnqyzXbI51JbizbHB7qU7Dg4bj8e5MmfmyxWBWZ81w\nmFwxsLyAvkyM6aLB7UKdtK7g+uulGMtGwHFZZLFiMbFq0HB8UlqSW4s13hqfx6hWOTeUI9U5hr1U\nxw0tlmouvuXjC+spvnJjPZpXJJVMTON0Rw7VbyC5NT4xvB6B/vPtVd6+Oc5//PRpEvEy33p7iYZX\n56cvzLNUK/PjWz6qNsnoyHWWVntZXOkj21PmeLbK8uooc2aOTj9Pf6eDkewkjNfI2CnCQMEWVaTQ\nJQxdiuYkqn6cI7LEQhDQOZrkCz/7y4yXXN6drfAzw0lGcjofzFVZrtv0pGM4XsDtZYO7Kw0WDQ/R\ngv/02hxJTWRixSSlyXzmTBd9mRg3Fup0J2P8/MkuJlYbeH6IIolI4npzcSGEuh2wXHc4dyTFyXSM\nuysGkyWHtCYhqQrjyw3Smsx8xSVE45NjR0ioCneW6vhByKmkS6mxynRtDN8vM10SyGpr/PLo65TN\nJJYXgyDHcr2fmKxzNAOi3oHtgyILVE2PRFKiRxQwHR8vgIbtUrd9qqbHNaPG9cU6f/f+Epm4zJm+\nJC8dzfBTY53kEj+p1Tusu08PohS3or3FHaz/Xt5++21eeOGF1nplsVhkZmYGx3GQZXlDVKkoCrFY\n7LFfb7FY5Atf+AJTU1OMjIzw7W9/+4HM2/vvv89v/dZvUa2uz1L96le/yhe+8IXHet7t8ExJ8VGD\nYpuRZLFYZGJiAlmWOXny5La7wT9O+vRxhdp8rOu6TE9Ps7S0xPDw8JZNxidW1tf8OuRRtI5fwWu8\nzYW+f+N07i+5s/o9RuIvcPnYFUL5MpYbcKovydm+NHeX6wBc1DTOD6fvlUEkeGEow2LFJgjhTF+K\nIxmN92bLxAYlXjqWIwhD3siXuNgt8e+eO8JyzSYIQ453JRDMEv9yfZKBRJpf+pkrpPUYb02XeW4w\nQ0e8i1tzaxQcg0+d6Mbx1ocYB2HI5eEsFcvj/bkKphuQjct8uFhlumhSajjYfsj3PqiT1jRq1V4Q\nelicvogqinT4ZbK+zHNhnAV1lYZXRrLvMFH6BxpGiUY5xulLBmp3hfm5JA3zBscG8gSNBEvzfTi1\nkCF/AbOu81Z/jnRymJys4WsyN1ds1u6JWxbX1+yW6w6WF/C/XOihPx3jH26tsFR1eCGXxBFirLrr\nu1l70yqWG/DaZBnH95kt23TeGzdVs1zuLBsc7dT5+ROd3FkxmCtbdMYV0rqM461vVPH89cHNQ1md\nk4OdvDdbpWJ5nOhOULU9rs/XEYBCzUaRRF4eyTLSmSG/1kBXRIZ6JJZrDaYbV6hbFebLDlmtyKeP\nvU7FiuH4EjX7OiXjCKqkMpLSqLudeCSRNZm67dOZ0uhOhViej+evdy1quB6Fisdi2eKVu0USr8ww\nnNN5cSTLJ0c7iAUByiHcaPMk2jPuZ7NxURSRJGnLFnfNqLJQKPDVr36V8fFxbNvmD//wDzl//jwX\nLlzg9OnTO9rc87WvfY1Pf/rTfOUrX+FrX/saX/va1/jzP//zDfeJx+P89V//NSdOnGBhYYHLly/z\nmc98Zt83+DxTUnwYTRkahsHMzAynT59+4A3yKGRZ3tbUic143Eix0WgwPj7+SBkCFA2HxarFuf40\nhbpEgMhwzxU+ceyXqNTHCao/4lL6+xyV/5q3Fy+SFT7Jxd5P0vBOsWo4HOuMYzgK+dUGQShxqjeJ\n64eML9fJaDJ96RiFiknRcDjdl0KVRa7PVwE4mlVwPI87S3W8Ro2523fR0jl6h08w2pNiIJdkttgA\nAS4NZ+lKqNxZKLHa8MnqMn4I781WUCSBnz7eiRuEvDdT5khG48JgmluLde4s1RnJ6fQnJGqmy0J5\nPV3rhyHvzVQIghBVule28U4Vz25gCSqv5hsE0nlCX0d2FY79oIeYIyD1JvDTnZQXetCyNYpGGiHh\n0jn0EaHncaswTcy5S3+6SMMY5IPVThJKjA49zuszCW4uFfF9Bc8P+W/Xljjbm2S2ZGG7PmM5iVNH\nEvxw1iOmiPzHF4aZr9i8NVUmBJ4fTDNXtigaDobtEYQhlYbLXMWi3HCZWmtw5kiS053r0fYb+RK5\npEJnXCZftAkVgzXDIQzhTF+CzoTKv06UcP2Ai4NpZoomt1cMPD9gqbbeVu/q0QyDHUnmyxIj3X2c\n7pdYqlosey+z1Cgyu1pkuNPipeEp6nYdPwjwgyQrjQxxSWQ4LlNzuwjIgqRjEdKbVgmJYTseXgjl\nhkPd9ri+UOXDhRr/5a150mrI+SNJPnNe4fLRLJqyd6I5zKOd9pNHlWMoikJHR0crivvOd75DPp/n\n93//9/nkJz/J9evX+f73v89Xv/pVzpw5s+3n/e53v8uPfvQjAL70pS/xqU996gEpnjx5svX3/v5+\nenp6WFlZiaS434RhyNraGhMTE+i6jqZpPP/887s6lizLrRE0u3nsbiJFz/NYXV1ldXWV48ePP3L8\nVBCEXJur4Hg+mixytxQQU+uMdiXWdzPO6YR8lozwv3Jr7n3yyx9xNPk67330P7i5eh5HOIMQnOP2\nvE1VWGOwM8UbYchcyaTUcDnRk+AfP1rhzlIdWVr/dvvOdJn8WoMjaY1K0efWK3fIL6xyqjfJ6PAo\nN8ouQejQmfJ4Z6bEzXvrYxXTZbFiYroBhCG3CnU64goxWUBXZWKySF8qRmcyxpG0xpneNIEf0nA8\nXhjO0pCWWEukWSiZ92ojZb79zjxhCL/6XA9L73+ff37lFbKiSZd6m3dTF2lYnQjKGqFe49ZYL8pk\nD9myS+faLE76Mn1Hf4ZsJkDXZEY6/mdEscab9iqqajDWv8RCpcq7+QoxbQGlZ4HGSg/51T46UiYZ\nPcbNYi/XlhPoUhxV1JhYCumYdnCQ0RWJ799coS+lMlM26dAVPn2qk5Gcw4/zJY52xfmlM91cX6hR\nMV0kUaQ3HcP2AAIkUSAU4HhXAj/u8eHyeoq6O7keff7T7TWSMYk1wyUmC5zuS/KLp7r418kiiiTy\ny2fi3CoYLFYsaqbLct2jULE5P5AircksVm2O5brIALF0J5b4PAXbZKVeZSBd5/mOJRp2hTAo4gYl\nyrZOl2YhCRp1O4sXpvFIE4QyR9IaXgiu72M6AYbjsVjzKdQrvJKv06ErnOxL8LNjOT55vJPMNjfr\nbP2+fzIdbQ4buyncr9fr9PT0bDooeLssLS1x5MgRAPr6+lhaWnro/d98800cx2FsbGxXz7cTnikp\ntqcgwjBkdXWViYkJEokE58+fJ5FI8Nprr+36Tf4kC/A9z2NmZobFxUU6Ojro6+tjeHj4kY+bK5vM\nlNZbsN0s1PioFHIs5WK6AbOl6nq/0t4kbiAyXz9BJnuavp5/T7n2FpJ0m4vZv6Nb+k8UExfIiue5\nNHgVOxyiULW4OJBmpDPObNEkl1A4dyRNIiZxba7KYFZnOBlwbdZkzRZ56dwxTh7JUqjaeL7D0XvT\nNvKrDeqOT39GY75kcnu5jukGdOrrpRqlhkt3KoYfwlvTJQihO6lSsV3+bWIV0w3oz2jMlS0aNZ9s\nSqAvozFfNlHEOLm4SiiAWV2j97X/kzhX6QxW+Sl/AjGWRHTSiPE5lOQEy7Fz6Bf/d34uJaCmNX44\nb1KX1hsMWG7A3YKNIKgMJobxwhCpdoFBEVL9Hl1JiedHPD5MFHhbrDA2sEhnV5437q4xs6IzMHwX\nQQjJz40ya3bQnVKoOh38y1QSRYgTeDq1hs7/e20JWRSYXG1guQEDmRipmMzkSoPRLp3LQyluFgxu\nLtYRhfUvCfMVi245JK5IaLLCz53oIhmT+MePVlmp2xzvjrNmuPzozhqiIFC1PJIxie57u0bfn/MZ\nyemc6k3y7myViulSbrgsVm3KhkCPHKJKIss1m6GczmBOp2F3oWonmakZFBs2Q2mbnuwapltBE5ex\nfAfHLTOSqeIHCRpOkjDUKdgdxESNeFyiYYcECDgBrBo2y+M2r+cr/N+vTHOiN85LIzk+faqT7tTO\nmlfD/keKO+0mtV32cyQV7K5wv1wubyta+8Vf/EUKhcIDt//Zn/3Zhv9/VFXA4uIiX/ziF/nGN77x\nRL58PFNShPU32crKCpOTkySTSS5evLihr2CzLCMWi+342E9iTdH3fWZmZlhYWGBgYICXXnqJWq3G\n/Pz8Ix/reAH5tQane1Oc7ksyXTQ5mpH41Rd6Sekar+dLnOpNcWEgzcSKwXCnz+XhLAlV4vX8z3B2\n9FNcHvwNllb/iWTpbS71/Wf69f+LdwpXGdY/wUtHL+OJF5kumlwcyHCuP8182UQOHDRzGUVUSSQT\nDPUN86kzRxAFKBouzw1luDycpWZ5VC2XFwYzHO9Jslix8MOQkWyWwnSVPBrLNYufP9WF5fh87/oS\nivT/s/eezZIc5r3fr3OY6ckzJ8fNAbuLxSIQTBAl0aboS1JW4K0yrXKVq/wFXK7iF9A7v7JVZZVN\nyeR1qeoK0r2yriCRMklRpAiACAssNqeTw5wzeXqmc/KLWawAJkRJpKDn3c453X32nJ759/M8/yBw\nYirPZtfl8vaQmqmwVMtx93DEne2YU9KIki7zXHNIlGRosogXxly71cWKfx019bjPLE74SX6lU+Wb\nmoQULoEr80z93xNnOVpli7qaEMQuWZSwUDYwFJG/GfjEScrFhSKHdsC1/RGKJLJcNVjrBNxtZWhy\ng5X8DMLoNDN5i8fyHquSz9FqyHS1w3/s7jIQAx4/fZtRusfl20dwEoWFxR36gwZXenMogkVOz9Py\nLa42RyRxHj9OGAUJfjzRU+4OAk5N5ahbGndaDmv7DjlNpqDAD9d6HGuYpFlGPa/x+bMNNEXiP79+\nwDiMubhUZL3l8KONPikw9GJ2hz6KJNKwVHpuyKmZPL91YYoXN3rsHXiEXszhOCRjkpayH/msd11q\n1mS/KZGjXpjhTsdh346ZKwoUkgFJ2qeu7bPZc4kShyPVHbxIB8Ek1jU6bokgNkkkkSCFKEux/ZSX\nN4Zc2bH5xo92OVo3eWqlzK+fqtF4lwD5y9op/lN3oe9XuP9uLN6+853v/MyvTU1N0Ww2mZmZodls\nvs0n9sev9fnPf57f//3f56mnnnpPP+f7rY8UKA4GA65fv06hUOD8+fMYhvET3/MmsP1zg6Ioij8X\nFJMkYWdnh93d3Ydg+ObN/G41jusdhzTNODNrIQgCXSdk2lLIKSIbXZcMOFLPEUQJO32PKUujaCis\ndxzCJOVszSLOZO7av8YoOEmi/o/sxDdouTc4XvpPSOP/g9vtE6TBkyzPnKHTe4S/fWkbXRL49FOn\nSGSdy83XOVdSUWWRjQfnfaQ+ITKttR1kUWCpOhH8r3cciobKfNmguQlFU2bky1zeGmKqEk4Yo8oS\n4zBGlQXSNENTJKYKGkMv5K4AswWdqYJG14m4fWBzqzlCEkFMQz4l1jjNJkNMfpCex/BifvfEZ9l3\nI9eg9vgAACAASURBVEzFxBINSobMVs+nI072eUVd5vbBmGpOeWArN0kLMbWJyN5UJaYLGlGccnln\nSC2vYsoa9ztjnl/vUzYUCprMRiejmpshtg2mdJXC+L/ifNUgzO8TCzZPLvUZze3xrTcEUnmH6dlr\nNNuz/KhVR5ZTKpbEmlvH6xikUY2CaVEw8hyr5ziwA7YSOFFUqVZyXN+z+fYtl4IhIwrwH17eY66o\nY/sxJUPmmaMVPnOsyl9caZJksFw1ub4/4tr+iCBO6T/oFCVRIKeIOFHGhYrBp49WuNty6LkR4zBh\n4EUU9Qm7dK3tcONwTF6TJiNvReZ4Y4WbB3XW7BXKlswoGKHJQ+bKTTZ7IUnqMlts48Q6miSRpTmG\nQRHX1xkGIkEMwzjhla2JD+7/88ouR2s5PnmkzK+cqNOwfvZ79pd1p/jPkZDxfnxPP+he7wtf+ALf\n+MY3+OpXv8o3vvENvvjFL/7E94RhyG/+5m/ye7/3e/z2b//2B7ree6mPFChqmsajjz76c7PD/qUY\npD9rfPDTwPDHb+J3A4pOMCG3VHIKnXHIrYMRXSdEzQRe2exxrxdTy6tc37fZ7Dp0xyHJlMWB3eJm\nc4ylTd6Y7XFAc+CTT+CHmwKd6CJp9iiY/wM3dm5x93Cbun6dy3dfpjkqMUyP02jM8equwXrXYneU\nMNfzaHttbh+MKZrKA0ebmPsdZ9JltR1ao4D9gc8j8wVa44i73ZCpnMDJ6RwHA58sk7i0VEESoaDJ\nKKLIp45VMRSJY40ckgDdpszJaYtHF4s4YcKfXd6bpNynACqHVPhftT9mJFp8I3iG2ulP8dSlk9w6\nHPHCWp96XmW5YnLrYMy9jk9VnUROtcYBrVHI+bkCiihgqhKKLPLkShlNElmt5bA0maEfs1I1eWyx\nyLX9ES9u9Dkzk6doKFzeGnLrYExeSImI+fat9gR0VBlZKvHqzTpF4wylzKWsKFzUf4/BVJvv2V2q\nxR4Ls5vc2N/nSlPH0O+Ryzl8a8/i5b6ESgWrbKDkLR5dPcHQ01BskWeOVuh7MS9t9LmyZ2NpMh0n\n5H/7+01quUlHOFvUuTBvcWY6x3PX25iqxFLF4NWdIRsdl4ET0PZStvoeRVNBlgR2Oh6LFZ0TjRyH\ndsDIj/GilDDOqFc16pbGreaIy7tDRAR0WaRR0HiiXOLyToG1wTSIAqNgwEo14Gi+y1bPJYx7GMoQ\nQVCZLqVEaRE/zDMMDIZewmCU8LIdcnmrz9d+uMlyxeCZEzU+e7pB3Xr7A+8vazf3ixgb9WEkZHz1\nq1/ld3/3d/mjP/ojlpaWePbZZwF49dVX+cM//EO+9rWv8eyzz/KDH/yAbrfL17/+dQC+/vWvv2/O\nx7utjxQo5nK5d2SHvpOrzc+rD8Ig/fFK0/QhGM7MzPxUMHzrdd8JFNc7Lq1RiKaIXN+3ud8aM13U\nCdPJvioTFGaLGlmW4YYTq7O5ks5O36OaUzg/X0STxQmjdMrCSlLcRCRVVY41ctTyGte2RYjKmMpJ\nSoWQdrTN2dx1Tpafo+fmaKWn+NhCnmnzAgfBI2iKyErNRBYFtvsTgpImSzTtgBv7NqYicWgHrHsR\nt7oJej1CElU2eh5uOOLSUpkkhefX+piayONLJfYGAd+6cUg1pzFdlHmjP+bQD3GjBFkSiON/3NHc\nylb5kzP/JyeskFpSp1arU80pLJVNdss+Z2csLi4WycjojV2WrYyVqsF626E1DqnlFNwk4/KOjSgI\nPLpgMfITXt0aoCsiTy6VCJKMlGxiKD6VZ6Wa49JiAUmYeKyeL4VUiybf345p2gEX5i26TsRmz2Nv\nEDBdUHGChCu7Lmmaw5IU9HiBSvBxjqsBnjjgWDmlURnyxt6ArU5IPn+IIG/xDwc5XuldhkzCVHNc\ndzXOz1WoDeeoREW++MgsO72A79/vsTf0MRWJe22X//3vN8mpEgMvZrlqslgxKOgSP1jrM5WTOGWF\ndEWJ7Z7LwI0fjL0ne8jOOORGc8xcSadsTrxihSybkIAygVMzeaI0Y7PjsjfwiZMMWRK4uFCg3fI5\nCAvcG0zhJQkCGcdnXEjatMc2WXpAM8phaQK1vEAQFwmTPENfYRxmXDtwuNF0+OPnt1iwBJ5ayvMr\nx2rMVIu/sIbg/5LnfvP876dTfDf8hZ9X1WqV7373uz/x+qVLl/ja174GwFe+8hW+8pWvfKDrvJ/6\nSIHiu6l/Kau2NytNU3Z3d9nZ2WF6eponn3zyHW/ad7ruyI9pjwM+cbTCStXkRnPiIvOx1QpXrg1o\nJjJnl+qs1nLc2LdZqeb42GqFLMs4sAMuLpY4OW2x2XWp5FQuLZboHXpcawUs1Q1O1XWu3b7P5laf\nj59a5rFj86x3XMrpOZ5Y+u/Jqx0O7r/ISu06T049R5r9BfbOCT5Wr3Nq6gQt/wl6xQVOzZSZKeoP\nNZSXFie0/Ne2+8xbAr92sk6aZewOPF7ab/Ef9l+hquVpHVjkVQ1P7hMHKvf3I2JN5oVUQdzfByfm\n47MFouTtpIUUuOfl2PR0KorD+sGQV28KSIpG3tC4vBHScwKaowhdFmmOY1ajBFWWKBoKOV3GlEWu\n7KaTOKY4xQ0iLu+MKJkK5+csmsOAFzf7zBQ0Tk7n6TgBb+zZyJLAkbpJZ+gxUxZpFFRMTeLp1Qo5\nTeL/fnGHKMn45JEK612XG/tjDFXkzIxFxwnpeyGiAKemCxiyyKyxQNewcRWXRxtPErs9ro1HdEYJ\n1ZJNHAx4/o7Pi+s7qPIamubzp7s9VqsWoXaeer7Ml87X2W01eHHNx4sSqjmVjY7Ln7yyiyJOiDWL\nJZkjOZnZcoHLO0NWagZnZy12+j47g4BxGJNlGTlVYqlq8PrOkBc3B5QNmbI56Z7PzuTpOSEDP+Z4\n1aTnRlzZHZO4EbGsYOgSnzpS4sAO2ewqiGKJbhihiHBmNsD225D0CeI92o6JbmaUdQM3svBjkyBR\nuNOHdXvMX95xOVKSOGkGBOGrWPl/zC7M5/Po+gePxfpl7xR/3uTsp9W/5ixF+DdQ/In6IKD4Qd5c\nb2Y5vvjii0xNTfHEE0+8a0bbO4HiRmeyqztSz+E+2P2s1nIoksiBkyLqGQtlg3EQczgKWKqYqLLI\nncOJUH+pYhInKds9l1pOpWAorAUZIzekNjzgteaAIDfN2VPTXDhSIUomwNWwNPK6THtUZpR9glPz\nn+N28zdxxRaJssVK+XuI/v/F9u53yGc6c0KJ0HmS3e55GtYqBUPB9iKcMGEhL9Ao6BwMfZbKJp1U\np31QYGvs0gl90jDizrZHGkvE4zx4MaaVEmd5kszgxaHNiYWUO3sKpBJZJvCrJ6p0/RRBkJir1xDy\nKfdaY6w0Y0aBnf6Qtb0WBTVjylI4cBJeun+IKKtUcgobXY+iLpHXJAQkwjjDMlQMRUQSIE4nsUz3\nDh2GbsTIT9gbeHTGE63nXElns+lxtx8zW5s8ALy8NWDa0ijoCroiMlPUWKmZ7PZ9SqbMmdkCN5s2\nr2wNaeRVjk/l2Rv67PR8GnmN+aKBIgvkdQM3USmHEo8vn0ISBL53t0PHCZkqhgwdm/tdhzVlCHKL\njnqXP13fw8qN2E2eYKpo8tRJg2ZriVvbFiS5yW534NLrB+ScIV0npGIqnJo28OOEey2XqYLGtKUz\n9GPcYPIAoSsSJ6bziILAtb3Rg7Gs+HD0/MRyke/d7XHXhpmizDjOeGV7xHxpEposiQJPLhfZ6LgM\nQxVdK9AcBiiSQL3o4IdDTKlFlGwzDmTCRGLglxhFecaBzmsHGW8g8L2uzGPzMk8vCCykNgcHB3ie\nhyRJbwv6zefz76l7+mXuFP+lxqe/yPWRAsV3A1qKorxvD9L3U2masr+/z9bWFgAXL178qQSgn1c/\n7/9le5O09YUHptdX94a4QYIiCdw5HLE5jFnRJnFOd1tjuuOQWk7l9e0Bb+zZVE2FO4dj9oceewOf\nE1N5Xlrv8HfXmnieRyW/QK5+nHuHY+bEmKt79gN/zgB9ZiLav9W0yYCZgsZGP2PPn2F15hEOhS8z\nGA/Y9G9yunaVofsjdvp/Rmh/l6ViE3F0hs3W06jCSerGxIR4o+tSNBX+u5mzLOkzpGnKXElnFIW0\nPJt+6LKf2vxdq0emjNEUG9FqIYoJrZxD3sqTRjLFQkyvYBK2auQlAz/vkxdMpH5GyTJZnC2h5H36\n20NmGzkWzITexiE73TGnSxmFNKHpCnQVncdnCkiqTiYpIIj8yokaaZqxWjOZKYRIosh8SePEVI7L\n2zav7QypWRqKLNLzEzYGMamkoykSnXGIKArMFjWcMOavrrWQRYEwzfCjlL4TUs2pmKpE3VKZL+vY\nfsSr2wNWayYLJZ31jk8w9ijldY7PlTFUiUdmLXpuRNcJ+dTRCkGc8pdvHDDwYuZzBl3HYf+ejSA5\nIA3puW2+v/MygvhDtqIjNEoDlhcFgt1jbO9XELOU+VKFvhuz0XVojULGYcKyIjFX0hg2R7yyNaCW\nV5kraAzcmPPzFgfDgAw4PZ2n70Zc3R9xdc8GQUAR4WMrJWYrFs9dO2Sj6wIQhyl9N+KxxQLX98dE\nSUbJUHHDmEq+iiLW2LfnSEhJpTGiYLNY6hImXYJIYhxqdP0ih3bMczdd/u6+ylxR4xNHynzu9JHJ\niPqBcfbh4SHr6+sPO6i3gqVhGD+1I/xlBsX3m6X4rzU2Cj5ioPhuSpZlHMf5QOd4Nx6OaZrSbDbZ\n3NykXq/z+OOPc+3atQ/dzmmz63K3NUYQYL3tcK81Zrqgc+dwzFbXpe+nTAUx91oj7rccGpbGOIjZ\nH/j4UUIplyOMEw7sgLwqMuq1ubbfIhU0TszXmJ6a4n57jCIK1C2VKE05sAMsXUIQBQ6GHh0nZKFk\n0HEi7vcixknKQiPlXtvhXisgSVcpBufY8b/Crf0DCuoel1t38bbXWe++ynzx/2PGcvj7K99ne3SC\nkzMrBNFR3CCm78U8vSwThh1aA41lc4bfOXqa556/R9wPyUyJtKSiD13+p4KJVg+J5BH3OyMG7pix\n1mYncrm1N5kOxImGPM54qSWSC6qEWGixgSIaOEJKLBsY1TIlS+PmWoe+7VO3fOJgwI1DF0USeGbF\nYpRpXN1yKOQNPn20THscoUgi8yUdXZGYKWo8vlQkHA/YG6d86mgFTRH56xttbC+ibuZxowmhRZNF\nTjRy9NyYe22HUZCgSSJdJ2av7+OEKWk2CVeWRREniLje9Dk5JaGbId3DkPsth7KpcLyRww1TVmsm\nJ6YssizjN87WObBD/uzyPn5cZbFssDvwsbc/jSx7VIQxgjegM9jEle5iy3VM/XnMWovW/nm2dmYo\nawWqxSKjQESTDSRRIIgzankFWRS533ZYv+JQMiZuO7oq8RsrJZ673mJ/GLBUMbgxHvDXNzrUCmPc\nKGPa0vji+QZ3Wy4vbw744dqAIEpRVYlPrJbIMoGbTZuBl+AEKaoscm5+CtuvMfIXkZIIdzTE1Gw0\nZUiUDAljCTvMsdbWWe8M+E9XmpxoWHz2VJ1fPTnF3Nzcw/dwEASMx+OHkUye5z30Dn1rV/nLPj79\nN1B8e32kQPHdAM4HGZ/CRFrx87wQsyx72BnWajUef/xxVHViivxh7CTfWmM/puOEPL5UZqlicPdw\nzLFGnqePVIiTlChOWTULrFQNXCWHrsg8vTpx1H8x6XF61uL0TIHtrsP6bpNy2Of40hy1+ln6wyEr\nZsR8I0fPDXl0oTRJwui6OLWEx5fKWLrM5e0BFzSZp1YqxGnG3n6TC2WTT5xq0B4HRHHKkXqOhqVN\nhPvVGudmV1GVZ7i5b1MVOhxpbNA9fJ59z4Xk74lHz7I9MGn3LtF3Tf7mpRfI0oTXD09gmSfpbpf5\nklHmL0YhoqCAKfPvKxXG/YgnTy6xWjP5rndIexTw9PEKUZLy6m4bO/YxpwO2Bw7dkUM3dBmJ26y1\n4QcjjyTRSWOJ6zsKcyWV0C8honMvLlDP53F6GookcJCZuK7L63tDynLME1MCnVDm+rrCQjXHubkK\nO+OEa3sjcqrIqcbEYPlILceZGQ/bizkxPcmqW+u6xEFCXpMJkox7LYepgsYzZ+ps9DwkUaCoy1yc\nLxBnGXl9YuKuKwK6KgICWw+yLs/OWGiyiBPGvLqtMFvQyGkSu4OAak5lsWpiaTK/fqrGZsfhL6+2\nAJUz1WnWOy5e6yyCH1AL+5RCgWrUwdM7tPsjNOsact7mfmuON27kKWoFCqUCXlbnsZl5WiOFvjth\nODthwo/We1zZsdFkgbmixqWlIkfENpfHJu1xRMGQaI1Dvv6jPY7VTdQHO9hH5wq8vDXk1a0hkijQ\nc0LKOZUvnZuAZ9+NCONJZ6kpEqv1OuOgymjYxSzmGDgDLNPG8Xo4sYIXqLyyNebq3iF//ILBpeU6\n/83ZBmdnC+i6jq7r1Gq1h++pJEkeGmd3u122trYYjUZcvXoVy7Iedpa5XO5DAcpfRFD8MCQZv8j1\nkQLFd1OKonwgUHwTVH/8Rs6y7GFnWK1WuXTp0kMw/PFjP6za6rlIosDFxSJhnBJnGSenLcqmyq3m\nCF2RWMwbBGHMgRcwU9Qf6geTLGOhpLO9s8O3Xt9gul7lVz/2FHaQsrE7ZKFskPkhO30PURBYKBuk\nacZO36Niqli6zNCLGHoRxxp5RFFgr+cCAjN5GVEU2B/65HWZ1VqODLCDmNVajiONPE4Qo8gij68s\nc6R+hm9ulJmZPc6ZqYhp8yrbrRskbBBHLVpukTgRmCoE+NE1HO0CVlTgXBxhxhonMg277bE/8Anj\nlKmCzlprxNCPMVQJS5fZbifIksrj0zMsCDGv7dqcyyucm8tz49BmvTvATYcU6gp7tsdh22UYdQnT\niDvbGcgxqWtiiBp3Eom8mGPga5Q0FSnIEwdwr+WwP0rYbw/ZH3oMQoGjRYH5ismdPYGdnoOpyVgl\ng1GQMF3QODtjIYmwXDWo5VWu7dkM3IjDccTAi7h96HCsnuNjKyXWux5ZBienLMo4yKrKE8tFvCih\nqMus1k3COOXeusOdlsuJRo4wSYmSjLIpM21pQMZW18UyFKYKGrMlnaeWS1zbt/m7Oz00WeBoKYdP\ngcxdpJzEHM1FVOVPM52zUcw299semblNn7tstixe7UboskquVEG0Slwoz+DcKtIcBKxWTVqjkD9/\n7QDBDSjVMk7P5PjcmSl2+x5/c6PNlT0bVZLoexGSIPDo/ITkk2QZ82WD3b7Hq9s2JUN66M5zajrP\n4AEwKlLKQVtAR0NVa5DVqFkiTjAgCAe4QZ++r9CyPZ67avPd25sslnP86okFPnd26m1JHj/NOPuV\nV17hzJkzD7vKN7MLsyzDNM23jWA1TXtP06AkSX7ic+LDrPcDumEYvmdyzi9TfeRA8Z2SMj6Iqfeb\nx79V/J9lGQcHB2xsbFCpVHjsscd+pjHAB+kUBUF42xjHCxNao4D5soEiiay1nYfgFUQJh6OA2aKO\nloRs91wyM2OxbJCkGdtdl9S1uXL5Lpgl5pePcGGxSpIJ3G+NETKo5FT2BjGDvsd0QUcQJhZyQZRw\n6kGXs9VzkUWB2aJOkmbsDnwqORldnmQD9t2Io/Ucoiiw2/eIkpTFymSf+lawBTh0U04oEo1ijSSb\nYTt4HMPaZHTwv3A4zJFg8PjsPWRZxo12EYWMpx9PGESnKFsLdLwl4rlpkkxioawjCBkDJ0SRBFRJ\nJKdJCAh4YYqhSohAUZc4Ws9jaQqem7BaFvjiJy7wwnqfOy2Hp1fLiHLC81sHHHgOmeZy4I5oew7b\nURffzDgE7jsBhAYKVcapQi/TiWUN2xPR/AyvF3PgdLG9kBNlAUNV6UUSkqIwW84jiBKXd2wUUWC6\noFExFWp5lSRNudF08KKE3cFE13mv7fDYQpFGTqYbwXrXY6lisFw10GWJ09M5QKDvhlyYsxj4Cd+6\n2aI1DkhTGIcJb+za5LQJW7TrhGz1PPK6Qs1SWTAVaopIC4PXtm2mixrnZi06ToQlLDBn1InzPqvW\nJWZKMs9v7LI9sLHKHXw6/HBzjZuDl/AEA6Vskp/RmZPmefn2NHt2wtFcTNdJaNo7nJ+zKJsKi2Wd\njx8p86ONIdebNvfbLlGSUjIVnlgqcaJu8Mq2TdeNUWWRIMooVRVymsxmx0EUJmklqiRwvFGgZQeM\nwwRdKeHHOQxDQNN8gnhEHDsMfYE7hyFr7T5/+prIo7MWX7hwmouL5Z8JaKqqUqlU3pZdmKbpw+zC\n4XDI3t4eQRA8jGN6a3bhzwKmOI7f5rj1Ydd7lar8U9vO/SLURw4U36k+aLf25vFZlnF4eMjGxgal\nUunnguGHce03AfXNG3yz69AZBUwXNW42bV7bHlAyVW4djNjquRwMfQQBhn2Xa3sj5mcMoMdGs8vN\nrQOONPKsLqyw2Q9IsxBNtQnilLuHk52k4yXc3nSQCzZRmtIaB9x9wFYVRIEwTrh7OBn1/WijR88J\n2Rv41OSU6wcOQbfFyI9p5FXuHY640Rw/+EBL2R943G87zJUmT6M9J8SNMmr6xAfRFw06/SGG0yMv\n9yD1Gfo6+ewmWWzSk3+fvNLlfOPbHPpXubK/znyhxxPzm7zcfAZntMr5xhzV/Ar7o0l6/ZPLZYI4\nQVcnP0M1r+DHKTeaIzrjkJ4bE3sJV/dHNO2AznhCxlou5rmvlZGiHF++MIsbJryw3p/IJeZVLh+0\n2XNsOsGYQTak6djcUVsEYY5U09mVQywVZG8KUclRK6nMGhLjZko29lk1Qmwv4HUHFFllumyw15Px\noonFm6VJRElGmCSEScrYj9kf+rSjgE4QcbkZ8szxCvNlk+bQ59VtmylLpZFXMFSZo408nXFImmU8\nsVxip+/zzRstvCilYsrs9X32+h66IiEA670ArBSrrJDTJY7UciyUdNpOnxfWB8wUtUl3GqYsFPMs\nl6YR0iKn6idRZYmXN7u0dmzq5RGJ0ONO84BK/Vv45gyFRYXK/JBgfIq13QXud/OUdAtTUdEUiceW\nCgy8yQPrStXgtR2b79zuoCsCXSditmjwudMlbh9ONJBRkmIHCVVT4XQVsCbORqII4yDBUAUWyzp+\nlJHTDGzfoueG6HqM64/wwoD+OOXbd22e3/gh80WBz55s8Nmz56m9C3s5URTJ5XLkcjmmpqYevv7W\nOKb9/X0cxyFJEgzD+Am5yD9HAsd75TG8k1fpL3t95EDx3XSKH3Sn2G63uXnzJsVi8R0ddH782h80\nU1FRJoG+ewMfJ0poDgPao4ChFz/sEjvjkFpeo2KqDAYCmghLuYzuzl0cT+FjZ1a4tFJnFEQM/ZTV\neo7pgs56x2GhYnBpsYTneqztZJyZLXBi2mLghLRNhdVajlpeZb3jUsurnJktIAmw0/MomQolKWHk\nBrT8gKqpMvBiuk7IZtdhsWJy82DEgT3ZgUki9B/EI91s2tz9+p+iSALtSGFxfo4vf+YSYfD7BLt/\nDYKGm5S5ePp/ZnttmUg8wp59DKs2S2d3nwWzRa5wlcJgn6vrG/zGsT9nxWyzd/A4W+4xPnk0T8JR\nbrXnUaQi/+7sFPt2gCxO7pmPrVhs7Lr4UcJoEkvB5e0h7VHIvcMxfpJx82DMtKXQtH0sTeZYZQpL\nNvnbW23OVjU+c6LG5e0hnbFP0AhItTGXt/dJjDG7ks/hqM/zIw/RjwhGVYRUYSNMmM5b2H6euibw\n8RkVpxdxc7+HJmYcrxo0fZneIIJUYrlqIokCmiTgxxldN+L1nREbXY/NrkeUZDxzvErZUNgdTOK9\nFso6cZohCgJnZyy2ui6aLHJxscha2+WHaz3yKZyds7i763G3G2GGDrIwsQfMazKWKhOlE6MHVRJZ\nH7qsPXiweWplIjc53jBpj0NUWeZUfRE7iLnZHLPX/QzlvIvnbyJFQ2ZmX2NzuE8aKeTqTTrt0/zN\nvWm+t1ZAl/MsFEvMlsqsVA2+ebODFyUslU3aTsTLW0MKuswoiCkaCp8+Wmaj69G3RRplgZ1BQE6R\nOF43GYcJU5bK4TikOQhQZRFZkjBUhWkrxyiICKKIsTdi6Ifc76Tcf77Ns68/x7lZid969CTnFk++\n5+7px+OYYNKBeZ73kAX7plwkCIKHr7/ZVX6Y5uPvFdzCMPwnMz//RamPHCi+U73fJ6A3jcYPDw+x\nLOs9geGb9UEzFd8E1De7wC+cm6Goy7yw0efUtMW5+SK7fY9xmHBxoUTRkFnf2aeY2pRThaPnz3C3\nF3F62mK6qHNtz2a6qPPoQokkzbjfdjgzU2CpmmM9isjJAo8tlSibKj0nZK5k8NhiiSSbSDwuLBQ5\nPVOg54Q0CgGnpy3wBtzaiyjl8zy1UsFQJV7bHlDNqTy+VCJKM56/32WxbHKskWPkx+x0RmS9HWRC\nnEgmyHQO9nfZHpxlHF/ArCyixCO2+T0663n2Bh6qLHIY+ViDHl1X5kZ7FdO4yIbjchgNuDH6LYbZ\nJvcHffZsn2Olv0OWvs21zbMgGFTFiKG7wtXDWYpmnRP1El6UcnVvhKaInJnJc2AH7A49EAWEJOUH\n97rkNIn1zmRs/Cev7JFTRe4cjEmSjIOhjyqJ3Dt0ubRc4uLCPGJHpu9n/M6Jaeo5hZvtIaHkcK82\n4MAZYTNkJzzk0Blyx4GXYxsxE5BGM8xWJKSyh+To3G07zKkip42UXUdElVMWTZ3lqkXVMpkqaLRG\nIfvDgDuH44eMUFmEjx+poIgC7VGIqYrMlQwUCUqGwoWFAutdl0ZeZaFk0OpKXN/3OFWEJ5dLbPU8\nhn7EMIgwHrjgVPIqaQZNO6CeVxn7MffaLpsPzrNU0Zku6MyXdIJoj72hz2JhhqvthPX1R8jvfZpV\nPSNf6LM4s0u8eJe/vuzihiDnBlzuznD1hQL1nEUcljleq/PZEzPcbTlc2bUZujEiEMcpuipTyyms\n7YIVpsxaOogwW9I5sANuNMcUdJm8JpHTJE5aJls9nzTLMBSRMJYp5svISkIYx4SxQ9tR+c694ISe\nDgAAIABJREFUiBc2b7NYvMJTUz4nveMUjPdPPnmT1WqaJvV6/eHr165do9FoEMcxrVaL8Xj8cD3z\n1q7yZ8lFfl69n1HocDh816Hrv6z1kQPFD7vtf2vqhmVZzM3NPRx9vNeSZfl9ayTfBMUsm+zuSqZK\nJafSHE7GSPMPdnO7Aw9LkxFjj++9eIdmN+TY1MQg/Y3dIaok0rA0/CihMw5YrEw6j52+R/qA2ACT\nDzxNzCibKm6Y0H0QPjwh1HgTok55sgvZ6XsPz3voCRyOI85MaxiqxNiPGXiT3aKmSHQHPooscnrG\nopJT6dg9xu1dZqURYpaQpjmqOKxoAeeqAhuuRiM/QzW3yPfvdljvOOQ1GT9M2eqGyPYIQ1e5e+jQ\nHgfYXkKSpry8bdKuPEorCEillHX/c8wXWwjKITIdTOkVFszXeT24iGV0WNI7jKdXudI9z9mZMsvl\nBYaeRPuB2YGpSjSHAWmaslQxcMOEQzvEixLsIObGweiBoD1mu++TAAM3Zq0XsGsnVMuTv9N+L2bk\nS1yYXUYuCvTdCFOVCGdi2sGISHHYGdlcD3wOHIc/X9smCRUiu4BWtlkpQF6vE3RljpV1jikeh3sZ\nUUdkUVFZmdVZqCpUixMyU8+NGHgxbphwr+VgqiKPL5YY+DHbPR9NEanlJvu55YpBMDLY6LiUzEm3\nECUpl7eGnJjK8cRiiZ2BT06VyKkSJUNGVURURaI98rmxH3F+ziKnyRzaIX13cs8sVU3OzVnMJ01e\nc1U6TkhB09ltV9nvVFioPMUj+ZhiPuDckUNudTb57o2A3fEATbvL9/cMbo1jGrkybW+WhUKZXzm+\nwJW9MfdaDmmSEAOqLLBaNVnvemz3fCQJDFXC1CRWqwabfZ+em2DpMvsDH02eyIyCOGXK0mmPQ5JE\nY7oA48BnHIzZHKg0RyovHv6/fPZ4xGfO/hZTxcpPe4u+r8qyjGKx+LbPk/ciF/l5JJ33Y333r124\nDx9BUHy39U5aw7fmMb41gmpnZ+efLVPxx49Nkslo1IsSVms5AHb7HqYqUclNurne0EHzWtztZGiV\nWY5YGZWk8xDYlt5CdEnSjClLJYwTtnsuljYJ9u2MA0ZhSkWfCOr3BhNSzFzJeAjKBV3B0uWH511+\nAJhdLyGKU+bLkzf57sBDEgRmiv/475wqYakCt27f4R/utDg+3+C1OxlBKuJnMgXBJ00TMi1POA45\nPW3ReGA6nQJfODdNmsF/en5Mo2rx+QtL3GyOWO+46LLAQsXkZnNIHCcUTQVdEmk7KVE6i6RUkSWR\n3fjz6HJAtbxNyTpgqXoZIbvPgRdwtnSTi7VtMvdRXnIu8plFKFurfOvuPAOvyK+erDMOEtbbDgjC\nxLTgwUhyfxigKeLkgy1KGAUpUZphexGV/MQrtOdGyJJIkqSsdSYEpLOzFkqSI3B05oQKx5Yk0gxq\nlsz9/pBr2QBBCGA04v7AZWAL3FW2UMQxaVygEFQ5UleYUg12D3RmWiLFUKRqyCwpUCibdEciCCKS\nKCCQcevQwdJkHpnNs92bOPH0bYe8KiKLE9/aIE7Y7HnEKfS9mObQZ6vncaSe49JSkdY4ZKUy6coE\nYcI2TtKMK3sjXtoccGYmT8lUuH0wJk7haCPPcQE+ebTCWtvhuWstru3ZTFkanbFEEKyyWjvDmcKI\n6YLEsfkhP1jf4dbBmDujIVF2i4Ed0Dvso0uzNDvLVPUCxyqTB+I4g0pO4Y1dm4Ius1ozcIKEgqEw\nm2Zc3x+jKyJTlkZGRiWncq/lEMQpFxcsxn5C0ZBJyeg7FeIkYW1/BzdW+aubHq8fHvD5Ryb7WUP5\n4LvAn7