Skip to content

Instantly share code, notes, and snippets.

@junpenglao
Created February 7, 2018 23:05
Show Gist options
  • Save junpenglao/3cc9d6f788627677865590cf0042d980 to your computer and use it in GitHub Desktop.
Save junpenglao/3cc9d6f788627677865590cf0042d980 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"%pylab inline\n",
"import numpy as np\n",
"import pymc3 as pm\n",
"import theano.tensor as tt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"x = np.linspace(-1, 1, 100)\n",
"f = lambda x: np.exp(x)*4.+2.5"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuUq5UcwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e36b908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x, f(x)+np.random.randn(100));"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"INFO:pymc3:Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"INFO:pymc3:Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (2 chains in 2 jobs)\n",
"INFO:pymc3:Multiprocess sampling (2 chains in 2 jobs)\n",
"NUTS: [a, b]\n",
"INFO:pymc3:NUTS: [a, b]\n",
"100%|██████████| 1000/1000 [00:01<00:00, 600.11it/s]\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAEYCAYAAABBWFftAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzsnXeYHNWVt99bVd09QaOAhCQkASLn\nnI3BGRzA2ERjrxPOxuB1WH/2er3BYddp7V2zTnhxWNuADQbbYDIiiiAhkFDOaXKOnarq3u+PW6l7\nepI0o1G47/P0o1ZPVfXt6uru87vnnN8VSikMBoPBYDAYDAaDwbD7WJM9AIPBYDAYDAaDwWDYXzAC\ny2AwGAwGg8FgMBjGCSOwDAaDwWAwGAwGg2GcMALLYDAYDAaDwWAwGMYJI7AMBoPBYDAYDAaDYZww\nAstgMBgMBoPBYDAYxgkjsAyGPYgQYpsQ4s2TPQ6DwWAwGHYV81tmMAyPEVgGg8FgMBgMBoPBME4Y\ngWUwGAwGg8FgMBgM44QRWAbDnuccIcQaIUSXEOJXQoiqyR6QwWAwGAxjxPyWGQxDYASWwbDneR9w\nKXAUcCzwT5M7HIPBYDAYxoz5LTMYhsAILINhz/M/SqmdSqlO4FvA9ZM9IIPBYDAYxoj5LTMYhsAI\nLINhz7MzcX87MG+yBmIwGAwGwy5ifssMhiEwAstg2PMcmrh/GNA4WQMxGAwGg2EXMb9lBsMQGIFl\nMOx5bhRCLBBCHAR8FfjDZA/IYDAYDIYxYn7LDIYhMALLYNjz3A48AmwBNgPfnNzhGAwGg8EwZsxv\nmcEwBEIpNdljMBgMBoPBYDAYDIb9ApPBMhgMBoPBYDAYDIZxwggsg8FgMBgMBoPBYBgnjMAyGAwG\ng8FgMBgMhnHCCCyDwWAwGAwGg8FgGCecyR5AklmzZqmFCxdO9jAMBoPBMAEsW7asXSl18GSPYyIx\nv2MGg8Gw/zLa37G9SmAtXLiQl156abKHYTAYDIYJQAixfbLHMNGY3zGDwWDYfxnt75gpETQYDAaD\nwWAwGAyGccIILINhLEgJZu04g8FgMBgMBsMQ7FUlggbDXkO+BzYvgh0vQPMq6NoG2Xbw8iAsyNTB\n1Plw8PGw4Bx9O+RUcDKTPXKDwWAwHKisvR+mHwqHnDbZIzEYDmiMwDIYQqSELYtg6W2w8VGQLqRq\nYO4pcMRFUHswpGtBelqA9dTDziWw+h69v1MNR74OTnwXnPhOva3BYDAYDHsC39OTgO0bYe6pIMRk\nj8hgOGAxAstgUAo2PgKPfx1aVmkhdd4n4IR3wvwzwU4Nv39vI9QvhW3PwoaH9O2BL8JJ74IzPgCH\nnmt+6AwGg8EwsXi5+H62A2pnTd5YDIYDHCOwDAc2O16ER/8Zdr4AM46Ad/0MTr5ybKV+U+fBiVfo\n29u+Czueh+W/h9V/hld+B/POgPNv1H930hP3WgwGg8FwYDLQAVueiP+f6zYCa7wZaNcTslP265Um\nDOOEMbkwHJgU+uD+z8MvL9H9Ve/4AXxmKZx+/e71UQkBh78GrvgxfGG9Pm6hH+75KPz3qfDcLfr/\nBoPBYDCMFx0bS/+f756ccezPbHkStj412aMw7COYDJbhwGPT43DfZ3UP1fk3whu/OmS/VMHzWdvU\nx6v13WxpG6Ctr0BbX4G+gocALAvStsXMKRlm1qaZM7WKY+fUcdzcKSycWYtzzkfgrA/D5sfhuR/B\nI/8Ez/wnnPcpOO/jUD1jz752g8FgMOx/iMR8efV0ncEyGAyThhFYhgMH34XH/hWe/x+YdSx85BHd\nH1XGzs4sD69u5pHVLbyyswvX17bstWmbOVOrmFWXYf70akAhlRZhOzuzLN/ZTUd/ARm4uFelLE4/\ndDrnHjGTcxeewZnX30tNyytaYD357zqbdc5H4DU3mVIOg8FgMOw6Xj6+XzMTuvb7Nb0Nhr0aI7AM\nBwa9TXD3h3V/1Dkfg0u+Camq6M/Zosf9K5q4fckOlu/UM3/Hz63jhtcewekLpnPqodOZN60KMYJZ\nRd712dTaz4aWPlY29LB0Wyf/s2gjUoFjCU6eP43zjvwX3vTWT3PG9ttILf5vWHIrnPsxeM3NRmgZ\nDAaDYewUB+L7dka73UqpyywMBsMexwgsw/7Ptmfhrg9BMQtX3QanXB39qbknz8+f3szdL9XTV/A4\nZvYUvvK243nryXM5fObYbdarUjYnz5/GyfOnceWZCwDoy7ss297Fkq2dvLi1k18+u5Wf+wpLXMul\nc97KjdY9nLT4R7DkfxGR0Jo5Xq/eYDAYDPszSmmBNf0wmHUMZDv1434RrKrh9zUYDBOCEViG/ZtX\nfq/7rWYshA/eD7OPB6CpJ8dPn9zMnUt2IpXislMP4X3nH87Zh88YMUs1VuqqUrz+uNm8/rjZAOSK\nPi/v6OKFLR28uKWTK3fewKHyLdzs38vli/8b9/lbaTj2/cx8y+eZNnPuuI7FYDDs3QwUPLpzblCG\nbDCMgrA8sGam7ust9On/+4WSSg3DOKHUfr/0Sq7o40rJ1KoRlqnZG+hrgfolcOzbwN57ZM3eMxKD\nYTyREp74pu53OvL1cM1voHo6/QWPnz65if99Ziu+VFxz9gI+/fqjOfSgmj02tOq0zYVHz+LCo3U5\nYN71eWVHNy9seT3/sOFl3tjya9629laya3/DHVWXs+O4Gzjt2CM4Z+FBzJyyGw6HBoNhr2dnV5YN\nLf3MrtOf9ZRtSryGpdAP2xfDwosgvee+x/cq3GD9q1Qgyu3gd8J3J2