ZTFAThXctFoihCUZSfIPa8mcrzfuQY/waKH8GSJOlnag2zLKPb7bK2toZpmj+RxyjLMp7n\nva/rfhg7xY2Bg+1GjIKI/W2PWwcj5ssGL98/5Pkbmwy9kKdPLTA28tzYtylrAjsDn1tRk/YoIEom\nmYu3D8aYqoQoTsJ9t7ouS1WTURCz1XMZeTGiHfHd221uHYwoGgoCMA5iNrsuK1WTlzZ6NIc+7XGI\npck4QcLl3TEjL6bnRPTGITeaNtOWhu3FOGFM2/YppjYv7d1Eq8xy7PgJLi2X8fZP8aObWyiSQklw\n+fznP0/P50Hmn4YoCuiqhCKJVHPaZPSVQhilVPMaRxsZb+zZLFULPH2kikjG5a0+nz5aoWFpvLTR\np+dGnJqx8MOE7Z5HFKfI0hyb9ix/dvsSaztNirUyVwd9iqVthlEbVXKIvB9QMPaR/UsE4xozwi6x\ncZxXhueQlQbPHD2BIuW5cTBioazzG2caXG+O0GSRfkllpiA8/FmjZBLgm6QpRxt5NvseSZLx6aNl\nOuOI79zpIIsSjy4UuX04pmVHGBh8ct7EDVMalsp66nJr1KUULZOLYdNz6LoB97QmV9Q+0ShHligU\nSgFTcpmb4zwzgY4kKliJCH2bsqzhezGWrKPLIrW8ylrbwSBjpaxyOAp4/n5vkrQiicgiFA0FRZK4\n2x7RsDRaksChHWB7MccbJiencqiyyNIDS8Hdvo8iCewNfF7a6DOyYz55OqZsKrTsgJNTeW4fjpEE\nkYuLBV7eGHC35XD7cEzZlNkfZjSsGZ6ZXyQYd6iYCnOViJd39nHsNnbaoxtuE6k29Xob1z7C+vY0\nDbNCo1CiZuosVwyu7Y/5/v3uxCavpFHPqxiqyPPrQ8Zhwq+drDHyY1RFYrYosDf0qZkqmiwzcgNW\nykXkfBk/iLGDmD9/vcl61+XfnZ2ilv9gcor3QrT5aXIRmOwB3yoXedOcRFVVgiCg0+m8a7nIv4Hi\nv8J6twL+KIredjNmWUav1+P+/fsYhsHZs2fJ5XI/9dh/iU5RlmXGfsT9XpsgEtnuKewPPIaOj+Q8\nGK/oZS6tVJiumjQHPgVd5uR0jg33gEQQON7Ic7yRp+tMrN5Oz1gPnuJHLFdMLi4UiZKM7jhgpWLS\nS5pYukw1r3J6ejIWu3MwntDoqwZxMgmsLZsKggCtkU/XiVGZ+Ki2HsRQ6YrElZ0B1zab7LX6XJit\nUDMWuHUQoxgepbaKo9dYfeoEeTnj0pEGmqbzxu6Qo/XJ32DoReiyRC2v8jt/9hfMFg3sgcBU4vLX\nd2TKmkmSpg/3KJoi4kUJpirTsDQUWcKPA55cKpIx8Qklg4+tlrnXclhrjZGEjCO1Iptdlb+9P4sd\nJIgifHP7d3gksulE+6hKh51hwJL1fYS4g5JFFIMfsaou8A/9z1Ku5Zg167TMRa408zRyMiemTA4j\nE1mCI3WTOMk4tEP8yKbvRKQZvLptM1vSCeKUaknl0YUiUwWNv73ZZqWq8/RqmRc2+nhhwompPA3J\nJRR1FqdKGOGQg8xnVjiCKcHNYIgd+czUPPrpgDe6fV7OYpSCTZYqVBODKclCzFs4gsrOQRd/LLHe\nFZjNSSyYOrOWRMeNmSnpnJiW2ex67PVdxkGMoYh4YUKgSg87zKePlJmyNNqjEAE43shzpJ5jpWZS\nNGT+6Pkd+n0YeBHbfZ8fbQxoFFQaeZWiqVDLqfz2xWm+9sIusjD5Pd1oOjy/PkCTBMIkI0kzlkoN\nDKnIP9yfZsaQeKImsDnYR3I3QfW52+0zTjcoWgO2B1McJBaGOkPeKGNqBpYqc3V/xFxJ5wuPTNFx\nAuI0w9IVDmyfY1N5DEVku+8zZal4foAiiqw80FtW8xl9L+bewZj/HKc8tVzi3Pz7B5Esyz6wCcDP\nkou0Wi2azeZ7kov8axfuw0cQFN9N/TiwvdkZ6rr+M8HwZx37XuqD6BQlSWJ/6LMTfQ+98j321CkO\n3IvUhSqfOf00nlRks+fysZUKmiwy9GLOl3ROT+U43ALNUrkwX6SSU+m7EUtVk0fmCvhRyn3J4dxC\nnsXqxLGmmtd4fLnMG93JqO1ILceFhRJBlLDb9zg1Y3GknuNg6NOrGA/Pe6s5IpzOMyPEXDhR5/m1\nLgslnWk14Pa9+xhCjv96eoHqix2Ggkecxiw9NY0wB10fIkFgqlJg205oDrt0xiGyJLJvBzSHPl6Y\nUDQk5CjP3T2Xnu9ztdvn2zvrkEmQSuRvKMy9oqCnedJYphOOeGS2yE47xnYTXt22sXSJG80RADMl\nHTdMWOt6ZFFGyVCw9JDNrkfJkCmZChtdn52BTpQuo4irrL3xBGVDou+OyatD/svap7CUXRw/YDC6\nRbd9A8kt0e5c4Nh8h/mcQr/3KHdaszy5MkfVmuPWgU9GxsWFIqMgZujH9JtjnCBhp+fz/XtdDEWk\nPQqZL+nkNJmlisH37na5MF/gpGGw7qpYmswzx6uokkDfiyibCmEIHcdkER1FFigxJhVTjpdhzx2x\n1RuzzRhHWScNFZ6XXBRNwbAahKpE4smk3QH7HYETFYVL8xb5TCYINY7UDE5M5eiMQ4qGjCqLCMKk\nYxx6MRsdlyTN+MyJGpWcSnsUIgkCp2cs8n6H//bRGQ7tgGdf22e97UIGG12P9bbDbEnH0iRmizqf\nPlZhtqTzV9daJCksVwwO7YBXNgcIgoAfJ8wbGienCjhuwnZbY2G6zux8CtKQnHXIzWaPN7ZSjNwt\nirkhbqLRoIpmzjMKK8RZnmpuslM8N2chCXD3YMxKbbJD9qKUkw2DFwcDojSjllMZ+jHH6ir7w4CN\nrktOlTA1+eHD2y9KiaKIqqpYlsWRI0cevh5F0UMG7FvlIkEQ8NxzzyEIAqVS6QNZ2/V6Pb785S+z\nubnJ8vIyzz777NuYuG8t27Y5ffo0X/rSl/iDP/iD93W991ofOVB8L1ZvvV6PtbU1VFXl9OnT5PP5\nd33s+6kPlNAhijSHDh+f/g3CNMeNzh3a0k3UqW2+6f8ZbvcZFq0TCNIl2mONKEmZKxpIkkRrHHNc\nmSSkvzVFQxAmrjMCMFvUJxZ1Q5+SMSFeeHGG78cca0x+L/tDf2L8/WA/uDf0MZTJPjNKUlqjgOmC\nhjDK6Lshnd4QZXxAsVHk2KkzaC2fo3+5i5kIjEmYA8691KPxiUVuGzLzCxafOD5NECf8w/0ei2WD\n1XrugVfrJJWjZCo8Mb0ycWWxAmJRoh9kBGmMpMQMvYiB7TMKRrixx7WuyF/c8yFVUUWFl7oKs0Wd\n2DcoahqbQ4kpM48qCYgyVHMqfpSw1nFZqhgcbeSBIZs9j0cXSoiCwO3DET0vxlBzDAKNH2w3SLJz\nBHFCNxYY4eNHPTr+mGvtLeJsjfu9N7jT7jCl/EfcvMvdg/P0/QYfX5Uw9Gn27BqSVOGxxQJdJ6Ln\nhNh+TJik3Dock9dl/DBh4MbIooAqCeRViduHYz55pMJUQePa3ogkhY8frSBkGQgieW3iAuNGKQ05\nz2yxDoMBli7zxEqBa+0emwObUeriG0O23RGb6oBYkInVIocirNkGwjiHM1S4WJU4ZSnEsUY7Nlgt\nqCyXLAxNpVHQ2O57dJ2IG80RggA9J6JgKDy9UmKoC/TciIWywSNzBWRB4OycxbU9m8s7QzZ7Pkdq\nBndbDnGaUdQlirrMyv/P3psFWXbfdZ6fs9977rn7zX2ryqysXeXSLlmy5YXGbjNAAwMdMxCDeeyZ\nmCfmwS/ExDxAmJd5mAeCiYEIPA10Q8AwNI3bpi1b3mTJKpWqVGtWZeWeefft3LOv83BSMsabSsIM\nIH5PmRn3nnNu5snz/f9/v+9S1zk7a3Bld8xO3yavSqw2CnhhQt8OUSQYuAmzccJaQ2dvKDItzZGf\niikmFsVCQCx2eX3Pwis2Obf+xwzMOt8aGcwVphkMTnFozfD8yjKiKCCJsFLLc+NwgutGnKwoJIJA\ntaAQpzDxI9YaOkemR9P0+fJGD9uP+cDiPy7W5vezeFMUhUql8l27wbf4E7u7u3z+85/n1Vdf5fOf\n/zy6rvPCCy/wW7/1Ww913s9+9rN8/OMf5zOf+Qyf/exn+exnP8tv//Zvf9/X/sZv/AYf/vCHH/7D\nvYd634HiO6k4jrl16xaFQoGzZ89+T4/+h9V73e292/cO3Zj+YITuxVxc/wR67ed4oh4yPX2fG72r\nbDm7eLmv0Nxz8UZPURbPckG+hBOsYocp8+UsV675d0CwZXrUCio5RWJgZySek/VshtpzU2aEzGUl\nTVOaY4+qrqCrErafAdBbK+S26ROnKfOVPLs9ny+9fBU7Fvn5D16iVDT41tYAI4KCLBLGEX0SZhCR\nZZFh28aNUuZKKqIoYHpZYPD5uRJ1Q2Vv4DBfyfPUiSqGJjNyQvKyyDPTOoqW41tHIaIg8vx6ja2u\nw/WDMdW8zImaxhtHI3qOR5QGhKJPa+LxYGAy9DokacJLnWyRoiUFSorA4KZDRTEwI4VQ1Fiq1Zh4\nOgMn4pmT1eMZUkrfjvjZSzOM3ZBXd4aEScpCOce9joMf69hRhUYJmpMTVPKfRMgp1MtdNH2dSukA\nqRvihWOU+BWSRGK3fZoolXlqcYgULrE/mgaxzFKpQtcpcvNIpGeFDJ2Ar94fMCe5JIqA6WbgWNMV\nUlLudRw+sl5HFrNwaT9K+OBqDTeKMVSZKEnRVQlVFlElmcvTU7i2zKPleT6wUOSlWweMA59QEzEb\nFoPQZkCHpjciigy2nAllQaDgV1G7BR6fl1mSFPotEb+gcEJTWZxRWW6oyIrKX93qcjDykASBZj9m\ndK/PXElloZxDIJOF/NTFaVpmgCaLrE/pbLRtru6P0WSRoiZzMPKYKWmszxSOdZMKq3U9S32xA8I4\noZqXyCkikpTplF+81+dELc+F+SJxAqrUQJp3iZMLLEcfZ1o/4Mg6Qi9exVOvcq+5zOF2SkFYIg0W\nef7ECk+fmObabp9EECGF9tjnwrzBg66L6ccslHO0zADbjzgau1liSOUfjz3aO42NEgSBqakpfuVX\nfoWdnR1+7dd+jZ//+Z/HsiwODg4e+rx/+Zd/yUsvvQTAr/7qr/KRj3zk+4Li66+/Trvd5pOf/CRX\nrlx56PO82/oXUPxbNRqN2NzcxPM85ufnWV1dfehj/EPvFOM4Zn9/nyt3thGVPM898yRWkNDZG7Fa\nL2DET1H2zvKYEbBcG7I7uckrvSZHuZc4uP1XONYcDoss9gM69hnuNaGgSdzrWIyckPsdi1PTWfjw\ng66N6YVMGxp9O+D+MKa0mJFSxl7I3sDlzEyBw5HL/sBl7IYoosjICdnq2sShz+7WHsOxSWHqNJfm\napSKBkMnA9uzC0XSOKVNSgLMIpLGKV0hRRJFGnp2ux6NXXKySK2QyQIORx7lvIKhySRJluReNzQU\nyWfOUKjkBTRZ5PJChZO1Aocjj7MzBS7PFyhoCt/cGvLYYpmKLvPa7pixG7La0Bn5HrtDGzf2CfHY\n7Q+5djCk77ZJUnjxKOV/+7ZDMS1Tkopsejtcmq/Q7klIqYokZXo4L0zQFIkPr9dZrOZ5dWfEdFHk\n1HSBL71psz8OUPIapcIs90ez5AvPkNMdVrSU6dlf5mSlxbZzQBAMee7kmKF1jb+6O0te8nh+7j43\n24u07WlqcoWpaom21WArgp5fw0sK/N/fTrg4V8zE+k4IaYKhqZheSNOM+dCpGmM3YmAH5BWRZ9dq\nuH6EKokMvADbj3GDGE2WOD+lca0FTy9Ns9bQeXVnhChAT/LpBxaTxCFSJ9wfuwwnFntSH1ELkTyD\nWmBwdkajgc797pATssCylBIVFeZUF0dJuHNkstESeGwp07t2LJ9qXmG5mqeiyzy5UmGukuNPX2+i\nSALL9Tx7fZcbhyZRAnGaoogwXVKxwzzf2hpSlmPOTWsoOYWqnrGixeOGkePHXD+acGa6wP/w9AK3\nmxZ2ELNS+ACetUrSfo4PLcFWvMMk2UY2rnNjb5f/uHGVuapNHK5Slyp87MSjvLEjc7flMF1U6Ux8\nDE1mpgjtScD+0Mfyh3zkdI0p44c7W71VSZL8WJ1j3mtslGEYnD179qHP2263mZubA2B2dpZ2u/09\nr0mShF//9V/nD//wD/nSl7700Od4L/W+A8Xvd5ONx2M2NzcRBIHTp08zGo3e9c34XkBRFMV3LKhN\nkoTDw0P29vaoTc0glOeYWDZX9k0Ohm62W1IkjsYud1oW9YKKac4QmBUWRI+1ioSZbHHNOiSQtvhW\n98/xfRXPXuPsVANxvIZpThMlAqKQtbUOxx41XWHsHbfv/IzcsD902enbTLyIRlGl74TcbVkUVIk7\n7Qlj2+XKvUNKUsT68iybpktOClE1h5ETcDD0sPwMbIWPznLzxV1UUcRPBbRPLnDghlR1CUkUcIKY\nofOd9u5bgPrW7rVr+eQUicVqjvbYQVYCqoUcsijQtXy8MMFQs4diKSczbWiUcwrr0zrrx0bkt1s2\nHzpVI4gSvnC7ixclfGC+yGu3NhFL02iyQL0ostmf4OPRtV3Goc2Vwy5fPtgEX4dU4j9sfYv5ch7F\nrzFdyCMURszlS7RMj8sLZS7Ol+h0dG60XS4tFJkvq3x7Z8ydpoUbJWiyyH+9O2Gt0cBLDXRdYiz9\nG2qzMuLuPtWizfpyH6O8z1/fCjld2+XDy5/nq9uzTPwcQSyTprBrrtAb5tnrzzEJCvzZ1UOWa1Xu\ntlXiVGR9WidJYLProEoCz61VaY79bGclajy6VCZOEvpOyMEo5MgMOOnFlHIKF+eK3Dia8ORylXph\nhhtHE8p5mQeKQ9/xEeQQG4c74wnDccDLHJGoLkmgoggSi2WdKaGCIjssTnkEXRknjHCHLqNI4eok\npVJQ+cBihZ1+iCAIFDWJlVqeuXKOtUaeMEp589CkYSg8tlSiZQZsdhyGTmZfZ6gCmiRiehFf3xyy\nUMnxkfU6UQJRnGCoEkMnZLNjU8rJhHGW3DJT0nh5a0jflCmLZxmNVjhn/DTPPeLx2tE9XGGbw2SP\nm4Me+3ev0jBE5PAMVXkJVVngQS/h7IxOAnhhQs/yuXE44fk1BVX+0fO4f4iEjIfVU79Tos1P/MRP\n0Gq1vufnv/mbv/ld3/8gy7jf+Z3f4VOf+hSLi4sPdX1/H/W+A8W/XX8bDE+dOvU21di2bTzPe1fH\nfBhgezf1t9M2pqameOqppzgYBxSHLRZzAWeOH+zr0wbn54o0xx5JAk+frGJoEt/eGXFutsjlpTI9\na565nIl3tMFTT8zx0vY1ts0ttMafsJ8k7AerrNWmydfXkYOLnI7qPLlSo5RXuLY/Zr0m8akL08TH\nH3e2qLE2XaBjeoRRyvpUjnHniJ2jHqfnp/johSWSJGFre49yZNJQdFJZZegEVI7BdlyR6T49xbwi\nc9DIM4wTDpo2mh/zza0hbmoxcLLE9wdJyu7AwfYjcopEECUcHc8xl6oFvtHrca/rsjBbJIpTbjdN\ngiilWlAYOiE3jibsDT1kUeB2y0IUBJpmgB9lNnk1XSGM0+N2ssacIbAdxKiyQl3XGUxSdgYSa0aV\n2ZJK0wyQhISQmBCfoedhxQ4HvsueOeSV7oPsF+UZ6JsJ6/dUCpGKYxcoNxROzsyy0tDZaFt8dL2G\nKIpcOxi/nX4xDEO+eLtDvaCSIBCnNUbRadCexkmbpPkScel/pTHd4ZuvvclH1m0eW+rw7V0H0han\nKncJI4+mVUUNfAiWiJICG7sutUKerdYSqqKzUCzRdyrsjSTKusojc0Vaps+UodDRJZYqGm4Yc69t\ncXDsU7s2pXOyoTOwA1qTgMeWy+iqyE7PZbGa4xvygObYZ6Z4Giv2uD0c4+Ajlnrc9HZ5zQRBTJA0\nldlyidJMiXnBoHVbJHRDDg8nDDy4tSNRLWhUjRxNElZqOS7MGWx2rUwbqym0CehZPromcX7WoD0Y\n08hJiGKmg83LAuVcgZ1+ZkP3i4/PsdGyOBr7VHWFB70sgupDp2qsNnSSJOX0jEGcwp2WRRQXUKLT\n6NJZXpgLua40aYYmKQ94YB6yM9nixMIWjv8Ir/dWWSouYNt1pgyNIE6427a4tPCj54v/EKD4sMd/\np1mKP2x3NzMzQ7PZZG5ujmazyfT09Pe85lvf+hZf//rX+Z3f+R0syyIIAgzD4LOf/exDXe+7qfcd\nKAqCgGmabG5ukqbpd4HhW/VekzJ+HJWmKZ1Oh62tLarV6ndFT7XMCfPlHOXQQZYECprMmRmDcl5h\no21RN1SqhQx8/DjhVFk7fp+PIomoqkBRPEFdKHH5xCdYafzPXG1dR8htktNf49vDlzlszyOhE1an\naNiXOByv0dCl7Lom2Yp84TiRozvxsUc9WqMhyysrrGkN6obGcr3A1a+9RPNrXyDF4pVgxMX//t+x\nunCOJ5YrlPKZ/CMnSzyxkv3jXdkdkpMl8p5LMS9xb5TNvpwgMyq41ZxQKyhc3R8RHBuWL9fzaLLI\n3jDgft/jGVFHEUX2hy6KLHCymmfjoM31+wGKqtIo6ez2YrwgZuJFaLLAZtdmpph7e4HTNAOCGARA\nk0UaBZWwkdA0PWaLKlPFzEZtb+SzUM5jiCpurKKmJc4ta6QppELMJPTpWg5mGDAxbTbGLp4fcu2b\nbf73b7+GGGnoQpGvHSqsNgx8R0UVNP71uVncMGWra7M/ytrHByOfz9/sIB8zPC0/IooTJEnHjaog\nX0Ax5lCMIdcPTF5Yb1DNe6iHe0hCl2cKAyzPJIldhHibnGiSFwLK6W2mjYi7h08hhTJByWNsLvCF\nZhUhElgqGwiSgqFmYcKqLLLddUiSjGy1O3B5fKlEw9AY2plrzhPL2d8zSTMGbxIqdC2fNVZINNiy\nxph+j5NnBB6MR3zlaIdQCAmlAlouxZrWqcRTdPdyEArMJwm7+0MODg5IRYVYkInUiKm8TlDN8aWN\nPifrOudnC4TuBEOTiJGp5rOZ99AJORp5GKrE2RmDnCzRHHtcnC+SVyTePDR5fW9MmmZkoHJe4YX1\nGlf3xpTyCromcWV3TLdvs1SpccJYYX36GaSllC/c2yQcHaKIOxxaNwj0vyHSimx3LjCtz/Kgv0A5\nf5KV2g9Pv/hxg+K7Fe+/V0nGz/zMz/C5z32Oz3zmM3zuc5/jZ3/2Z7/nNX/0R3/09tdhqiYeAAAg\nAElEQVR/8Ad/wJUrV/5BABHeh6CYpim7u7usrq7+wD/u33eu4Xupv+2c8/08VUdOmBkil/NM2jEt\n0ycni1R1BcuLsPzvsENbYx9JFGgYGfu0ZwXMl3P0uyJtM2OOzpZyKKKMFJ7myanTPHnil+m7Pb4w\nvoFq3KEfXOHa4Db9cZ3VxR5f6n6VyeBRqsoqulJja2ePb17b4cLKDM9eepaBExE7JnOlHK455vN/\n/CeQ5lDdHhEJX/yzP+df/U//C6W8QpKkdCY+MyWNUj5jwiIIXFwo4ffGiLrMPBIX50tMFzUOhg5J\nChfniiiyyP2ORa2gsljRiZMUN0rxoywKSpVEhk5AHHoYzhELRoXdVGJahwslh9sth9ZhylQpx8mp\nIr0gpqwJPHWyCmlKTVcZ50Wm6yUqeYWL88VjkXnAEysVLi+VmS5qXNkd80uPz6JJIn/5Zpv2JODy\nYpGelRmbl+Q8l9bqmG5EtSDT7Q9J0pRAUVC0gDcPTfZHPrtji2vdJomvQ6zw51vXmM7rKEmRkprj\n0oIBscqoky1IcorEa7sBHdMjSiBNEkZudHwPgR+mlHISdaNGSMLeaIoPnaqRpGTRYSmcEhxMd8AD\n+2No0pBUCKkbbS7P3GLZuM6f37rAQnnA+elDvn2wxutjhRSDlYKG75aIPIn2YJrBpMCVnRGnZ2fp\n2wI9K+KnHpkmTeFB1yFMUp5fq5KkUM7LeFHKTs8mdXXm/AVmNRgnAZIao005bE+GmLS5GtzGSqts\nxhE3w4R6YQrBKXPC0DhfyrPb9Xjx+gOGdojtpkSay3gU0J943OsKPLZa4GcvzbA39HCCmJV6HjdK\n+C+3OixU8gydkJ4d8tSJCkmaIgrQMDS+uTXgGw+GnJstYAcxUZLy8TMN8rLIqxsWSSpi+TFf2xzw\n/FqN51dW6dmLzJdf4Op+n6PREfNTW+zHh7SDuzRjka8ePMO/LX0K7Ye0Uf8xBgxblvWevU8/85nP\n8Eu/9Ev8/u//PisrK/zpn/4pAFeuXOF3f/d3+b3f+733dPz3Wu87UBQEgUuXLv1YkzLgR9vE/aD6\n27mIb5kF5HK573HOeataZsbcmynn6exHeHbAck1HEARaZsYknSlqxElGWpg2NCRRoD3ySdKU2ZLG\nSJI4GmVpB0ZOxvYjTC9i/S1hvJ1nPn+RD658GE35H/myt8lIe0CUvsS+dY+N3hH1cp/t7RisR8gv\nPcqpU8uIokjTzEywawWF9tYujlJCd8dIJISCTCDnKYRZ5FTXCoiS9G1JR8vMWthzJY3dvkDL9JHV\nAo3CWzvkTAs3X83s5e534OJ8ictLZeIk5cF+HkMVeHSxQuxNeMXuo+dyPHrxAqYX80avScko4BeK\nKDWXZnPCgqETpQn77RHXt1qcq6Tkchr7scrQCvngmoIZChwMPXp2wMmGztiL8MOYOMmAZ+LFzEzl\nqBZUwjjlo6cbhHHKH712SJqmXJwtcrud+XKmfsxKTSWUC8yWqpwszlDMySiiwLk5nb+4ccjWYEJO\n92l7Y97c8Tgajbjrm6SxguAVKOYUlus5xCDP9khFkxREL+av7wx4MMp2v36c8Oahyfm5IiMn2701\nDAUBgTutCW6Y8PypabpWGdOLsLyIqYrHIEr4SvMXSEmxhAFp2mOpNkEr+PzXjYgz9RaLpQNe2zfp\njU10Mc+8rnDYgcgZc7c3hxmUeaS6y6mGROAs82BY5emVHKZfwYrKLJRqPH+yxGHT5cJskfbE59bR\nhLwq8UxljoLaIE7W+Ygh4Jx2GCYmcbHHm+0+222frdDj66FNISkznZaZrVeYFQycSMUNY0Lfoz2K\nubNpY/VzbE8ETk4V+bcfmOXNto8bJvhRwtiNePFuF2+1Rk7JtLwLlRyfPD/Fa7tjJEFAFgU22jZB\nlLA2pVNQYK6k8tRcnS/d7XHz0KRuqByOPHRF4mceWeCl+zlIVpkri2x0u5Qqhxji8rHB/g9mtv9j\nBMU0Td/zNdXrdV588cXv+fkTTzzxfQHx05/+NJ/+9Kff0zkfpt53oPhOSlGUv5eg4XcTsSLLMoPB\ngJ2dHWRZ/qH6yCRJ2Rs45BSJvhNxt+uj4VEvqNxpmlzdH5NXJO60JvQsnwc9hyRJmfgRG+0JYZSS\nVyRudGNcc8hyw+CbDxKaY4/2xEcUMg/UO60JqizxxsEYL0y435JYrl/GbNXIyQXU5i51sYcoDbjV\nGxCkX6G99ceoFLGHj7Fen2NzeJZYLOClIlOxQwpYskGSJKwtzwLQNj20411umqa0TZ+anmXpJWSZ\neecaOURROAbu70g+hk6IFyWsTWWt4Z7lo8gS07mUb1+/yUJZ49nzJ8nlNFYaRcI4ZqtrMVfWODdb\nIElTHnRtJFUjzSmEGkw8jfxcDTlN2N0dYE4S2of79CyP675ArahzcbFC0xHZaMtEccpqo0Db9Jku\nqiiSQCWv0J74zBQ1NEkgrypcXCiyVMvRmfgUNJXVqsaeJ3Jld8x0UWO+nLVi+3bAVN5gba1MOa+w\nXMvz1Zk+SZpyak5hfzLiL652cXFwpD67jkvsGiCFCLJP2amz7ejkhTwlTaV702On59CcBMRJyt/c\n6TFXznG3ZROnKU8sl1GlzBAgJ4v89CMz3OtYSCIcjnxkUeVev0R+d5G8UcKKx0w1pji9UGIsDrnb\nsrg0H2EoQ+60xtTyI5peSDhJ+NrOCjdbI7YGLpI45pmZF5lXfG4Ol9kZSTxeH7CkTTGnyZwuFOj0\nzyEIOUqiiCsY3O7pVPIaH1g0iHsGs7k5ztdl2pqLkvdx1SFX9odsHoXcL9xDrY5IHIMFDGShiGwU\nKc1OgaQQjCfYtsPBzgP8sU/HFVlcKnKukudGN2a7b6OrMve7DkGU8PhymXoha7s+dbKKIvVomQHN\nsU/HipgcusxNJzyxXOFo7HGiruMEMW8eTvDjlKKWSV0eXSqRprA3MHDzMq9ZI+ZLGtXC97eC+4do\nnz7M8d8PAcPwPgXFH3em4rsFxclkgmVZbG1tcfbs2R/ZpujbAT07QFclwjhhcxiyXIoYuiGOHzN2\nQ+oFhSBK6NkBmiRQ1RXCJCWKU5Zqecp5mRSBgiqy1iigSAIHQ5fFco6ZYo6Jl4nBl6t5DE2mbzmo\nskiekIPJhFbgc2rxNGfnn8YNImxxQtFwEdJDdkeH7A5HDJIvc3X4N1iTKfjwAr2Wx3A4S29U4cJT\nz3LfBMEccqtpslTV2Ru4uGFM2/S4OF/CD2MGbkyciMyVvjMPFcjavdn3GWGmcUx33+2ajAZdalKA\nMr2KZOgsKhIp2dwrimNWanlkSUQSRQxN5txskcVKjieWy0y8EASYNjQUWSQ5sBiFIlJtkUIh4ub2\nkCAQmLcDDtsmr23sMm+InJ4ucOSreK5FTslRqWZm2GkKpbxCThYZOpl1myqLlGWJE1WNOa1CZxJw\nab7IdElj6PS5dmCyXMvjhRKbXYfdQZY2klcldDHP5YaBuarTKCh87EyDnuXzf768TbWUMLD3eWCm\n7PQddpIjCGLwdb7RFikrBmU1R8sZcWG2yNgXyEkyd1sWiiTyxoGJrog0ilkCSscKqOQVPnVxmldu\nZ63WnZ6D5ce8cTBGUyT8IGHoRixUZ5krrzDwh4zdiA+uq0hCJkvQVZF9d8DAdvmP9z6OoWXSnVre\n5dTMHqLVpWmpSJg8OnsdAZvVyh7dXJGNow9SFIaU020W1Ar7rRqKLFDLx4yGFZ5eGPHIQoFXkgUW\najGOXOR6nOdgCJPcIVHB416ngJbmqEkVRmEROajx7PoKSc8j1GAuF7PbGWM2u5SKIqorc21LwnPs\nrKuRCEwZmfPTzaMJq408/kjm3iTl5a0s/qw1ycg6n7owzZfv9YniBFUW2erY2EHE48sVVDlzgho5\nIZs9hyd05ft2lf4hQPFhXGneemb+cw4YhvcpKP6oei8ienh4ULVtm83NTYIgoFgscubMmXdkGNAy\nfeZLOZ48USWME+7cEfnUhRmWajp3WxN0TeL5tTpxkmIHMYuVHKemjbfNvZ89zjN8Q5M5MaNzabHM\nyAlpmv7bmYobbYuVeoHn1mpZ23U4oeh3KHoiZ2ZLzKlTPLY6w3wlx3YvS4V4bvUEinSB13aH+AsJ\n63Mh+9YtXnpwQFjfRD7bwvVyaD2NsPZt7jlHhO4yptdgJs7xoGe/LSspaDJ7Q5cruw6yLHOvY6FI\nAhstm1JeZugEyKLI0chjoZIjiSNu333AlXtdzizUWCgp7MU5Xt8d8dhSNiu617aI04TFksreyGO7\nb+NFCXklY+ceDFz2Rx5BlHDzaMJMSUMEFBEmXkQQx5h+DILMnbHMIC6y6YqEuRzeWORgYDN6MGYh\nn1CQUiaJjKaqVIt5RDlzxEnJ5ABNJ+B+XyLVMhZtlCZU8gqLFZ2+HfLkUhlREvjaZp+bRxPWpwsM\nnZD9gUMpr1DXFRRZpGcFmF7McqXIuZkC1UDGVqq8vO/ywnoFQfH5/J0mGx0LmwkHZpetlsC3Wimk\nEjlJ4spAY33KwA5z5FQdUUiRJZH7HZt6QaWckxm4CZ7gUy2qXJgrMHQitro2232H7iTgQc+mnJeR\nhMzR6MmVMrIoYAcJogCfOD+FHyWEUXLMxOwx9FL+8/3TOJMxoVammlf46Ok6R2OfrghhbsKllSGa\n7JIrOIiBy4Ej8sjMiKdPHHH1QOV+r4rpixSUFmkw4cONu0yFM7xqn+LR+g7FosmXw7OMlVP41SNu\nN1Nu7Uv8STukFDdoiBU+fKrOqZUZIk/h8mKJc57Hy5sd1MQhdlxutzz2Dw5Zny5gJwpxaLBSFKlU\ny1ixxFxZozXxeXlriBfGGJqEHyU8daKCrkjcbE7YaFmMvYg4Sbm8VKJjBrQnAbOl79Uu/rhBER4O\n4Gzb/qEWl/9c6n0Jij/qRnivK6F3Coqu6/LgwQNs2+bUqVPU63Vu3br1jgA5ihP6dsB8JU9Bk9nq\n2YgCTBe1twkrU4aaAZmZzQ9njndV7YlPKaeQVyVMNyRMBer57J+vM/ERBYGGoWZZkROfhqEShQGv\n3b7P/QOTj15e48zyLF985U0gZar41owvWyVrioQXxthBFmE1Z+iISZUnGhMeXSpz482vEs3qbIg7\nNGavMgy/yb45Q5oTmCmL1OVzpPY5zteWuTRbZOLH3FIlZgwFWczYre2JhyzludWcMHKyFI+9ozbf\nsIfkKw0KM8vkdRh5DoGQcGOvR7vVYrZqcGCllPIqjy8WkSWR202LuqHw6FKF280JdhgzX9aYKmp0\nrayVuDZVQHYEpksasigwdmPKusxTKxV2Bx5BnHB6SmeqlMOJRcaRy8xsKQvebZsMg4BG7ONMxrxx\nGCJKInUjz8AJuUNMomW7h1tHNlEMGx2LziTkbseiXtCw/AQ/iqnpCiM35FbTJowdTk0VGLsh+wM3\n02dWNPwoxQkTXGI0WUSRJM5Nz2DZKgZjfunxOQqqzBc32mx0RwR4bPYnHI4d/uZemygUQIj4s93X\nWCzrKH6DNVnnVAp1PWHXjNByMdPFPO1JyMHIxQliDFXktZ0Rlpe1IO0gyeLHSsf5nHbAC+v1LGty\nErCkK3BOwPIipCSkacP20GPsRmx2HUwv5NqBT62gcXr6BJYfM9coIqg+N7sdAlFjxykQqx4t2+fi\ngsFcUePqgcmGI9OMHJScTXM8JhBUplX40NwsP3tpmbu9EV87OCQpDHiz3+LWfpN7d3YQ5AjFrbK6\nq/PhtWlK5TpldZZPrdY537K4dTikqqUMWiZfvX3ErOzSMMY4Qo6GUOH5RYNvH2Wm4IoocL9jv92C\nDeOEnCKyUMnxjQcDXtsZockifpQwfa6B+HeeO++GHfow9bDPufdDwDC8T0Hxx10/aqfp+z5bW1uM\nRiPW1taYmpp6+wZ9p4DaszLW4XQxW2F2Jj4FRUBTJHpW5uw/U3wLBDPtXvGYRGP53yHRdCY+sihS\nzb0lr/CpF1RkScxs3fwAyWpzdWcE5XnOnpnl1GKDNE0ZeikLRRFFEpl4EW4Ys3ycx9iZ+ABvX1/7\nmBVbyStIsY4YneVD849wcf6XMX2bv5ncQS9tg3yLO8M32LM26eea7A8lBO8ykb7A8tws5xdW2Opk\n53zmZJUgTvjStS3iYYsTJ6eYOnOJawcTojih40SYY48+NmPb49bGIWkcEMoFIOUr33SYrRTwtDKn\nGnkaoosiKBxNYv7VuWlWGwVe2R4y9iIuzBURRzJpmpKk8OhSGSeIUaTMP/TyYonZksazq1VKOQld\nNXnyRAVDkxk6IS1T5ORiHS9KcA4n6IrAcyt5bu20MB0bJXRYy4mYvoriRzRyEsaMTimnsFzLsdm1\nieMEIydTysvcaVkoElR1hYkf8freGEnM2ssjL0QLbEpliXqpwN22nYGpEyKJEMXHVm6CTEMz+O+e\nOM3Ej7l2MGZoh8RCyPWjEePQoes4tCyLTbPNF5vXIZHQ/AanYpVHpTKCYDCYyJyql6nmJe51HNoT\nj7YVMPFi/sOVI87NGez1HeJUYKao4QQxO32HTTvgwpxB1w4RQo9CrCEUjIwuCyii8Hbr2a/m2O47\nHI1cVFni3KxBMSdzakpn4oU0xx7TBYXFco6Fco4gSliqGsxXdG5tBeAayLJC34ZbzQlLVYOzxhxL\n1VX+3WmdV+YGtP0Rljzg6ztdNrs2/5fzBmksIcUq59sql6fmEcU6F2cWefr0Al+81WF3f5/y7CLd\njsXVpsel0CcdmbSCmLNTOUqpzK09myQK8VORJIWfPNdAUxpcP5igyQI9O8i6PuXvFtK/G3H9O613\nMx98PyRkwL+A4g+td8sg/UHAFoYh29vb9Ho9Tp48ydmzZ7/n+O+0dduZHIPMsfTCCWKquexYbdNH\nFrP5YRAljI5TL956H2Rg9RYIVvIyopAydEKCOGGmpBHHMVfvPGDzoMtPPX6ShUfO8vL2kCldQRIz\nJ5kohbouHZ8zY7pOGRquFbJxf4heVt+ed/btgKVqHkEQmISgRDEzxYxANLAEatoKH1x4lJzyi9yI\nRxzQYmVhj45/l1c6XWz161wTj3hj5/9g0H6SpdIchV6D/q6EaS3y3zz3Ac7OV7D8iK4dsj5VQI0d\nNvZcipJO48k1tA+uQxLx8maPke2jph5Dy6NtBux3hnz9+iaxKBHJOn/1kstqPYeol0HJ84mzVWzX\nozX2UGWJZ1er7A89tnrZjO3MjEHPCjgaeQRRyko9TwqcbOicqOtUdYX16QJpmvLm4QQ3ShnHGp6Y\nY8uBC8tTXF4rc3N/yL7pkoY2JcFjeytGMnUKiYJR1CirsDpdYrProIgCnzg3xcSP+OMrR9R0hbMz\nBV7fG/PG1hCLgDCV2OjEtEwPN0hI0oxgc262kBkfBJmMp5RX6FsBgiDwCx9Y4onFOhttm4kfISDQ\nnLhIcsT91hFNJ8UKbP7s/h08VwaviKJbrE8blNI6JbnAcqXII3qJw1HITs9h49jE+3Ov7nNuxmC7\nn13/UjVbEN7cN5kEKc+tVjG9iEZBpWcHSIKIIgnoauZic+3AxDj++m7bJkxSwiTlZD2LoBo4EUcj\nj42OzU+ea/DIfJXdvSMqusKl5QbXDkze2DfpWSHtic/ADpg2FBbKebxuyk8sLvMzC/Da7ghVi9l0\n2nztfo9ma8id/m0iX+bf78WcW1ZYSJaIFViaOUFBb/DmoUlHyFOeq5M4AfV5nSUh5Bv3u9iDNq7v\nc2+Ysn/Y5JGFEmIscXK6ihfD7sBltqR9127xx9k+fdh5ImTC/X/ZKf4zrXcCdG+B07tpX/xdUIyi\niJ2dHdrtNisrKzzzzDM/8IZ8JzvFMM6cWxoFlbbps9236VsBRCn3OxNuHI6p6Cr3OhatscdO30FX\nJSZexM1DE0kSuNWcHLNQLXJhyrUDE0sI6U983HGfbqdNnxInllcZCUV2twdsdmxOzxS425qw23cY\negnmcevyVnOCoclce7XFy3+xzaGSUI8Ear+YYKyXSOHt9u04gGmyxAnIgLqcV8gpEnGSMrAjTlYX\nOFs6y7L/MZLSED3pIbGNqY75dnLEIP06V7wBY73EKJgnH+YZD07hW6fw4jlmSnUs08MOEmp1lUcX\ny2z1HYq5ArMVgzCOUYQUP06433UQ0pSyJnDraMy9jo2WBoSBx0HXYexb3Lx7H5GIQOmgqwp/U5eo\nVcvY5FipG3zq0iyiAHfaFooocnbG4HDksT90MbTMYNsNE6aLGifrOnlF5PJiCTUcs9H1iJKUg1GI\nFUnc6sMTy1Ocmy+idGwmUUBZCUkDl9dvP+D+RsjIlSjm82wdpFRLBgVFZK6s8dSJKguVHJ1ulyfW\nKpyer/LV+wPaEx9NFqnkZcZuSNP0sg1ZCq/vjWkYKve7DqIocOPQfNu+r6IrfOJ8BiYTL8Ie2qzX\nCqhqjidWytzrj7iyP6BU9ukEQ24etDAtGfImgpgwJddZLBap5Q0KokbH8nGCmLsti7wi8eJGj1pB\nZbPrIEUxZ2YK3GnZxGlCQZN48kSZIErxogQvTBg6GeP4qRMVEMaZaQBQUCUOxj7zlTyqLJCQHo8N\nxrSdiLkZmceWyhRUib2hy4l6JuO52bT4yr0BtYJMZ5IxtC8tlCjmZARB5tPnL/FM3WKjZTFVlnmt\n2eJmZ4Df6/FN7uP4Ml978xZL5Ry19CSBN8Wl+izmIOLr2xOeWKkwNzuLLAl8cLXK1Z0hNw8HjLyY\ng8GEm9stTpXBF1Qku8TJmQqGYZDL5X7soPj/h3D/n0K9L0HxndRbsox3C4phGBLHMXt7exwdHbG0\ntMSzzz77I1dn72Sn2LMCOpOsRWr6EXdbE1RZJPJF3twf0ZkEFHMKfTtgb+gCx04+XogdxCwdtzjH\nbogkQC2vkMQxB/0BjtlneqHGwsnTBEOfcl7DjxJapk8QJaQpdCc+D3o2USKwP/boJSbbPZuZvMqL\n/2kXk4RJnEIi8O///B7Ln5gHWUSVREQR7vQT5LrPRtsiihO2e3YWbmwFjN0QL4y/qy0sALNGCd9Z\n42jfZspc4efO/RpS0eWlB3fplvaQ5GtcH/8/7BzNo8ghvaOQsnCSLX+FS8oj1IunedBN2WxbPLpc\nQSBlqzNBEASeW63SmQQ0DJWKkecDKzFBnPmpXtkzaY5dKqpI82ifwzCP40UMQot7m00GoYaU+PzZ\ni6+QyhqaUWGlonJh3iCQdG7pOdZnyyxU9Lf/Zg1DQRQErCBCEUUWSirr0wWePVHhTVXkQc8BoDn2\n2R+67I99PrxWZXqqjjDOdJ9PaQID0+ZwaLF11GXcddg2Rd6M+4RSjiiKKWki69MGfpTw5Xt9Hl0s\no0gCr++N2em56JrMbFEhp0rMlDRO1PPEx8zklJSDcabhu3lk0bdDHnRtVFHg4kyBbTPhXttm6MBK\nscJCMc/HzjzO7daEV3cHnF2SOHJGfG1zyIOezRvCPiCQRjK1vEqJCkak89J2xEKxwP2uS1FOeGPf\nxApiDgYujaLKY0tldvouq/U82wKUczJ9K+BOy0YWBZww4YOrZRYqeb6+OeB+16ZnR9TzKk6YsDf0\nyIkZaAZRwmxJO/Z1lXjhdD1bIAtQ0BS8yOWbD4Y4QUSaCozcEMuPsrSLsc9yRefR+XN84U6XODlF\nVVf462s3kAyNVGpzK9zm6tEO/8kdUYpq1Nwl+od1ZuU6liWhSEIWdRamrNTyPC7Al+72EFSR0PXZ\nsVLqeZNms4nnefi+TxRF2Lb9fQN/30u9G43ieDz+Hvevf471vgTFh8lUfDcliiL9fp/Dw0Pm5+d5\n5pln3vHNLMvyj/Rd7Ux8Fis5Hl+p4gYxQZhwdtagu9NDbuhMl3WeX6sRxpmjy4m6zmqjwHbPJoxT\nnlutocoiXhhzoqYjmw5bh0eUxBI/97HHWKwXM6BVFT60VgfADWMuzBU5P1diYAeESUo1hbou46iF\njIwiy0yQ2UpDjFhgJhZBFpBDOLVYpGGo9KwABIG8LDBwAg6GLs2xR0VXGLqZ64sbxCiSgCpLPOja\naBKMm20cyyQsLfDI+RXyRhmSEiVB5fLSs5yo/xoDx+Er1l0qlQPQNngw2OZIHJA4/4X7Rw6tweMc\nHZ3BkQzK6gJ39jXSVOLyQonOJODV7RE5RczMxM2QiTchilMWynnCJKFSyKHns7lgw1ggSeBu20RM\nE8oqDCyXg1HI/tjl3tEuPgqxqKLELgVNJqcXMXSNlVqeQj7HnWae2M+AcrvvkJfFY0PzbE55op6n\naXrsDj3COKU19rl5OCFIUl44XadYKjLx8hjFBp9YVeiYHmIupTeYoIsR97f30CaHHPkq5ligvJzj\n7EIdL4y5cWRxqqFjehFbPZe9gUs5r1DIS5R1JXPtmXMxNJkzMwUqusydpoWQpEQpiILA4fF8r5ST\nude1cMOInhWiijJzuRo/fXqVk1qXrb7LLzw6xY1Ojy9vdtgbTehHQ26N29y0BEgF1LBISVbwbgcs\nlIo0+7Dk69QLKkemR8fyySsSH1mvYwUxsyWVawcTWqbH/lBjoaJzaqrATt/l/KyBJovcODLxowRV\ngp2hzys7Q87PFlFlgfZxtudcWaM9Cbg4X2SmqPKt7SFBnBJGMQ+6Dl4Uc3mxjCRC2wxYrOS5MFek\nNfa4vFjiYDuPq82zpJziJxcE7g6GKKUxHemIV7ZbbA7vI6o+8nCel0d1PjBXp5xUsIMSnzw/xXOr\nVfaGLgvlHHaYUJ6psGZkHZTr169Tr9cJw5DDw0Ns2yZJEnRdxzAMisUihmGgqupDj3neDSi+U9/T\nf+r1vgTFd1LvBhTTNOXo6OjtYOKnn376oW88SZJ+6HnDOGshLdd0ynmFnhWgKSLzlTwDSaJreixP\nlRAEga6Vgetbu66uFVDOZ+zQsRsyGFuYVouKmqKUGpyozjJXNb6LvSqKAgM7c5p5K/Kma2Vp6XVd\nJYmzyKGposZsRSc9dgdvJALFVMBKYHFG5/HlCsWczJ3mhOWyzAvrNQq6zqvbA1k2CakAACAASURB\nVFYbBS7Ml3CCGNONqE8pLFTzDCyfbr+P5JlMVYtMpCp+KNOeBNjbA7oTP/v8sojtR7RNHyGa5VLl\nPKXcT1Ect1H8bT5+Mk8v2OSlbpvNeMCG/U30xGPTOYUqFDmhJejKMp45xbwxzTMnq9w4MtkfeJye\nzmaCG22bvZHI6bUaAimaLCGKAtOGiiCkLFZy7A9d3jyyOFnPs1TNcadpstm2OFEEx3G43XY56I44\n2NsjEURiUUOWBKbyEsVKiRtlHVXTMHIaG20LScgMC95KB6kWFOwos+e7c2QSxClbfZe8nGVF2l6E\nE4iIapG1qQnF6hSn1hrYewMq3oij7pB43OL+kUvHlpiajTjVKGB7AgM3oZSTGdghX7s/oJSTyMki\nBU1CFgXqBZW5ikYldvngyTL7E/jr2x1OzxSYLWqEuyM6VoATxERxyl9eb7PRsmgfs3eFVOJjJ5cY\nmwpnSjH/7WNzbPUtXt3vcGhNeNDrsTNy+drBHgmAp5PrxFyf5KmrZSxTZbVu8NhClSPTIycLVPIS\nF2YN0lRgu+ewO3DY6jmcuzzL+rTBZtdmylApqRJ9TWXr2J+1YwV4oUNVl6kXFJrj7D6aKWlMFzVq\nx/NfURQ4GPns9p0sq9K1KagS9YLC0QisIOZMVSSoZ96pxZzMwcgnHuf514uneWE9ouNP0OpDXm0e\ncrXZ5j8PNojdPIpb4f9tGjw2M001bXBudpqjsc/ByD3O5MyeJ7Va7W2PY8jScRzHwbIshsMh+/v7\nBEGAoigYhvE2WOq6/kO7Uu+mNTsej5mdnX2o9/xTrH8BxR9QD+Nqk6Yp7Xabra0t6vU658+fp9Vq\n/b3MI/9uDeyMdTr1NtBl8zhVFrEjgVCIvwNek4C8ImFomYH2W6xT27b5+ut3aE5CfuGD5/A9l29s\n9pgvZBKOvwuCnUnmmVovfEemUSuoKGJI13bxhISTDY28oXDup5fZ/fw2FWSkGNZ/co5ySaOYy7IO\nu5ZPNS9DmmL5EXYQsz5tHM88Q0p5mYvzJTyzz869TeaLFf7NTzyLY5l8a+MIvV7m8mKJIE6xvYiZ\nokZekRg5AXfbmZn4jaMJSZpyfXeM6MmMh6coSOusyCbV/4+994yZ5DDvPH+Vq6s6pzfHyTPkkBxG\nUaJEBWptr215fQdrcQbsO9gGDgfcYYH7IsCfDdA447CL+2Kc5T1rz/buygG2bEsrmaIlkRTzkJPD\nm2Pn3FXVle9DvTMkRSUGGzjTDzAY9Pt2d0131/S/nuf5h8WAc/P/hnzugL+09xh6bTz1ZQbxt9nz\nHsLx2+gTB085y451jJMLVRbLxznsSwyDmOMVE1FIPDyJYh5bLdAae1QzKroqM51LEUQxp6dMLDfC\nDQVOTmeYzmqUd/s4fsQvni3RHo751o0m7e4A3R+y0+2wsd+EOEIOJ8RKEo2Uz2YpZExq7YCFTInF\nvEbZTOQjYRyx15/ghhGbrSTZYb/vUDQVSgRErk3TaRFEMaV8loEocnoxT4k+4XBCKGsE3oRuq0Pb\ncnnE1DDkFJcHMfWJwlI5zXrTZuj4qLJENa0y7sTEsYCuihiKzLGywZnpDKIg8NpuP5lCSAKv7Ayo\nj1zqQ5cohj94YZfzcxm2Ow6aLOKHEQt5g1v1NMVSmn97bJpb9RHVqQpXm11e3+vSsGyaoyGXxlvE\nboqXOw7frIsUxRLmpsls1uRUJYcbRFTSCrWhiB/G3KyP6TnJqqCa0SjFAscXC2z3Jkddr8KLWz1e\n3R5QMhX2+y5BFPHE8RKVtEpj5HFKEDg3k0FA4Mx0GssP+M7tLm/uD5nOahwOJvhRhBknNoqNkceF\nqklak3h1p48XRtheRLMrcE5b4n87fpabmTGi7tKX6/ztjTpbww437F0CK8V/XNe4bzbHvDzN8cq9\npDX5hwKXKIp3we/t5XneXfOPnZ0dbDsZwZum+Q6wvGMo8n47xX8Zn/4zrQ9rfBrHMa1Wi42NDXK5\nHA8++CCapjEej9/36PUn7RQbQxdRjMkeyStsL2SumuwIh54AUpS41oQRPTvxQYVkD+h5Hs29OocT\nGzU3zcMreYqFHBt7Dq4fUs28RXyRBIHiEQi2xx4lM+ka+0cM1WpGRZhMaFs+Qvot0kxqyeTn/6cz\nnEhpaHmV1+vDu51q3/EJopiiIRFFEe07TNj0neN6uPaYm5fXyeVyTC2dJG1oGLqKNRboT0JO5HVK\n6UT3Zuoy58smSyXjaBcZsVoxyaUU9nsOBUNBisHyAm73HPZ6DilV4qX1gLncPGZYJK+KnIr+DYpi\n4+Z30fUGWfEGt/0tDl2L7w/WWJfaHA7uoy7NcxjvU1WXaNpFZEweWswRxTFbbQtdkTg7k2ar7RDF\nMF9IMZNPshyXiynWWhZh5LPd98joBmoqzcqcymdWlilVpvj7600KOhRln+c3uux0xtS7Q25u7RGK\nKl991iOWNcpZg41NkzMzeUxBYbZi8m8fnqMxcvlPLx+QS8koExE7jrheGzOV1SgaKQ4GLs+td+g7\nIWEEF1sRxys5AiMmm4oxZ4pkI483mg2kaER10qc3irjclFEUlZmCQW3gc60+JpY1SmkFx4/unptu\nELNSSlHN6lheSNvy+cSxIq2xx1rTYq1psdtz0CSJr11usFjUudkYUzIUzmRl8rpEa+SzlM3xmU/N\nHhkBKNxqjnlhq4Wk+giaxXqnx3p7xKWBwzcOQzJRga+tGRQ0k6phMHB9hs2QclpFV0ScccjprM5u\nLxlV3z+fxQ8Tv9PZnE7fCbhZtwBQJZHm2OOw7zCbT1JA+o7Pqak048Uky3OpmGLkJo+RRxEPTPn0\nbZ/W0Ui2nE46zgsLOfwbEbtdG4HEq1cei/zsufs4f/8Ztjo2pVLAMzu7vLTd4fV6g5uhy5Mzx7hv\nPnvXA/mnKVVVKZVKlEqluz+LogjLshiPx3Q6Hba3twmCAE3T7j7GsiwMw/ipvhP/hWjzEa+fBIqd\nTof19XVM0+T+++8nlUq947Hv1xHnxx03jGIutet8+eDrPOpMcUxaoRBO8TGzgBeEdCcxc5lk/1cf\nTLCO0tNbA5vvvXmL4WjEyv3H0edWqe0PkMXEI3Sr5ybUe0GgM3bZ7ljkdBXLDRhNEo/RhUIK1w+p\nDRyIExDseyLtsc+JqnJ3RzlyA45VTColg/ogSd6opN8GtqJAISUTRRGtcXB3nNsfDHn50nUqhsT5\nh88Tyxr17d7dbrU/CYmid+oygbsdc3PkIkki80fxVbXBhIVCiqKp8OBKkTflPgVTZamY4rWdPkM3\nwFQlwgje3B8iiwKCP01ozaL0PsFSEEJuwJw0YCWzjyV3qMkj3uh/B9OwuNS7FyE0SY/HiNFxrncX\nWcpV+ET+JPWhyO2mRU5POqmNtoPlRxyvGFCBoqmiyyIzWZ3B0Gen79OLLXZ6E9KzGU6tTFOqVHll\nZ8CnT5aYy6r83ZVD9lpDHMeh2Rux3hjy6toBoahCHPMn33ie+XKWUM9zcirDqu6wUC7w2mGSPZk7\n8mDt2T7zhRTTGZWDgYcfhKQUCSeIuN50yKcUBpGGJqeQp8ucLIW0NlqkpZCKPGHLcfj66xuIssJU\nNsVlx2YxK+H4ISlFxI9I3ksSQthnTpY4XjFJqxKOn4T37vddhpNEoD+aBBDDlZqHG4ZsjgbM5PQk\nwkmVCKOI+VyKL5ybozX2mM1p1Isul9NDTs8pCJrF81sdbtYtbg9bQATrOnlNZ6loUEmlmcPhPmLS\nukRrnEiDKmmV7Y7DXF6nklb5/maPXEq5exH47O0u98xmCKMkW/NE1aSa0ehaPgVD4anTZZ691ebQ\nTuKwaoMJf3/T57GVAilFpDlyOV4xuLCYY61lsVo2UCSBi3tD/v5mm/m8zngSshRl+HcPPMwLuR5R\nFFG3bPqOjx8mFxsfxEhEFEUymcw73LHiOMZ1Xba2tgiCgK2tLWzbfkcHeufPD3aS/9Ip/jOun+ZE\nUxQFy7Le9fN+v8/a2hqqqnLPPff8UNujD0LS+XGdYtfy6I8izmunubp7yDOdqxBf4w+3BJa1GaKu\nxkOiBNs9tjs21sRn0G3R7vQYSlmOz61w4Co0Wj0awwkpVaI59rh8aOM4IVcPh1hewEbTYrFo4AQh\nh/0JHctDkUQ22hY36yM0WUQQoNsfcq0xQS84BGHyZVIbTMjpMpMgYrNl3XW2mfgh222bUlolnoiM\nJx5jFxazClevXuWwO2ZqapqPn57FNNXEMo639qFdO0AUYgpGMv5pjjwymoyhSm+NdA0FRRKJopi2\n5VFJa0TdZA/bdwIWCylWyyb7PYf1psUnVgvoisTFvQGWG3JuJs1Od8LhYELfDlAljf1mBSmYR7Vc\nsqMDTvpfZFbtMtAOGQYdBs4VBsG3uN4/Tz3uMtjfxrNPsXV4loeXTRbVOby4xFrDZ6GYwlQlGiMP\ndJmzsxk6msdsWkLL6Yl4O4a9rs3BYMJOx2ajncJQJSpZEyeU+FdnT6JKItdqI2w3QIg81usD+qMx\nB+0RW90Bm/t11MAmFDaIUgW2ciInZnIEskHTEchoIoYiMfYCgiji/HwWVRKTlHpN4ljZQBLFo1ij\nmKEHRtYkW86Sb03oRIkmUFFDbtaG7DU6RFFIRpN5/foQ9ViJgRUgECOLSb6n7Uf0HZ/PnSpzwvbY\n7jjYXsBsTiOKYORNyKkSQRQfSTYs6sOE5bxQ0HlsuYAkCSyXDIZuSNFQiX2NU6USU8dnuZkZ8+nT\neTrukP/y2iGtyZgtu8alpgyxwH/+o79gJpVl2szy1LDKhekKMck4fz6fIm/IqLLIfXNZUop0pKuM\nGE1CtrsOggCrZYMwjmmMPE5WTaYyKh1J5GMryXl09XDEXtfG9iLqI5eMLnOsZCAJAkEU8/hqgTBO\nLBe9MKZjezx7u8NnBSgZCT/gc8enuXI4ojny3tf3x08qQRDQdR1d10mn01QqFSDZMY7HY8bjMY1G\ng42NDcIwRNd19vf36fV6H5ho0+12+eIXv8j29jbLy8t89atfpVAovOt+u7u7/OZv/iZ7e3sIgsDX\nv/51lpeX3/dx32t9JEER3rsp+J1gYoDTp0//WG/SD+Kd+uMAtT32mDWzfGr1cYjhu1s1LKXLQbTP\nG40tJrHINedVTjan0Xtl5mORx0+eQDuxyGbH4cGFPGld5uJun/m8zn3zOcZuQGcwRjccLizk2Wxb\nxBE8tlJAFAUmfshcXuf0dIbRxKc9clkum5RMFdu2MRRYOBozDZyEFOKFMbW+w1pzTMFUuFEfYbkB\nGy2LRd9g3PXw2m0OuiOm5QknVxaY5Io4fsR4klwlb7YtUkpC8oiimJ4TklOTz831Q4YTn9VyckEy\nnARMgojV8h0ATVIgqlmdWid+h/uPIAjIkkh96NIYTlAUmdsNCy+MmMklo87tTnLBMGeq3GrZXDn0\nj77UY565OSC3o9G15hDFeVrxY5i6SCFoo9sWUadJc9Rju+0y5jZv9r5Dq1tiOJji3IJHUSvSHVSQ\nyXGqMkXbSsKSs5Mx1ayKKCTJGh3Lw9QS+cH1wxFrLYu93oSz02ZCQrKT9+nzZ6Y5PlNkvz9BBKpZ\njd2OTXN3g1ags962sa0xF2/u0HYFPNnk6rWrFEwdOV1E0VLcO5tmvpTB0DWqWZ2zM5mE2GMoSKLK\n2ZkMUxmNe2fTtA4EBkOR+VKahUIKTxpw2J8AAooq8GrTpet16I0cosDju680OV7NUG/FOJFMIVVF\nEjW2Owlz9efvnUpAoO1Qs0JUSSanSywXU5RMmev1ERM/4nDgstV2uN0Yk08pPLaSp2v7aJLITseh\nMfJoDUNOVKo8OiuyUND5/JkKr+y3+a8vXCJVSXG91eP1gxYv1w4QJB9TNFgtZvj0yTIVtUDKMfCn\n0ywWU3Qsn+WiwbmZDN+60U6MDRA46E+oDSakVZF8SsKPRSwv5PRUmqETsFRKoUoCz9zqcGlvSN/2\n6dk+jheyXNRZKKTY6ThcWMhSMhW+v9Xj6uE4YcQOPYqmiqlJHA5+PAP9g1YQBO/YV0qSRC6Xe0cn\nGMcxjuPQ7XZ59tlnWVtb4+d+7ufI5/OcP3+eX/3VX+VjH/vYT33Mp59+ms9+9rN86Utf4umnn+bp\np5/md3/3d991v1/7tV/jt3/7t3nqqacYj8fv2WTgg9ZHFhR/Ut0Bp/F4zPr6OkEQcPz48Z/qSumD\njDx+FKDGcdL9nJ7OcG42y37P4Vy1xCPLx0lrj/P8eotr9TXayh5v9pvccEdcyQ75XusSi/VjHDdm\nOaecoCiViIHFopG4mFgeaV2hJArkDQUvjFgsGlSzOuNJgK5InJrKMJPTmfghRTxOD3qY2TkOdJnl\nnMQDi3m8IHGtWSwaHKuYtEYuYRxz71yWjKZwq5FkJt4/n+PyYI9rjT4zpTKPnjqJG8bc3u1jaDLr\nbRs3CLlVHzOT15mstXG8kM2WTTYMud0Y07cTPWNKEe+GJQtA6W1jWllMdqIHUUTryP0nmzpKLYlB\nEpLucyorE5M4ixUMGUNJworzKYXzC3k0LQHN++cNrFSPIJfBDSLmCjp+ECUEpklEWs2gkqXEcbJG\njFiwODv1SRanBrwi1rjmOmTTN7GkK+w155l4KSa5bWKtQq87Ty4qsVLM0R/l8MKAkRNTMpOgZVmC\niR/hhxHPb/Yw1RG3jxxi0qqErkjcbiXMyGNlA12REGSNcwtTfPr+NKNJwEOLWb631ubiToec6DMe\nD3l1d8Rew+Jwd4NYUAgUg3RK53hJpZpPs1TOslDJMZ/XEAURWRLJqCKVjMqZ6TT3z2fJ6BJ/f6PN\nhYUssijy3EaX28OAOEqjqQI3PRnV1xhM+vi+wwuvvklKirjWEElpOo9MSawUVCZDkUgQWczk2O87\nXDoYJvpBVeL8bHLOyxI8e6tDSpFxvIj9nksUgaFJLBZ0DnoTDvoTcqlkYuCFMfdOFbmcSfOzD97H\nfD7FcxsdNnt9ut6Y1/a67LRt/kPrOggRYqSyclXlwmyJdFTAo8RTJ2Y4N5OmeRQWbWrJZOHi3hBZ\niGg5cXJ+LGQxNYme7XNhIcfjKwW2OjbTWY2xGxwZI3SYz+t4YURz5HGiatIaJyk3OV2mNnR5cbPH\nXF7H9kPKXvSu74EPq34a8b4gCBiGwZNPPsmTTz7JE088wcWLFxkOh1y+fPk9j1L/+q//mu985zsA\n/Pqv/zpPPvnku0Dx+vXrBEHAU089BfAjY/P+MetfQPFHVBAEtNttxuMxJ06coFgs/pMc90cB6sAJ\n8MPobjRSx3qLWTp2A9q9IVXL5/78Mr9w5nMcWi5aqc9rnS3+Ya3JNev7/N2r38YMCiywxL/S51GM\nVVqjmFxKQfLjt4g7+WQ/2hone7s7FPHdZ55j8v/8IZ1xjVoU0/2fv0T22Ozdf0/M2+UfLookUkkn\n3ZntBZixw+6NTfKazOrCLA+enGelbNK1PMZuwPm5LLmUwnrLwgtizs8lllI36yM0RUIMY2rDCWuN\nMX4Uc602AmCtOSary9xqjNFkkdsNi9mcThQnxumW7TOXT9x0vCDCDSNOTqeJhxYZXWAxpxEJAguF\nFKos8trugKmsxmrZQBRgvWmzUjIY2yJ2Tme3N+GJ40VkUeB2w8LxQx42FXZ7ExAS/WVGV6j1BabS\nCxSFMqfyHp+tfo4z0wZ/Fq6zN2jzmZOz7PbWec7p4MgbxFPXmMhTXBkUyKeyHCul6fcXCNQiS5US\nS6UcBUNjOpdEevUcn72+i0DMG3sDsrqcMI3dkNcbHkuCjaIku7Oe7eH4EWfniuiqzOOr93Dvepf2\n2OX+mRTdwYi/vFRnr+dw2OpzeadNKKoIcURO9qkWc5yezuK5E+ZmE2ITJPtDXZE4XkkIT4oscr02\nZLmYomMF3GiMeHnfwfFkDFWjphjJfrrbQoxD6p0encGQ9QOLjC5zb1EgTkmkxJCaFSGJAhf3h6Q1\nGVORKRgqj63kmcvrR5IUC12WyKcUakMXVUpITW4QJ4b5OR1dhvbYZz6fYj6fIorgf1hdwbkQ8t21\nLqocsz0c8NJ2h5Y95us397H8XbgiUHg14ExxipJUwhWneHRuGsePyGgSchxwRRR5dbeP7YfJueaF\nTKbTVDPqXYD+/JkK37zewgsiWmOPvZ5Dx/L57KkjtuvQ5fxc9ujc62OoUqIBDf/xOqT3yj59e2xU\nPp/nk5/85Hs+ZqPRYGZmBoDp6Wkajca77nP79m3y+Ty//Mu/zNbWFp/73Od4+umn/9HTQt5eH1lQ\n/FHj08lkctesW1EUHnnkkffd+b1f79QfVu1xkl5RMhWCI63iXF5nMBjwvYs36LoST5xYRIhD6h7M\n59LcU53lXOoYD4pD5isia+4u31zb5Xq/zn/YfJN/vyZgWnPcN1ViOYwRuvOAeJcY07E8svqR3KPZ\n5vCP/zMLoy6xNaabKmD/2Z9T/Xf/I5CAoCaLZHT5LlmhnE5ExXu1Fpeu3uLMbJaHHnqIN27tIFi8\nS/dYMNS7mryZnM5KOfEKPehPeHgpT9wdcs9KEc+PmM5pTGV1OmOX/Z5D2dQYTQI2RwlRKCZm4Lhc\nOfRJ+2MMRWKnYzOa+Lh+xImqyf/xxy9Su3GIb2hkcgYvFnRmp7L00ykYZNnLyASqwp2PUBRFJCGJ\njyoZyfvy2s6AIIo5O5Mhl1LY6TqcmkpIGTcbFmM3pD8JAIHvb/ZpjT16Q52MuEDRf4ApdcCm32a5\nUuTJKZ/byg7f6g7IqgdI5mVqnQ22awqq6pNLW2xbK6xoBoXqItNxiXtnp6ho00yCiDCKMBSRMIgY\neTGiCFldJqNLbHYcTFVCS6tstBKZRfMobHijF3C8UubMksC5FZH//v5phrbHf/z+Fr3xBDFIrAK/\nfq1OHARI1w4QJIXVoka+UEBOmbxuRBRSyQXSJIh5cCmPJksUNmQO+i6GKtEauRz2XSZeRBiJxLrC\nYZRBy+fpbO2QSaVQ01l0a8D6Xg0p8lg2ZPZHCm9uTOgHIl07pj6ccHIqzUopxV7P4TOnyqiSwF+8\nUSOMIIxgu2vTtjweWswhCtCzvOSi0lTZ6Th0LI/pbEKyMVWJz5+e4pHZIbeaFnM5jdudPhf3u3iy\nxd6gzfe7Hf52+zqy6rGoT7GUKfKp5RzHKwJyRkeXRfp+xGbbIYpbnJ/LIQjcZaSulg26ts+Dizk0\nWeTN/SEXdwdIkkBn7LPfS0g/JUNlJqeTUWKurQtEcfyu9IwPo96PJOOn+T773Oc+R71ef9fPf+d3\nfucdtwVB+KHPFQQBzz33HG+88QaLi4t88Ytf5I/+6I/4jd/4jff0b/0g9ZEFxR8sz/PY2tqi0+mw\nurrKyZMnee211943qImiSBRFH9oVTttKgl5lKYlOsm2HWm+HoQz56UVmjBR5I2Cv0cFTkv/8kICp\nLAqcKBRZjQqYowX+11MacnrCs7sbvLBX44qzzotYfOXlLSpKjlfjCvekl/CGeR6YTRbx9a19kCQK\nk6Q76+kZUnGI3m0lOz/LZ/rI5f+O9CIlBFy8eJG6FbG0tMTHzs0mTFM3QpVE0ncBNNE9SqKAF0QM\nHJ+VIwPzgRPghRFLeY1GOxnRSpLA0tH413ID5gspPnGshCqL3KgN0ZQktWLih1y9EaNKAm4QstG2\n2GxbeH5Es9kgfyxLaj6N6kUEY49uf8LWa7vYfsirgsDf/t8OsamjzhRYz+vMSTb6MYGhotHpO6zM\nZAmiGMcPyaUS8/WLe4mP6NmZDGM3ofCfPdIpXq+P8YMIURCYBCEvbPYQPIvhJGToxMTeLGcyc7wu\nHXIh9wSPz/wvnI46fHt9l7PVAbq5xxt7FmutDpH8HUQxYPdAIKU7DOSTFPQsYiFNRp9B02JiIYft\nRQgIjCYBDy/muG8+w4tbfUaTgOVSwtTtWB4HfYeJHxET8/3NHmlNBknl1HyaTx4vsd9zeGm7R7/d\nYrmaYb3lMB6PuXnQYWwf8tKVNf79n9uYuRLpTJZo1OKB5QpdRyAmMS6vj1wu7vYZOgEzOQ03jAmj\nGElJLNAsHw4dhYmSoxEJnKgaPHosj7bbRfAnDDoWouPw7YsdDvb2mAgqw4mAKhSpZkwMLSG2fPxY\ngZQqst6yORxM6Dox/fqYWICTVRNBSDrH6axOOa1y2J8QxrBSMhg4Aaen0snUQjWS6KvMvay3RxyM\nRqimzfV2m+f39/mH+k0QIvJsc+90nscXq5gpk7EbstW2qQ0nbHVsioZCOa3SHCXmBhcWckz8kGxK\nQZVEtto2/3C7w4OLOSRRoDlyWcjIxIJI1/LvTmo+zHqv4v0f3EH+qHrmmWd+5O+mpqao1WrMzMxQ\nq9WoVqvvus/8/Dz3338/q6urAPzSL/0SL7300r+A4j9F3QG7O7TkVqvF8vIyJ0+evPu7KHr/M/07\nO8n3C4pvvyqzvRDLDZjOaAzGNt+7eINaz+HnHj6Bmcnx0maPOQO6k4i1loOc83H8kN2uzc36iFxK\nYbebXB3XBxNKhkJ2YrIQr/CF6iL3LXyeb7z2PNvpFG2hyTN76/ylvUZopZhvwv3lOfJekZQmIBAz\nEWT6qsmMMyAoFunZPmEc3wXiw+6Yvd0d9HTAmdOniIbJa9KODL9HbsR0Njn1RpPgSHx9B8QT1t2d\nLvJOh1zO6NSi6G5Hemc/2D5y6VFlkTiO6do+szmdqaxOGEboMjy2WuT0dAbL9ak1OzBqsjBbwbtn\nlZu1IStZiShw2WpbVOIqS2mFkR0TuyGjUcCka9FsW2xvN7CvDglUmRf+9PtUJAhWZ8gWDPTtOosL\neWq9gJJRQBSSlPbLB0MeWsqzXDKoDVwcP+TCYg5VEjnoOwx9gZScRG89t94jimMGR5q3sRugyxpy\nXOBE5hSr5Sdh0GG74/CJ5Qx21OJq/RA76FAs1WnZA671LuFFMerMNO3UiFuSRS88zY61wkt1hYZX\nYDjO0htp/MK9M+RTCjfqYyQRPn6sgO1FmJqMIglMZTV0OSGSyJKIF0A2gphD9QAAIABJREFUJbMw\nVSFUJzSGec6dUFguqux3xujRhKsHQw56I776wiF/8b1LuEoGRdO5dPkqx6aLWKJBMWvy8WMVrtXG\nNI4E/hlVYD6vcaJq0B77vL47YOKHbHRcep7IXk9gtVzlyfsyrLUsTCni4k6X9sjhay/dJKeEjCcS\nrcigX4pYyaVwA51TVQPaMp2URmvkISJwOJiw3rLQ5IRhG8YxPSuZbCiSQGvscXYmwz0zGdpWYgFn\nahLBrsBCrspjlWPsTDsQjxi4Da4MIq40ejzf2CAOFPTY4N7ZDItmhcBJYWyJTGd16iOXbEfmwmKO\nvKHiBglAKpLApYMhPdtn4PgcDlzEKRVJFGkc5Zl+2PVeUzI+jISMX/zFX+QrX/kKX/rSl/jKV77C\nF77whXfd5+GHH6bf79NqtahUKjz77LM89NBDH+i477U+sqAYhiGbm5vUajUWFxd/bHLF+6k7oHhH\nKPteSpKkd3SZnbHLWmPEzu4Bjj1iLBeoVktsj0V6zQ57XQdZEqgHLjdbLrOKx1bHxvICdrsOi0WB\njbbFXs9JxmZjlcbI5WY9YYdutm1GA52Z0iyfqJ4gpXyS1w8bbNPFCTo8u15jNOgg/sIjfDU4Q7Xh\nonUkHr33DKKlsXWzycAJMBSBF6/UubTbYWl2iunjC/QC2O0OOFY2GU8CBo5HjEBOS97rtpWQZIp3\nOlsrIcWk9eTUbI2TDlmRRMIoekdHelcX+TYW6tsBtuf4xEes036/z4uXbuB7Kl944gLlnIm61qRn\nB3zqXBUB+Mb15HVUyyqT9pjtjo2QE6hMZVHCIuLDVXTNRAsFBiMXBjZbXYeN3S4bb+4iRBF2McvX\nw4ivqpCdztFNm4wOewyPlWhGAts9l08cK6BKApYXMnBDzlQ15LSBIEDfDjE1ia2Ow/PrXbqWR8/2\nqA2T8ZogCIzdgKm0iSim2W1mUPyIJxaK1Ecu44nHKOizJ19F0iVmUzUio08mt46t77KNxXZ/kXp7\nlr7WZiZr0O/Pooo5njxeJquWcCYmkiBzfjYDCJysmonEpm3DsM/DSznKaY1v3myjKxK9SUzLEYnj\nFMeW83zuwRQCEWUNvnu7wUHXYjDq8Tcv32AopEEQ+Mu/HzM3VSGVyZLPpDHwOBx4vLzdvxsTdW4m\nzT1zWVKqyEbLIooSOcR+30URBWZKeZaqIh3bJ5AFHl3R6Y9s6t0Rgt9gc9+ity8xpflMKROcWOHC\nQoZyWuGVnT43G2NMVWK9ZeMGEY8s5ckbCl07OW/KafVunuOFo/zMO3vbw8GEZk9g3qzywLlpBk7A\n2TmVS80mz6w12bdbvN56g3Bi8De7AqvFLAWxyMUDk4E7Q05L9sJjN2Aur1MbuHe1jN+83uJqbYw9\nSdx5Tk2lkcUPd4T6o8aXP6o+DOH+l770JX7lV36FP/zDP2RpaYmvfvWrALz22mv8/u//Pl/+8peR\nJInf+73f47Of/SxxHPPggw/yW7/1Wx/ouO+1PrKgeHh4iCiK78ms+73UBxHw3/E/vfP35dtbTNpt\nLpxdJJs/xrXaiFPTGWayOrebIzKazOOrJfqjMfsHdT51osRyyWSznZAQPnGsiCKJfH+zS8FQODuT\nTYgxMZyfzyYszQ2R+bkcj60WCOMkiPbzxxdYKZs0hxP+YWcfX++xMd7mzUyf4YLAzewtTFQqex2m\nJJ1BP2a5sEiuOk8qrbPdtelaiem3poh0jgzA9zoucRziqN3E8FsW2es5SGLiYTmf13H9ED+McPyQ\nhUIKURQZTCLUOH5XV1l+2+23s1CT2zE7a9cJg4Di7DJZUaWcS0A0BsIYrhyMKKdVbC/CC2KquTRp\nI0XH62CqMienTG7Xh9zca1EUQjJyRE8K0adTnFjOkTN1DFkh9iI26iMmownCYMxu06LZdNh7c5dv\nTVxcM4VQznLrBYGZcpq+rhOJEeK8gSkFNI6chKoZjcbIZa/vcNh3GU58vnGtxc26xX5/guOFvLLT\nZ6Vs0Bi6TIIIWRJIaxIbLR9TzXEqtYivzzGNga56nFmBEJdziyO+R40r4oj5fIgTdVjvHTB2Ooy1\nv0WWA4bDAoaS4/SMhD2ew24VEMIS5WyGoZU49cSCyGIhxVOnS8zmdL59q83LO31EIckGbFseZUMl\nmyswW62wUDjNatngr9/YZ2Q7FEWbWwdd3txqEQSHqP4I1DTFfI5MJk05m6I9cqhmVPIpmUpa48HF\nHPPFFEEU8drOkMWijq5KdNsWGU0ha+iMfEgVTU5NpVEqI+q9Maq1j6rC9l6L14aHmApojoqpm8zl\ncwxNObGfk0RsP6Rr+8xkteS8E5LdesFQKBoKlhfywIKJoYp856pNWhPxg5jtjkMUxdw/t0BZKpNN\nKaxWNL5+a49XD1q0wiZvNG7jOwbf2L/GjJmmJBd4o1Hgv7t3CUOV6Fge98/neGS5wM29JoKiIkoi\n7bHHdPa9X1z/uHqvIcMfRkJGqVTi29/+9rt+/tBDD/HlL3/57u2nnnqKy5cvf6BjfZD6yILi4uLi\nTxTYC4LwnqyW3l4/ydj7x9Wd6KlGo8H2zi5jCvzsxx/g1HSWrbZFwVQ5WU2jSAJ+GLNYNEjrMq0B\niELEbC5hUY4mAUVTJaXKDI/2fJW0dhQS7KPKd9ihYPswndNJqYk2TpVFFosGeUOhPpxwuljhiWOn\nEcXHeX69jSPYOHqLb1x/jVv9Ort6j4u6h2zdYDaa51PpKgvFBXQlS8FQuHAk2xg6PsfLKUpahCgK\njN3EUWWv59C3PbY7iWfjYBLQPjL8Th0ZmK/3AuZyPlEc43ghrVGSnGBqyWncHrvkjwT8vu/z5s1N\nlMhlYX6eYrHEc+sdpsyE/OMHIRM/YrmYoppRuWcmQ3OcxGPdO5chrcns9xyWigY/c67KTqfAH4z6\n/PzDqyyW03x3rcNW26KaAs+dUOv3iUKflYqEPJ/l9PQcgqLTdyGyPaZDn+dut7jZtJEPO9x+fZN2\nMUegKhwctkhXs8QLFYoFk8pyjrSRQtdlTk2lyRsy+70JOU3mIAbHj3huvcv12ojNto0kCryy3UcS\nBd7YG5LVJeaECEnwWGtPyKcUTlQNDvoSvf4sRanII9PJa793LstfRDU2Oj3O5R6hM+nxat/GEccM\nitfoBLus1xVEISZjDhkVsvzJ7p8xsRbpM8v1oYGeK5PL5pjOyvzKhTniKObvrjXZ6zqU0ipOkOQn\n9mwPJIViXuX83AKff1Tj61cb5FRQR4dsDeFa02GvVmNzyyWQDf7q+1coZNOUMga+M+QX7pujbKhk\ndJknT5TQFZFbDQtdERlOAlqjJOh5EkREUSKUNySVc8eXGQhdZvM6q6UUbDZp9ccITp+0M0QYeLhi\nCkVL0exGvBAELFcydO1kFbFSMiilVToNC8sNKKc1UopAwZB5+GSJmJi+7bPXc6gNXG63LPKpEp9Z\nWWBaL3Bu5gKmJvJfLu3QmPRYHzZ5c7fO1UtN/t/rVyipJovZPL9wzxRnS1MIxCzmNdyUepes82HV\newVE+Oi42cBHGBR/mrozAn27S/17fex7rTs2TG+88QYzMzOcuPcBgoZNJZOMDDuWf5cR2rePvESP\nRo/9SYRETFqXcX9gtNixkq7qzn27lkfBVO76mYbxW8/TsRI2aP7IPaZjeRSNxPt0NAnwwpiFlMZg\nP+CT7jG+cPoM51ZMbll7fGttj7VRiz/e/y7/aQ+CXoGVQobHpGlWtTliKce5GRMtdDByOqNqwKPL\nBUxN5srBkJQi8cBiDj9MDMPLGfXotXrsjWJMx+fyUQjujdqI2bzOpf0BAkmHcrJqcntzm62dPUSl\nzHTOoFwu0xl7hPFbJucdKwHXk1WTjuUzckNKpoofJO43QcTdvWUQxYiiQCwI6IrAbC6xEOvZPr90\nYQYviHjmVichrxR1dlpDXtq18L0uWdkniASMaZNjZ8usnlc5MfMQ985m+dPnd1jbbjLnlHCHEc91\nPdav7nP4zTfxUhrjQpaiDGdLOvFMiZmpDMcqGT59vIoVxORTMu6RVjKxH0s0l4Yqo8cCui5xrW4T\nxzEDR2Wv57DTtRFIPtuXt/sMHZ+hG1Ay0ixlFnhkVqHXreGHEaelz9OTPK6POhQyDh+bG/DslU0i\nJ2LkjsF8nYtdn25qm932Ao3JFH/VOGA+b+DopyBV4fhSiuE4x35bpz5KMZM1iOLEinC9aWF5EbIk\nYxoZnliqkjp0ODeb5nxV5+uXD7hV67PTsdiqtbm53+HPvncZUVLJ5XP0mvucnisjIXC8kuHjx4oU\nTYUrhyOGToAbhKy1bHb9gEIrcUhqjz2OV0wWK3mcSGF2KcfKMRF5o8uUKVJWQ/ywTb3fpuXUObAE\neoHMoN9noZyl7yQj3NWygSHD0IuRRIFjFZOdjsNDizl2e0ku45v7IwqpJDlDk0UeW8nz6NwUg0mJ\nL33iIXZ7Ds+u1+gGQy4etLna6HOxUQPFpSClOVU0eGTRpaLlOT2dRpE+nPXO+03I+BdQ/Gde78UU\n/J8CFOM4pt1us76+ThRFnDp1imq1ys36CElMXE68IGI4eYuZ2TnaxxUMhSiKGUxC0nJCDuraiY6s\ndBfofLJ6YmVluQGOH7J4FDacAGZy1XvnduJmIjA+2tPdeZ69Vo+NjQ3MisK5c+e4+d03KGUMFtJ5\nZlJZ5MEMC6dSVPMSL9V3+PbmPj31kL85vIg1vkJo68xOBRxTC8yPTjGrlNGURAM6nPjM5HWqGR0/\njMhoMudmshyrmIwmAW9kBD59MhlN7fccWiOXuXwKL4jY6VisHXap7axTKuQRjEXGXoQ7idlsW9QH\nLn4YkUu91VWqkshq2aBjDdg4ctCpmAqtsYfrJ7tJSRDojD2Gk4C0KmC74Z0PDEhyBWfziRUbwM+c\nm2Knm+XZW20UWeBkxeTi7oCbloc7cclIFtsHdTazAl6oMDelcLo8w4WzxylebZPVZB6b0rmx3uYv\nrjQxRxbuXptbr2zyoqKiWQ7yxEObLTJTSVOcypKvmIimiKAnOYITP2IYRkynFExN5vxcloeX8pia\nxCvbfU5NmRRNhauHYza7Do4XIRDz2m6fsqkymgToiogsQU6T6YwFiAs0G8vQM0Cd58FiivNzWS4d\ntqiqYzJGmykGZKNZVHGbvtek6Xc4kF9FKMBB+wxjK8O07OF7ZTQ7TcXUqZazaGKGeOIwDjJ0bY+D\n/oSsrjBTLTFG52cezHB2yuTvrtVp98esNUd0BjbPXD3kv72xTSQqfE0S+OsZgxNzZdAznCprPLRY\nwLIddmpjmiOP5shLRtSiQNlU8cKIruWzWEyRSylYYcyZSpHzchqzZfPoSh7P9fjG1UPEyGdrv8bt\nlsOV2wIPzpvYro8vajiud1fqMXIT9mrP9lElkbyR6Cff2B8QxRGKJDGaBIzckOmszko+z2fLs/zv\nj6d45maLje6AujPk9d0mb9ZsXmq