c8+zvSG3l9zH2cR9Y0A3DF\n6fMneSSjoHU1eAXtnLkXtVkYgWXY/3BzcO8nYM1f4KwPwdu/jxQOdy/dyXcfXk97f4F3nT6PL1xy\n3B4VVkNRlbK54KiZXHDUTHjLsRS8a1j96lIyz32f69rvJrvifn718qX8P+/t1M04mFMXTOPUBdM5\ndcE0Tpk/jbp9YYbJYBgHhBDVwGFKqfWTPZaJYtaUDOub+3hoVXOQXZ+Hbe09s+Xb2gfY2jHASYdM\nZfbUvSA70rFJZ2y6d0QVCgccocBygvcjXG/RK0zOePYGfHfiRJD092uBVfD8yR7C2LACKbOXTSgY\ngWXYv+hvhTveAw0vayOLCz7DlvYBvnLPS7y4tZOzDp/B/37wbE4/dPpkj3RIMo7NKWeeD2feDS1r\nqH7yO9y09s98PPMYj1ZfzS31b+GBlXp2SQg4clYtpwWC6/TDZnDK/Gl7VUBmMIwHQojLge8DaeAI\nIcTpwNeVUu+c3JGNLzNqdHAslbYj9aXaqz7POzqz9OZc2vuLe4fAIrBt3c9LtoYlLBGMMliBwPIP\nUIFV/5Je33LBOTDj8PE/vnSBveHanxg6+ouTPYSxYQVi19+7xm0ElmH/oWUN3H4dZNvhut/hH/cO\nbn1qCz98bAMZx+I7V53CtWcfOu49VhPKnBOxr/sNNK8i8+R/cNm6X3NZ9V/IXnITL825iuXNLq/W\nd/PMpnbueaUBgGnVKS46ZhZvOG42l5w0x2S4DPsL/wqcCzwJoJRaLoQ4YjIHNBHYluC4uXVsaOlH\nKYUKBcRegFKK3ryeJd5rxqWk/ld6kzuOycLNQ8sqfT/MYB3oJYLhGmDF/hE3VUqNPSbYz681z99L\nPtujJcwm7mUZWyOwDPsHGx/TToHpWvjwA9RXH8fnb32BJds6eetJc/n6FSftJbOtu8jck+E9v9eZ\nuSf+nZqnv87FtT/l4ou+AO/9MMrJ0NJbYOm2Tp7a0MZTG9q4/9UmMvdaXHrSXK48cz4XH3Mw1l40\nE24wjBFXKdVTFgztY5HA6Dh+7lQyjs2r9d2oSXiFm9v62dTaz6UnlZrsDBR9/GChv8kYV0XcfOm/\newgpFfe92shpC6azcNbYHWfHjc4tsZAKPxu2o+/vZQHnePPStk5mTckMPv9hRi8U30PQ1JNj+Y5u\n3nzinLH1Osp9rIRujMi95sM9WoLr3stN7jDKMALLsO+z5Bfw4Jdg9knw3j/w122Cr977DErBD649\njXefMX/fyloNx/wz4e/uhh0vahOPh74Mz92CeMNXmXvae7j8tHlcfto8pFSsqO/m3lca+OuKRv66\nopEjZ9XykYuO4KozF1CVsif7lRgMY2W1EOK9gC2EOAa4GXhuksc0YUzmN9aqhh5g8Ox+T24vzIiE\n/Ud7OLgq+jp4X9fcOyECa1VDDznX55yFBw2/oTOE8ZGd2e8zWA3dORq6c6XnX6lYYI0ghPrzHkVf\nki34TKsZi8DavzNY+5zAUsH7vIcnWUbC2BMZ9l2kDw9+GR74IhxzCX3vu4/PP9TGzXe8wjGzp/DA\nzRdx5ZkL9h9xleSw8+CD98EH/gpT5sBfPg0/vxg2PQaAZQnOOGwGX7/iZJb845u55fozmFLl8NV7\nV3Hhtxdx27Nb971GVsOBzk3ASUABuAPoBf5+Ukc0gUz215bl5/FW3AX9bdFjXQNFLCFwLGtMQZiU\nCtcvzSZsbR+goXscRJGbDf6d2OAqW/QoeoMzInKcY1FfKv6yvIHNbf00jub8hO/D0W8ufdxOBb1C\n+w5FT9KX380xJ7N2avjfuFAkZ90xCqZ9QGAppaJs85j3HeexTDjh++EZgWUw7D6FPrjzvfDiT+H8\nT7PpjT/niltX8OflDXz2Tcfwx09cwGEzJ98hcMI58nXwsUVw9