9yvniPI8tlT+0bvGnEe7/YH1UshThIwyKP019EA/T9/LYO36q\nmqZx3333sb+/fxe0e3ZiQCyKAr0jMX3pbR3dHfeOnu0RAVlVuPs77YiwcgdMl4/AtHvUNZbe1jVm\nNBGRxHfyzh7vzvMApJWYa9eucXG3z/HFBR69ZxE/jLD8t3Z4PTvpvoqmQkZRWdbm+JmZEk8c/wwx\nEX91c5Mtq0lH2uba8IDn9kdImssfdD2O63NknDkeX5xhzpUI3KTreWtf6CIKMJtPRsP14YT5QorH\nVgqMRiPWbu+xqMk89fELRKLCS1sdVBkGfdjp2FyvjTBUiefWO2iKyHrTomrKOH6EIMRsdyZ8bCVP\nLiVzvTZm6CSShY7l0Ry79O2AmbTE2AuxvYAgipMU+CODaACBZE85m9OIjyKFPrZaxNBkXtrssVrN\nUU4rXNof0SDGJyDyhlypjWkNL9McBHimSjtVZHrB4JQ/xSMrRR5dKXDtcMjXLh5yThdwWgNe2hpw\n0LHYee42QRgRKjJiGJKeylOoZsioPrWuRD2WuJaSyKUUoigijGKOlQ2WywYjN6QxdPnUiRwCsNtL\n7MtWywZ+FOF4yf1TioQmJzZ+tXHEDatHY+ASRjEdC/ygwJRa5lxRo2v7PJTNEue69DWPRzK/hmn2\nCA6b9KURHzu7zc36mGu7Pgcjn2y6ix+qTJfriES4mSWakkRakOj6U9zqVRA0FYsMsaQzXc6wMp2M\nTXe6NmIckRE9rh/26XW7fO3F69ho/Nd/iCnpMFspoqkq9y+XODedw48imiMXyw3ZOWJkh3EBTRZp\njjy8owvAjZZN1/KZy6c4NlNCkUTum8twaX/IlcMhgg6tXp3aeIz3nTeZNyPqroI/SiMvlcgoIj03\n5EI5R0aXeXmrjyiIjCY+a0e+qg8u5jBUibblsVhMsVIyUCWRX1te4btvrnGtE5LNarQtn92u/aGB\n4vvRKPb7/R8qofjnWB9ZUPyw4qN+3GMdx/mx9xmPx6ytrRHH8Tv8VO+QdH5YRycJAposMnJ8OmOP\n5VKK0SRgt2NjuyFSHNMZJ8GoJVOlM/ZojVxGToBAAoBbHZvoSF83dAIawwm6IjFyPNpOhB9EZFMy\nYRTTHDoM2g2udtZYXFphTqqyVL4Drj4QvwOkJVEgp78ll7jTcXqBQFHK89DqHHnpHNc2dmmUcoiZ\nAbv+Ia8c1LnUvsWLwYv8nzsxWXeKOWWadmqKc7kFhiMdQxHuSi86lk9GgatXrzKybLKVWc7Ml5ku\nmjheSN5QOVEx2XMlzi3kcbyQ+UIKU5OpDyeMJwEpCa4ejtho2dxujlksaISRzuHAIYzgwcWEgr7R\nstFVkfm0RATJ+xfDYiFF20rCaVOyiCQI9I48SwUhAUmAoqHghwkY3TObIYxhvWFxajpDuwPrLQtF\nyZOrCoRhwNYoJuz0mQxHXLneQBsYNH0NQQg5fXaOEzMnmVrrsN6y+cV7qxweDnj+eoNGc0TYGrLd\nGHJQ6xNcbOKnNK7JIi9kNdRqHsvQUS2HT907Qxwle7CpIxei+jBJr7iwkKPn+GQ1GVEUGLoBKUXk\nvvksTkvixkTF1EQ2Ow4HPeeuQfbp6TQDx8f1w2R/bWq4rs5iboqykqcox3yi8K95NBvzV04dQYg5\nMyfwwkad3e0D9IzEYmZILA6Q9U1CfReMWSxzlx3RYs+f46C+wEypT95QOBzM8kDlUX723nlOLDpU\n0ionKgbfvVHj9e02oT3kynaDncGAi2v7iHFAtlBidSrHI6sVDNVgNInYaifs051ukvV4ejqNroh0\nLS8R1JvJ6DmMYaVs0HcCTk2blEWLS10RKWUi5jXijsXuyGGq1aU3tLjVniB0Nar5DPFEIJPPc2Gh\niH8U4n2zbtGxPCZBst8tp1X2ehNGk4DVvEwgaUyVCnQsD+voAkX6EFio7wcUR6MRx48f/8DH/v9D\nfWRB8aep9xI0/IP14wDVcRw2NjawbZsTJ068yyn+DkmnayXEkyiGtcaYq7URaU1KdFW2x17XSWJr\nhi63G2MkUcAfRgSbCavTLRrYfshe107Gf7pEHMO12oiSqfLG3uDu8/gjmz+/chnXyyEKGrIo0Gi1\nuLjZYmW6QGn1BJd7IbvdMZKU7Bb3ujY9FxoDh77tc6sxpmAo9B2fMIwZOj5zR/KJt3ensRfQd0JK\nGZMnFhcRxfO8rvWZLAZkSw5X+7s8u9Zk36/xf21cIo4Ewl6RaUOgd3vEojJFbdtnWQh4+J4TVFM5\nJkevCRKZB0AprbFHYhCuqxKnpzOocpIGcWYmw4X5NF4QEUQRO70Juz2H2tDj8sGY0SQgimLCOOZ2\nyyafkpkVQnzf4WrDwVAkprMqB32X9ZbFwEk+62/dbJNSEn2Z7QVossjA8dnrO1w5HOL4ETsdh62u\nw0o5RU6XUQSwvKQ7b4wirnZC4lhBS5eZyCIjw2DYHSPGI67c3qK757PeFai5MvZQYnk2y6ZTprJU\n5l/fU2W36/C916+RThWJRg5rewP8epebW016scCfvbHNX/3pK8TlLGoxTf/SDvceK3Ioa2gZncdW\nCggC1AcuCHCsnIyvNUnCVERO5tLcP5/h/GyW797u8N9utDBUiebQZatjc702ZqmUwlAktjsOtcEE\n248wVZHWyGM6p2F7SX7n/TPT5NQCf9IIKKsV5k2T7a5DaWSSF2MW51yKWff/Y++9YiTJ7zvPT/iI\njPSuKsub9t3T3eMNhxKHRiuuTiIOEqR7OuEehHvRg+5FoIDDYu8AAdQBetDiFiutqNXxtHvQSsIS\nFMVdSRwOZzjedk9Pe1NVXTaz0mdGZviIe4is6pmhm2kSutsd/oF+6MqqjMzIyPj+f7/f13B8bszb\ncovXfIdzqxpO2GWzHuKFAreaNts9m/X2GE0WWa0VETWd87NZInvA37+3SzqTYWwNeP1Oixt7PS5c\nXyMWRCI5xWrJ4OhcCVc28X0fJwhpDpMZ9HROI2fIbHagN/YpmQqKJNAbB+Q0kXMzGcaoHK+aSILA\npd2YrcCgPFWhrDnkSxrlVIzWb3Hlzhbj+hqRA2KgUciHCJrMuz2P52+1JzmNidOQGkeUzBR+GPP4\nUoF3txMd409Ds3i/M8UflGjx3+L6GSj+iPXTbp96nsfa2hrdbpfV1VUqlcoPrFgP2Kf9sU8xpSYm\nwkFI0VQ4WkkzndO5vW+hiiIPL+QJowSAlksm9WCHqYKBgMCTKwVkKTHNPj6tcHI6Q9vysP2Q0zMZ\n8obKjfqQG93LfGP0h8gbCo61yK8ufR5rp0o6leP8iWVOzWRJqTKDfQtDlchoEl4Qsdd3iRDY6tq4\nYRK06xcMLm73aVkuuz2HiJiNzpidnoPjh5RNlch3udNxOVOO6dl+EkM18lgpm6zmyiyo00w5PU7X\nsoiay0s7d3lFqrMTXOdbuxcYjRTCsU656nCyvkHRn6EklDgr6oBCe8JYPZjzvd+uDpIKNm8o6LJ4\nyF5dKRsoosByUWe356BIAjlDIYwjLCdAjEEWYyQCtgY+Z2oZKmmVoTNhsZYMNEmkZ/vIosCRikkY\nxaiyhCyFVNIqmixhahKqJCIKIAkCqixghzGSHzKVUZFFgRsNiyhOzLA3OnbihOKHKJLGVVtGLKTp\nqxau4/DyWh+TJq9vjRAEgWm6hLJBYxxRnDb4559a5uLOEF0WsdwQ/IDN7R7aYMh31/ps9Ryee2eL\n77x8BzuTuL28FrvMLFVwKjmmpzJ88aE5bEmgZXn03ZilOYOhE4IgUM6oLJVSfPF0lZQq8Q/Xmlzd\nHZCatFwHTsSdVsIoHrkB373Zpmgq9G0fTRJoT5yagjBmtZLiU0fK/OO1Jjf3R0QxVNIK7YFJliVK\n0pBlc8gThWdQJIFwrslCQefBiRn3ezsDbu2PUGWR640RrhcyawQUUgqFYp6nHlnmFx7xuLw7ZCGn\nsLXf5h+uNGi0u7x86Q7DQCQSJbIK1KZKqEaW/e6AEzMF2uMkL7Jo5imkFLpjj3wQUCpojIYxhirx\n1GpSBeqyOEmNCXht0+fJ5QIzMzXUkccDywV8P+DFmw2COGRKtEg7Pfa3IoJeij1H5PaewnHTYWE+\nT8uJEAWQJ+f/pwGK91Mp/ox9+glY/xTt04O/DYKAu3fvUq/XWV5e5vjx4z/y+JIkMbZtep7PqVqG\nY1Np7rbHTGf1Q+PgjfaYlYrJdE6n3nfIGgrL5RSjLYEgjJnOJQn1lhOgSCKLxRQ5Q2F/6JLRFRaL\nJqIAPXfIN7b/LaHawQ9MImHI3zb/Df/Tf/d/07fTNIYu5+fyiGJyA1sqm5yZyWI5AUM3YAGNp1fy\n7A4DJEHgkcU8giDw7nbCJD0xlZkQYcZk9UTn1eq77A5DaiOPi9t9euNkZuKHiWNN2/LojDwWCgYZ\nVKaZ5dNpE70Ds1OzXA8VdrwOdqrB1f4uL2+/B4rPfxiMqKhZCuMlTldKKJ05BoGH6gSHMVMHM9O5\niUG45Qa4fsSxaho/jDhZy2J5ESM35JHFHHlDYewlpJ+i7xGZadr2AFUS8EMYeQG7fZfVcopSWsHx\nQ0RB4PGlPLt9l7QqEUQKjy3liSJYLSesVT+MmCsYZOKI9aaFaBj83NESthcy8gLSusIXT1V4d3vA\nnVZybtKqyK3mmHrPZeSBrmkEqkGpZFB0erh+QA8DZ2iz2Q8YXtuk39ihHyr0AonZQoozswXUUoaZ\nlTK/dCJpqRcNGcH2+Ou3d9jvjAkHFpc2Ouxt9JFdn2f/9XdQpvOk50sYakgmSkPeZL+cYuAkFd/I\nDVgpp1guGnQnnqPtscdW16Vvhzy5XCCKY8Z+hBdEaIpI1w54ba1LHMc0RiFNy2fg+BypmHTHPtWM\nSlaXubg95O8uNwjDmFI6EdeHUUw1rSIJIroicW42y8hNRg1ZXWbkhTRHHu7Yo2mFbPsDTFWiltOI\niUGS+fkHlimVylhuwKOLOd5Zb/L8tTruqM+trSbv7XS4fDNEiGMy+SLlfIbz8zkWq3lUVUOKQmZN\nlS3LpTP2yRkKJTNplT+ykCeryby9lWwQ3SCe6IaTzMZSLoOqSpyYzSIULOp9h4dmdK5utXl5rcP1\nvSEbrVv0QhmrkyGfMdl1VY5VUz+xycj9guLPKsVPwPpxmYqKouA495drdtAC3dzcZGtri7m5OZ58\n8smPdEHLspzIJLSEtAJJCzCtyWhKwl7zw3uM0M44CQHO6IlfYm/sslLNHD4GyVwLONyZSxN5RWPU\nRlFcQiAOTSBC1Xw6QYfBWDsk+XyYhXpAwMnpiftOz/bJpxRKaY0oihEFODaVYbls0rd9ZgsGp2sZ\nprI6t+siuzsinz1RQRIELu/2ieOY1bKJG0bcGnn4Ucxm18Ye27x8bZOMKpKVVAylSr8z4mxlhSOV\ns4SVmIupLumcTZMmF5p7XGp1ud64yte7AaGjkru+ziNLOc6Ma+TDClGYopzWEAgPDQBWyyn+41+9\nyf/558+RW5piajrH9nyJpeUSsZkmnc2TQiSTVZkv6jwwm2GlbDIYtUd0AAAgAElEQVR0E1AMo5jW\n0OfynkUYxRTTiY3XdtemaCqcmEpzuzlms5sEMs8W9CQPUEkqgbQm0bcDcoaMG8QURAFDkZjN61zZ\nG3K6luHhhRwv3e7QdwOKaRVIZqv7lo+pyUxndY7P5SmmFC5tdTl7ZJ4nV4rc2uvwj9eauGOL9fUu\nNzoB74oy2ZROKaNzJ5JZKZscWSmzuhwzXzCQRYFnrzURvIAjQsDeTpfLTYedjS47L38Hu5DlayKU\npvPM1zJs1fJwbhorkiiaKgVT5WQtw1bXYbNjEwFdO6A5TLSknz1WYm/gTaouH1MRGDhJuHDb8rhW\nH5LTCyzUDDojPwGWMCaO4fWNLjM5neNVk92+S3ecmHubmsTAScD53GyWtdaYmiJQMeDWSOROa0x3\n7LPRtmlbSfSYqUm0LA83iDm3WGEUyiyXj7FYNHhtrc3tvS6RM+SN202u1JusbWwSiSKiZlJNCTy+\nZlEpFZEoslxKUUyprE1mlHMFg92+y9FqCk1OYqXuNMd4QdIhATg+naZkquz1XQJR4+HjCzhymv7e\nBieOrvLSnS5rQ5ecM6Q7tKG7SU6XyWQypNNpMpkMpml+LKC8H/bpzyQZP1vAT6Y1bLVatNttstks\njz/++Me6CCVJojP2UDXIGwphFNO3g8P4o4P53AHr8YChKggC4zAxIi+mDpilfpKOoEi4fsjYC5OE\nd2Cva2G3bQJ6yesOTATJJox9CsoUjfexUD8MrgcgrSoSfhB+4PX17ET3WDoA9MPXO9FT2gGadI/9\nCgLHpzMcn06qypblMZ9TcVrbbPUHnFma5vRChZtX38MPIrwwYUbe3LdoTMKCz8hZlvUiprLMg7MB\nDy2Z7Potvv7W21imwtXRXZ7vvIffT0Mk8R+GCkfNKTSrypxR4hHDpFTNMvXkSfy7DW4/e4k3JRnB\nDxCiCME0qGhQOjaLsjhNPFfAPFcjo6eYzxucnslQTCls9Wz2LQ9ZFBg6IVfrFllNOrz5J5pPhaWS\nwWbHoe4mN+ecIR9uNFJKcoOL4hhTlRh7EbIooEgi+ZTMRsfmsaU8lbTKha1BQizSZYZeyJsbPdKa\nTDRJvZ/KaWhqhautgE8fKXB+LseFzR7fu9XkZEkCz+HSbper3TqCpCDIKruhRyFjkDYUIk1BKOhM\nzZRo7A45drbAL55a5sZ6k2tbA9z9PmvvbPAmEt/5m7fwUxq5UoZrU2keXi3S0FPk8ik+tVpkp2vz\n9Xfr9Mb+ofRDAlRJ5FRRYGnK5PRMmjv7I8w9mSCOWG/b9GyfO61EA2hqEjfudCkYyTlsjTw6o8Tc\nu5BSEnPvKD78bth+Eu6rZExUSWB+Qlq73rC4umcRRDFbXRtDETk98Tjtjj0Wiwa1fAongKdWVvi1\nT8e8vtElI8fstzv8/ZUGN3fafPOdDUK2iUWJ5azI6fki6VyBvBZzbqGUVMTjgDMzBg8t5NjpJbPk\nW/sR1+ojvn2txVLRwPbDQylUzlDYdkNWKmlUVeXSzpBKRuVmw2LpSImFvIplWQyHQ7a3txmNRsRx\njGmah0CZTqdRFOUH3l+CIEDX9Y98P4KEaPMzUPzZ+om0hrlcjlQqdV+MLVmW2bc8nt15m/1wjtPF\nWiJ1SN2TPhwAneUmFdzBY6NAIBXHZHWZKEp2pIdgOtEuZjWR27dv8+qNXZZrs/zLE/8r/9urv49E\nDkFt8C8e+xdEoQlY7xP73zvmAUjP5XXsoURn5BLF91io3bF/mCB/cNwDjWQUxQyckIySVOiWk6Rg\nHJJkhg6NRoNwr8eZ46ukqotsdm1O1TLY2zIpU0WdkXj6SAnXD3llvTO5QaYYeyGNgYMkCmy3A6I4\nh9at8cTUCqdnP48TubywsY2v9+irDd7pbrJX30VKOfzbjk3enEV4YopHfmOWY/kvUN+Gdn1EdmCx\nvdtja7PJnb7H+NuXeVOV+cYf9fDKeZRyjs7nTvKFX3yA/oTlCzCdSdqpKSVham52bNaaI+YLOi3L\nY2/oEro2phRQROB6wzrcdIRRzGbHxgsS3WkQRURxjCpJWG5ITpcppBLSRz+KeHKlwMhLZAa2FyKL\nAtt9h29fayGJSQRRECbnXJZEREnh9NI0U1kN5VabxtDlzJTBwLLYag0I+kMKvgeSTFXwGUsqshDT\ndmPeG/gMUyZOVeTJJ1Y4N5fhnTttOi2LcdtiWO+xvtPj6qu3GRWzxMCr/+4Fji0V2Z8qUS2nySxm\n6cUxr230yKUUshJEceJniyBweibNUimp+A6s41KaiCwKuGHIbt/hyp6VhDy7ISem0xRSCttdh77t\nH56bnuUzlVEnzkwuhZTCg/MJq3i5ZICQpFLcaIyw/YjO2EvMKfIG+YmmtTv2E3N0RULXZP75o8c5\ntjTHC29d5ktPneGlm3W+fa1Jtz/guet1xsE+f/3iZap6zMJMlVq5iPDgLMVcFgGBrK7wzLEyfhij\nSALtsU99kLg36YpIVk82Qn6UbByzusxyyUCTk0STlXKKfD7/Ad1gFEWMRiMsy6LVarG+vn4Ifu8H\nSl3X7yuoIAzDHwqy/62tTzQofpT26cfRGt68eRPDMDh//jyGYfDKK6/c1+uKENgZjlkbtPiXL94m\n9lUqWp5njld4amaO0DU5Vkm+2N1Dp5rkgh0FAlOaiCgKdEYeUXxv19yyXPqdNldaN6nNzDK/eoKF\nYooj1VWUXoUr7QH//cMPMJ8vc2mnf0hW+TC49g71iCp7okjH8hCFZIcLB8QW+ZDkM7B9FoqJjKNn\n+8QImJMr76ACLRgye3t7PH/xNkq6wDNPP4Esy7x1t0t2osUUBIH2yGUql+z2RVGAGI5Np1kpm4zc\ngNbI42jFpGAmkUB5XaSWVRl7IfV+gOJlOZ6tkTXO8nOCy1o4oFB26Qpt3mu2uLbf5xubdxF3I4Kx\njkma5VWNmTMFVjoZslqFB2fL2G2L7bttbu30YbfFynSGgZNsHM6WM8iigOXHLJdSrFZMcoZM0ZCB\nOJlT+hFeEHK346ALEYE2Iq3KrLXGZFQZUQy50Rix23cYewEbbQfH70wYsg7XGxatkc9Ge0zT8jk5\nnSac2N+JosCDFQGpaCCLsN1zCMOINzZ6KKJAc5R4wsZxUk3GxAzdkPlyBidnMhYM/DDmiXMmm22L\nlBDQHVqcyPhEasiyuM96rOB5ATudAVEc0fZiOrLKmfOLmOoyrZFPVhGoNwb0mkOC/QG7602u7YwQ\n/IC3/vwF9LyJf2yWcsmkojjUww7tURLQvFxMJWQeQFdEprIap2tZJFHgWmNEKaUQxUnKynbPhTim\nnNFoWYn4v5BSyBsKt5sBoihSnFSRQycgo8tIooATRByfSvPoYp76wOVYNcV6W+Di9oBX1roUUol8\nx1BFKhmVYioxdogn36koihEkmS89skKpUKCYkskaMv/50i5Xd3q4Y4s7+z3eWO/wn1+5iKEIVKdq\nnJsv8vOnauT1FLIs8eB8jpQqcnFrwNU9C4CmHbHdczlaNVFlgfYoqa4PWrOa/MF2qSiKZDKZQ1kX\nJJt0x3EOq8q9vT0cx8HzPFzXxXVdMpkMqdSPnlPGcXxf1nD/ta5PNCj+uHXAAv1Ry7Isbt68CcDJ\nkyc/cFHe77K8GA2ZP/5nv0zHGfO3V+5yu9fhm1c3+I8X1xB9ncWSwYO1Knk5R9XIUEglVclaP0Tv\njnl7s8dOz6YxSMge797Z5cUrm1SLGRZPnmTHj7jbGaErEn4Ys9vVUMMyrqez3hpxq2FRyWg0Bg4D\nJyFALEn3qjFiyBkKDVGkM/YoF1KHeYiWe4/Y0hv7xNwD7e7YRxQFTDn5knVGPpFr8+6FNdLpNDPL\nR6lkU8jygelAcOjgYwcC/vvmmp1R8tzvNyEAqGSSXb0kCpQMkceXCxiayrW9Aboi8cBslrEXcmFz\njBDJVOIcVaYwRJvzCxEnZjW6UY9LzSY7Tg8rvc3LzmV8OU3sSrwx8jlSmiKTnuLo6Qq/dPxB5lMl\nbu+PEUWRp1eT6Ki1ViKneWqlgCKJbPdsJFHksaU8KVVit+/w3ctb5OWAUjVHy/ISUDAkloopUqrE\nyAs4Vcswm9cIwpjO2OPJpTxTGY0gipOWqiHTGnoEUUxn5GEHEYYNKSckHIeEUUwtp7M3dLm402e3\n7zFyA1680+Hp1QJuEB+K9FNqMpcLIqhmtMPqycjpfGpqmrcvXeOxc2fI73Zx4zZTmoM0HGB1QvbH\nEm42oqynieOIu/2Q6WqOTDlLcHyGB7/4ACfaNvHYpeQ4NDbafK9ps/HWOnudAePCLl45RyWrc6Ji\nkpnKkPI9LFmhltXo2wFhHDOX18npMmdnMxytpnj+ZgdTS3S1AydI7OucxGChYflYbsRCOdGOHhBi\n8oZ8ONcrTKrIjK7wxLKOF8aYqoipyWx0HC5sDfDDeKLz9ek7AXkjCZ/u2QGldDJ7H7oBp2eyfOnB\nOZarOebyOl3b56VbLXzXwbctrmx3+Nu3bvGtVy8RiyrlcpGnVgqcWpyiaiYC/iiOeSmAV9e6DJyA\nKI5pWx6LBZ21yXVey/349qcgCBiGgWEYVCqVw59funSJUqmE7/vcvXuX8XiMIAjf1349GPkcAOJP\nKzD9/+/rEw2KP+5D/nFaw9u3b2Pb9g/UGv4kq+9GdO2QvYFLFInMpso8WpujmlF5a6fFe/UW7bDD\nN27eInRVZCXmxEaWpUyZyA3QZQFRSJiVUuhx88Z1kDWqtVlWq1kihAm5ICKOk2ptzwpQJdjq2lhe\nwFbXRhAEgmjIXt85NOZea4242bCQJQHptsDWnkvDDTklaUg7AgPbpz5wqGV1GgOXu50RQRgdyiM6\nExceRxQYWiPeuXKDkgZPPHoaZJ3G3e5hy7Y7/qDzjhWAHEeHs8nOKJndZfUDezqflCqhK/ekGGlV\nRJp8zN2xz0xeZzZvEMcx222LYxWT1UpCBmqNPEqKghipmH6JvKOxnFrmaPlpJDnkm+9exajGkB9y\ne9TgtZ2bxIrLf7JHaKJMfrTAYiZPxyyzalbpDXRyhnroWdmyktd3cC4GdkDekDmZl1hZLnCjYeFH\nESulFJYbst1z2Om5lE0VP4zRJIFCKiHt1HL6JJsyZDqrcbSSaNoMVcIPI4Jmm6NHCqy1HXb7DquV\nFLWchuWG7Fs+BTNpNf6niw3udsZIAvz9tSbHqiaNQWKFJgqQM2RuNixMTebcXIp3BOg6EaGsc351\nBkMReWqlwHevN/nerSaaBPutDmv1MX4UczadBsVgdywwHMdkTYWBKKLO5FlYmeah+pDlgkG8fZtY\nzPPd2z2CZp8Lr9UZmim+9e0bpERYLuiU5orUZvKcOlICISGjVTIa1YxKWpM5M5Mhq8tcq1tkDYWW\n5VIf+ry8OaITDxK9aAcWiwb5lEK76eMG0aHHb3fsk9FlCimZIIo5XUue78JWwlzt2T53OzbP3Whx\najoDcQKyq0A+JdOayJ0KKRV1Qnw7VcsQhjHdsU/RnOP0EYf9octcOmar0eaNtQ5//84a33ztGr6c\nYiqr89hKCcFzCAMPPwhpWT67fSexKBQSYP4ooPjDVhRFlEqlD9hXhmF42H5tNBrcuXOHMAz5y7/8\nS1RVRZZldnZ2mJmZuS9w7HQ6/MZv/AYbGxssLS3xV3/1Vz/wnvm7v/u7fOtb3yKKIr7whS/wR3/0\nR//kYPyJBsUft0RR/L62wfu1hkeOHKFcLv/ID+39YcEfdfXtgJWcwM8dKdMeeciSyEPzSdZbWld4\n5sgMDy/k2e2P+Jv3Nmj5bS61dvjWRgMiie/ZV3mwUkOxVM4XU/zqUw8yCGRuNUc8tVJEVySiGBaL\nKR5ayDNyA+r7bWbMmCePV1hrjtAliSdXCgiCwJsTtt+ZmSy2lzA2Z3Ma1azO3p6ILEBakxl5wWFc\n1G5/0uarD9FliZfvdIiimJv7FrM5jU7T5tYLFyBd4cSJGUJJY79vE8fxPTLPKNH8ZSagZ/kwr0mH\nesPO2KM4Sb0IP9Tidf0Qyw3IT9ixIzfACSIWJwDbt33cICSvayhiQvYomyqna+lJhexiuSFzBR1Z\nFNjre8ROioW4wKyY56ks3K2NqZZCfKPHzX6Tt0cDLjm3eGPtHeJQxOvmqBVkTgzzLBtVnHaOc1MV\nwjiLyIFGT0IQkjbh0A1YKqY4N5cjjmPe3OwTxTFpTWKzk1T9B0QdSUzecxTFlM2EZBWTzA1XyibN\ngcBCMUV96HN2NsvZ2aTdfr1ukdZlHpzL4ocxNxoWQhyT0iUaA5fN9pjNrsNsTuP1uz38IOK93cR4\nfbmcwg1jLu8OyOgKK+XU4QxPlCVOzBZ4aC5LJaPhXNjjTtPC19P4vkd3MIDA5XRRRA5kBDtFIKqU\nUhKWH4KuU5mdoiJoPPkLxzlTy/Dq1Tqv3WoTDmx6+32uXmkgv77BP7Z7MF1kpZbh4SNl1FoBs5rl\n1LRJNaOx13epZTUemMmws7tLxpBRJBHbj9jsDoljSKkSXdtjf+AyX0y8a3u2zwIGeUNho20fMryz\nusxUVuPcXJYoTubgrZFH24l4626S/1gwlMOkjFpOT55/7DNfMJKoLeCxpTxbHZvv3ekgKApnjmTJ\nV2osFh6mpEU8e3mHy1ttXr66Sd8OCa53qBpwcmGKQMsihAHplM7A9jlVS983WPwg8b4kSWSz2Q8E\nCcdxTCaT4bnnnuO5557jt37rt9jd3aVarfIXf/EXTE1NfeRjfuUrX+Fzn/scX/7yl/nKV77CV77y\nFf7gD/7gA7/zyiuv8PLLLx/GRj399NO88MILfOYzn7mv93m/6xMNih/novq4WkO4V2l+nAG164fY\nQUReSyzN+raPNKmG/DBi6AQsTtqJrg9nKlWeXj2JKov8l6u7XNi4yba9z3uNNs2xyHf7Y/68fpNj\n6TmOFsvMlQUWsoUPtDiTlqZIWkluzgfyirSu4IcREbBcSh22U8tplbNzeTK6zMamimFIPL1amkRt\nxTwwk+XEdIa+4zN0AhaKBiVTZadr41oD6r0+cSSQrSzSsxJHnZ2ew1pzRBjHpFQZQ5G4Xh9SSquJ\nw4ckMPASv1Hg+whGB3POezKVpDWW0yXiOP4AezaOY1rDRGpTSCmEYUhjMCYMQ0wluWkMHJ+sLnF2\nNossCpiqRL0uc27GRNI1bjSGdEcB0+k0KT/NEW+aStbn6dUioubxbqvOW3KLKNti027w8t5dvKHJ\nXw+HpLYEZuQqqfEUR/MqfcEgZVewnJCViYVeDLh+xOlahuNTiYby+ZttFCkR4V/ds9jp2YRxzHLZ\nSMJ+J++5bCo0J+fI8SMWJ4zLOI4TW7qMdjj/bQwUHlkq8MRSjqEbcmXPQhB6TGd1Rk6IJgtMZVWm\nMyr7Qxc/hO2ei674h/mXfcfHC2LyukzT8litmExnNTRZ4OhMgb7t814rQtAyzB6ZIjOy2WkPCN0x\nM7g0hz4F2SMcJezOkeOxO3ARTAOzkuVTjyd5g/94tcnxjMxS6PHytSab212+8Tfv4EoSTtrgLwk5\ndqQC8xX6q2U+8/AcJV1EVmXOz2WZyWm8tt7DUEW8MDGfeMFtJyQuP6Rn+5yZSeaFG22bvh1QTquH\niTQzOZ2FgsFe3+GJ5TytuyJDbTIH1uREbhHGpDWZfEqhMUgIaPmJI47lBqxWUuwNXHKGTEaXaVge\nV+sjHpjJ8MTJJU4szfHowtO8+NqbXLcztDpdbm/vsWvt8Qpg6goPHVvg54+WDj/Dj7vCMPxIEg5B\nEDh58iSCIPDOO+8chgI3Gg1KpdLHOuY3vvENnn/+eQB+8zd/k8985jPfB4qCIBzOPOM4xvf9jwW8\nP631iQbFj7LiOObu3btsb29/LK0h3B8oHtzYMhNj757tkzcSrWB76BHzQSlGRktYnYOxS3e/zQkx\n5leOn0IpL3Jtv0esWby5u8MLt1q8Ud/m/7n1OjnZZMmc5nPHpvk55nFtBUOVUMXwcC5zIG4/eD2F\n90k8ZDEJtAUYehF5Q0YQhHvVWCm5kfhBTEaXOVIxsQdd7t66SS2d5Vefeoo333wTuZrmaBVOTmcY\neYmtXcFQyOgy3bFH0/KQJYEre0nra6MXUmlYOLHM0PHZH7gcrZhYbjAxDBcObxSdkYcqiaQU4dAr\n1VBEVEkgCIKE/m7qpFMGURQx9MYU0xqaIh+CZloVicMAL4hpDl2KhsRUWqFYNJNEj5zOkbJJ3wl4\nY6OLG8SstxO/20E/w2k9x9Pzj5AzFG61hlxrt8hWLNbHTd5rdLk23OE9cR9BjAl3XkF3ipwc6Rzt\nl6kIJdxRmqVKDUiYmYok8vBCmvmCftjuJY5Zb9mst2zqEw/bCck0CVkW7rWfe3ZAECaVJSQM1/bY\nZzqrIYoiOUMkrUk8NJ/j+FSa/aHH9YaFH0JKk5nKqJwsCQQFk1JaoWyq5AyZG/URlhsgixqdcWKy\nXR+4CILAwAk4NpXm4s4Ax4/ojgM645j1ochMrsDnz05xcXvA7toNDMPgSGwTWG1UoU7YkxB9gciR\n8WIDRRZxVJX0YpWfX63Rs30+vZSnsdPlHy7s4ux12b9Z59b1fV55VuBr/RFGNU3+SI3O1TonT0yj\nywrltMZKOYUsCdT7LnGcbKo2uwlzeb6gY/sh3XHiIPPh+eNOz2FoB0ybAsVSiqmMmswUnYCN1hhN\nSkC3Zwe0LI+SqSZGGWOfkpk839gPOTubRZME3t4aoMsiXdvn5v6IIAjIpE0+e3QJRVrm3GyW1+80\neflmnVG/i2SodCez0ftZgiB8rILgw2429wNUjUaDWi25lqenp2k0Gt/3O08++STPPPMMtVqNOI75\n7d/+bU6ePPmxj/WTrp+B4g9ZcRyzt7fHaDTC9/2PrTWEe8beH2d1xwnoSBLfpyvs2YnUIacrh+A1\nm9PY3t7mrWvriFqRB46voAgxDdtnqZDl/Pw8n104wudnepSyAmuDJt++ucPFvRZ/+MYd/vANMKM8\nJ8pZzhZUPm1kCEL5EAS7Yx9JuDe36449Cin1EASDSDgE8O8D0LFH6Dpcf+8iuq4zvXiEYtZIPGWj\nGGdSraZ1GS+MKJoq52ZzlNIqW50xfhjz2GIeEHhvd0A1LTOb1xCFZPY58kJuNUfQHB3Ova7sJRZj\nd5ojajkdQRTx/ICO5VDLaURRRBDFWG7I4oQR60cxYy9ipZJCVVUcP8SLBOaKCeFn7Po0ewNwLERR\nxLJdepbLcjlFVpcSVmFG4+F5nWpWoz3y2O7axGLMjUaiIbvTHlPLZnkoNcdnSw/wnjREnhPIKH2u\nd7e57YpsWj0ccY+/q19gNFQIHZ1/N+wyo+epUEV3inzKLOGqVXJkKZsqJ6fTZA2Zet9ho5PYqb2z\n2WejFZCTEz9YZTJUbVkeosD7Zrb+YfsVwA+jpCLK6xRNlaKp4gSJvdlURmOn53ClHZMRHY5UUswX\nDBaLBqPJXHM6qzHyQi5uJ4SmgpHM/V683aE59BLRuS6jSfDaRg8RuLCdZB9uWfDIUo6zS1NsdBxO\nzmXwNrv49T4lXWA8apPyRgR9kU7DYhxrbFkxAjFTWYOFU7NUHlviyZUi640hb1ypY/aGvPXWbW7V\nB/z7t++iuB5OPs3UVIZHlosUl8qIpSwnjpc4VjX59vUmYRRT77vUB8m/MEpSwpxJbmXufTINWZIw\nDJmBE3B8Ks3DizmMPZH5gk5n5HGjMeL5m22OTZl4YURr5LNa4UPzTJWMJjOd03lgNovtR7SGNvEo\nxlTHxDEcqZgcnyngRBJnZk6w0RkfgvT9rI/LJO31eh9Jo/j5z3+eer3+fT///d///Q/8/4eB8u3b\nt7l27Rrb29sAfOELX+DFF1/k05/+9Md6vT/p+kSD4g/6YN6vNSwUCuTzeRYWFj42IMI9V5uPs3q2\nTyGlYoni94nek91hklzQsVy63R72ToOVmTILx07hhgIZw6M3sBjFSV7bwd8BnKwUOVcrU1On+J8f\nlCjnBL63scU/3thj3drlne6AP7+xiS6keHQ5x2MzMxhhjhPlIqIoMPZCnCBiIfV+Jqn4AVDUZZGU\nKmHbNu9cvoEhhjz+2Clk3aS53jlsd1pejME9M4ADbeP7bzqGIpHW7+2Gl/IKxyoG2WyOoRNQzajM\nFVJ0xx71gUMlrWF7ITtdh7XWCC8MGex7XO5uMEInqxfpjANsLyCOoWDem10C9wwPxj6CIFLJaARB\nwNuXb9DuePzSY6cpFLLs9mxEUaRkJq3X9tDDDwKymoAuJeL7mbzGubkcuiyy3XPY6jnEccz1+ggv\njFhvjzkxlSYVKaxKVbJmgV+a0TlaNQnjiP9yc5teOCDO9NgYt7iya1EfX+eNjcRoIRwZZMMSD/gG\ny2aZfFxASZl8enEaSVDYWYedvksQwStrXcpplY2OTS2rHSYtHFTi+ffNcBO/0eQ8+GFE3w44Wk2z\nUk7heDo3bgkYisjeBDiiONGsnpvLkpvkN6ZViaPLBY5WTWw/5N3tAUerJserJiMvMXrQZIGMLtEc\nJs9zuRWRaVgsl3WiOOZuxwFR5tRcCVkSULMlnpmK8YKQY3mRyBszutGmu9chaIvsOAp3YhlrNELX\ndaRCmgfOzbJ6XKWnVTFECalr8drlPa5sdHnt5TsMvn0NO5fmr/+Vx4nFItrKFCtLJT7/yDwZPcvl\n3SH1gYsbRNxujpAEgVPTaQxVpDNykSSJvKGwPrHhyxsKsihiqBKPVgp4YbL5coOI9sjnxv4IQxEp\nGDIxCflmOquhKUl7djavc3wqzTo+GV0lzulc2B7w3Ztt5gs6QzegO04Cv7e79n2lZtyPtOKjZik+\n++yzP/Sxqakp9vb2qNVq7O3t/cAYqq9//es88cQTpNNpAL74xS/y6quv/gwU/79c3W6XW7dufUBr\nePHiRXzf/ycJGrYPfDkLBrYk0bKcw1bl+6UO/X6fF9++Ss9X+NVPnSdjpnjxdjsJxZWStg/GvTZr\nbyL2V2XxA9XnbCbFp2aXmVKrnJt6jHdvXueyr3O93eLucGqykwIAACAASURBVI8/fG0TXBNNCzg/\nW+JYbpq8mOOB2eSi7Y59dFVCERMdU3fsUTAkbt26xebePpncFI8fnyWbNdjpJW3Fgypl6EFGuEei\n6Yw8MhNtYxTFdG3/ENQPzkvOSFqbB445lYxGRpex3IDprM5jiwXSusxa0yKKI05Pp+nlJN66s8d2\nq4HX3UVTVQahQiSqGGJIKWdSH7jEJDT8g9cii9DY2WR/fx85M8PJcprpUnJj6DsRKV2llE1mssOO\nh6bIFExt0np1IY4wZZDEGFmImctrPLWcJ4gTkf5uX8QLIm70HZp9GwyVrCHTnxiKpwWTh2arzExY\npi+LHaayKlrG5e64yYtrTfb9PrvuHm/27+AMDCJf4c8GPWp6Dk02KAtjspk83ThHq6mx2Qpw/TAh\nFaUTdmY5rSEK9ypJVX4/m9cjjvmACbUsCjy1UmQ6q1EfuLy61sVyAy7vDpnKaBOjgHvAqskiwWTO\nfHI6uW6u1S2CMObEtIntR2iywCU52Yx8870m3Ylt4fGpNGdqaa7XR+iqyOnpDDf3R8RqisXpMg9J\nebwg4qG5DGv1Dm+sdVC8Aa3WHtdaEY09FVP00LIaadPkF87Ns3R6hsu7FmdnMzjdEd94fZP+bo/u\n7TqXXrjJSy9K/M2/epZcNUvmaI1wtcix41MUNIndnkMcQ33o4jg+izIsTsYIB0zY988fqxmNMHZ5\ndDFPLavx4u0O2z2HtiVyeyLXyRkyBUOZnOuYgiFzK4xQFZnzywVsP0KVBcZe4vT0ysjj4YUcXhjR\nt/3D79NHXfeTkPFRK8UftX7lV36Fr33ta3z5y1/ma1/7Gl/60pe+73cWFhb40z/9U37v936POI55\n4YUX+J3f+Z2f6Lj3sz7RoHhQKQ6HQ27duoUgCJw6depwpwL/dEHDkFSJzaFL3lDYssC62yWd0riw\n1acz8rm222V9bQ1FjHH1EoqucbnhMPZG3GhYzBcMNiKX61sj9LyO6g9htM/lYZpSoQB06E7MtxVJ\noDPyudO08MKYTQ26Vkw5XeB/ODHDcvkJ1joDXrhTZyT0ud5t8O83rhJFIv/6ync5USpTU6Y5ltWp\n6CYVJ6C+36TvtDl3dIEjp89zpzX+QKtOm1SRAKMguSEIgpAQiNx7esSBE3zAquug0j30WR37CHDP\nMWcyPzS1hFTTHXkUDJm5gsF8MYWDwoPHRM7MZugMxnz78i6u47CxuckFy2F7LFJIGwz7fco5k6u7\nPQSrTfXULI8++iivrPcO38cBaecAKOI4pmsHVDLG4cbJCsZUsil0TSWKkjnagTREEmIkIo6WDR5b\nyrO5F/LGeIQjCHTHPr3xgO7YY+iELJUM3CAhVyVAo1FMZajKBeJ8ldVJC9MLA755YxtHHBKm+mza\nLd5qtll3bvK21AXAHxlo4xLzoka+nycTZwgcnacXK1TSCoWUQnucuL8IhyDpo8riIUgmPrEC5bRK\nSpWYL+hsFXQyWiKD2es7bLQT8s9qxTj0Ig3C+BAkD67zxZLB0WryPctqIltTMl98ZIbOyOdqfcjF\n7QGuP2B/4LLdc1gqpTg1nUYU+QBLdL01JkJgvlpkZyQenpO37nZp98eMm5v0PJsLOx3qO5tkDI1e\noBA6OR4/UuXpJ5YZ+yGPL/08u50xz1/cRe0O2bzZ4PWtPn994S7a2MHLpCgtFHloqYg+W6QlSdha\niLg7ZKdnY6oSpcP5Y/KdzxtyMn90guRaLBhJFJWu0HUCbu8n1WcYxwwnBvv5VBIGPY4FZFGgZCrE\nwPm5LLoicnGrz27f4U7LZqFo3Bco3k+W4vLy8sf6mw+vL3/5y/z6r/86f/Znf8bi4uIhaeett97i\nj//4j/nqV7/Kr/3ar/Hcc8/xwAMPIAgCv/iLv8gv//Iv/0THvZ/1iQZF3/e5dOkSjuNw7NixH9gi\n+CcFxbGP4yfygaEP/dCjkk3h+z63NzZpdS0+e26JfC7Pxa0+01mNQkrFCx0yusxiKYXvwA1iZoeX\nmX7l/2AomqT9OWpP/Aqp6WdoDFxUSSKlJHq2zqQlO3AjdgYBMYmn6a3miO2uR0HN8KnaDP9s8RQX\nt3r0vRGDyOJmu8PzrTrPijb/Rg7IPn+BKTXHZ0/OUIwUvNaYOEpaNWEY0Z1k0UFS+fmxQE5PAPLD\ns8gDfeI9UExAL63JE5DxyBoK8kT/1x375I3kMT9IKuW5vIEgHJgJhKxUNGRRJJ0ymKkUOTaVZjaf\nEFZeuNEgL4eMrT4XLm+xPoTZrMabmwMuNm7T8yQeXS7RHSe7+SC8Z7k38kK8IDo0Jxh7YRJonDeR\nJIkQgXEAy+XExzKMIgZOxFRGJQpDgnEfTRI4OZvm+JRJzw54fcNLIrfaNhttO5nNRiAITEhDyfk5\nAOaxG1OSM5yu1ahkNPww4v+6/TqfeewBzLTPXbvFi2tNmpkBjrnPnfEV2i2VcGTyvG2j3pQpSFnS\nUZbziyZbQpEZrcjuUGS5cM+Momm5H6gkOyOfOGbi2JOYR7RHPggxd5oJ+cdyA0RBODw/SQhxdLgB\nAtgfeuQ0iaVSiqUSzBV0KmkVU5VpDGyalpAkhOyP2es7bHdtJEFAFMEOwsMqTVdEBnYABSiaGiMv\nopBV+PyZU7x+t081oxL6Pi/davLOZofNvX1GboAXiyijAtVCllIlxcnzM/zarz7Ixe0+g4GDMRjx\n5uU9Lq53efX567hjn1EhgynFrK3WiaYLrFeyDG0PVUmM3UcTgEvec0DOUMgaMkMn5Fg1zaMLOa7V\nLWZyGrsDl62uw3M32pyZySDEEaMJFSFnKGx1baI4Ma0f2AFLJQNREA4dfz7Out+EjI/SPv1Rq1Qq\n8Z3vfOf7fv7II4/w1a9+FUjGTX/yJ3/yEx3np7E+0aAoyzKzs7MUi8Ufysb6SYOGP87f9myfhxby\nPDCbJert0BNU5hWLQb3BQqXKY6dXeWghT2eUOJ+cnc1STmv4UYQmS5yby9HpCVwWRjx6+X9nKd5k\n3Z/GigWefvt/gSffwHI1lkopzs7lGNh+4sJRy1A2FdpbdyjO5Xh6tZj4Vd7poCkiJ6YzDJ2A3thn\nqVShaCZEmCvbHTrdTTZHFtu+wvZgxJ+8c5k/fvsyWpRiLp/m79fzzKVzRL7KyelEGzewffpuQiTq\njj3qfQcB7t1sJ6xa5X2gV0gpiGMRP/igLGXo+DheQDafVGUDJwCESYrEPcAtfghwD27SPdvHUGRy\nUR9T8Zl/9AynbDhZNWh1B1za6lDf7/JKf4+3ZYUxKoGokFVC4jjH0A0+8Hz3nn9yvIN5pakgiiI9\nO0AQJZTI4dKlG6QLZfKlIuWMhipL5PSYjCZxatqkklbo2gF3OyOIBd7dHiZemSMfXRYOz097lBBo\nCh9y+qmmNXJGmqKcxc0WD6uoOI75zu06w9hCSg+52etyactid2CxdmeTr98NgYjQU5mq+iw1csxo\nRexmlowyZmPcYkbPT9qt9yrJoZNkF56bS2QsO32Ha7csUorEW3f71HIaIzdAFLi3QfIT+UtRv8fo\n3h8mVm9PLudpDFOkdZXHlvKHgc09O6Bn+9heSL3v8lbcZ6GQVNVjz+U0mXsyCD/G1GRSqoQiSZyd\nzZFO6dxpjTlaNdnuOlzY7HK1C3cHXbbaI3a37vLAlMqQFL1A5plT05w4N8eprSFHK5/D71p8/aXb\nbN1p4Gx3WHt3GzeT4tW/dCkslFBnily/lufTZ2dAFA8r26yeAFwQJVZ/qiSSMxSOVk28IMIJInYn\n82fHDznXd8hOgsEHE5mUKAp4YcxqxWSzk2gpD66Dj7LuBxQ/SQkZ8AkHRVEUf6ze5ietFG3b/ki/\n6/j3cv7iOKY1sNnrdzj74BLHHnucl9e692aEdtI+zBmJ5q439qmkNSCRSEhOh4LsgAdd0qSFMaos\nYLU2sf35Q7nFAYMtkXyIDNyQxclcz/VDgjhmOaeTMxK6eT6lcGI6gxQHXLyyhTYe8z8+doJut0tH\nrzGVVlGNkJc2dnj2Rp1dp8031zeJQwUx0Jnf1jlaKJIRMzi2z3prxM7Q50bDQpMENFlElUSu1Ycs\nFA0agyTxYOyFrFZMxrZA1/aI0ROx9EQ6EccJc1UUk4w+UXhfa3WckEkOJCSdkY+uJOHCURRx7c4W\n9f0WZx85QrVa5cJWn6wOtUKaWiGNJ6c4sQxnZ7O0B2Oev16n1R9x+fYWb16+TX0MZkpHdAfMlnN0\nXBFdET8QcKxIAhkt+arttAdsbKxTmFY5f/48++OYZnPEVC6VVBlujCxLTOUMMpqEIAjM5jRWSwaq\nLNIYemx1RxQMlZdutymaKts9h6l0ElB8eMz3Of20Rh90Bhp5IXKs8sTUPLWcTlyLeVXvJvo6U+Jq\nu80bmy3qjDEEi6HV5YX2Or2+hJIb8ncX3oYYjOEs8zmDN+Mss3qBwEqjhSYpLYsmyVRDlaMVk1pO\nw/Ej7jTH3Ny3mM5qEyanSHPoTQwbkvN1YFVXy+mJ163lk9GlQ9lPSpWoTe7Pth9yqpamNw7o2j59\n28dyQ1663SGfUujZPpGdaPJyehJsfHC967JE2VRZLqUIohhDEcloMmNpwMAJsdIGgevQ7Q+5fHMd\nNXJYb8e4XZMzcwUeOV9lZinNr3/6DNv7Fv/w1hZxvcvWzTpvXtlh891N/uHrF1CLaYq1HM+sFjhx\nfJpgIr4vTAwYenZiNj5fMOiOPR5dzOMMu1yqO1zcGpDWJPYGDtVMwgbOTebORyomd+N7WsqPuu5n\npvjTqBT/a1qfaFCEH28K/nGrvQ//7Uc2FB/7xHFMaA947ca7DJyQE8vzLC8v07JcgMN2TG/sk55U\nUtbE4/HgsaEX4ys5MuGQKBbo/7/svVmMZQd63/c7+9232veqruqu6m6y2VyaHHJGI1kjeaxRJHmM\nIBCQBIEFAUIgGAaSPBjIi/Mgv/pBNgwkQRxAtiRbjhbbGo2WkcZDijPc2WRvtXXtdfft3HPPvuTh\n3Hurqrk1yRnH0fADGuStunvde/7n+77/EmWYFRoQ+LS1abCgcE7wnhokX3hBiOnxgT3eWdyThyJC\n+WifcrmMkJjiS5dXKWRFDst1AjWimNaYymlICxrzySm+sjqGFbj84Z0D7tTqNPwGP6hv0e8pRGLA\nG2895OrYFKmwyM3ZMRJqjq7po9vxQe5uuUfdcCh3bEQBrK5Dz3ORkgKW6yFEAa2+S0pTSKry6DXl\nBnmREHdqpYGEJCYDeUxkVOr1Ots7O3S9LC8++yRTU7nYvHxgNgCcmSWUUiiSyFguxfRYgecvz7Ay\nlqJj+fzZ3QpS6NI0bHZPm2w1bIoJkVYlx0wpS8WRWBzPEYYhe3t7vL1dY215kZtX5+Pn1+iS1s5b\n03koskQxrSEIAj3dQ1VU5sayqJKAItusmx7LpSR+GHHStdmq9DAKMclnPKNQ1h2y6tnOvNn3SKrn\ngTr+2w5BUrdjLebUePz3W8in0II0AhGZhIxhBxx3LAzJIiOVmVwtstNpc9czcJU636kfYfgObquA\nqLn887bJpJYn60yQDvPcSmWZT5VIyCm0jkAEsXWaJsVWfLJIYuBS1DRcwggmsyp+GI+KhwD5aCUV\niaQiMT0wYTHdWIAf72bjVUSlF/HGQQfXj1cFMWHr4lhzLK3iBSFPzuUophTePtLJpzR6ooQphpQF\nlY25DItZm9CLQdztd2i2TL73/TcYy6cplGTWrq7y9/+HF7hb6bN30EKqd3n1XpX3a33+9f1ThH9/\nhyibZK2Y5KUrYyQWx4nmS6xPZSgkZaq6gxdEXCrI9P0EC6UEoiCwU+/zg70OXhgRhRGG45NUREQh\nHkd/GlD8rJ3iF6D4RY1KURRM0/xMt/00oHhUb7O3u8f4fJprT9xg/529kXtLxzzTJ4ZDfeKHdHsA\nhhuiakmC/+qf0v+P/yt+lKZABf/n/yntKIskOmSGhBTLYyobd5i65TNMcBjerywKI/LK7lGFfqvK\n/MY8Tz7zPG8ddQfdWUjXDtByXOhkUwO2qyJprOTGeGFulo3pLLrt8ofvH/Gwso2uhrxXa3PcqvNn\nZRNZilhKTzGXLDE1McVUcQpR0EjKEvPFJA97AuWuQzZSuXuqEwEPKn0mc9qAXStw1La4MpUmjCIs\nL7jgbanbPn3TwqvvEeQSrKw/gVN3GM+evZdRxAWXnPPSjfO/H1rLTeaSPDU/RSmtctKxyD1sM5mO\nJwTvl3tsVQ3uSbu8qQaUcmnUTJGJTIIwDIkQYir+ILMSYtLQ8P6Hl7MJeQT6XSciqWlcnilAFJFJ\nmjh+xMpYkq7lcftE52G9j9L32a314hzHvsv8ucdoGPF9Du3ymn0PQeDc3i+Ov7o+k2Uiq9GzvZhk\nEyr4vTQpY45LwTRr0/CzG+MAHHR1vndQIVOw0YUuJ2abu22HQ/a4fdgCwO8nCawEE5MOY+YYSaeI\n1ckym1WYlR2yvRZ6TxqNZGu9M4B8nBr6ys7m42mL4QT8p/4RiiTS7rsYjs+rD9tMZFQM16duOCyW\nkuSTMgcDW7fSwNZtOqdxc2jr5vgYbkDL8qn2fIqFAvlSSMEzWNlYpqgEnGzXOCjXCdonlHseXV/l\npSeLPPviHPeaIQVF4PBhk+/crVGp6vzOd3YIoi0iSeJqWmLt6gzi/DhjUkSKgIymQATXZ7OIgsDd\nco+e5dO1PY7aNsWUSlKVRqSex63PulP8YXo7/5deP/ag+Did4mcdnz6OTtE0Tba3t7lXNrm+tsxT\n67PUeg6iKDI4RtGxYqNiURRGdmbnwUuTY22U64f03YCUHBFe+3vU8i8QHByTemKFMDdJZ681cPcX\n6D3C8OxYHsI5R5i2Ge8wOp0Ot+8+oGNr/NRzT7E0keNoIBIvJBWiwIvHrgMQHEomhmBrOAH+ucfR\nrYD5XI5ryiyXV5YoWyIPmz2SaYfbtSov79Z4o3rEy/V7sUdlUODKZJ4XnXEWtRSC16Fk6aT6aRwp\nRUKA8VSc3vGwYXPUsuJ4pJ5L3/VpGh6zBY1qN+S9Bw85qvf45ovrTIyV2K33L4xaO4MEj1zybLcp\nnRtDtvsXf982XUTxTOdneyHjGZWX1krIosjbD6s0Oj1WJ4pkixOcdEz26z1c+4A7D7YQRJFeqDEh\njaFrASgJHD8cgfCjnSsMQDOtxDIKQaBjBUzmkjwxXySKIr73/h7bep2rS9MctGxun+hUdZecKtJJ\nSnH+oumyMn5GdGkOTNpHxuWP7Cj9MCb1XCokOT7SySdl3j/RyWgybx7GhC/DElhJT/DlxTghpGN6\nvCvqXJvJkEpGnNodvrtTpRsZiNkuZbvDvlumEpyyadtEvsJvfecB2CkmxiLW+ippe4Kvjz07ev8/\nTQkDuc9USuTmfI4gzNKxPFp9j5bpYrtxgHEQgiTGwBd3XVr8Hlk+M/kEc4UEZd3hheUCC4UEr+y2\naRou/Z7DUc/n7SOdF5YLLM1OUuu5PL1WYs3y+P5uHVeIEHpdyidtWkLAxkyK4sQUVWeO5bEMt3da\nvLvXxi53ePn7e3SFQ/7kt19jUomYvDbHzOVpsl9aYnwiN/Ll9cKIulHjfrmHJApIksDN+dxj6xU/\nC/vUNE1SqdQnX/FvSP3Yg+In1efdKX6Uo43ruuzu7tLpdFi6tMpCQmB24EXatWK3DE0M8QcjvPN5\nhMC5EZA3Oqh3B8CWUeIvSDfKkJy5jJor4Q4cOWZyw0xE98L9tE2PpAySKMQEmF6fzmkVPyUyd2md\nsBcwkR94pVqxsF5TJNwoQB9E6QDnwFa98DiPgnhKHTJJY6bmjblZfmJhiafyzZgMIju8dnTKX+3U\nKDsN/vd33ybwJfASzJZErodFSqSRHZlLapNIEBA8hZKYYDWfQtZU7lRi0+/3dk5oNBvYSp5ccZZT\nS6LX6LPX7JPV5NEBpdWPWaxD3d7wxGB4uTUk/Agfff18UiEKAh5sbbF51OXZ9UV+6tpcbPB90CGX\nTrMyHo9eD5oGjXaf/ZbFSb1Fq9un4wkU3TxhMY8jxh3lkLQz9Hsdjj2DMBo40CQxDIPNzU3qfZmf\nfu4at1bGcPyAHzxsY7gRHSfk7ZMelhugWx5XJ1O4rovth3RNh8uTGcIwRBTjINtCShntKIdOOMWU\ngq6JzBaSXJ6M/U3dIGKn1mez1mcun4jTIAa5g0P3HFkUmFXGuZJSWJ9KjxIe3j7q4i0GFDMm7x7v\nUhVS3D40IDQ5qRiErs5/v6x+KkuyjypJFBhLq4P3Ls2TswEt06XZ92gZLq2+x1tHOguFxGhsG38/\nYlmF4QTMFhLM5jXmCgn8hI3nR7RMj81qn57t0Rz6o44lSSWTaFmNtYk0brpHx/K4PJNErbWpHrYJ\nuwbXiza2L5Nen6f0C1d4WHHoNk287QOOtuu886DOX/2r75NNKuSfXGRnbZyfeGaBJ6YzOGGEKonU\ndAd9QHB6nBoGDz9uDRuGx7W2/JtQX4DiJ9QPW5IRBAEHBweUy2VWVlbY2NigYbh0y00MJw6NvXva\nw/Jhr2nTEDoctixUWcTyAjarBo4f8KDSw/YCNisGS6UkQRhx1LKo9R1kM+C94y63j+MR5/1yj7bp\nctqxKaVUgqjPTs2Is/L6HuBy0jERgHq3z+0Hu+yedvn5569waW6Ku6c6mhyRUqURsWdy0An2vRA/\nuNhxwrnd5DkAhbgbK6UVBFfAcn0sjxHxp2v5g+xFlWIqjRxoTMnjvLRaIiTi25tHvFNuYAht3q/X\nKLerEIn8m5rFWrFEiRILqQSlukkhCKhWXFJiwOJ0lhtPXeJ2PSCf0nD8kEbD5N6pwWROww9bqJLA\nftPk6kwGNwgJwjiwdzimtryh1GKQwuHHJgjDA7wbhHHIsN/jzeN7LCwuMbM0fmFs6fghG9NZNqYz\nhFGEFwSMZ2L5geEEGEEfmQg3oVI3bI4aDWodk1RHJJfLoUcafVcmn4iZJm3TwwsC2uUDOm6fpdXL\n6HWfqXx8AqVKIrIk8vxyicuTaeqGw6sPW+huxFbTJm34+H6AH0IpGZ/A9SyXnuUynUkRBMEg2Nkd\nnAwwuqxKMStZFgVOOxaVnoMgwPsnvQEhyGFxkDACsXvOeR9W2wvQLZ+V8RRFWeZGYgo/N8ezWY+1\n8RR3ysZo//ujqHjUmmS+EO9mO6ZHc8DqbvZd+k5AUpXIJ+XR3zY3sKnTbZ8xGa5MJulGKa7PZGj2\nXU62W7xzrHOqOzQMBz8IuTSeIpeMR8GCrLIyN03F0VgYMIGVhw0s02JS8zB7bhxvdmuKa19bpdkX\nGXM9escdvr/T4vfvnPCt3/o+UT7NxOUpvro+hj81Rmsq/alA8dMSbeDHJ0sRvgDFT/xjfx5JhiRJ\no04xiiJOT0/Z399ndnaWL33pS6MPZ8fyaBou5YRMFDkctEwyUkSt59IRLfquP0gZ92gazsCTMgY0\nLwhRZBHHj8NgFVHEDQVafZee41NKq7RMl6O2Rdt0aQ3+bVUNsgmZB9Uehu3zsG5i91z+zV++SZQq\nEeVn2OsJHG412Kz0yCUVNLmDH4TsNUxUSeCgaVLVbQw3RBQEbG9AfDk/Sj0PoI6PG4QUkio9XRzI\nF9QL+kQByKgivu/T6jukNJmEEn9MZ9NF1q6Nc2MuRxhF/PHdMrrfo+l3eK9a593jOq9Gff7tsYcc\nyYxT4OZ8gSjyyZ2e0G56FLICyVIGUUwylRS4Pp1GkqXBa3HIajJNw8P0ApqGy1whQc/20e2LYN86\nJ7UAOCg32N7e4fmVMZ68dYuuExIZ+sjGbihiH17f8UMkQeTGXJr5YpK+G8sMUoqEI0j0BZWTUGBq\nborphSwJXA73G5iGzvvvxv6SJ/2IctfhZ67PsHr9aaqGDxgjuYPhnGkoVVlkJp9gKptgYzpDIalS\n1R3u1gy8IORh22Uyo2J5cbc4nomJO7rlYtgus7k0rht3T/VenPIwBDzLC5nLJ3hhpYBu+ew0TI7b\nsa2dIonM5hOj2wz3mENG7ERGxbNcIoQR63Qyl2DS8Ego0mcanQ7rcS3NZDE2JBjPqPFrtn2a/XiP\netSyOWhZ+EFEEMam7K2+S07yKaRSdPtxosnGdJa2GU9qSmmVmm5zr2zE0WdJhb7r07V8pnIX9ZTj\n2SQngcDGWom5eZ/Zoy7d8j6FYonTgy41TWTxyRx/53oOxxOZdAM293VuH/b4d//2bdx0kmv/5O+y\nOpn5pJcJfPrxaRiGP1aACF+A4ifW5+kUhx+mer0+8lK9devWByzj6rrFb/3JKzy7VOT68iyTuTxf\nWhzDbNdwc2mWxlLcWi5i2D6WF3JtOst0PsGDSo+UJvETa2MEA1baYilFNThiYSJNCKP8xDf221yZ\nzPDMYgHDjo2gL09mmMyqvLF1BN1TrpdEnn32ad4rm0iiyOpEhr7jc6hKTGY1JBEqepzartsBptdn\nv2nSskPeP9WJooh75diEWgCCEPYaJposcty26JguthuQ1iT6okjX8pEVbUTmaRoOKUUg5ieCbgdM\n5WJAdfzgQuem2z4ZReVLy8tMZOL8w/eO24RWmc1GheNQZbNp8d3KAd8+8Yg8FZUET8ylWBeLJD0N\nxRFYFBsIUYTnacxoGhvFNKga75f7OH7IScfmpGNz3LEggqWxJHk/HAjZReTI586dB+w0bC4tL3Hz\nWhzC2mr1ByG9F9m8hUdAtTgyNIi9M28u5CgkFU67NhXdJqmI7DVjacq+pbI+W2KuKHG6t40VSlxe\nKBL4Pm+99RYPuwHISZpJEy+Xo+XFX+9hd9a1PIIwYiaXZDyjMpPXaPVdEoqIF0Rs1032Gn3SmowT\nimRUlV7PQ5FlZN9i+2CP0tQsfdNjLq/ieTFjuqbHejpFFJjIahhuwPpUmqVSkmbf463DLg+bJk/P\n53D8EE0WaRguaS0mxrT7IbobESZikHxUlvFZ67NkmQ736vlknBdpunGcV91w2WuY6LZHrediKTYb\n82lEMd4/TmY1CimVtulyZTJNMSnz/b3OAAA99psWhiskkQAAIABJREFUjh/yzEI+1lva8TElFufH\nrjfZhIwsCCgCfOXqHLlCgYOWxVRWo9q1abUMCosyP3M5R+FQp/h3Zuh0A45qddaKAtls9hMTeT4t\n0abX65HNZj/5in+D6sceFD/pS/N5vpS6rtPv9ymXyzz11FMfuqwOwoiG4fCVq/Ns7Z/wyoNTAlFl\nKhlyeSLD/CWXn9iYAz64T4ydXJRBRE8s2C4kFepizLbTZJGEIuEH4QgwIQYbURTQIpv3371D3ZJ5\n/sl1Er1jcgkZTZG4NJ5meSxFuWszX0zy/HJxIAOJu5+XVsfwg5AwjBCLce5gq+9R77ksllIkVYnj\nto3hxKL/vhtw2DLpOwEJVaJedaiYNvMTEpvVHrIAx22LyxMpIgT6brybPCPBDK2zzkgxw8tRFLF1\ncMLe/ik/d3OJv/3MTd4/7WG6AbeW8ux1O/zxvWP2uh3qfoM/2NnCNjUQQv51LWC9NEY2KLCY0SjW\nLDKeT73uM5lPMSeHREqSchdUJQ77jSKLexUdyTGo7BlcX1umlNAopZTR56Vtxnu5s33lgPEpnfmr\naopIWr1I2skP/p5BCNO5BC+tFgkj2K4a7DUMdvaP2N6ymZmdJciKzMzkWZ/JIghgbzfISAGi6HN6\nesrbR13CMGTLy5PL5ai7MlEkX5DdKJI4kCKotPuxsbosCtw57SFLAuV2H7NdZXxa4+mnn6bSD1Fc\ng+lCGlkEw4676tm8ShAEBEFApWNSSkpcnkixNh5xp9znVLfRLZ8f7LUpJGROus7ICzWKIjp2SCYd\nG8LXB7KMzzs6He5IP0+lVInFUpLFUhLbC6gZDvWey4OHHe5UHbp+PEWYKyTIJWJZheUFFFLKgMWa\nYLaQwA9DGkYMjs2+S9f2mMmpTOXOTvLyg9i0YyfWEk5mNXp2wLOLecp6go7tU/cVomyB4kyRmZzK\n02mBdw+aHJRrRPv7+L5PMpkkm82SyWTIZrNomjZ6PZ8WFH8Yvqf/f6sfe1D8UZRlWWxvb+M4DolE\nYuTl92HVtTwySY3/6e++xFhGjdO3D2rUqhVe2zzmlcP3+HffeZ3liSzLC7MsTY/z3EIWSRSwvLNY\nqaEwOZeUkSSJVt9hIhfvs3Tbv5DDWG33OD7YJ9cTWN/YwKq4TOQTmKZEux9rIodpFUOD6rR6thMs\nnmNbiqLAWFJgPKNheSGTOY1nFvMkFAkBgUJS5sVLMdHHD0ISSmznFfRkTgcpDadtk47lc9iyEAWB\nmhELsZv9OIvO8UNOuzZBdGbaHWs1Jfo9ne3tbSqWxnM3rrGwUBqNbadyGpIospwv8NREyC+sr3Jp\nPE3f9fmD946whT5Vp8371Tp/XT7lu6LJb8k+CVFhRpniquLQbjoUQolO3WU5K1CQMrSciHa5w/JU\nibG5y+z3I7aqXVYnUzETWJHoWh7rU/EZth9eZJEOGbpDwwWIZREXSTtxJ6XJcRett5tEnVO+fnOZ\nRH6ce2WDg3KP045Ny/RiL1vTZ/1SkelcAi8IqcktFooJJhMRuq6ze1LDdyze6DwknU7T8DUsNNJK\nfNBzg4jpXIKnF3L4Qchbmwe8vVljbX4SMztJpR9S7trkkuqZRMR1UWSF2VKsozQdD8uPmM6po9WB\n63lcnUhyfSZLxfC4VzE4bNkjGY3o+uhuxHImJtXUjdjwYPgZ/Kz1wwDF85VQJBaLKRaLKRT9FK2Q\npOVKGE7A6/sdBAFqhkut57BUSpFUxfjvLgqsjKWRRYvnFvMctCxe3m1x+6RHqeNQNxySishCMUku\nIWN6EZyLazOcgJWxFOXpDJoc2x2edGzePenxzHwOMZFlfDY/ciuyLIter0en0+H4+BjXddE0jUwm\nMwrxVRTlsU74H81S/HGoL0DxMetxRjGe57G7u0u73WZtbY3x8XFee+01wjD8yOW2Phij5AYJEIqq\n8Y3nLrNSeoI/eeVNdHWS0NJ5d/eEl+8e8Zfv7PKvvvU9lmcmmZ6a5OduzDORWaBr+SNBvx+JsfXZ\nOcanAKQU2Nra4q3NKldWFnnuiSV0yyOInNi7ctBhioJELvHBbtR0g3gn+AipJjMMRB5ERw2F6LGL\n/6DziUCWRC6Np5krJGhmNBInDVYSSWbHi5QtFUUSuTkfJwC8d9JFkUV0OwbHzaqBJou8vBNbz907\n6SBZbfR0xJXLl+m1vNFJQM+52GV2rTgqaqTltAPmslmeW1ogm4gPMPcrOhMF2NdbvHZU5/1yh788\neci3jjwiX0EOk6xNKky3BApCinQqx4xqoDZ36Pkasq+gRTLHLZO2FXDctlAHYbNRFF2Qvzy6X7S9\ni6Ph86zSXq/H5uYmp32FWzeusbRQAqCiOzy7GIcB1w2X9090yl2be6cDUocQ4QUh4xmNbFJBTqSY\nMDTWJtPM5TX6/T5798uIfpfb79YIgoCqp+GLGt1EPN0opIv89DNXWBlPYzgBW1WDBxWDK1NpqrrD\nRFalabhkzpkPdOwQWZKZLWVIqBKO52P6sFBIkFQllosiPctFJCSlwGalR7XZodELeFGVCKOIVt9j\nMvv5Wac/bFA8X5IQMV9MsZ5O4wzG6TXdoapHPKgYNIzYhs72QiC2MIyi2LHn6nSGRt8jOxgfH7Us\n3jnWQQBNikfZw3GqKMSfl/GMSi4R7ybXpzKkVInX9js4QUjdcOlaPgvFeLKVSqVIpVKjMOAoinAc\nB8MwKJfLPHz4ENu2kWWZbDY7+pdKpT7wnn/RKf4Y1uN88URR/FhgC4KAw8NDTk9PWV5eZn19fXS/\nQ1nGR922a8WxTookxnKGKCI/6Pb6TsClxQIvra7y3/zkDV7eboBnc1iu8Z/un/LXd/d59Z07SKLI\n9MwMTy+Pg7MY72fUkOJwzNp36XeavPXGFtOz86ysrbMylRk9PsSO/g1Jom66ZDJxJ+r64Yd2o+fl\nIJosIgxCbIcgCBdJNcPfRVFETotJNEqmwOKCQC4B5XKZd466BGFIWyiQzWZRI3huIc+12TyG49N3\nfWZyCXIJife2D9k9aHF1aQpxrMSbxxZHHWtgkhwLnHuOT1I98059dL933vqtY3qkFJmnpks8NT3J\npfQsv7Di8/xygQO9y5/cP+L20Sltv8HbjoPeNyBq8Lt1i6VcngmpSFHSKBk6pTBC7woQqvQ7LptG\ngqYbmzcXUgpjaR/D8Yk4cyFqjfxZz95X1/dpnu7T9S0WL63Rq/tM5mPQD6OIjuUzm9dGYcDdgV3Y\ndC5B3XDYqfUxnHjXNZXTRgfnsYEdnqAmyeZLbExnmMknCIKAP3v/GK9R5vCwiaqq7JWb+GKPK6lx\nFrNZMopGy/SQJZF75R6UI067Djfnc6PPc3NAtBq657RMH0EQmS6k0TQ53n17PTam86yOJ6l3DLZ2\nO1hRknvlLlvVHpYXsDGZ/Nyg9qMExfP3rcki84WYyXptJkut51LtOXQsn57t885Rl7GMSjAg8eST\nCrmERBDC+lSGpCLx1lE3Zn8bLodGxJuHXW7O50hr0tkUKCHTMFy8IJbljKdVLk+kyGhxfNpHlSAI\nJBIJEokEmqZx48YNIJaFGYZBr9ej0WhgmiaSJJHJZMhkMhwcHNBsNj+Xm83v/d7v8Y//8T/m/v37\nvP766zz33HMfer1vf/vb/MN/+A8JgoBf/dVf5R/9o3/0mR/z89aPPSg+Tg0ZqI8CWxRFlMtl9vb2\nmJmZucAoHdZQwP9heYxRFNG1ztiZ53eGoihiuNEFSypJErl1aY6ffWqJp6528Hwfybd49f4x39uq\n8cc/uMsf//VtkDVmJ0scncxyaSLN5nGT9fkxXnjhBZpmgFDWR13kecmEIIrofY+FybOD8/D5DC9f\nGKVasS5P5wwEzz/f+LZxB9zqO4hEJOQ4ddtwAmbGcizM5wnCiLrcZLagMZWIKDfa1Ootos4JvSMR\nV05h2QqqKlM/qTGTn+Rrz67z5bUxvCDi9rGOF4YUB36XmxUDxw9566CLIgmcdGxS6sBSTJPpWGfd\n7/B1DLu486NNURBImBZKQ+e/Xb/MV298nSiK+Pd3TtGDPnrY5UGjybtHOm3P4E/rg9EzJRZzKbpG\nlylJptGApCCxG3XYURLUbJFkIsF0LkEprVDTHTRZJK3F79WD/RN2d0/4+WdWmJ+7xmnXBvxz2s+Y\nKDW87PhBfAI1kWKplGJtIoVh+0Ro9N2A+2UjjguTRQzHHxFdIGbPRlHE1v4x+4dHfPWJZa6tzBEB\nzk6TjByiaQGNRoPbR20M22djPgNahmNLoqb77DcVLC9kIqPS7Luj3TXEGkdNFs9yM804fmoyp1Gp\nVDg+PubS/DSzE0VyCZkfPGxRSMoxaAx2lHCW1i4IwmMD3Y8SFD/qRDehnO0gr037VAcA+bBusjsI\nI06rEtnBCDSM4pOjYlJhZSxFWpN574FAvefw/klvlLN4dTozGqd2LZ+xtIIsCfScgMmsxm7dxPXD\nEbv3o+o8I1dVVUqlEqVSafQz3/cxDIN6vc5v/uZv8uDBAxzHoVwu8/TTT/PCCy/w/PPPP/b79MQT\nT/D7v//7/Nqv/drHvpe//uu/zp//+Z8zPz/PrVu3+MVf/EWuXbv22I/zw6wfe1B8nE7xwxiojUaD\n7e1tCoXChzJKP+62w+q7sdvLCEjM2MhZEgV0y8P0IzRZxHQDKl0L1w8hilMm6j2HuUKCS/MF8oUC\nV9b6PDWTYeukzr95+R6n7T7/91+8RRiJRGqKJ2baPGz0mRgfJ5tJjwyqdcs/G+MFAkEQjr58HSu2\nlzt/eQgm9tBCLalgiHESOZwX6cdBsSk1Nt5uG05MPJFin1XDCVgZWszZceJ7MaWRy8QhwAsLaV68\nVEQR4fv3D2keH9ONBGRZ5mG5jqwa1DMu+XwekYiN6Sw35nLxqMgLyCYUpnMaHcvjfsUAIu6e9vCC\nkK1an8uTaVKqhCwKGI4/cngxnAA/iFAih7feeoCgplhZXePqQjF2AnJ88lqCF2cmmMppGI7PG/sd\n5koKba/He9UGrz5sUndb/D97p3hhFAc1qwFrpJjR0ji6xpgk4LQOSSVSlG2Z+VKGtOjSLh/S9DWe\ne/IqC/OxWf3QxPys+4o730LqLMIJLhp+K5LIxnRm9B5UdAdJgLunPURRoGk45JIKVt/gva0tekKK\nK5cvc2VpAkEQ6JoeQQgLE3kmMhpT09NUxRZPZlQWcyK6rnPaaZB1Dfxale1agndClZYnkpSmmMyq\nZDSZlukxkzvbnTYMF9ex2L77kFKxyPqTT3P7xGAmn2Qyq3LSdRhLq6SScacYRdGF/wKPDZT/X4Di\n+UprMpc0mZWxJLrtM5lVaZke753E3XDX8qn1XCaz6mhMOpZWWMyJzJeSrE2kuVPucefU4LvbTWZz\nCQwnJvbE49RYMzmdG36PPt4c/HEkKrIsUygUKBQK/M7v/A7/4l/8C1KpFC+++CLvvPMOr7zyyqcC\nxatXr37idV5//XXW1ta4dOkSAL/8y7/MH/3RH30Biv8l13lg03Wdra0tFEX5SEbpR9320dItn8Om\niR+GPKj0uFfpkVIlvMFO6agXslk1OGxbbNcMREHgjcMOfcdnt97H9gMaffeM1alI2Kik02luldJc\n/dln2Kr1uXfcptHt8H/+1QM8IWZEro6nuDQzhpLM8OJavHvYbHp0B1E+XhBx0DSRpXiXCBF92x85\n4pxPHDgVRTr9GATT2plfa3agN3T9EMsPmRuNUi8ySc93lTBwvVFExChgc3OH/dMeN66u8dKVmZhI\nsNUgJ/mEocfOw31uH+jM5yTUXgFRS2FZAhtTGWYKSZKqxNpEmhvzWVRJYq/Zp9ZzSSoSx22LuhGb\nGiiSQNNw6Zo2W3vHKAWfp65fpeVJ6HVz9FzPjNIvXl4qZrgi55lPjbGW6vPCShFZgtePa7z8sIov\nG+zpTV6v19ENCRQLxIAJNUvKz1NqRby5JzKmpfAJ8cUaBTVkbqJAe0AaGlZ7YMsmi2fjYXVAwABG\nbizDfS7AdE7jidksiiRy0rF477jD4UmFwz2XZzYuIXgihYT8wTiqcyPdIIwYz6qk0xrJVIpsX+Ur\nKxrrU2lM0+SVzQr90y53t3Z4916Aoij4YoKJ9QkcJ55+3H7wEDmw+fIL18lkMuwMrPZKaYXuYNc6\nPLAPAe08+JwHyOE/iEEqiqJ4NDwAyv9c49NPqvMyjzCKaBguJ+34JPfuaY/TtILjh7Qtn8UgIKvJ\nOH7cQX5ppYjrxyuVnuNT1h10x0eRRJKKODhhkhCETwbFz5qQsby8zLPPPsuzzz77qW77uHVycsLC\nwsLo8vz8PK+99tqP5LEep74AxccoWZbp9/scHh7iOA5Xrlx57OXzx4Ki7ZFPKayMpfGDiIpuszIW\nE1H2myaTKWGwr4nP3HMJGUmMdwtLYyluLRVRJBHLDVgqiqScFtWTGvPFJE8vj7O6MEMhZ7A+N87N\nhQK66fAf3zmirXc5rbb4zrsP8QSFP3n1NgsTOVKJJKV8hrnxAklN4W65x3hGJYzadC2Pg6aJE8RM\n0HLXpmfHXUDVArfaYyKXomu6hFGIYblMZ9OD7ipAQLgAeqLAaKQ2ZJKO8hP7Lm6vxVvVTRaWVpiV\nJpgdiy3m4vxCgYWpEpNZjUTRYT3R46m5DIJnsXnSpFbrsNM/5liV6UYJ9FBDntHIpDKoksTSWHKU\nGfnmQQdFEpjOauwelXnzYZVMvohXXGCzFVDR+yiiSDTQTnZMj7QmjcZUbdMjqcYs0eFl7VxXN6Zl\n+MqCyldW48zO7ZrB3WqHYs5nq93i+7snbDf6HEddAi8k6mlIXppXdJnxhypZRJRQ5aX5HIIxSSGf\nR7f8kVg7Hk27FxLY2/34/Rw+p2bfG3iZKkiCwEmli6SfcmttnmxxjLLucO9UZ7GUpJhSmcppIz/U\nIfCO7mPkYRsD2NgAeFOpFOlcgb89M8mVqTSVrs0rWzX26z1u79e5u7UHnk070Hh2ZQLLslAUhYYR\nS1cUSaRhWCOA/Kj6JKA831Hqug7EI8FPO3r9pPosGkgAURCYzGpMZjWuz4ZUew4V3aFjeTT6Hkrk\nI4rDHX0MchlNopiKcxdFQWCrZrBbN+k7seFDTU+R1qQRae+j6rP4nj5OluLP/MzPUKlUPvDz3/iN\n3+CXfumXPtXj/ZdQP/ag+DiM0k6nQ6VS4dq1a4yPj3+qL8PHgWLH8lgdT3N5MkOt5zCVS3B1Jks+\nqVDtOcxkZGbyCbq2z1bV4F+/foQii7h+yN9/aYlv3pzFdn3MXge3X2fl8gLj0zd5Y/OQlaLKQinF\nUdtiOp9gdSJN21T48tVZbsxtMJ7RuH3U5o2dKoHZ5d3dMm+f1AgOjnnj3feYmygxNjHJS2sTTM7M\noskarh+yOhED+G49Pltt9j1OeiG61ccLBRzfp2O6saMJAo2BdrEzyLtzg5CKbpPSJCRRIIwiunZM\nGgE4PK1y9/4ON5cnuPXU87QsH6HXOxebdbGr7FqxSXchrSEKCdKmxEZ6jC+tFPE8j1c2y2imycH+\nHqZpstmJKOUyVNIuuVwO1w+ZSoQYxw/YKBVJ5TdIawqTWZWO6XHQssgnFF7dbaPKAnsNk+XxFH3X\nJ6VII+kHMJKCjJ07Wx8GJI/2l6bHciHLpbxAqlZnanqZiZszPLdcZLfT5ru7FTZrHfpih+1mh7ud\nEPwEL/cqJLd2KakJMpHMtXGBp6aKLBUm6dgaK2MTQMxc7VoXkzeGnaVjWTx48ICaq3B1/QrPr0/G\n6Sspa7Tb3m+abFUNjjoWT83lRyG2rZEf6qOm4WeMWi+IGEuryKLIfDHF4kSOmXyCdvUYXUhAaQ7B\nDdCSKq12m+29Q25XLC6NJcg4RXZ0gVI+i/QpweZRoHRdl83NTYIgYG1tbdQ1wuOPXv9zlCrHMoyF\nYpIrk2kqusNhXee0Dw/vb/MX20d87ZkFpCvz6LKIKAgsj8VhytdnMlR7DvvbFj/Yb6PJIook8tRc\n9iOPT58lIaPX630i0eYv/uIvPtV9Plpzc3McHR2NLh8fHzM3N/e57vPz1I89KMKHJ2WEYcjh4SEn\nJydks1lmZmaYmJj41Pf9UaDoBbFB9/RQvDvY32UHDL2e7ZPVYpLOYcvit147wgsjnMGX+l++esAv\nrmfY3tnFDJJ84/lnmMinefeoSzahQBTieAG2H7JwbkEPZ8QZ2494bm2Gmwsb9B2f//DGNqFt4EUi\nr25VuLNf5r17DxCAbL7E6uwYsj3D9aUppnMx0K6Mp/EbBzRFjWdXCiQUic1aHy+EmYKG50fUeg5+\nGIfMhmHEvUrcgdpeSBhF7DcsxMDlYGcTJxJZWFrmyY0pJEmia8VZiuf3muc7s455pu97VP8nSjKC\nmmJjaozViTSOH9DbqjOVCLFtm/3jMm8fdJnPwMbiFIKWwut6LM/kmM4nBinvHstjqdHYUbd9Gj2X\n1/c6eEFIuRvLWfpuLPvwzvnAWl6A44UUS/FlNwjpmA6iUcevOqxvbGBWXMazGooksTE2Tqsj8pX5\nRZ6YjRmd39upcaTr+LLFnUqTO6cG+12HzWOTPzxtEUW7pESVpQcB88kE04k8ipinpM0TBAn8QWq7\nYje5W+6xvr6O04xHdENNpG75TOcSvHipOJDD6Oy3TBqGw6u7LXJJhYp+kWXa+kAn6V6In9Itl6PT\nChmvw1ef2iCTL/Cnd2sIokcrSKLJaYTxcVYzPrfm03R7Oq2jBkK/xQ+qO2iaRi6XI5fLkc1mSSQ+\n2d1mSHw7ODhgdXWVycnJC7//pB0lMBq/fhJQ/rCtz4bj1UktIOlqNN6r81ffe8Abf/o+oSSSnSrw\nlfk0a89fxr00RzCd5onZHF3Lx/ZDXD/e8VteOJpSPFqfNUvxRy3JuHXrFtvb2+zt7TE3N8fv/u7v\n8tu//ds/0sf8uPoCFB+pD2OUVqtVHMf5TPcny3G23qPVG+oTh4BlxzrDYTxURPxF8X2f3bqBJAkx\naWNQAhHvbh+xvnqFpCMwlk0NfBtjRmgQBKOstSEI6oOcQ0US8YI4ZmrIfO1aPoossT5f4ImNyzx9\ntYvh+IxrEe/snvBndyvsntZ49/42oSAhJzPcnM/x7Op0LIXoHzPpnpLLZumaCrPZDBuTaSIhThdf\nLMWU9WrPpuf4LI+nSCoSD2s6R+UqZsNlYW6OlivSa7u8fdglqUjsN02SqkTTcEmqIh3TZXKQf/go\nYcd0Y5LM+S4yirjQZcqSzOJ0jnb1hKZhs7S8xE9tzODZfbZOmpyUu6S6B5wkNfpCiq6nMDabIpdJ\nEIQRV6dDnl7MYboh98s9+q5PVbdp9V10y6Nr+6yMx+4n563doiji/u4hOzvHfO3GMpeX5uhaPmHo\njJ6f6cYHtiGr1A9DwlDkSwszrE6k4Qa8utsioQiIcsh75Sbf329SN22sUOeVegfL6yFEZf7l4VsU\nFYUxIUUiSPD0TJoX11boRQKOF7JUUkef9+H4VRAENDkO7n1yNscTc1kqXYd7lR6HTYuMFssICimZ\nvhMwPXGWttA0XHKDnWS32+U/vX2fUEzz0y/dIqkpWF5ARpN5aj5HSpU56Vi8sd8hImK+mCQS08zM\nKLx4qYgmiziOg67r9Ho9Tk5OsG0bTdPIZrMjsDwPlKZpcv/+/XiffuvWhx78H2f0Ovz/4ch1eLv/\nbB1lFDKVVflf/uev82v/49/ijTf2+cE7h+zs1HnlvT2+8+07eGMFfo+Ap69OUXh+g8lrC3ztxRXe\nPu2h2/5HguJn3Sl+nizFP/iDP+Af/IN/QL1e5+d//ue5efMmf/qnf8rp6Sm/+qu/yre+9S1kWeaf\n/bN/xte//nWCIOBXfuVXuH79+md+zM9bX4AiZ51is9lke3ubfD5/gVGqKAqGYXym+/6oTvG89igc\ndIZnvp5nvwuCgKQiEYYXO9kI+OkXnmKvaZLRQBywKP0wYiKpEAQWuh13n0MCRtf2GR/snoagPAJM\n20OVJRTBv3DdKzNZJkt5JqZneWImi+c6/Pl7h7y+W6dVr/J//MkbeFICSRR5ezrNlVkbT0ywMdbj\nTf0Y3Qk5dTTGKGIpJfxAIp9UuDqdoV4p0zk54ObCJD/37CqOH/HKbpPZQoKprIZh+9R7LoWUzJ3T\nOBVkp95nbTIgCCPcIKRrexdyHM+/pq7lIwjnCDymi9HTuX97m5mZGZavXEe3A/KZJGSSlB2V67lJ\nvrRSxHEcfrBdQbANHu5sYds2R6aEmkjhFkNKuRzjGZVsosATsznapsebBx3cIGSvYbHXsKj14hOp\naqND7eghupBmY/0KawOGZ2wgzUeSeDpm3H2OtJ9uHB21NJZhrpDgyekSc+kiKVUirck0+y5vHjYx\nfBtNs3jYPOGw53HomNw5rvKvTh4S+QrJMMlySWC1kGchP44YZvnq6nQMCjAQz2vkEgq5hILlB2iy\nyFhaZb9p0jx06VoeK2OpQdpHfHKyWFC5f/8+pmkyPrfMrJYgqcXPvTmQgIxnNFKD9ImybqNJsTxk\np2ZwdTY7MgEY6urOd3tDoNR1ndPTU2zbRlVVwjDEcRzW1taYmpr6VF3cRwElnJF3hkA57CjPA+lw\nBPvDqvPAlU2p/PRPXuGnvnqZWs/ltGOxv9fgjfdPMfYq7H73NpWXt3HGC/zbRovS127y6//bfz1i\noz5anzVg+PPoFL/5zW/yzW9+8wM/n52d5Vvf+tbo8je+8Q2+8Y1vfObH+WHWF6BI/Iff3NxEkiRu\n3LjxAUbpDzs+CgaG1pqMLMWGwWEUjVxkupZPUpFIagqGFcf0/MqzJf6vN5tIooAfwj/5pWsUkspF\nMB2yOlMq/a6BYfmjcGLTDfAu6AjPgHd4uZBSCUP3A9cdgnQ+qaBkVJ64NMv64jS3lr9K17T53R/s\n0+50OKnU+dZbe5io/HFgM1tIsjg7RTYjsFgwiJw+75/oOH6IUPbJ5/OUZhaYn8gjiSKyGKKIIqsT\naRZLSdqmS9f2uTYbC5wfNkw6lsdYWkW345jvHDaFAAAgAElEQVSthuGSVWW2a/04rieMBpFKIa2B\nLlEWRfr9Pm++f5+kpvDMC8+gaRqv7rZGr/HR0auqqghahmurY1yZiqOe+vcqZCWfXq/H0fExb52Y\nTOUSjAXF2BVEhfXVMeaLca7gQdOgUa+j1wLm5+dpWhHjfpyLmNVk2qY7ciGC2NrtPElnaDowchd6\nJJmjOxi5X5nKMJZWMRyfluFi6R79XsD15aep2RILxQSrUxoVq8v3duscdnQ6UZPvVk4x9svga/zz\newYpWWI2kSMvlnh6sciJPc5SPk+rH3BpPM36VAbbC/jedpOO5bHXNDnqWEhAtdEiqjXYWF3m0uUr\nfP9hm5lz5J9m3yV5XtTf99AkiWcW86iyQNfymM5+fM6fpmlMTEyM1hjdbpd79+6RzWYplUpUKhX2\n9vZQVXXUUX6UU8vH1RAoz3eGQ6A0TZPNzU1KpdKFsWsURUiSdKG7/Cz1YcAlCgLTOY3pnMaVqQzr\nV6ZoGi7hr32NXsvg3p1j5Ht7HDb6OB/zOj8LKHqe95Fys7+p9QUoAu12m9XV1Y88I/pRgOJ50f6Z\nY/5AO2jHekDRFdk/rfJgr8HPXJ3lv/uJDf5yu8lkRuNvrU98AEx12xtF1XSasXPKfOFsZwlnIHge\nlIej1PGUStgPL/ioxs/VJyGLyGL8xerZ8Q5KEAQQZdbnJ3jihUtMZDR2agavbleRXYN7hzXe2G/S\n6Z/yndcsNEUmly+wXEoweX2OtJykXK7htY4xTxR8JU3LltkYV4iixGgHWkrFFnCqJLJYSvH8cjzO\nkSWBuUKStck0fcfnoGkiirBVNQijeHc5k1VpVk6w+zpKboqbq1Nomhbv+/xwpPXrD0avw8sjq7jU\nWXiyJCtcmi0xkdXoWh7ddIfLYxpaaFNudHh40MauBFiFJLYfYVR7/NTGAquL81R7Dsc7LXTb462D\nLpIA+y2LjekMXhAiD8bm50k6HTPe2w1NxdtmrFdMKhdBc/i5Oa42aJzs8ZUr06x9eYOjtk1zp4np\nBhw3fRJKlitZhV9Yu8KN+VjT+d2dKkd6D1mz2GzUuVvustlu8pa+i3AXokBC9JLMFCWujBdYzhfw\n7RTr4zmWJlTaHYdvv72Nj8ylZ9eRMhlafe9Ch3vetm5YzX7sb5pLyFR7DhlNZizz+JmAOzs79Pt9\nbty4QTqdvvB713VHo9dqtYppmiiKMgLJXC73qYFSEASOjo44PT3lypUrlEqlEVAOpSGP7ik/C1B+\n0ogzo8lcn8nihxFV3eFIEVmQlpn48hWelWNCVBhFo33xo/f9aUDxcaO3/qbVF6AILC8vXzjre7R+\nWJmKwzLdmIChSiJ9x6fatfGDENsLaZtxjpvgWTSPKrR9lenFFSZnJwgATYpHZfWeQ7lrx96lYdwV\nnXRsEoqI5UfUDRc3E49e/SCkY3lIojCKaToPysNRaiGp0NGDC841URTR6TvkErEI3/RCgvD8nnIA\n6InhiC9gY67E88urRFHEyztNCFwO9x7y7sMq2z2JN3ZrvLF1TCjIFIpFnlsq8MRiGsUXcD2XytEe\n+1sWB4aImkzRzMddZdfyRgAQRhGmEzBfTDKbT2B5AQtFmytTaUpplZOOyc5xncbJKfLUBJSWqLRs\n7pd7NA13lD8pi5kRaxTOXtejLNfRaPac76uAwFQhgyrncJQsq1KJa2Mieztb9AKFQr6Ao7d48F4V\nW0iQDVWenhwjkdQ41j16tk+l6/DXbgtZFDjp2iNLPXe4Lx0/x2x9xES8bXpkEzKB5/Fge5udps3a\n6iWuXZlGEARUWWJlLM1zy4Ocw5pBuRtrMr0wdqAJAokvL87GO0tiiYoowJXpFLvtFi/vnHCn3MYR\n2mzVqrx8cILvJkCxEKSAlChREiaZzef4Dzs7lI5SCKHKZCqFLBZGzzOMGOU8RlGcbD8+MABvGvEI\nfGgo8XE1jGFbXFy8YKd4vlRVZXx8nPHx8dHPXNel1+uh6zq1Wg3TNJFl+QKZJ51Of+j9GYbB/fv3\nR0YdQ9D6uI7y44BSFMUPve3wOo/TmcmiwFwhwVwhwcZUhpOOzcOmiSIKBGGEKH3wdfi+TyLx8d34\nh9UXeYpf1Afqh90p6pbHadfCDUP2WyYPKj0SioR81KHW6XN794SZtEAxU6AaChSsgLsDUsd+s09E\nnJ142DIxnIBc1SAII+6e6kzlEvT6AndOHeR8D0GEzZrIds1AFkUEwA9CtmoGlpvB9kJqPZuK7lDS\nkpx2XRD7aJJI07Dx/ICe7TFfTCCKIrod78ly58gsyXOhwrrtjw7cfcen3miRsBv85BNL/K0vPcNW\nzeTmXIbDWpvv3D3hzlGLd3dO+Mt3tvGkBIokcWMuy7XFCQIlyXoygWmaHJ6Uefekz0oxQcIsgJrC\ndiGXyI6eB8Sg5ll9Hty9T0rU+Hs/e4t0UuNe+f9l781iHEnMO89fXGTwPpN535l130d36xpZo4bH\n9hqGsWsLY8+DAQEG9CDBgP1oQ4CxhmFDD1pjvbuwvTasWWOxPkaj0diCLqsttY6+q+vM+2YeTN5k\nkIw79iFIZmZ1tbqqu6VdSfUBhQIrixkRzCT/8X3f/2ggigKnh6K0DIeVYotKy+L+XpMlqdW1PfNo\nGY7ftT2C5RoJSv3op1rb6ocpAxQbbQ7388Q1hwsXLrDV8Ih2LD4466d23N4q0SzWcdt1CoU8e1WD\nkKMwrqTwxDB5TaBQN1g5bFFoGr4Vnmn3Qblp+LrA3r7R6qbBh6wGt/aKzM7O0ghJJB+Krwp3LcV8\nQbjfHc/lIpQ1k1s7dbYqnX6Ybzwk09R9d59oIMDlwSHMTpAPTYhcHfcZiIsHDb6zuIHV3qXi2ey0\nTLbqFkvVbV4ud/AcCXT/Z/K/35YZTYTIqBGyoSheMMuUlSQuh7oax4BvAN42GYgGf+iHr2EYLC4u\nIooi169ff+KRXiAQIJPJkMlk+v9mWVa/oywWi33vz143GY1GKRaLlMtlzpw5Qzwe/yFH8OvtwO5h\nkOwBZO+ae0SeXvTTk1QyrJAMK8wOhBEFoT+Of7hs234ioo1hGD9zo1N4CorAO98JParbe9x6JCjq\nNtlokKtjiX7XNp4I4DYO2S1XuDw1yH+4Msn+3h6v7WhcmUoxk42Qr3aQEHh2OkVAlvBcj3BQ4uxQ\nnGrb3wWeH44RliG/7TE4EOH8cNyPEWoYDCV8v82Dhk5Q9skOtuu77Ju2S7Fls10z0Q2NbFTBdX0G\na76q47iwVemwX9f9iKhikIAssFLUGIgGqbZNbNfDsB3iIZlarcYP7izRsVWef/YaiYjKwkETRRJI\nRVVS0WEMUeXjV+e5NBpnr9zkn17bolavs1co8o/ffUBHUJEdg1wswPRojngixelYCkUNsXVYZ6fQ\nIFzfJB8OUXZUNFdmfWkPy7LIjk6QlVUioR4z1WUsGWJuwBe9dyyX+ZzAeEql0fEdgiRR4O6uH5a8\nXmozmgpx0NCJqzL1zpGdlv8z81PUPc9jZ2eH1+5sc352nGtnJxAEgVqh0gcwQRDQPZmpkRynR7sf\nrFtVTMNgKObHOrWLVUK6jdyM0OiE2dYEOq5IQpXJRoMYtoPjuf3vuV2osLKywjPTGS7dvIluexiV\nWn/ce9w0vFeVlm8PNpONMJONcDtfp2P51oH39ppohp8OP5fzu0bTPtmtWpbFncU1Eo7Nr3zsY4RC\nIdZLftD05QGFcqPG7d0DXtqpY0s6NdfloGWwvG9gcMB/WbsNkoXoBEkrceaGggxH4pyOjnNm8NG6\nNM/z2N3dJZ/P95Nn3q9SFOWRQNlsNjk8POzzDFRVZW9vD03T+h3lk+4Mj3eHvXqY+arrOtVqlXg8\njmVZT6yl7JGU3q6edHxar9cf60bgp62eguJj1HsZH4ii+JbZfEO3GU6ojCRDlJo6RrNKsVrl4vwU\nUnK4m30YoCjLyKLHYFwlqsp+gkZYIRP1hfSCKDCSCJHsGmHHuk43Ih4CLlOZCGOpELW2Ra5r85WN\nBnG75/PstL+ba3elGbMZFWNvCU21uTqeIhMPs1xogQBnhqPYjsdurUM4INI0bLS6Tb6i47pgOz61\nf7Ossb21Q1B0CCQGUUSFuuFhuAYHdb1vRG45Lq2umbEgCEQiIS5ND3Nh9BQD0SAbpRYvLh0gW21W\n8oe8sVVhf6XIN19qIQkC2YEBxnNJsokc8Vic4vYhutagNaDieR4rG3nGMnHKcZdINNYNWfbvwE3b\npWM6zA5EGIqrxFWHqUyYuYEIMVVmr95hs9LGcnwz7Y7psFlpIwhxIkHfVchxPUS7w6uvPiAYTTAz\nN8/saAJB8AOSTfsoYsuw/Wio3mjUdrtszXSM4WyEoaEhDqUK2UiA8ZhAo9GgunyIoLc52DhkSwxy\naEgoSpBEQECvFijUW0xPTXL53AiiIFBt+LKf444z7rGdqOW4NHWbqcwRiUy3XM4ORbk06rNnX9qo\n0tBtVgoaezUdSQLLdUmHFfb29lhd30QODXBtbqTfzVRa/v47k06SSScJxHJks20+MJ3A6LTZK1V5\nYamEbrRpODZtAQ4NF1uy0SyNb6xuMXp+sG8CcLw0TWNxcZF4PH5ibPmjLFEUKZVKaJrGM888QyQS\nwbbtfke5ublJq9VCFMUT8pB3C5Tg33QfHh6ytrbG1NQUmUzmBOsV3h/TgScl2rxX5ulPaj0FxR9z\nua7H6kaJe99dZut0Ck3uICQz/NwHn0ENKKytlvv+orrjO3EcEXDsPqmmtweMqUfknJDiaxCNLonk\nOHEHOEbI8b+PIAi0DLvr3O+/wQbHpijvVijvrFK0LbY7CrFolKSoEopF2a2p/TSGQsMAwePSSAJJ\n8Hjh9hpOo8rZcxOEYwlu5+vguqwVW9iOy8KBxmA8SMvw2a071Q6JkExAFqloJpZ7xHjtWC6zQyk+\nNDsL+LuujmEhOx3ubxX4zkqZ++v7vH5vGQ/wAlHmc1EaboCp4QxSRCQTC/rpDotrLJVN5JEYUiuJ\nKYVwXO8t+8J0RCESlGmZNtOZCM9OJ3E9WDxoUtRMHNdjuaBxUGuztL3PmbTAzXNzuFIAqaofmaG3\nT3q79h4f+YiezHfsjUbTkQDRaBBFDTHYDPDBgQhjySCNZpN/vr2H1qjxyq09PFGm4qgMuVWWEwpT\ng6m3kHAqbV9MfyTv6Mo9jmU4tk2HkaRPmEpHAiTDCh9KqgzEghzUde7tNak021Ty60xkY0yduYhT\nNshE/M7RtN3+uLVX5ZZJTJVRAwpqIEHdCXB2NuobA1g29/NlvrVwSESwyAbi1Ac8Bs0O+7u7/ZGl\nIAhsbGw80djy/ahKpcLy8jKjo6PMz8+fiH97VJpEs9mk2WyytbWFpmmIokg0Gu0DZTQafUfg6rnv\neJ73tmPh92qMfvycnxQUn3aKP6P1uJ3gu/U7PF6aYXNwUOX+a+u8+a8d9FiY7HCS1r0Spy+N005E\niXd9LVuWh+j5afUPZxse1zLCybSLpnESMHsSj4As4rgeLcMmkw53CSYGruMQC/gCZTmSYH4qyrPT\nKRzXpXF/n7hkcXh4SL60wmrFRtViCFqSoqUgIeG2q6xtbBBUUvz8Mxe4Mp7sSiIsprNhxlIquzWd\nluUwPxAhIIusFlsYlkutbVHv+MxR3XZR5SrhgMRqsUU6olDU/Filpm4xmQkzkx3g0swI46OHKK0D\nXNui7IZ5ZbNGvVrlyy8t0rbBkYIkFZuzY1mGBjKEIwlyuQFkyWFx54Dtska4tk48FqNoBTElFVX2\nO+da249XCnfT5YOyxKnBCM9Np1jd2GbxYIfRTIaxiRzbDZetSgXb9RhOqKTCCiXNICAfSStqnbfm\nNx7Pd+yDaFg+8TgV9k20W6ZHp1nn8micGxduUOk4fOX2LoJj8MrSLt9+c4VCy2NmIMygqJFJJShr\nDjFVPmEaLolHiScPayJbpt0V9YcZSagMRhUWN3ZQOk0yU+MYwRAvrtdQJBFB8E58j97vXa8bnTwW\nHVVtm0S6IcSqIjE5mOYZR2YiHeagrmMVW5wZDwEG+XyeWq2GrutEo1GGh30D+HcjOn+SsiyLlZUV\nDMPg8uXLj7XTk2WZVCp1QtjuOE6fzLO9vY2maQiCcEIeEovF+sBVKBRYX19nZmamHwj8qHpSY3R4\nNFA+6etYq9WedopP6+2rt1d8Up1Pr3rp16/eXiQUtfg//s//RLtm8g//tkZ++YCv/8sdvvgvd7Fi\nYS7mIty4NoE1ECMW9X/JH+4Mm13nClkS0S0H03F9ezfoGgMLx7pKqz+2bOo2rucRC/rXU2ubyJJI\ntNs5NnW7/0GpGQ6BQJC5kSwDsSDBUhux3OLsUBCt2WB1a5dmo4GQFEmlM+gaKJ6F67p9c+Jk1wrM\ncT2SIYUzQ36Acdt0yEYC3JhMotsuuu0QViSGE77codL11ry36++6NsttH9B1i/XtXVb3q/zqs/PM\njg2yXmoxONThI3P+2Olf7+9xd7uE22mwmC/y6isrOB784zc6JKMquYFBpgaTnJ4YJJIKsbHbwGtV\neO21PQDW2wGGUjEaDZloNEq9YxHwDF599VWSySTnz55mIK5ydihGy/RDjUUEiprPCF7o2titFltk\nIgrVrrTiiADjj7p7Uota12nouKm4LAmoksfy8jJLe1VGRke4cXHMJ1F0XKZyCW5MJhEEWC+1+N5q\nBUFxeWOvjbBVZqPUYiohEtKSxONx8nXIxKN9qv7DyRo9DWQqrFCpVLj9YAlJSvCrH7nij/k1n92s\nWy6vbtZJhhVaho0sCX3WaLXtSzFSD0kxjvuwVlomkYDM6cEo0YCE6bhMDqUJCB7NZpNQKMSVK1f6\nI8t8Pt83zuiBSg9g3g+HmeNjy6Ghofd00ytJUj92qVc9oGw2m/1r8Tyvr/+bn59/V44xTwqUPZee\n3tcf57V7Oj79Ga7HeSP0ZBnvBhRFUWR5eZlyuYyaGOVsZoyhbAo94fDMR0T+0/90laGIwle/v8Fr\n93ZpLuT5h//7ZZrJGCHL5PZX1hk5P0ZsLMOHZvw30HF3mh4AJY4BpiqDJAqP8D81cV2XaMC/Zs1w\n+6NU3XIw7ZPjWjhimjZ0i1hQJhxSyed3aOo2N6+c58J4lp3DKl6zSL24zyt7axx2BBqozEdNFM+X\nU0SDPhD0WKq9faLngSpLzOV8p5aiZtDUHS6PxZAlkaUDjaZuI5gtXrm9giZGCWZG2G5J7K2W2avp\nBBWRw6ZBTJWJR8P8h6szXOzmK35rqYjR6dBpNXmwXeTV7TqL2wt8/aXbeAio8RRnhmJcm8oymUuC\n7RJRBLa3tylWG9w9NJiIiVyenyCcSJMvmv3Rp/+6K5weijIcD1LUDA6bBsmQwm61w3qxxdJhi9OD\nUdLhDomwcmK/2ZODnIiGapu4nSavvbbM+Pg4Y7M5HJdjIv+jzrMXS3RmKMblMX83uHKoEXBaBDMq\ndQm0eoetvRpaYRtjXyYWi7HSkBjJxPsfkNW2hSy4rC8v4DgO43NnoW6T7f6MQgGJ0aTK7EAYD9iv\nG9zZbZAIyazGVUaSQSot/7wSx7pR14P0MfJPzy0H/FzIaFBGq5ZZX19/CzAd99x0HAdN0943oDQM\ng6WlJQRBeFds1set40DpeV7fYGB8fPzELhEgGo2euJYn7Y7fDih1XWdxcZFEItHvvB9n9PqUaPO0\nfmi9G1lGjznXbDYZGBjgueee49WtGtHu3qcPOqqMEpAZns7yq7MDXP30z5E/1PjSi8vs316mttvi\npf96C1cU+e9/9lVOXxxDnRvmY9fGcQejNHX7pJ1bxyIsH4EP+KJfx3GotgxUWfTZq/jj3PHunfzR\n+Rx1lUFZJCgfaRtdrcLr+4sMjE4yM5tjJBv334SBMAPZAW7OpVEkkdc3y0SaLSzTYGVlhVd3NHLR\nAAkzhaxGaOsQ6+6ijhxzjsa9fohuwDf6tk3c2h5DoxE+/PwNXs372ZKTaT+8dflQw/FkFg80LMfP\noJzJ+mNaUQDT8bg6k2M4Mcm/b5u8udPg1ECIcr3Ja2sFXtkoU66U+cI3trGRsKUguZDHdDaCKouk\nB4aYnhoBHO4tr7Ny2CZQUWikE3SEELohklCTCIKA40IuFuSZqSRBRWT10M9vlARYOWzR1G326jrR\noEwqbCIKQr+LBqg2NB4srTKdVrl+/TqyorC2Uj4hfK+2zX7YMxzJRdKRAOlIANcD14PZAV96kW9D\nSxG5NJNiIhnE6LQwKkValQKvlDYRBIH7FQ/VM5g4P8X4+Dh395onutdekPFgPEhQlkiH/dF2PKiw\nW+uQr/p/JjM+aArd8xRFoU/2aei+IUIm4ucKFmot2uU94hn1HYFJkiQSicRjA+WjxpW992TPNHxu\nbu5dmfy/mzIMg4WFBRRF4ebNmyjKSWKR67r9a+kxXV3XPbGjfFKg9DyPw8NDNjY2mJ+f7zN3H9cY\nvV6vMzY29j5c/U9WPQXFx6wnBcVSqcTKygrpdJpsNsvg4CAe/thwIBbsg4zjegRlkY5pU2mZjCZD\ntE0HzfWYmh/iXM7guWef4Zt39ijnK9TWCrx+b4+dlTIv/j8vkwjJ5C5PMDs3yJTskR1JYbsekUAX\nFDsWnusSkv03Q1O3SYR80XSja5gdP9YZigJEgkeg3fvazsEhDxZWuTo9wI1nnmGvYSJ0Wicccnpm\n457n0bJgLJdmejBKy7CphmrMZYKons7qfoX8bp1AdZNCNETFUekIKgoxQKbRsYiqMq7jsLq+zr3V\nMpdOTXF+bhjTcbFsj5mBEKPJEDHdYiYT4dxwlKgqs13uUGqZJEIyh02DQsNgr6YjiyL7dYOG7mfQ\nxcIJRtNDhCIxZidG+ch8BsO0+ea9XV5f26N6sEuh3ma77uBsNPmX798mGVEZzA2QSyeZGU1gikEK\ntRalWos7rR0CgQAlR8UUVAQnjBQIIQoC4+kQH5lLo1sub+7UKXfNw9/caVBpmz4rNB1kaSXPxt4h\nucFhbp4bIxCQqXW7rd5IW7ccdMtlLPX20ota22QkoXJ6MIqX83hls4puu2i6zb19m0bHwg7EuHB2\nABWL1+48AFHk1NgIjUaDl15+mQcVGM9G2Qt2iMfjVFo2keDxEa9NNCDz3EwSAYG1YovFQpPDpsEP\n1quMJHzpTzKk9Ee2lW6SRiIkc39lk9W1PT5+dY758bffp/2welKgVFWVUqlENBp9W9Pw97uOg/Bx\nYHq4RFHsg1+vjgPl/v4+y8vLfaA8DvyPug7TNFlYWECSJG7cuHEChB/HGH1/f5+/+7u/47d/+7ff\nr5fiJ6aegiJPNj59p9I0ra9vunz5MuFwmPv37/ft0XouNJvlNuulFrbj9Xdsq4caLdOh0DTYKrdp\nmzZCzcJcKbFeNxgZzzB5doTcR86yXWiiam221svc26/zxtcW+NKXbxOMhkhMZhiNOOjiKnrQ7xwe\nHCh4HqyVOkymYbPcptg0qHZMTNt3Szls6n6KN76jSsd0SCout27domYKTM9Mc2E+hyRJJ7pI8A0J\nehZlbcs37D6eAAKQiYcJB2KUnRCnwlk+NOMbb7+4uI+nt7h37x66YbDcVMhFJNpbLQZHxpmanWNk\nINY9zkkHncaxJBBVkVBkkdGEygdn0wjArR0/bWMqE6apW2yU2liOy+tbdQKyHwcVVxUauk1QcGg1\nKpzPKvzS//BLRCIRvr1cpNps4XQ0VnbLvLpVYzG/youv3wVADMWYyMYoT6WZzgWp6i7ZkM7S0hK6\nrrOuSSRiEcpJ1092UEQujcW5Mpag0jZ5ab1KU2vxtR/skE6nkOOTgEB33XjM5PwkUzZ1rPtyj3Wa\nDzvh9LrXy6MJzg5HKWkm31urUG+bfO21JVy9zejYOOMphUunsgQkkVrborVZZiomYJodVtfWeHlb\nIxeRWDJSxONx9jSRcEDp//yjqr8nPJWLUmlbLBc0lg41zg/H/HivsOKPV12T27feoClGOX1qnunR\n9093CI8GStu2WVtbI5/PE41GaTabvP766yckFY/DFH3S0nWdhYUFgsHguwLhtwPKVqtFo9GgUCiw\nsrKC67pEIpH+9ei6/rbxWT/sWL2/v/jFL/K5z32Oz33uc/zyL//yE53zT0M9BcVuPSpT8Xi9U6do\nGAarq6tomsapU6dOLM97z+24FpGAzKnBKKriyxCy0QCzuSiHTR3ddLg6lkBVJDqmQ0yN0HT3mUiH\naBk2l0YTRFXZp++HFS6MTtMxbN7YqZMSPUrbZV55sM/STo1Kvszd727jZBOMD8cozefIjKWpixJN\nQ2Gj1Ga70qFl+gHGnudxf79JOhzwO9WOye31PQYDJhfmp7CCcr/L6lh+UHAqHPBFx7aL5RzzYO08\ntIvs+ISMHhuzoVvEVRlRFAkEVQKROHPjg8xkI+wUStx9eQk1FiSTzLC+W2CzZhNrx7AzSapOEM8T\njklRfHDuCZd7XWavO/FTJULM5yJ4nkfTsIkFFQbjASoti7ttC9tx+fobqxSLJaxQhmvTOTqegmfY\nuJ7A9ZlBxlNT6JbDD9arTGVUTL3Dg+0S/7ZcpFat8s8vL9IxHSw5TACL+VyM2ZEMjhzhdMBh/7DM\n1vY2r+12GEuFSNkpVFWlcrDLVEjiuZuX0WyR76yUcD14ZbNGJChRbBrEVOXEPlGRfAs+OJJa9Ozn\n6sfiquAojioZ9ju2gWgAxdFJ6fvMjg8jRMa5nW/geBaDBxrD8SAN3UaRZaZG/FF4tW1SVRucHQyh\nODq1ep2F9TIx0UQq+7mHu7qCFPBtx8ZSIaJBiXLb9+G8tVNHFj3uruUZDRr8+xvnWSz7IdXy+wxE\nD9dxi7YPfehD/e7oOFN0Z2enzxR9UknFo8rzPPb29tjZ2WF+fv6EOcB7rZ4+MhaL9f/NdV3a7TaV\nSoWFhQUsyyIYDHJwcEC73e53lA+PbB+ucrnM7/3e7yFJEi+88ML7et4/SfUUFB+z3g4UHcdha2uL\n/f19ZmZmOHfu3Fs6z95zm55NNhbg7Bj2qe4AACAASURBVHCMjumQjgaYH4wymvRBbzChMpWNYNou\noYDf3eSLfjeWjgSYGYggCrB8KDIUDzOeCnFQ18nFgzwzlSJybYxTV8ZxXY8R2eX7L63wr3cL1Fb3\neeEHK5ihICTCXB8Oc+nKOMGRAU5PpDk3Gqfe9rMAp9Ih9GaFxa094pEkV07P4nqQ32/ieR7LhZOa\nw3rHom06/p5MldAth716h7bp4Lkejuv1QRB84XpPtA/+3tLzICR53L9/n51qh8nJST50bhhVkZAK\nGqF6h1ODAZrNJmub+2itNq/VN4jFYqxpMoNpnzBClz3bYzsatj9qHE0e+bK6LowkgwzFVSIBmdEI\nSI08A5k0U8PnuL2v0TRs7u42qHUsik2DZFhGlUV029+9ZKMqsWyUZDxOMjPAjckk4YDI7c0S314q\ngKGxU6jw3cU8FV3ga04H0XMZSMVJpjO0bYFqYwfJNWi5IbKKxP72OmokSiogMD+cJhoKcNg0WC+3\nSYcDfH+9wkA0yG5NZzAW6P+O+QSmI/u5attCfBvpha7r3Lq3SLFs8/z1S4xnYziuR7nlA62m29zT\nTDbLbdKRAIbtokgilZYfcZWNh5DFCGIoxpQV5+JonHgAavU6txYPCXkVXqpuEggEKFgqSUXlAxNp\ntg5rvHB7nRpRZsan2dF8ks2Zoej7+h49Xq7r/lCt4w9jivaAstlsPrH2sNPpsLCwQDgc5saNGz+W\nEa0oirTbbXZ3d/vxWZ7n9TvKYrHI2toatm2f6ChjsRiBgH9j+9WvfpU//MM/5Pd///f5xCc+8TPn\nd3q8noJit96pU1QUhXa73X98PIx4ZGSE55577m2X4D1QbFj2iQ4HTgrqe9R2zTgix4APHJEuc7PV\nTW/o/d+GbiMCqtT1ctQtRhIqI4MxPvLzUTIXm9ycStKpd/jSt5dZXDrgYCHPnTd3aaXiRGyLM2Mx\nxs6OIObixOsGEyM5nr1yDtsTuDmVwvU8dMsXeo+nQuzXfc3h6VyEoCKxUmghCgKm7ZKvdlgq+D6r\nr27VcVyPpYLGZCaEIomYtku1YzJNuJtEb1IsFVHKNU7NzULKT8c43vklwwESiQTxeJxMJ8TFRJCZ\nTIhStc69aoFG6YBXSpvorkheD5KR0rTC0HL873GcwOM/Vnx5zJ0FDqsmv/bhiyRiUdaKLeZtjw/O\npGmbDrfzdWpti1rHptZu+pIE22E0qWLYAcotA0k8YoHGomGuzY3wkbk0oiCwcqixuFcnHbBZ36/w\nxmaJxf0GK2sbADiCjBKKcDYXYiZnEA1ptG1QWwfEAwKeEiIrKkwngqiywGapxcKBRisTQlUkMpFA\nN33iyOS51rFIho465VrbIiALlA522dvbIzQwzlQsyGAy0v39sQhIIhdH42QiCoeayXa1jW7ZvLpZ\nI6bKlDSTTFTpd3U9kEyGfR1kIJIklxO4MBpjIBpE13X27++h2B3eeP01bNtmKBYhhkDY63B3x0CU\n/PP/UVS9XmdxcZFcLseNGzceu9t7J6DsaQ8fBZSCIJDP59nd3eX06dPvKZj3ScqyLJaWlnAc5wRZ\nqdf1RqNHNx6e59Fut2k0GpRKJf7mb/6G//yf/zOhUAjXdfnsZz/L888//zMNiPAUFB+7ZFnu7xSr\n1SpLS0t9+6l3onPLsoxumLQth8Fuh6QZPmM0EpBOCOrhCDD7ANrxbdrgSK8YV+UukcYkHPDJLR3L\nxfOEviaxR5wJBySiuRhnr07xkY+c5sxQlPXdGl95aRN9s8Da3Txf+eoSdkDmWw2NsYkE6vwwl84M\ncSYVxAsouF0HFh+sBJIhhfnBKLLo76AGYgGuTSSxHRfTccnFgn2f1f2GQiwoU+9Y7FQ7HNQN4sEW\ndzYK3FnbJRyNcO7KOdqSwk6pSSbi3706nudHWvUMxk0H1/XHtJIkIQYjDGQHuDaRIBFS2Dhs0tgu\noXgmq6urrB5q1CyJESGNkUxS7EjIosfhXp79/X0CkSHOD8ZJxPwPjp5sJCCLBGSRSFDmyniCy2Nx\nGrofxRW0RPbrOrs1nZWiRkJV2Oh2c9W2ReLY6Lah24ymI1ybSHJzbpio8oAbEwl+4ebzHNR1vr14\nwMpBDb1R5V9vb9CwBFxR4b85LUYzcbKpJIGgitUskQ0J2J6IqAcR9RgrexaLgsxOzSAUkHwDc1mk\nZTgn5B175Tq1Qp7cZIabN29yb18jIrl9I/N+0HFYRhAEJEFgIhXm3EgM0/Zdh5YPNQb1ILGgwnAi\nSLXtd/59kOy65/T2mrorYlg2YqfO6XOnyeVyfHupwKBjMBy02C9UqbQMVsTDPrDE43GCwUeH4z5u\nOY7D6uoqzWaTCxcuvCVS6t3U4wBlo9FA13VCoRBjY2NIkvTYWsD3Uj0y3/T09GOFK/t2ihEiEd9a\n8JlnnuGLX/wiv/Ebv8HExASvv/46f/mXf8mnPvUpPvGJT/xIz/3/z/UUFB+zZFn2x0+3buF5Hhcu\nXDhxF/ZOz23UNJBP2rJFAhKi6AesehzPOjyybLMRMWybmOq/wZuGjSQIhAO+o369YzKaCCGKIk3D\nTzfvHUMz7P5+TbccLMcjpnZjb9QAZ84NM3YxQv3DSUpClnrZwNgucvt2nltv7HHv22v84//6AvHR\nBLHpLKWzWZ55ZpaGHPKNA0QR1/NoGkdOO5rpIIsiI0nV7xpsh7GkT3xRJJHwbp1kUEBp5FEdj6mJ\nUSKqSkN32K8bLB+0GIzbtA2frJOv+QxGX7to4+EdJXR0Qb93vW0bsukEp2d8Oy5nu4ZlWaTjvhD5\n1lIBz+wgDviJ7stNj7Tsf5C4nkdTt/vSB8f1+nrC3s1LNChzcTTMRDpERTM5aOpEghLblQ7rxTaL\nBY25Ad+4PR6S0boB0Pl8nu3tbcRQjhunBskkY2SSCWq2ws9dmuHccAzX9fjqvT0K1QYYbdb2y9zO\nNyg2irx6z/c1lYNh0sk457IKAxGFtiOgeQEiVpXt/QiirNJxRU4N+n6d9xZX2Nyu87Gr88yNZB7J\nVO0ZCRx3vhEFGIj6chhV8TP6BmOqnwlZ7bBeanF5LI7tushdjWNM9cOS2+0233vtPi1L5hc/dJ2w\nGqRl2HiCzOxYkuF4kAMqXAwrzKQDNBoN6vU6Ozs7GIZBKBQ6AZSPqx8sl8usrKwwNjbGqVOnfqTd\nTg8oE4lEfx95+fJlJEl6S0d5XEf5fpF5bNtmaWkJy7K4du3aE99MtNttPvvZz7KyssKXv/xlJicn\nAfjN3/zN93xuPw31FBS79cPeRJZlsb29TalU4sqVK0+8gJZlv0sidlID+HCeYR/MdLtvAWZ6/l1n\nf1zasQgpgk89N2xcj35nqBk2kigQVnxdYVO3GU689Rie57GRP2A7v8fpS5PMzd7gu2tVzs6EmPnF\ncxw2Dd7cqhLrdNhaPOB79/ZZWyrzdy+u8Xd/+TKMpRnLhXgwn2Lu/BjtSJxYN1mhd5zj7NBQV6rh\nOA7LGzt4nSbPXz9NJJ7g+2tV5nO+cXmhoWO6LrPZCIokslZq0TJtnyXb9rvMlumQCClEgzKb5Tah\ngIjXFcbVu+HMcARyo6kw8bjMzu4+riDz4ZtXmEiHKZRrVPOHSK0iWt4BJcRBJ8CwmsG2gzRNF887\nsmI73qGLgoAgCgzFVK6Mx/vnctAwEEWBlcMWmmGzXqizuVbhzEiS+QtXMfZbJMNdhq7ZM0rour94\nHqFgkI9dmGQq41vwfWe1QiokIbsma3tlvrNaolBucGujSL2tY0sqHgJvqh65ZAxPCeIgs7IskQ2L\nZNNJBoaHGcn6TMyHmap2V6LTMxKAo2DjvvNNyyKmKlyfTPjBzfsaG+U2xabJ99aq/si1YXBqMMLm\n5iaFQoFYdpTBSJSweiTSB1/Erxn+zVkmGkRVg6iq2mdI9pIiGo0G1WqVra0tTNMkHA6f0OodB0rL\nslheXsY0Ta5cufKu8gLfTbVaLRYWFkgkEifMyh9n9PpejMTL5TLLy8vv2oHn5Zdf5nd/93f55Cc/\nyZ//+Z//yLvZn8R6Coo/pFzXZXt7m93dXUZHRzEM410xsmTZ195lUv5YrmM62K53oqNTJLHvcarb\nLmPdr+mOgOy6RAIStm1TaxsMd1PvW6aLgEBUPdIVxlS5n9TguF5/L9kbpTp6i9furlBsB7lx6Tzj\n4ym/U/VOWsgFAzLPnp/iAzenmd6oEpQEorrB7Tt5XnhQoLS4x399YxcruISbijAfF5idShKdHiQ3\nkQM3DgS6ukiZQqHA0uo6npDkuWuXSKcjFJt+NmPvuC3TIRKQmc9F+zKVuKpwYzJBy3DoWA4Zz0MA\nDho6ywWNdCTAi24ZWRJYL7Y5OxSl1rFwXQ/HdWmWDri1ViQ5PMFMKMBgOk4opBCMCYyOKDwznSSs\nSCzvltnbqaA3K7zxxhb7TZuqG2RKHUC2E1RNCUE4mSMpdLtUWfRZlGMplQ/PpekYFl97dZFGVWP+\n1ARtNcS3V6s0dIuJdIiYKffzH5MP7TuPm4S7rsdQIkQulmR2JEM0NcDsQITxlEqx0eK/vZGn3W6h\nNRqsH1RY2q9i2Q6rWzauKKNGaoSDu3zt+28ynVIZGkgRjCQIjKh4XuAtxuQPyznA7xx7O0pREFBl\nkVODUS6PxTiomywfaizuVtjZXOPKZJbL167z0katLxkBX58YDvjep4Wmv5c//vVeCYJAKBQiFAr1\nvUA9z6PT6dBoNCiXy2xsbGBZVj8QuFarMTMzw8jIyI9lF+Z5HltbWxQKBc6cOXNC+vFwvdPo9biR\n+DsBpW3brKysoOs6V69efWLwNwyDP/7jP+bll1/m7//+7zl16tSTXfjPUD0FxW4df0P1nCDW1tbI\n5XI8++yzCILAwcHBu/revq7PYqpHnDEen2RjuAIR0cPzXFrHOsOeT+nxzlA7Nv473tkAlBptCns7\nbGgwO38arWCSjKgn/m/sIWKPKAjYrkvbdBjMhpmaSBIfTpK+OMn1iQTtaotvvLLFvdUi7cVd/u0b\nG7QSRWTX5SsxkdxYFG84w/ywzIXpFFOnzuFULJLH7OmOjz+buk0kIPU9QZu6TTLsEzzCAQgpEtPZ\ncFdzaKNbLhMpn3SyVWmjGTaHTRPNqLN1WGUtf8AHZzJcPHWRascBjP411nsyEcUnydhikOHBLJe6\no9c3d2rEGy0UySOfz/Nmvo7jCaw4vpfoQUskElD7Y8d6xx+Hl7oOIql4jp8fH+fmlH/T8YP1Kk3d\nZrvSYbvSoaQZeIDl+hFBtY4/tuyBbs8UPPHQ497uL9j1pL0wMk0morC2scU37u8yPzZEUJFYP6jy\nvbUKB1WN2/kmr+80ccQ6oufwd994heGob/cWicVRjUHOTY9ieHL3GEeRV23TYThx9AHcA8lkKEBU\nEdnY3EDSm8yfnqIlBfjWUpl6x+L0oD85eHhkW2112bLy43UogiAQDocJh8MMDQ0Bvv7v/v37uK5L\nJpPpyx+Od5TxePx9Z3725B2pVIqbN2++qy7rUUD5dokbPaDsZXZOTExw5syZJwb/O3fu8JnPfIZf\n+7Vf41vf+taPhRH7k1xPX52Hql6vs7S0RDgc5tq1a/07suN2SE9agihR6dhU2xarhxpblQ57tQ5D\n8SCeBwsHDYZiKvf2BPbqOrvVDumwb5+11fDIV7cw2w0sSaXYEchEAmiGw2JBQxIEtqsdOpZDqWWS\niQYoav7uR7cdbNtmcXuLWwv7XJ6f4OqZ8e44y+wDZtOwCXS1fj1ruB5ZQ9N966fjrFlR8MXa8ZEk\nZ654XLoxxeWx56nW2/zTixvoe1UOlva4c69Ic6XNrUaLb0RkYpMLhAZjtM+nOXd+nANDIRRUfSu3\n7nEHuqQavRt/FT8GmHBy7xqQRKayYUKKhNPtIC8Nh7i3uIrRNJgeHyWaSbBS9PdgHgLJsO/XuVPt\nkI4oJ6QNPTDwunvS4UyCsaEoo6OjlAMVBqIKwyGXaq3G6laZMAYUFd9LtOwh6XXCQzGuX7/Oy9vN\nvk1dKhwgEVKYyoSZzoYpayZ7dR3bcbm1XUeRBA413y+1PwruWISO2azVO37KxXFQB8Bs89rCCkI4\nyZlTp7g2mSIZUrh+epzJiRqnh6LkogoP8mW+eGuPSqNFq9Vmv6bx5mYTnCrfen0BQYBoJEIsEuHK\ncIi50SyDuQEMIdhP7zgOksVikdXVVRw5w8dvjHNlPEm1bfLSRpVSy2RhX6OkWcRUqZ/r6Li+i9Nx\ng/AnqZ7+b3t7+y3uMMclCIeHh6yurvZF7cdHr+8GEFzXZWtri2Kx+COJsnpU4oZt29TrddbX12m3\n2yiKwu7ubj/O6XFGr5Zl8fnPf56vfvWr/PVf/zWXLl16X8/7p7WegmK3DMPg/v37GIbB2bNnT4hj\n4b0FDesOdEyHatsnwmxX2jieR7Vt0TFtWoaDG/U/+Muaget5tA0b3bRRogkGwml0z2J9t8xhvY1e\n2kFVQ+x2ZAaTEUKKQK1js1vVCSsSxabJalGjpbXYXFshFk9hRIfZ7ci8uFqh1DIpdc2zVUVk8UAj\nEpTYqXawXZdax2Ik6ae998Z8J7q5bhfpuD47tOdk48kys/M5hs7GqF+U+KXoDbZLDtFak+UH+7yy\nXqG6uc/qN1aR5NcIzuUYzSgsTEaYOjVESY4yEsn296Fw0oLu+HnUOz6Q9/IDa20TrVpiqVLjzOws\nckYiriqcH4nRMvwki2jQZ/pulNos7DfJxYPYjkdIkdhv6AzEjhx5bOeI0NMyfdJPOhIkGQ8iqVHG\njSjnR2LEFY/bD5YoFGqcyoVoNBq8cusuO50AqYk0ui7jikp/fxhSJHKxICMJlalMiEhQptAwuL3b\nwLBcvrtaJhX2Ga0z2SP2ZK1jkQjJ/d/DUrND8SDPtuZw/vx59lrQruv9m4aeqD8ZUpAliYlcio+e\nFTk/4jOG87UOLyyVED0HxbNoaRqLBw2K1QZfv7PNV97cwhYDuKJMLmgznokxkE4hh2LshQ2msmEu\nXrrC6/kW6W6+YiocIBsJkA4HGIgF2Kvp3Ntr0DRsZrJh8MwTlnVPUu12m8XFRcLh8CPdYY5LEEZG\nRoCT7i8HBwd995cn8RNtNpssLCyQyWSeSN7xXkvTtD5xaHR01J9mdDvKtxu99qzsAoEAi4uLfPrT\nn+bjH/843/nOd35khuc/jfUUFLvlOA7Dw8Nks9n3fTfRtjyisscvnB9EVXzGaTbii/h3ax1EUeQD\n02lUxSejRIMS54djlFomLkJfcnBrp47reVwdi3NQrvG95UMGFI1AtYjTEkgKKqfjQRBc7lf2GY2H\n+MDNy1R0Xyt4ZjBKUJGod3zyhCj4pJ7DpknGVVg9bFHrElpkUWCnorNd6WA6LtGghCIJLOxrDCdU\n9up6P+Ox51SzV6yyurLO0Fyamzdvcv+gxVzM5ebUPN6very4WiHkOdiFOnfu7fKDtQorbx6w8r0d\nrMAaylCSl5IioyMqoZEUkcEMZ5MOQSF5wlsVfHDuj4bLZd64u8T8SJqbl2/ieAJ6pcJo0v+6h0/8\nOTccYzAepNg06FgO46kQgiCwVW6zW9VRZf+GwnRcyi0TRTrqIuHkPhHA1Gq8ubWBGBvg3PkRPjiT\nRlUkNg7rlLZKYLZ48KDAfl3nwJAZII3qpDBEf/qQjvgdpCIJnB2KMpUO4XiwU+mwVe7guB6u55EI\nKdQ7FvO5aD9p4bU7a5ybHuXa+SkEQaBeqp2QgxxlQp50vkmGAwQkEdeDc8MxxlK+125ZM1ESGmeH\nolwciaF3OnztwQHVukarUWXzoMrd+3lMT0Sx2wiAqt4jkUxxcSTGqZE0owMJDjsC16YyzGQjTGXC\nfHOhiOvBeqnNoWaQCCknEkbeqTzPY3t7m/39fc6cOfNEUUbH2Z+jo6PAo423Pc97pO6wJ/5/1E3y\nj6ocx2FtbY1ms/mWbMe36yh7QHn79m0+85nPIAgC1WqVT33qU/z6r//6UzLNE9ZTUOxWJBJ5rLup\ndxM03DIdJEFAVSQMy0+djx7rvGRBICgL6KbfOQ7Hg4iiiGY4/lgrKPe7p6Hu14RAmGw2y82pJJGg\nzMvrJZrNJsX9PFWtjejKpAIORu0Q0wmSUmXOjcQQBYFi02B2wAeJnm3bhdEYyZDC4oFGQBG5MZHA\n6o67FFkkqEg0Oha1jkVQ9uOcSprJfl3HdWyqxQL7DYNcbhAlPchB0yJf1RlJBnE9j07XD3VsKM7w\nqRxTl8Y5daBxdTTGYb7Ct2/lub9Worq4y/KdAp14CVFa5aW4zNBoGD0TY34qyYA3TCQap9GxSQWD\n3LlzB81wmJyc4txkBkmSqGg+gSf+EInleOcXCcicG46hSCKhri7x3HCUpu5wd7dBUTO5m28QVCSq\nLQvH8+h5OxzWW+S3NsgOq1y9epXVsondsfqGAx1HZCCd4sKsv59c2G+iVjUycZ89+GC3SkGzSelR\nUskkNSeA50qMp8O+bCUg07EdptJhmobDRqnOdqUDjsXSwgPi4SDTs3PMjfnJHL1w3+nsUbjv8XFw\n7/Fx55taxx8/n+qSmjbLLUotExBYOGghAPF4nI9dmGA0IrC4uMiKJjOQzRIRHZZ3Cry+VWa73OYH\n99f55hvLuIKELamorsF4Nsp4LokXiHF2OEEoIWBZDrmBSH9n/E718A7v/Qgafjs/0R6w5PN56vU6\nuq4TiUQYGRl5ogzC91L1ep2FhQVGRkaYn59/rM+Zh4FybGyMCxcu8Cu/8ivcu3ePP/3TPyUSifAX\nf/EXP9Jz/2mqp6DYrcf9BbRt+x09BB+ucr3Dt/6XF1Be2mHqI+cwx3JHxBrd7kssWoaDIIgnAoHD\nXeJJuzvCi/YZqw6i6PuJOo7D9n4RoV3hwsVZJkNJAgdNLg2FcPQWC+tFak2NVxqbBNQwO5pMYjyD\n44TRjsdXSSK26zEUD5KLq1iOP/KbGQgzmQ5TaBhYjsf1yQQBSeT2To1Wo4JdOmBuZAwvKhCURfbq\nOh3TYa3YQrccam2blmlTaBikwgqW47Ff17Fdj3hYIXlmmGY4xI0Pn+LqeIJKWeOfvrtBY69Kba3A\n7dsFKkGNN76+wdeUW2QnkjjZMGcGRC6fGyQ0kMMyLCKBI4KOIHDM9ce3MeuNWh/uOhuGzUA0wHgq\n3H1tfYAZS4WotS0WD5pIgsBL62VqlRJLuxUuz45x+uwEAVmkrrf60grwAahHkOkdLxsPMzycYHh4\nmEawxrgAc2mZRqPBZr5Ivdni9fo6sViMQyuIIgY5O+Tr2m7v1NgrFMlv7TMwPMYuCvWqwWzOD5fu\ny2C6x+z5nSaOyVPemqRxMujYtD3GkiE+NJui0ra4t9fksGHw/XvrBKwWl8/MkIv6IDqWCvHc2Qnm\n1ytd7WacmtbmG3e2eLBTRmjX2a00uL9V4FAv8eKtNoLncmp2mg/Pf/gd3y/HLdp+HF2aKIokEgli\nsRiGYaAoCufPnwd4i+Xbe5FTvF25rsva2hr1ep1Lly4RDoff+UkPPf8LX/gCf/VXf8Wf/dmf8dGP\nfhSA559//j2f289iPQXFJ6heUsaTgKLrehSLTYKix5f/t6/R/sJ3cXIpbg6FufzR85jnprh+bQJB\nENBMn9TSY562DKd/t99jpR4xRC1iQYlyuczdxRVsN8a/u3GVoVSYlcMWkiiSiUcQElESTZm56SCn\nByPsFGusrx2iVYq8drDJVsPFkUOUogbxeJymbjEUVx95zIZuI3bJHpVKhQeLiwxl0/z89WexPeis\nVZnLRRhPhfr7yXNDMURRYOGgiSD4511tW6wWW4gCvLgqEFRElgstJtMhCg0DQZGZOzPEuY/NMxRX\n2a91+M6dPYI1jbV727yxfEihoLNTafDN/7JOaCxNbDjKxoDIyHgcN5shGovSaatEIhEaHbt/owG+\n1rPnkuN2Wbs98ofl+N6s09kwIwmVbCRAoWEQFXQKu6sEwyliAyO0vADfW6sQkAW2Kh0ujsRxXA/b\ndU/4rVpOl73bJS4dNwWIRn13kVQryJm5IPMDYd/fdfEArDKvvrqH4zg8KBpkYzF+4QMXEQMhvr9e\no6HbbJV9JmvbtDFs72hU+pDco/kIfeLxoOPecxIhGUkUGYgGiQhlgtoBs5MDiJFRFssGhWabgWiw\nv0PWLZfxboRVMhpmfHiIM5OjXBz1u7DF/Qar+1UyYos7W0X2mxYbi3fppON9276etKJ/HrUaS0tL\nDA4O/lh3eD1ruN5x3y7o+FE7veOM13A4/ETn3Gg0WFhYYGhoiOvXrz/xFGp/f59Pf/rTTE5O8uKL\nL/7Yxrw/zfUUFLv1JJ3ik1TbdIgPxPmPf/A8P3fjGv/9a/e59/o61X+9xf/1J1+iPT7Elzodrl2b\nJPuhc+QuTqGcymDaLobtniC4CN2sQ8/zKDVadMr7KOkgM6fPQcXqC8M1w+77cepd0khM9R+7UpBM\nOsP1+TSyKOKtl3FMHdu2WVhZ50Feo5NSEBopmqiYlnTsHCwUbO7cuYPrwcjENKeHk0iSRFU76aaj\nW77hwFQ2jCgIlFsmQ3GVq+MJdNvXHKbCCrlYkJJm0jYdqh2LB/tNqm2TfE1HFgUqLYuSZqBEAoxE\nPaYnJ/h3//E5OpZHqmOwsnTAdxaL7G0W+earZTygk4kznAjwWi5IOqfSSsW5fnqAgjyAokYwnZOv\nq+vRT4t/mOVarLfY2t5iLiHw8eeuotkiob0Gpwej2K7HerFFWTPZrnSotEw8oNQyOTvsux31CELJ\nY92/5x3JcXoknkTITw1RI1FiyQyTqQCd4g4dXSc7PEAmCJubm77xcxWGU1EmQhK6oPJ6xcKwXV5a\nr5KJBmjovtwkEjwZN9XrHN+iT7Tdvj2cZVmsrq6yuNPk+vl5bs7m8DyPlzaqdCx/11paN7tORnYf\neHXLoWP6vrC9ahgO47kkl8cmSQ1pHDYNPjAV7+/0NjY2aLVaSJJENBql0+lg2/b7ZtH2OOU4Duvr\n69Tr9Xc87g+TUzx8PT3iy6OArnz81gAAIABJREFUH4664Uql8q6u1/M8/uEf/oHPf/7z/Mmf/Am/\n+Iu/+L5wIT75yU/yz//8z+RyOe7du/fI4/7O7/wOX/nKVwiHw/zt3/4t165dA+ALX/gCf/RHfwTA\nH/zBH/Bbv/Vb7/l8/r+op6D4BPVuQLGvO1QVREVg9PIkp5+Z4cL//D+yslHm6/+2hHlrmcUX7vPC\n7T1Ey+ZL2Mx/7ALhG6cY+9hpSIXQDF/D59g2D5ZX2dis8tHLc5wZz7Fy2EIULMIB6cTuER7hlmP4\nDjOyKOK4HrrtMZFNMpmNoKaGaEWaXB4J4+gt1jdKFGpNXmtuEQwGuXVgEpMsPnbtDEokSW2nfsK0\n/PjIUjOOWKq9bqynoTRtl5AiMTsQIRcLoioSbdPhmekkngd3dxvYrk8wqbZMXlrcQWtqyKfGSMfj\nbBTbDMaD5GZyTJ4ZJnmlykw2QhyXO/f3eeHuAe2dEgv39qgbDnoszP/L3pvHx3GQ9//vve9Dq/uW\ndVpyfMVHnODQJCRQaDGUpsXQNvCjtEBJG6DQpPAFklIgFJqkEFrCUUjhBQmQtkkhBAi5ic/YiWNZ\nsu5bq5X2PmZnZ3bn98doxru2bEu2bCDx5/XyK1lppZ3V7s4zz/N8jud/2EtzrRt3nZu830Gqw0um\nsxbB6ESWjaewXN02E5OTk+zvn8Dvr+HKLa2YjAamQmlMBgO1PvuiCbqqobis3kMso6ZrBONZemeS\njIUFhJxMUszrwc0n5yPGTypY0bREJBKhMLfAZV1tWN1lJKcSdNd7qXCrsV7JoXlqHQoGWUCMh8iE\n0gScVuSEm/GkndFEAZ/TRqXbRo3PRlxQx8WaNjC26HeqPaZ2THI6zsHjY9TUN9LQXEFtQC3sqlk+\nbG700V7lZCYmsnc0QjQjcWQmSZ3PjtYcaczS4kKrPYbfacFisZxCFtFyAd1uN7bFPbHVai3pwOx2\n+6oT4GKxGP39/dTV1Z1TlwZLk18kSdIL5cjICOl0GrPZrD8Xk8nE6OjoKV3pcjE/P89HPvIRnE4n\nTz31FIFAYMXHfTq8+93v5uabb+amm25a8vs/+9nPGBwcZHBwkH379vGBD3yAffv2EYlEuOOOOzh4\n8CAGg4EtW7awa9eui2aMvpq4VBSLcL6ZikshKcoqacFh5eixPqbSVtY1qvoqo8fB+p1dXP3/XYWi\nwCO/HiHVP8Hcr/vYv3+Y8P4xnvzYt6ltrsB3/eU0t/qJrbFS3dVJR0cF9ZXqG04rQAbDqbvHpLjY\nYVpPFC+tS0mJcqmTjahqEMvcDgweJ76Umbr6OipNAr3HhzBbnNSVexgbG2M2KRHJ22iyVWIt+EkI\nBX3/eXJhzuTyqumA3o2Vah+TWmezeIyWRQJIg0NmYHKARp+Xzg3rqPY6CKclslKBlCBzbDZJSpQZ\njwgYDQYayhxUtFdzVYWPne1X4rSYONg3x77eINb5KKMDIV7uDZPBxLGfHMdhN+NurcBV4WCyxkxr\neyWitwxJMXD4hWECgQAtnd0oGIsMBdRd3AnTb3XsWOlWi1AyK1Hrt9FUph5rXzCJJCs8PxIl4FQ9\nXG0mo77PjAsqS9RhMZFOp9l7uJesYuXq12zFarUyFlYdYIqLqNlkZk2dSrCKZSTizjidFWpO4nwk\nxvB0hFRCZk8siN3uYE40sq6+jExOZQqr7OMT+8S5WIqxsVHK6+xs2bKFSLaAQUgtkcloxmZWDRSm\n4wKNZQ6cFhOjCxmVRW0wkF/U8pZEVi3RRcIJizZJkti6dWuJS0sul9N9UWdmZshms9hsNr2w+Hy+\nczYQ14zDU6nUOe3wzgaLxUIgECgpVpIkEY/HGR8fJ5FIYLVaWVhYIJfL6c/J4XCcsUAqisJPf/pT\nPvOZz/DpT3+aP/7jP171C4XXvva1jI2Nnfb7Dz/8MDfddBMGg4EdO3YQi8WYnZ3lqaee4oYbbtCf\n8w033MBjjz3GO97xjlU9vouBS0VxBdB2isuFoigkMjkcZli7di3T8zEKyXnCwSn2Tg0ynjZid7hY\n8Bcw2lz4q3zs3HQVlX91LUdnEgz1z2LqG2ffr45w8PkBjv5wnl/EU5Rd3k71FZ1YdrSw4bXdpMQT\nPqpp8USnA6VkHSmv7rvq/Or3Tt1TniiuUr5AJJ4inJjFVOGm87KNGBdENrX4cdvMHJ2O44gksZpU\nt40DozF8diPebBlWp4dMFtyVS6d+JLNyCfElWZS3WFAUIskMciyI0Wums2cD2aBAfZmTGq8dm9lI\ne6WLzU1ezEYjfcGkGjVlNjIdFZiMCsQEGafFiM9pJYKRtZfVcU3XBsxGI/tHIyyEklgjSYYG5tg7\nFmHoyDzjz6SAQaRqP1U+E51VNmrqF8iWB1jfXkkiYcTpcpXkNZ68jzzht+qg3u+gzmcnnM7htpnw\n2dWCeGw2hc9uxm5Vo5OCiSwVLgvDw8OEw2H8VXW0FPl7xgUJl81UUkSLA5u1Lq/K78Zi8qLYfaw3\nBNjS5IN8jr7JBcaPz3PkeIzh4RHKPHYSeRubmgPIspvZ2VleeHmCtuZGNqxrUn9nJLV4kXLSjrKo\nSEqyQme1m3q/nXRO5tGjItlcgUMTCTx2M6Kcx2RU31vBhMoGDhSZI4RCIUZGRmhtbaWqquqUk7vV\naqWiokIX6CuKgiiKJBIJnSV6LgbiWsJNfX39BTcOL4YoioyMjFBRUcHmzZsxGo164dd0lIIgnLZD\njsVi3HrrraTTaR5//HHdBu9iY3p6msbGRv12Q0MD09PTp/367yIuFcUirFanqFG4C4UC80lRlWQY\njSykFBI4qQ9UYzQaEWZiZKQczw6ECMVSzCRyjI858HvdzOdM2GwWLGsDtLb9HnVWPwExx1zvBIf6\nZnnh4BgvPrQXxWjEtbmdHVubeft7r2Emll00BVB3iaGkSLnLRk4ukBQXhfi2Ex2bxWTQpQRacZUk\nicPHBpmeTvD6LR0015QvjmjRT5TpXIHqgJfGei+inCdkjrKm3I7XqJpXz8zEsMbGCbrshPN2RKMd\nk+IBTHq3BZQYABQKBXoHRxgZmePaTW10NdUwG8+qx6yJ9hcddbx21bTaYTHRXuVixxo19/G5oQjV\ncp4Kj42EIDM8n8ZtM/PsYASn1cjQfIb2ag8bLm/gta/voWsoQqPfxsLwOPsPDDGUtJALJnhhbxBR\nCSL43PwqL9Fc7cBb5UCu8LFjbQWO7jqMdhd5RdG7uJP3kykxDwo0lTmp9tqoL7OrTFSXFUWBgbkU\nh0bnsYlRtrRV0929gaMzSX2sqSgKcUEuiYJSma2lTjzukqK56HxjN2MwWKivMXKF0cXlTV6iGYmj\nE2EGJ6McOD7Fsb5+/HYDmD1YFYlEIoHb7V7MZDzxGLGMyt7VOvkTRVK9bTQYqHDZaG1xYjIYmI5l\neXk6idtmZjwikBAkPYorm81y/PhxTCZTSf7f2WAwGLDb7UsaiMfjcSKRCGNjY7ovarE432KxIMsy\nQ0NDZDKZU/R/FxKKojA2Nsb8/PwpTNqTCz9QUvgnJyf5q7/6K9xuN8FgkD/5kz/hc5/7nP78L+HC\n4FJRXAHMZjOiKJ72+4qi6AVR0zNesaaM/rkURoNB3YN5bZgMBgwG2L6mAlDv101pSkA2GSITzWK0\nWQi4vThc4HaV0d5Tx5UKCKJEaCTE0EsTDB6bJprIMrqQQZDU0eSxWVWUvJDKkRZVZ5pEViKUzGEy\ngtNqZng+jc1sZDCUIl9QVMlFMsrU8RDO8lpa2yqoLRrRuhfNxnU/1MWTtU4mcdnwO9yEZRtttgCv\nbQ8giiLPHZ9FyaQ5evQoWVFkIGWlvdpL1FVAsThQFJAyCfYPvYzBXU5nZwfNtarxerG/K6gSFm1X\nqT22Xy8iarfWVumitcJFVsrrocsum5npmEA0IzEbE8mIUbJSnslwkvBUmNYqD3/0569jaEFkW4sf\nmwEO9M6yp3cOcyjK+FCIFw6HydiSvPRwH067CW+jH1Olm5EGO2u7anHWlCPJllNE/sUhx3aziZ46\nDxYKPHtoDFteZFNPOwWjmb2jMSajAm6beTHA16CTcEA17M7k8tQsSitOXzRPON/EBAmbxYjPYcXn\nsJLPF5gLR/Eoefw1nWRkA9H5JMlcnuGxCVLJJMeiCl01XmYMAbxeL7FMjjLnieKlBhcb9SKpjUor\nXFZcNjPlLgtzSRG72cjoQoah+TQ71viZmppiamqK9vb2kkJwrig2ENd8UYuDdLXEeVEUkSSJ8vJy\n1qxZc9HcXdLpNMeOHSMQCCybSWuz2aisrKSyspJUKsXv/d7vMTExwd/8zd8wPj7O+973PmRZ5he/\n+MVFeAanor6+nsnJSf321NQU9fX11NfX89RTT5V8/Zprrrn4B7gKuFQUi3C2UcqZxqeKopDP5/Vi\nqH0AvA4L21uWt2xW3UrS5ObmeU13I/X19ep+LpkkHo8Tjy+Qiao+iHVeL91bqth1XYe+WykoCnJB\nIb/4Ty4oyHlVJqD+V0HKK0j5AlK+wJoKJ1lJzTGMxpOMTUyT8rlpqGtjNpsnIWTZPxrFZjZyLJik\n1mtnLJxBlPOkcmqxUkeI+RKSTXLRUs1gMGC12bA4PLTUVdFe6SKWyZEYDFHmKhAMBhmajTIaEaHS\nzJrmRsIFB5aCSe9ei5M/NH9UbVeZkwuIUgFP2QlyT/GONJGVMRuNNAYceO0WzEYDolxgY4OPlJDj\nqZeGmAilqOlqJG51MTCaICcXaKt0EnBZ8df4uMLjZGf7VgCOTMYYHI3gSaUZGQxxaDTM+PEos7+O\n83/0I/vdeKtcPO+HpuYyrHWVlNVVYMIHmEgIMiYjRENBJicncZfVc3m5i6vbA+QLCi9OxQmncyTF\nPC9OJkhkJZLZPJ3VrsUCWErK0Zir2kWBpKVceIqLpKyTXyKRCHsO9VEdqOAPtm2goMCB8RhRIY/R\n6SBuNKDYqql05FhTayUnpukbGObIVIpmvwVLSjVDn4spVPqKLOgyJzpBULt5j83MthY/WSnPQiLN\nzMgAlkoPW7duvaCG1MVBupWVlQwMDGAymWhubiabzZbYvRVrDj0ez6rJPzQXnmAwSHd39zl5pT7/\n/PN87GMf46//+q/52te+9lvjSrNr1y7uvfdedu/ezb59+/D5VO3tG97wBj7+8Y8TjUYB+MUvfsHn\nP//53/DRnhsuFcUVYKnxafGoFNQP5bnsKeLxOAMDA3g86omjWAt5Mg08l8stFkk1nFXLnPP5fLr+\ny2RZ3ksriiKDg4O4jDl2XrcBi91OTlbI5Qu6LESUC3RXe8jkZEYXMohygVRWpm82yVAozXxSRCoU\nOD6Xwm42MhkVaChz6D9fTLJJ5/LY7XbWNHiZm5kiI0N7azObWwMkEgmGRqeRxSwHY1bcHg9TcRMd\ntWVqByCVkoiW2lVCsWn4onl5kc7SZjYip6LMjIxQV1ZBd1uzKj7PSESFHFIehuczDM9nGFlIE3BZ\nmY4JlDmtpKUCXe0VXFbXCsDzIxHcVhM+SWJ4MMSTx+YIT0c4fnSWw/vnyPinMBcK/K8TqmpcKLUB\nAj4j9g3VbNmyhZeDGTyo40ejyYDVZGRdrYfLm/xE0jn2jcZIiiIDc2lGFzJk5QKilMdjK7Vu853E\nnNWKpJbZ6LJAb28vWVGkunENLZVeDAYDJgOYjQY2NfpYW+NmNp7lwFiM+VSOaq+dWn8lFZ5KulwC\nm+qc5MUMoUiMkfEIKatMLmjH6/UyljBRW37ixB/NSJhNBhxmA72DE0SCIXbuWEtt5cpj184VWip9\nc3MztbW1+mey2O6t2MUmlUoB6IXS5/Odkzg/k8lw7NgxPWdxpT+fzWb553/+Zw4dOsSPfvQj2tvb\nV/Tz54t3vOMdPPXUUywsLNDQ0MAdd9yhNwLvf//7edOb3sSjjz5Ke3s7TqeTb3/72wAEAgE++clP\nsm3bNgA+9alPrSor9mLiUlFcAYqL4moVw2w2y9DQELlcju7ubtxu91l/xmq16iMW7VgymQzxeFy/\nElYUBY/HoxfKk7VSWlZkMBikra1N/11nQ0FRyEoFRDlPVlKJOzU+G0IuT0yQdF1kMC6SECKLcU4i\nXruZtJhnJpYlEovzUmSQutpamtvX4rCa8Pt9eLw+qrNqsn2jz8p0KIIwN8/c1BiJqQHSipV52Uab\ntwrJaVrCuUYtelqyRPKkUet8PMX87BT+KqeeZOG1qybdNq+RcqeVDfUOGvx2FlI5JmMCCjAwl0bO\nJxlcSNNT42EuIeK0mRClAo1lDhrLfNQ0lmForqK9ykW9z87kVISfHphCDieIjIQYGAgyNyFizYg8\n+0Af3rI9GJsqaKtxMbe2iq7uBuKKlWqvHZPRQKXHRrnbQlPATq3PTiiZY99YlHxBYe9ojCqPlXBa\ntdzTuurijEdQTdIj0QhKaIF1nW3YPGUkJhN6p1ks4ndYTLRWuAglRWp9djwOix5zBbCuzk1leTk5\ni5tWxc/2NX5MBZm5cIzY1DzG9AJ7ZgZwOp2MpC14HVYOHhwiZvCyrrvrohXEYkbrmVLpNReblYrz\nl9IcAnq808zMDN3d3WfMWTwdDh8+zC233MLu3bv54he/uCq2dgCPPfYYt9xyC/l8nve+973cdttt\nJd//8Ic/zJNPPgmoRV0QBL0Qmkwm1q9fD8Cjjz7KI488wle/+tUlH+c973kP73nPe1blmH+TuFQU\ni7Dc8ak2JtVGpedSDPP5PBMTE8zNzdHW1nZeRuTFIyMtIUD7gGvxM+l0GovFgs/nw2AwEAqFqK2t\nZfv27Su6mjUaVOajxn48GVrRFBZp+Krxth1BKjAQjHF8ZIICRtytzUzlbQzOpVhT4WQ2niWvqGNf\nj92MxWLB4vJRU21iR2sZdrOR3qkIqdkoQiLKi1PjDIQlzDY70/YMPp+PhCDjsRfFPy2OWvP5PMOj\nY/QPBrnysjbWrakhkytNwkiJJ0gydosJl81Eo9/BxgYvdouJkYUU0/EsgpTn2GySuCAxn8pR7rLg\nsZnJ5dVdrtduVu33Am66L6unyVnF/LSFPy7fwmjcjDebZWEiQt9QiCPBJPufHOGFnw9QMBmRKr00\nuo10NvhoaqtECAR4zYaGxQJpJZQUcdnUv/1MLEvvbJIyp4Uan41qj41YRsJtU6UWgiCw/8VesgUT\nO3eq8g6twOmd5RIhw0KuoNv6ZaU80YxEJpendyaFzazurE1GTeJjxuL2U1trZnuLH6fVRDiW5OC+\nfpSkgMtnY3I+QqWYZdyS1q3UVutkfzK0OKs1a9ZQXV294s/T6cT5GvGl+HNUXCgB+vr68Hg85+TR\nKkkSX/ziF3niiSe4//77dYu51UA+n+eDH/wgv/zlL2loaGDbtm3s2rWLnp4e/T533323/v9f+cpX\nOHz4sH7b4XDw4osvrtrx/C7gUlFcAUwmVUs2OzuL3+8/JwabRkcfHR2lpqZmxUVpJcd68gdcs9DK\n5/NYLBaCwSCJRKJ07HqeJ6ySorm4dsrn84yPj0MqxNu2t2FzeUnn1Gy+7hoDaVGmP5giLcrMJUWs\nZiNBh0hoMc0C1MKfU0w01VTQ1aQ+p+zgAk5jHqNRYnxyipdGY9S6TViSfsx2N2kBJLPIgQNHcfgr\n6ejooKFK/dmTR60nmxxoJuKeRU9Yp9VMS7mTnW0BMpK68wuncyykc4TTEqGkiCgX6Kh2YbcYWYhn\nGBsbpazGyubNm5lJ5vEUMuy8vA7zznYmIgLD82m21HmYnQzzQl+QF0ci5MZD7N8zyVO/niTrcfJQ\nMk1VmY2q5gDm+kp29tTQur6B5iYvC2k1E3MiIjC6oI57O6tcDI6MEg7N4Q7U0VruL5F3FGc0xhY7\ny1OJQZbFv7laMLc0+XAsFuKXphI4bUZ6Z5LU++0nmKk2M7FYjP0v9eF2+7hh62aMRgOZkQiNHiNm\nRGZnZxkYGNBTKbT3nNvtPq/PgCRJHD9+nEKhsCJG63JgNptP0Rzmcjn9gnN0dJRMJqMna4TDYbxe\nLzabbVlF+dixY9x88838/u//Pk8//fSKfZXPhv3799Pe3k5rqzry3717Nw8//HBJUSzGD37wA+64\n445VPYbfNVwqikU43Zu4eFS6bt06otEowWCQbDar7/K0PcTZstkGBgZwOBxs3rz5nMXHK0U+n9ct\npTo7O3WXiXMZu64UGgOwtraWK4ouAIqHtYqiIEgF0ovZkilRJiWq41kpr7B3JIrJqMYPNZY5CCay\nWEwGpIJCTaWXer8DV6CKsCVBT40Ta0Gkf2KO4eE58BSo8LuJZ3Ik5CRWg0qJ13xcNYmJls9ot5wY\nvTpOiqpyWU2YTUa8JiMeu5mNDT42Nqj7yF8Pq6PjgbkUz/cuMDS9QEt9DWs6W7BazSSyCdw21UlI\nfXwJu8WI12PD21NHIeChaWOOne3lFAoK+3qDvDg0jzuaYHRojr6JGKHhBC8+/CJGRcHsteNormBT\nvYe1nbWYKr2kUiIvzE8zE/DS1tRBIi7SZjvxfowLku5bqj1nt82sH1Mso8ldzPptUPWJXrvaEc/G\nRdw2M5FMjlBSZCycobHMRu+xPrJChtqWdjyyEbfNzEw8i8FgpL6yDKfVpO/z8vm8bvU2MTGxojHl\nyQiFQgwPD9Pa2nrRtHtWqxWXy8X4+DhlZWVs3769pKOcnp4mm81it9tLnlPx5z2fz3Pvvffy0EMP\ncd9997Fly5YLcqxL6Qf37du35H3Hx8cZHR3luuuu07+WzWZ1ctRtt93GW9/61gtynL9NuFQUz4Cl\n9obFV42KoiAIAvF4XE/7XqqoSJLE8PAw6XSazs7OVU/uPtPxz83NMTo6qo9Oik80Kx27av+WU8wz\nmYzO/DvbBYChqLusLFqpaubZqcVC6bCYSGRl+mZTCLk8M4ksVpMRQVKTInL5An6nleDMPNOhCC3N\nTfz+5S3kcjn2DQXJZ5IM9PchiiKTggWX2000alg0Qpf1LhHUIugvEpsnsicMErTbdT4bFpORCreV\nMpeVZq+RZHCUaoebZF0jisXMoYk4FpOBiWiW1goH+YKCyWggIcgl0U7FpuVGowGbz8H2LU1sWeyK\nX55OEI5nqcznGB2a58DxIIMzCfY+McCzj/WRs1vJOe3UWRRm1lTwcm0UyeUgExfItFdS5rKSy5cm\nZ6jP4YSLTFyQ8Dos+g5W1zwWeajazEY2NXpxWExMRDO8OBZibnqctU3VrGvpYiaRJeBUNY4nZzpq\nMJlM+ntJO2GfPKbMZDK6NZp20Vls9ZbL5ejv79ctxS6WzEJRFGZmZpicnKSzs1M/F5hMplP2/Jq8\nKhaLMTExQTQa5a677qKzs5P9+/dz9dVX89xzz5U4+fwm8cADD3DjjTeWXNiPj49TX1/PyMgI1113\nHevXr6etre03eJQXHpeK4hIo1hqeaW9oMBhwOp04nU5qa2uB0qKixcHIskwgEKC5ufmifQCSySTH\njx/H5XKdwmY9E5YauxazXTUnkVPYrosfpHw+z9jYGAsLC3R0dJwXA81kNOBzWEpimRRFFfsnszLt\nWRdJUWY6KhAXZELRJN8bHaKuwo+teg1eh4WComq/zHYP3W0Bemo9KvOwdxaPUSIUCtE/MMiRkEx7\nlZsppRy7y0NWkvHa1fF4RjdVP8GgLRRO3I5nRCYnp6iyily1qQcsdgpjMdqrXFhNKhs3ks5hMxkQ\nZZWxOpvIUrtoe3ZykkaxM46GRFamqsxBT20V69Y3UDMew2w0UGfL8cLBXkajZuajEoWpEFMjc0y/\nPEvOaedIRuS7Tiueah+OCi9XNHq5vKOCmsZy8oWCbuh9puSMEyJ+WXe6kSSJieEhfOS49rUbyOSN\njIYz9AdTi+HFOWKCpMtBzobTjSm1Qlls9WYymUgkErS2turd58VANpulr68Pu91+VmlJsYZS62Bl\nWebQoUM8/vjjdHV1ceTIEXbs2MHOnTu59957L8gxn05XuBQeeOCBU0g02n1bW1u55pprOHz48KWi\n+GqCpoVbSm+4XGhFRZZlZmdnqa+vp7a2llQqpV8xaq4bWlFZTY2UlnKQTqfp6upalSiZM7FdNTNn\nRVGwWCykUilqamrYunXrBSFUGAwG3DYzbpuZ2kWCX1YUOXJsAJtZpLK7HclgYS4hEsvIPDsUxmZW\nT9jrrB5EOY+UV7BYbbTWVlDttRHN5MhOxGj1GVFkgf7hcQZmkhgjFtLlPnImJ7mcSZdC6FIQm5lQ\nKMS+o0PYHeW85vJ1uBbHhgDlLitOq4mCotBT66az2oWQKzAYSjMdzeKwJIllJMxGA1KhcFpnHEFS\npRW+ogIWS2eRY7MYXEauvW4H3ukMZU41OBpg7/ACwZkYxvkwQ4NzHJ7NEJxY4H+OTPA/gGIwYHZa\nucxtprWlnPLGABm3k8YNtSiKE6mgkBbzencMapH02s369MHsq6Mj4KalSpV4eB0mwhk1QWPvSJRw\nWmLN2nMX6Z/s+JLNZjl27BiSJFFVVUUwGGRiYgKn01kyplztvZyqHw4yNjZGZ2cn5eUrZ9JOT0/z\nwQ9+kPb2dn7+85/rqRj5fJ6ZmZlVPd5ibNu2jcHBQUZHR6mvr+eBBx7g+9///in36+/vJxqNcuWV\nV+pfi0ajOJ1ObDYbCwsL/PrXv+Yf/uEfLtix/rbgUlEswg9/+EP+93//l61bt7J9+3bWr1+/4rFM\nOp1mYGAAs9nMpk2b9M7Q6XSW2FOl02lisRjT09Mkk0kMBkPJiHKlqQCKouiOIWvWrGHt2rUXzNfx\n5LFrJpOhv78fUK8s0+k0+/fv130ci8dfqwlFUZienmZycpLW1la2FXloSvkCiaxMXJCIZyQCLpW9\nqbIpZcIZiaZyB56cmURWxmAwUlcVwGoykrMHkL2CGnOUTHJkfIGZ+QQvJ8dwOByE83ZSeRPHeyew\nWq20dHQTFwu6eD0hqN6u2thQMxGo92mGz+rkoaPKSSQtcTyYIZQS8Tss1HjziPIik7WIJQoqAUZR\nFAbHphgcmuC6ja10NddIJ8WIAAAgAElEQVTpesTi0aiYh/Vra2m7WtW57R2N4rKaKDPK7H1pgmeP\nLxCMZJgNJxndN0bm2WFkq4WHIwm8HjuVLZVY6srY0lJGor2S6oYy4imBWHwWc5naKb0wlcJrNel/\n87RYoMHv4Mo1Zbw8kySvnDAWON/XWStKHR0dJW44xQ42CwsLjIyMkM/n9YtOTZh/rhdooijS19eH\n1Wpl27ZtKzYeKBQKPPDAA3z5y1/mS1/6EjfccEPJ59JkMpXs/FYbZrOZe++9lze84Q3k83ne8573\nsG7dOj71qU+xdetWdu3aBahd4u7du0uOra+vj/e9730YjUYKhQK33XbbaQk6ryRcKopFeNvb3kZb\nWxt79+7l61//OkePHtXHj9u2bWP79u3U1dUtWWwkSdJz2To7O0vGjyfDYDDgdrtLNInaTkUjvQiC\ngN1ux+/364XldB/IaDTK4OAggUDgnD645wqNwBMOh0sIPBpWMnZdKZLJJP39/bpI+uTnbDEZKXdZ\nKXepFzUFRd1PxgW1UNotIhNhgYmwwFxCBAMspHL4HRaSWZWAYrNasZWX402b2FRZw6YGL4Ig8H/7\n+smkElRX2BBFkfHQCGVeN7GYCY/HQ6LI2xXUUOPiMWQiK1HtsdJe6YZK9dhcNhNGg4Hh+TQTEQEF\nhdZKJ1Uem77bM8gih472Ey/Y6OjooLWhUv99UCriLygnimpOLiDk8tT57DQEvNxYG6C6PYx1kTU6\ntZDgxZF54gsJfIkYmVCKqXiW4JFJ+n9+BAMgW80UAh46y6x0tVZxvC9L1OFga1elPlXRfFnNJiM2\ns5GA03pa6c5yoY0sbTbbkmuA4gs0bYVRKBRIp9P62DWVSum7/pUI84PBIKOjo6cU4uUiFApxyy23\n4Pf7efrpp1ctRulsusPvfOc7fOxjH9NHnzfffDMDAwOAmnnY0dEBUDIGvf322095nKuuuoqXX355\nVY75dwmGMxlgL4EV3fl3HYqiEIlE2LdvH3v27GHfvn3Mzs7S3t7Otm3b2LZtG+vXr+cb3/gGDQ0N\n7Ny587RF81weWzM7jsfjJBIJ8vl8CYnHbDYzNDREPp+ns7Nz1SNwznRsGqu0vr6ehoaGZY1/i8eu\n2q5opWxXWZYZHh4mmUye93g4LcrEBJlYRmIhnaNQUN/eI+E0dT41ENnnMLN/NEZ9mYMKi0Rffz9j\noptt3S20V7mR8nkePzpLwCLhQSAWT/DyQp72ai9r6wO4PV4OzWZpLnfSWuGioCg8OximvsxBe6Vq\n3/bccIQqj42uajeClOfnx+aR8gUqFgv6VCwDQpw11jSX9axlIm1EyOW5Yo16kj0+l2IuIXJ1ewCD\nwcB4JMPIfIbXtKud73xK5Oh0ks1NPvwOC+mczP7RGF01bup8drJynp++PAcKBFxWTEaYCSexk6M8\nF2d4cJbheZmwYMI2nyA0myQm5sm6nTjiadw2E7VNAaivoKfey4b2SsI2G821PtbVndvrU0xo6ejo\nOKeRZTE0xqv23kulUphMJv295/V6cTqdqvRnkcRjNBrp6upa8ThWURQeeeQRPve5z/GZz3yGt7zl\nLas2tdE+68W6wx/84AclHdx3vvMdDh48eMqeMhKJsHXr1pLMwxdeeOF3MvPwHLGsF+FSp3gGGAwG\nysvLedOb3sSb3vQmQH1THj9+nD179vCVr3yFZ555hrVr17J+/XpkWWb79u20tbWd945wKbNjzZoq\nFotx9OhRMpkMTqeTiooK/UN+oWUemUyG48ePY7FYzugYshTOxHYtTi43m80l3aTdbi9h0jY3N69K\n7I/LZsZlM+s5f+mcWiArPVbC6Rx9sylEucB4OMXczBQVVomOjrVkIzL+RYPstFjAbrfT3lBFuctK\nNJNDGI+xxmdAljL0DgzTP5OiUG4lHy3DaHORzYHPrhYL3UTAriVOqLvE9ioXFW4rg1PzPDkyTpXf\nS66mldGkgfFwmraqE96jp3SigionsRbFTRVLLeL6OPZEJxlwWllX59GJQS9NKRhEkRQyr3nDlXSJ\nRmQxS6NTJh6P89JYlKkFmdqCQiwiMhUSGBoKMfh0H48UFNqv6eGjf3P1Ob0ugiDQ19eH0+lcNa/U\nYsarhmLG6/DwMJlMRo+oqquro7GxccWPHY1G+ehHP4osyzzxxBPLdopaLlaqOyzGz3/+81dM5uGF\nxKWiuEKYTCZ6enr49re/jclk4uDBg1RXV3Pw4EH27NnDpz71KUZGRqivr9e7ya1bt+pOMucDLYNt\ndnaW2tpampqakGX5FB/Uk0k8q0F4OVnreKbx8EqwHLarZjvlcDhob28nEAhckH2py2rGZTVT73fo\njjiDE7PMp2YwBaqgrIyDUxmigkxjwIHDYiS+OLosNiE3Go00VAewmioxeKoQPWm2NboR0kkGZiJM\nzsSwx8bwuZ3kzC6SWTPOBrf+8wAuM4wPDxKJJrly3RouaywnX1CYCGeYiAgUFAVFUZMpElmZ1ooT\nRTIuqDtUDQmhNBhZDSo+kTxSXCRtZpN6gZWcpaXKT1llF+PJAgOhJJfVeaipL6OlpYWcL0qPUqDF\noxCPx+mditIZz3JZeSfBGMSMdlwrPLtoO+KpqakSucOFQjHjNZfL6QYALS0t+p78ZL2hz+dbkmeg\nKAqPP/44n/zkJ7n11lt55zvfeUHeo8vVHT700EM888wzdHZ2cvfdd9PY2PiKyjy8kLhUFM8RH//4\nx0vGDtdeey3XXnstcMJXdM+ePfzqV7/izjvvRBAE1q9frxfKnp6eFV2FagQei8VSovtbihmq7VNm\nZ2c5fvy4ygwsIrxoY6Ll4ORR6XIjcM4H2nMKBAKMjo4iSRJtbW0UCgXC4TCjo6OrbjJwMgRBYKi/\nH4fdzu4brsBoMhMXJMJpiXBKZDIiMBkRmEtkMRqNxBflB5roX+vSNJG+22nH7bQzL9vpcVdyZWsZ\ngiBwaGSOdCrB8d55CoUCsYKdeUHBFErRumYNLZWNjC4IVHttWBd3dWkpT73fQSorM7aQYSIq4LKZ\n8DvNWE1GpLxSQro5Rd4hyKdkMtotRswGGBoaom8qzJrmZq6/rA6z0cDIQoapmCp72TsaxeewMJsQ\n2VDvpaJcnVRETFEaTQbWVtg4NBJCXogz2HdUJ71o77/TXaQJgsCxY8dwu93nZJV2PtDs4ZYyANA6\nx3g8rrPHNQP+ZDJJNBplw4YN/Ou//iszMzP87Gc/u6gykaXw5je/mXe84x3YbDbuu+8+3vWud/HE\nE0/8Ro/pdwmXiuI54kxzeKPRSEtLCy0tLfpoQhRFDh8+zN69e7nnnnvo6+vD7/frRXLbtm1L+jXK\nsszo6CjRaHRZHVoxiad4RKmReLSgVZvNVsJ2XWpvkk6nOX78ODab7aIKpOGEE05dXV1J2sDpxq6p\nVKrEZOBc2a6FQkEPhe3q6ir5ewdcVgIuKx1VLkQ5TzitjlrnEurOzmiAiahAg9+BIOV1swGfvUik\nXxSF5XQ6sbn99PgDbGzwIQgC//vcEcjnKatS8wfHkpOYrE7CXgmfz0dcyOO2mVm/uKs7Mp0gnpUR\ncgVenEyQzskkszI9dSc6z4LCaTMZQe0UTbLAgQMD6gSifS2iXNDdfIwGAy3lTrY2+wklRfqDKcYW\nMjgtJiwmAwGXRY2sqnDicDgwOb30tJexvt6rX6TF4/ESm7fi2KZoNMrs7Cxr165dtQnEcqDZw+Xz\n+dO+v4vDjbWCqe3GDxw4wPe//30++tGPYjAYeO1rX8tDDz3E9ddff8FYmsvRHRbvX9/73vfqMopX\nUubhhcSloniRYLPZ2LFjBzt27ABOeKDu3buXPXv2cN9997GwsEBnZ6c+cj106BCTk5PcfPPNtLe3\nn3MnZDKZKCsrKynkxYnlo6Oj5PN53Y/S4/EwPz+/7EK8mhAEQU9mP5MTzpnGrlocUDHbVTsBn6k7\nj0ajDAwMUFVVddbYH5vZRJ3PRJ3PTk+toneRJqOBtJhn70gUq9nARFRgY70PZTHrUsjlqV0sSPmC\nakRQ7rIyNTWlZiwGqlnbWEVHlVrUpMF5LAWRbDZLKBTi8FQKp93CMFF8Ph+ybKSr2sWWJj/hdI69\noxEiaYne6SRTziyFgqpr1ApzsbwDICmIjIxPUG2VuXrLRux2OxOLxB8NcUHStaFum1k3fffazQzM\npclIeWIZia4aN6KsGsFre9rii7Rim7dkMsnCwgLDw8OAajw9NzeHIAj4fD4cDscFGT9q0KKlzsU8\nXNMvP/bYYySTSZ555hkaGxvp7e3lwIEDDA0NXbCiuBzdobZeAXjkkUfo7u4GeEVlHl5IXCqKvyEY\nDAaqq6t5y1vewlve8hZA7QqPHTvGgw8+yJ/92Z9RVVWFx+Ph3/7t3/Rusrm5eVXGlydf/Woknunp\naYaGhjCZTDgcDkKhEKIo6trJC4VCocD4+Dhzc3PnvE86k8nAyTZ82jjP7XYjSRKDg4Pkcjk2bNiw\nYqN3o8FAmdNKmdNKe6WLTC5POK16g7qtZiYjArGMhMlkICnKuG0n/FUFIcvo/AiNlX56Nl7OoUk1\nzgpQY7gKBtZUldNQ5kAuFIg6ItS4THgtErFYjCNDEVwmGXtCfU5uo4ltTV5q/E6CiSzHZpKIcoF6\nf5oar41YJodxMW5rfn6e/UcHcToquHLzGhx2CylRRs4remdZUBTii5Z2GhKCTHO5gy1NfuKCxN6R\nKJF0jv7ZJCajgayc139+yb+X0Ug8HiccDrNp0yZ8Ph+SJOmkF6042my2krH/apDIZFlmYGCAXC63\nYqKYhoMHD/LhD3+YP//zP+fuu+/WR70bN25k48aN532MZ8JydIdf/vKXeeSRR/Sd6Xe+8x3glZV5\neCFxSZLxW4af/vSn3HXXXdxzzz1cdtllxONxDhw4oEtCxsfHaWlp0XWTl19+ue7Qfz4oHpV2dHRg\ntVqRJEknvMTj8VXVGRYjEokwMDBAdXX1qhX906F47BqLxYjH40iSRCAQoLa2dtWLv5QvqGkaqRwz\ncZFoOkeVx0al28LY5DRT81H+ZOc6ysv8TMeyDMyl2NFahsNiIpQU6Z1JsqXZh9duIZaRODwZZ0OD\nl3KXVZdWdFa78JnzRGNxnjoewmsQqXEZ8Hg8HIkYsDkclHvd5AswFRPwWI00GsKYDQrGQCPRrKLL\nOU4+hkRW4oXxOOvqPFR5bLqkpM7voGORAXtoIkYuX6DKY2P/WJQyp5XXd1cu+Z5Mp9McO3aMsrIy\nWltbz/haa96h2ui/OEx7OZ3/yQiHwwwMDJwSPLxc5HI57rzzTp577jm+8Y1v6B3Y+eJsusO77rqL\nb37zm5jNZiorK/nP//xPmpubgdK8w6amJh555JFVOaZXKJb1gl8qir9lkGUZk8l02g9soVBgeHiY\nPXv2sHfvXg4dOoQkSWzcuFHvJru6upZdrFaysyx2D9HGlFrnpZkMrITwIooig4ODyLJMV1fXOUVx\nnSvS6TT9/f24XC4aGxtLntdKx67LRUFRiKQlhmfmeXlgDMXhxebycXmTn0q3jfmUSCwjsbNd3QkN\nhtLMxASu7ijHuIT+cDaepT+YYnuLH5fNTDST48XJBBsavPjtJuYjcZ4ZmKPcJOJQBOKSgRfmFAqy\nSE9zDR1NtYSSIhVuK5sb1df92GySaEbiNW1qBzEZFRgKpbmqrQyb2URMkDg8Eeeyeg+Vbtspust9\nY1HsZiMbG0pDdjXyWSgUYu3atedkir/U+69QKJTEUC1lmSjLMoODg2SzWbq7u8/poqe3t5ebb76Z\nN7/5zdx6662rZiW3HN3hk08+yRVXXIHT6eQ//uM/eOqpp3jwwQcBcLvdpFKpVTmWVwEu6RR/F3G2\nk6/RaKSjo4OOjg5uuukmQNUOvvDCC+zdu5c777xT34tpdnVbt26lvLy8pFhpO82RkZElEzSWwlLu\nIUulalit1hISz8kEhmJLura2Nt3+7mKgWFrS1dWl69ZcLtcpY9dEInHGsetKO428LBOaGMKSzfLO\n6zYjYmY+mWM+lWM+mWMiksHnsBBKipS7rCSzpVKKk/WHiayMyXjCTk6TVnjtZkwmIwabi8qKSrY2\n+7Egs//Fo1S7ZLpqqkimUuw7fISxlImmcheKmKajrnzRlebEe1BjpmoZjHrmorajLCLySPkCGTFP\ntad0JJlKpejr6yMQCJwXe/l07jWaKH9qaopkMlkSQ6UoChMTEzQ1NZ2T9aEsy/o48r777mPz5s3n\ndOynw3J0hxqrHWDHjh1873vfW9VjuIRSXCqKrwA4nU6uvvpqrr5aFUtrbiB79uzh+eef5+677yaR\nSNDT08O2bduoqKjg61//Onfcccd5s0qXIrwUU9jHx8eRJEm/mjeZTExNTREIBNi+fftFpd6Hw2EG\nBwepra0948n5TMU/kUgwNjZWYjKgFcrTdSDFFyAtLS3U1NSo7FOgzGmlo0ohLsg0lNmZS6gjUwww\nGRFYW+OmoCgYDQYSWbkkdeJU+zgZZ1EGZCIrYTRANDTDzMwMZdXNtJdZuGKx61tIZnmyfw4bEscm\nF9h7bJy5dJ5N9W48UgC/3080LVHuLt0nOqwmrGbNGOBEMLGmsdT3kYtM3oWFBbq7u1fFnP5kFBdA\nDbIsE4vF9ABgLVA7k8nor9VyQoAHBwe5+eab2blzJ88+++wFMcZYSd4hwLe+9S3e+MY36rdfjXmH\nFxqXiuIrEAaDgfr6em688UZuvPFGQKWf7927l3/6p3/i6NGjtLa26sv57du3n9HXdaWw2WxUVVWV\nGKDHYjGGhoYQBAGz2Uw0GmVoaOicDdBXAlEUGRgYoFAolJi0rwRnY7tOT08vOXaVZVk3lD5dhJfB\nYMDvtOB3WmivdBEXZOaSIvl8gWha4rmhCF6HmXA6R3NAPXadueouFekX356LppiZGKe2uYxt27Zx\nPJTBVpD0ri+VK1DhdXF1RwA5r3B0JsHe0Sh5u5GXgiKW6TFGFlK0eE0Y4+p4fC6mUBc4UdziglqI\nrSZVq2kwgNduIZlM0tfXR2Vl5UXRthYjlUoxNDREQ0MD9fX1unXbya+Vw+EoIfJor00+n+eb3/wm\n3/3ud7n33nu56qqrLtqxnwnf+973OHjwIE8//bT+tVdj3uGFxqWi+CqBxWLhrrvu4sYbb+Sxxx7D\naDSW+Lref//9p/i6bt68+byp8YqiMDs7qxOEtC5Jc+LRTAay2SwOh6OExHO+e7ziFI0LMaY9HdtV\nY1D29vaSy+UIBAL4fD6y2Sxms/mMf8/iAtlZ5SKakZhLiszEsqRFmeNzaQRJwW4xoCjoTNVMTo3E\n8totFAoFRkbH6B0IsuOyVjrXqDaBsUXDbg2q1MKE2WjEbAS/08q6Oi89NW5m4yIjCxkKHg/lTT4c\njgLxVJKJqTDZOQlhRmWGjseNNFerUp9YRsJlNTI2OkIkEqGnp6fE9P5CI5/P6764GzduLNlRL/Va\nabKkcDjMyMgIt912Gy6Xi/n5eTo6OvjlL3953p6rZ8Ny8w4ff/xxPvvZz/L000+XdKyvxrzDC41L\nRJtXEbQ0g9OhUCjovq779u3j0KFDAFx++eV6R7kSX9dUKkV/fz9ut5u2trYzkhOWY4C+kj1ecYpG\na2vrRUsOKX7ssrIympubdVlIPB5f0di1GAVFIZzKMZcUCadyRBdNzH+vo5zGMgdxQebYbJK1AROT\no4PYPGWEDT7WN/iodNsQ5TzPD0dpr3LRWOY4xYgc4IWJGAbg8ia1G35pKk5fMEmt105BAVEukM7J\nvL67EquhQHAhyq8H56kwZ3EZJfpiRtwGkQ3NlbS3t19Us4d4PE5fX5/uWbrSC7lCocD999/P9773\nPa666ipSqRQvvfQSiqLwk5/8ZNU9TDXIskxnZye/+tWvdGvI73//+6xbt06/z+HDh/WLWS3hAk7N\nO7zyyiuX7YP6KsUl9uklnB8URSGVSum+rvv379ddZrZv335aX1dZlvUYra6urnNiGsIJ7eRSBUX7\nd/KeJ5/PMzIyQiwWY+3atRdkj3U6FD92d3f3abskLVH+ZKlL8SjvTEVcyheYT+UIxrM6uSYuiATn\n5tnoE1l/2ToiORPD82le0xbAaj6RlHF5kw+fw0JalNk/FmNtjZtan/0UFinAgbEoVrORdXUe5hI5\n9oxECCZENjV4qVsU54+HBbY2eRkcHuHAaJhtbdU4jbLODC1OoXC73as+RtXY2PF4nJ6ennNKigkG\ng/zd3/0dVVVV3H333SWm4VqE24U0Enj00Uf50Ic+pOsOP/GJT5ToDq+//npefvllfb+tSS+ef/75\nkrzDD33oQ/zlX/7lBTvOVwAuFcWV4Ec/+hG33347fX197N+/n61bty55v9NpikZHR9m9ezfhcJgt\nW7bw3e9+96JeKV8sFPu67t27lwMHDui+rlu2bCGRSPDkk0/yta99Td/nrCaKzcI17ZpmgK6Nahsa\nGmhoaLigJ7KToZF4tCitlQZEn07qcja2qyDlGZgMsa93GIu7jNb6aogmOfriOFUtlex6bQc2h5Wh\n+TTT0RPyjpl4luPBFNvX+HFZVV/XQxNxLqvzUOmxIRcKPDcUoTngZE2FWmj2jUaRCwW8dgvhdI7J\nqICYzdJqCuP0V5KxeNnZVq6TcLSLGu15aUkuxcX/fMbziUSCvr4+ampqaGpqWvHvURSF//7v/+Zf\n/uVf+NznPscf/uEfXtT3zCVcdFwqiitBX18fRqOR973vfXzpS19asiieSVP0p3/6p7ztbW9j9+7d\nvP/972fjxo184AMf+A08k4sPURT5yU9+wic/+UlAlTc4nc6z+rquBhRF0e3ZZFnGbDbrjEStm7yQ\nlmG5XE5/7LVr166a8P9MXXJx6PTg4CCCINDd3Y2ImWBc5P9+sIf/e2g/RrmAayZEQ6Ub9+Z2alqr\nuXp9Lc3rGog6HITTElcvaiJP1iNG0jlemkqwscFLwGUlly/w66EIayqctJQ7SWVz/NdTvcSSApev\nbSaRgzq/nZ1tZ97BFTvXxONxvRMrLpRnu5gsFAq6rKanpweXy3XG+y+FcDjM3//932MymfjKV75y\nTiHCp8PZxPiiKHLTTTfxwgsvUF5ezoMPPkhLSwsAn//85/nWt76FyWTiy1/+Mm94wxtW7bgu4ZJO\ncUVYjjvF6TRF3d3dPPHEE7oH4bve9S5uv/32V1VRvOeee7jvvvu4+uqrS3xd9+7de4qv6/bt29m4\nceN5FxBFUZicnGRmZob29nb9xFackzc4OEgmkyk58Z7OAH2ljx0MBhkbG7sgJB6j0XhK/l/x2FXL\nnnS5XFRXVyMIAl6vl7U1btr+9jpe/7q1HHl5muGReUITC/RHMrz83Wd5djKIAZA7GqltDPBio4+W\nnkakxio8DRU6M1WTV+iRWItjWr/DQjQa5WhfP5WeMn5/awc2s4mnBsIEnGefjFgsFsrLy3UCS3EK\nRTQaZWxsTJfwLJWsUcxq3bJly4rHsYqi8Nhjj3H77bfziU98gre//e2resGUz+f54Ac/WHLhvGvX\nrpI937e+9S3KysoYGhrigQce4NZbb+XBBx/k2LFjPPDAA/T29jIzM8P111/PwMDARZUtXcKlorgi\nnE5TFA6H8fv9+h7o1ZZT5vV6eeaZZ/STy5l8Xffs2cN//dd/ceTIESwWC1u2bNFJPCuxeEskEvT3\n9xMIBE6JGirOyYPSE+9SBujaeHK5j61l7TkcjtPKLC4ErFYrXq+X2dlZnE4nmzZt0hNQik0G3G43\n5QEfb921DpPNQTAhMhEWSKazZIIxMlPzHBsJkxuYYv9PDvP4/c+Qbq7FlBX5bl6iqacB6/o1lDdX\nURNtoKm7noSkoCgFpseGELMCLR09yBGJgEuNtKrz2UuYrcvF6VIotGSNmZkZksmkfn9Jkujs7KSy\ncmkbuTMhkUjwj//4jywsLPCLX/xC39GtJpYjxn/44Ye5/fbbAbjxxhu5+eabURSFhx9+mN27d2Oz\n2VizZg3t7e3s37+fK6+8ctWP8xJOj1dVUbz++usJBoOnfP2zn/2sfvK+hHPD2U5QZrOZDRs2sGHD\nBt73vvehKEqJr+uPf/zjZfm6yrKs0+6XS/lf6sRb7IQyMTGh77uKSTwnd7LaPnVubu6UWKkLjTN1\npic7vGhj12KTgTqvl3yZi0xZDeGWKozrRdoqr6WjykU+keZne8cxzcyT7J9i7NgUh544RmFhD7+Y\nVxMVzBtacVe52NLoo2d7F9HELIVyH167mbmECID/DCbgK8HJyRqpVIre3l7cbjcul4tgMMjw8LAe\nFbYc84Rnn32WW2+9lVtuuYV3v/vdF0w3uRwxfvF9tJF4OBxmenpaT9HRfvbVdHH924JXVVF8/PHH\nz+vnT6cpKi8vJxaL6TutYq1RJBLh7W9/O2NjY7S0tPDDH/7wlCzGJ598kg9/+MP67f7+fh544AHe\n+ta38u53v5unn35aH6N95zvfYdOmTef1PH4bYDAY8Pv93HDDDdxwww3ACSbh3r17+clPfsIdd9xB\nLpdj06ZNbN26lUgkwjPPPMNXv/pVOjs7z2vsVeyEop2gig3QTxbjm0wmZmZmqKysPGus1GpDEAT6\n+/ux2Wxn7UzPNnYV4nPYM1mqDXZCITuRuAOD2YazpYrXvWEdVR4b6ZzMvpEIFbJEenSWQ88e4fCc\nSGE6yjPf38evvv0cQr1alH9oLuDZ3M4bP7pLt5tbLSiKwvj4OKFQiJ6enlOYxKcT5Pt8PlKpFHV1\ndTgcDj796U9z/PhxHnnkEd1I+xIu4XR4VRXF88XpsswMBgPXXnstP/7xj9m9ezf333+/3nneeeed\nvO51r+O2227jzjvv5M477+QLX/hCye+99tprefHFFwG1iLa3t/P6179e//4Xv/hF3ZnmlYxiX9e/\n+Iu/ANRR5U9/+lM+/elPoygKTqeTD3zgA2zZskWXhZzs63qusFgsVFRU6LtJRVFIJpMMDQ3pIcbz\n8/Nks9lzMkBfKWMnlFQAABgNSURBVDSP2Onp6XOO0wJ17Hry8xIEQU2SD0UZCc4ylynwaGSOhkof\nfq8bMFJWbiGTkrnhb26gW7SzrtZLhdPM9PAcj+6fQJ6aJ3t8kt5olsry1f07aGkaZ/JLXUqQLwgC\n8Xichx56iAcffJBQKERrays33XQTCwsL1NbWXlBW+HLE+Np9GhoadBOL8vLyZQv5L+HC4lJRXMT/\n/M//8Ld/+7fMz8/zB3/wB2zatImf//znzMzM8N73vpdHH330tFlmAF/4whfYvXs3/+///T82b96s\n64UefvhhPe36Xe96F9dcc80pRbEYP/7xj3njG994TnqrVyJkWebuu+/m3//937nmmmtKfF337NnD\nPffcU+Lrun37di677LJVOfEtLCwwNDREU1MTmzdvxmAwnJMB+rkgnU7T19eHz+c7ZWd6vjAYDDid\nTpxOJ3V1dewAMqLE4EyEkWCUo5PjhBMZFgLQ3VyNIKtdtM9hxmQ24WuqpAsrl711M36nheeGIviX\nQbJZDjQD72AwSHd394o0rtrzMplMJJNJndkpSRL79u3jq1/9Km9+85v5oz/6o1U51qWwnBDgXbt2\ncf/993PllVfy4x//mOuuuw6DwcCuXbt45zvfyUc+8hFmZmYYHBxk+/btF+xYL2FpXJJkXGD4/X5i\nsRigfuDL/v/2zj0oqvP8498DyCLEsIAEr5GFXRCRhXKJSZsqqNsWY+xQlaGTeI21Y7XtkHihuRg1\nRbTjGEo1NY5obGwglFBJYyDT1NCMKbKC+hMEBbkoV4VdkOsut/f3h56TXdmFZWG5Pp+ZneG858J7\ndjg8533f7/N9nJyEbUMsXboUr7/+OlauXAkA2LhxI7KzsyESibBs2TIcOnTIIsbEY5mBnHi6urpw\n48YNQe1aUFAAe3t7s31dtVotbt++DQDw9vYe8PvmRTz8R9cAnVdPmjrdyhdbrq+vN7vE0lC4/+AB\n8m7ewRSxG5itPbSaDjQ0taJL0wE/517Y29ujjZuKhq4pWOY7G9oe4P+qmhEw92k4DTEwtre3o7Cw\nEI6OjoNyTtLlxo0b+O1vf4tf/OIX2LVr14g6GfEMlIyv0Wiwbt06XLt2Dc7OzkhOThaEObGxsTh9\n+jRsbGwQHx+vZ/5NDBnKUxwp+hPwbNiwQS8IOjk5obGx0eB1amtrIZfLUVNTI6wb1dbWYsaMGejs\n7MTWrVvh6emJvXv3WuZGJgiMMT1fV6VSKaRtBAcHIyQkBIGBgX3yF3W9UqVSqdnWXr29vYJ68uHD\nh2hpadFLWjdmgM4ral1dXS1ebPlJurq6cPv2bfT09GD+/PkQiURo1XajqlGD0oY2aLt64e4yFdPt\ngLI6Ne43tkAyVYvqlm60MDss8XKFs5PYrJJautPEPj4+euuhg+l/fHw8MjIycPLkScjl8kFfYyBM\n0Qdcv34d27ZtQ3NzM6ytrYW0DwATVh8wjqCgOBbw9vZGVlYWZs6cidraWoSGhgqjkCf585//jJs3\nb+LkyZMG92dlZeHIkSP44osvAJj2kALGq3NPFhceYGBfV7FYjOPHj+PQoUNYsGDBsI8w+KR1PlDq\nGqA/9dRTUKlUaG1thY+Pj1nJ6EPhwYMHKC0thYeHh6DO1et7Ty9qH2pR1dQBbVcvylVtmOdsj8Uy\nFxRUN6OppRWe03r1TAaefAEwRkdHBwoLCzFt2jR4enqaNU18+/Zt7NixA2FhYdi7d6/F/oZ3794N\nZ2dnQR/Q2NjYZymkuLgYHMdBJpOhpqYGQUFBKCoqglgsxsaNG7Fy5cpJoQ8Yo1BQHAvs2rULLi4u\nwoOkVqvxpz/9yeCxzz//POLi4vSKitbW1mLmzJlgjCE6Ohp2dnY4dOgQANMeUsB4de7J7MLD58Jl\nZ2fj8OHDyM/Ph0QigaOjY7++rsP5+zUaDaqrq1FVVQUbGxvY2NiYbYBuDp2dnXrTxAMFE8YYGlo7\nca+xA6rWTohsrHC/RYuAOY7wcvs+NUZXxWvM29Xa2lq49/nz55uV3tLT04MTJ04gOTkZf/3rXy2+\n/jaYF1wef39/pKamQiaTUVAcfSgojgVUKhUiIyNx7949zJs3DykpKXB2dkZubi5OnDiBU6dOAQAq\nKirwox/9CJWVlXrTZkuXLkV9fT0YYwgICMCJEyeE3DxTH1JDQZExBldXV9TV1cHGxgbZ2dnYt28f\nvvrqKwt+G2OPn//853jxxRcRHR0NKysrPV/X3NxctLe3w8/PT1ifHK5RZFdXF0pKSqDVajF//nxM\nnTq1j7Ubr3jtzwDdXO7fv4+ysjKz3XhaNN24p26HpqsX3jOewlMi49+JripU17bOzs4Oc+bMgZOT\nExwcHAY1XXz37l1s374d/v7+OHjwoF6ZKEsxWH2AUqnEhg0bcPPmTVhZWZE+YPShoDjRMfUhtbGx\nQUBAgF517oaGBjz//PO4c+cOAKCyshLh4eEoKCgY0XsYbbq6uvrN+9Nqtbh+/boQKPmpsKH4uvLT\nlbr1JY3RnwH6kxZoptDZ2YmioiJYW1vD29t7xNx4AAjKYX7NdsqUKUKeYWtra59pV5FI1Oe74Us8\nnTx5EvHx8XqzKsPBcOoDQkNDcfbsWSEhn/QBow55n04E+ntIdeE4zug/V0PVuc0RM0xEBgoKIpEI\nixYtwqJFiwBA8HXlRTwffvgh6uvr4e3tPaCvK69q5TgOQUFBJq19GcrFe9ICjeO4AQ3QdR1xhiIi\nMheNRoOioiLY2dkhODhYGG3r/h0aMk+YOnUq7t27BysrK0ilUrz11luYO3cuLl26ZJGyYP0ZfLi5\nuQnLGbW1tUZH2M3NzXjppZcQGxur51DDuw6JRCJs2rQJR44cGd7OE8MCBcUxznA8pIaqc69evdqo\nCw9ASjtj8L6uq1atwqpVqwDo+7p+/PHH2LlzJ6ZMmYLAwEBhbTIjIwMdHR3YuHHjkALSkxZo/O/n\nRTwPHjzQM0AXi8Wws7NDSUkJbG1tR9SrFdAPxl5eXv1WsjdkntDR0YHKykqcOXMG165dw7Rp0zBz\n5kwkJSVBoVBAIpGM1K0I+YUxMTF6Bh26dHZ2IiIiAuvXr++zdqirDzh//jwWLlw4Ul0nBgFNn45j\nTBHx9Fede+3atVi9erUgtJHL5fjNb34DgJR2Q0HX1zUjIwN///vf4ebmhmeffVaYcg0KCrKYkIY3\nQG9qakJNTQ2amppga2sLsVhslgG6uWi1WhQVFcHW1hZeXl5mrcXW19fj9ddfx9SpU5GQkAAHBwfc\nuHEDOTk5kMlkI1payRR9wLlz57Bp0ybB1AP4/oWwP30AMSLQmuJEx5SHtL/q3GVlZYiKioJarcYP\nfvADnDt3Tlj4J6Xd0MnKysIbb7yB999/Hy+++CLKysqEtcm8vDzB15UPlN7e3sPmXKM7XSmTyWBl\nZSUYoOsW/O3PAH0o1NXVoby8HDKZzKxahYwxXLhwAe+99x7effddrF69mgoAE0OFgiJhPqS0Gzpt\nbW2wsrIyqoxsb29HXl4ecnJykJOTg9u3b8PV1VVQuprj68obEFRVVQ3ol2osdYIPknzqxGDo7OzE\nrVu3YGVlZbaQp6mpCXv27EFLSws+/PBDg7mTQ4VyfCclFBSJ/iGl3dhC19f18uXLUCqVePjwoeDr\nGhISAj8/P6P/fDs6OlBUVAQHBwdIpdJBBzTGGNrb24Ug2dzcDAB6Ih57e3ujQZpX1Zqb5sEYQ1ZW\nFv7whz/gjTfewLp16yw2xUs5vpMSCoqE+Zg6fdrc3IzQ0FC8+eabRqdKs7KysHv3bjx8+BA9PT3Y\nsmULYmJi9I7RarVYv3498vLyBCNnd3d3AEBcXBwSExNhbW2NhISEEV1HGm26urqQn58vBMr8/Hw4\nODjo+bq6ubnhL3/5C+RyOQIDAw2OeMyFL2LMB8r29naIRCK9QMlxHG7dugXANBMAQ7S1teGdd95B\neXk5Tp06pVeT0BJQju+khFIyCPMZTqVdWloaSkpKkJeXhzlz5iAkJASrVq3Sq0aemJgIJycn3Llz\nB8nJydizZw8+/fRTFBYWIjk5GTdv3kRNTQ2WL1+O4uLiYa0aMZbhVayBgYHYvn274OuqVCqRnZ2N\nEydO4NatW/D29kZ3dzdEIpFBX1dzsba2hpOTk16g1Wg0aG5uRlNTE0pKStDR0YGnn34abm5u6Ojo\ngI2NzaBGeNnZ2di5cyd+9atf4YMPPhgRz9f79+8LKRIzZszA/fv3DR6n0WiEFBI+x1elUkEsFgvC\nISoGPLGgoEgYJCYmBpGRkUhMTBREPAD0RDwpKSn49ttvoVKp8NFHHwH4Xmn3yiuvCEq72bNnIygo\nSKgEEBUVJShgedLT07Fv3z4AwJo1a7Bjxw4wxpCeno6oqCiIRCJIJBJIpVIolUq88MILI/p9jBU4\njoOLiwvCw8NRU1ODjo4OpKenw8nJCdnZ2fjss8/w9ttvgzEm+LqGhIRAKpUOW7Cxs7ODtbU16uvr\n4eDggKCgIMFkoKqqCi0tLXrFjo0ZoGs0GsTGxiI3NxcpKSmQyWTD0j8eyvElzIGCImEQFxcX/Oc/\n/+nTHhwcLFjTvfrqq3j11VcNnn/x4kXh59TUVGRmZgrbc+bMQU5Ojt7x1dXVwpSZjY0NHB0doVKp\nUF1drZcATW/l3xMcHIxLly4JqlEfHx9s3rxZSPDPzc0VpvZKS0sxa9asYfF1bWhoQElJCSQSieDm\nIxKJMG3aNMyZMweAvgF6bW2tYIB+7do1TJ8+HWKxGG+++SaioqJw8eJFi4z8RyvHlxjfUFAkiHGK\nv7+/wXY+wT80NBShoaEAHtmj3bt3D5cvX8bFixdx+PBhtLe3Y+HChYITz0C+rt3d3SguLkZnZycC\nAwP7VRNPmTIFLi4uQrI+n4jPV4HJz8+Hq6sriouLcebMGaxYsQKzZs0y/8sYJKYsDzyZ4/vdd99h\n9+7d4DgOYWFhSE1NRVRUlNHzifHJyBVsIyYts2fPRmVlpbBt6M1a95ju7m48fPgQLi4uJp2bmZkJ\nb29vSKVSoYKILkePHsWCBQsgl8uxbNky3L17V9hnbW2NgIAABAQECA41ExErKyu4u7sjKioK8fHx\n+O6773D58mXs2LEDvb29iI+Px+LFixEeHo69e/fi888/R11dHXghXlZWFq5cuQKxWAx/f/9Bp9dw\nHIeKigokJibixz/+Maqrq3H16lVs2bIF7e3tRtf0LEVMTAz+/e9/QyaT4euvvxaEX7m5udiyZQsA\noKioCMHBwfD390dYWBhiYmKEKf/Dhw/j6NGjkEqlUKlUQu4vMQFgjA3mQxCDpquri0kkElZWVsa0\nWi2Ty+WsoKBA75hjx46xX//614wxxpKSktjatWsZY4wVFBQwuVzONBoNKysrYxKJhHV3dwvndXd3\nMw8PD1ZaWipc++bNm3rXvnjxImtra2OMMfbBBx+wyMhIYZ+Dg4NF7nk80tvby+rq6lh6ejqLiYlh\nYWFhzMfHh8nlcubv78/+9a9/MZVKxdra2gb1aW5uZnFxcSwoKIhduXJltG+TmLyYFOdopEhYHBsb\nGxw7dgw//elP4ePjg8jISPj6+gojEgB47bXXoFKpIJVKcfToUWHE5+vri8jISCxYsAA/+9nPcPz4\ncb31J6VSCalUCg8PD9ja2goiHl3CwsJgb28P4FHNyqqqqhG68/GFrq9rXFwc9u3bB1tbW0RERGDb\ntm1IS0uDQqHA0qVLsXPnTnz66acoLy9Hb2+v0WuWl5dj5cqVUKlUuHTpEoKDgy3Sd7VaDYVCAZlM\nBoVCYTCn9ptvvhFmBQICAmBnZ4fz588DeOTVK5FIhH3Xr1+3SD+JsQ/lKRLjGl7Ew4t/Pv74Y+Tk\n5ODYsWMGj9+xYwdmzJiBt99+G4DhslrEI06fPo3ly5fj2WefFdoYY2hubhZSQpRKJe7evYt58+YJ\nuZNBQUFwcHDA6dOncfr0aSQkJGDx4sUW7aupyfg8arUaUqkUVVVVsLe3J1vCyQHlKRKELufOnUNu\nbi7++9//Cm2GJPeenp6j2Muxw+bNm/u0cRwHR0dHKBQKKBQKAI9EPLyv64ULF3DgwAGUlpbi5Zdf\nxqVLl0bE9Do9PR1ZWVkAgA0bNiA0NLTfoJiamorw8HBhBoEgeGj6lBjXmCLEAR7J82NjY/H555/r\niUQMSe6fZCAhz0cffQRXV1dh6o0ftQLA2bNnIZPJIJPJcPbs2SHd61iFr3W4bt06HD9+XCjGfOrU\nqRGrAmFqMj5PcnIyfvnLX+q1vfXWW5DL5YiOjoZWq7VYX4kxjqmLj4yENsQYxBQRz9WrV5mHhwcr\nLi7Wa1er1Uyj0TDGGKuvr2dSqbSPSMcUIc+ZM2fY9u3b+/RNpVIxiUTCVCoVU6vVTCKRMLVaPRy3\nPSlZtmwZ8/X17fM5f/48c3R01DtWLBYbvU5NTQ2bPn066+zs1Gvr7e1lGo2GrV+/nu3fv99i90GM\nGibFOZo+JcY1uiKenp4ebN68WRDxBAcHY9WqVdi1axdaW1uxdu1aAN9XOygqKtIrq6UruefRFfIA\nht14jPHVV19BoVAIlSoUCgUyMzP7jFAI0xiOZHwASElJQUREhF4FD36UKRKJsGnTJhw5cmT4Ok6M\nKygoEuOeFStWYMWKFXptBw4cEH429s/0hz/8IfLz8/u9tq7TDmDYjQcAPvvsM3z77bfw8vLC+++/\nj7lz5xo8l9x4LIMpyfg8SUlJiIuL02vT9eo9f/48Fi5caOkuE2MUWlMkiCHy8ssvo6KiAjdu3IBC\nocCGDRtGu0uTDlOS8QGgoqIClZWVWLJkid75r7zyCvz8/ODn54eGhgZBnUxMPmikSBD9YIqQh7cy\nA4AtW7Zg9+7dwrm8IpI/l7dd0yUzMxO///3vjZbVio6OxjfffAPgUWHiBw8eCLUujRXBnWyY4tUL\nAO7u7gZH67pevcQkx9TFR0ZCG2ISYoqQp6amRvg5LS2NLVq0iDH2SGjj7u7O1Go1U6vVzN3dnalU\nKr1zTRHy6JKQkMA2bdokbE9ER56UlBS2YMECxnFcvw44GRkZzMvLi3l6erK4uDihvaysjD333HPM\n09OTRUZGMq1WOxLdJsY+5GhDEEPFFDeehIQE+Pr6wt/fHwkJCUIZLWdnZ7zzzjsICQlBSEgI9u7d\nK4hueExx5NElKSlpwgt1Fi5ciLS0tH4T/nt6erB9+3ZkZGSgsLAQSUlJKCwsBADs2bMH0dHRuHPn\nDpycnJCYmDhSXScmAqZGT0YjRYIYdv7xj3+w1157Tdj+29/+ZjC9gzHGKioq2IwZM/S8X62trVlQ\nUBBbtGgR++c//2nx/o4kS5YsMTpS/N///sd+8pOfCNsHDx5kBw8eZL29vczFxYV1dXUZPI6Y1FBK\nBkFMJJKTk7FmzRo979fJ6shjTBWsUqkgFouFElik+CUGCwVFghhFTHXkAR4FxePHj/c5H9B35BkP\nQXH58uWoq6vr0x4bG0u1CYlRhdYUCWIUCQkJQUlJCcrLy9HZ2Ynk5GSDdR1v3bqFxsZGvPDCC0Jb\nY2OjYEfGF8F90lRg8+bNeOaZZ4zm3THG8Lvf/Q5SqRRyuRxXr14V9lnSou7rr79GQUFBn4+pAdHY\ny4SLiwuamprQ3d2t104QpkJBkSBGEVOEPMCjUWJUVBQ47nuj//6K4PJs3LgRmZmZRn9/RkYGSkpK\nUFJSgpMnT2Lbtm0AHlWR2L9/P3JycqBUKrF//36D5ZhGC2MvExzHISwsDKmpqQAwYCI/QfTB1MVH\nRkIbghiXlJeXM19fX4P7tm7dyj755BNh28vLi9XU1LBPPvmEbd261ehxliQtLY3Nnj2b2drasmee\neUYQylRXV7Pw8HDhuAsXLjCZTMY8PDzYH//4R6G9tLSUhYSEME9PT7ZmzRrB35aY9JDQhiCI/jFm\nRTeaFnURERGIiIjo0z5r1ix8+eWXwrYhez/g0fqqUqm0aB+JiQtNnxIEQRDEYygoEsQkxphgZTCq\nWIKYSHCMsdHuA0EQFoTjOHcAXzDG+khQOY57CcAOACsALAKQwBh7juM4ZwB5AAIfH3oVQBBjTD0i\nnSaIUYLWFAliAsNxXBKAUADTOY6rAvAugCkAwBg7AeBLPAqIdwC0A9j0eJ+a47j3AFx5fKkDFBCJ\nyQCNFAmCIAjiMbSmSBAEQRCPoaBIEARBEI+hoEgQBEEQj6GgSBAEQRCPoaBIEARBEI+hoEgQBEEQ\nj6GgSBAEQRCPoaBIEARBEI/5f4XH0MB2feUDAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x103e15ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = Axes3D(fig)\n",
"ax.plot_wireframe(X, Y, Z, alpha=0.3)\n",
"ax.contour3D(X, Y, Z)\n",
"for x in x_history:\n",
" ax.scatter3D(x[0], x[1], f(*x))\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/tushuhei/py3env/lib/python3.5/site-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
" \"matplotlib is currently using a non-GUI backend, \"\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1041cd198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"plt.plot(range(niter), f_steepest_history, label='steepest')\n",
"plt.plot(range(niter), f_newton_history, label='newton')\n",
"plt.legend()\n",
"fig.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment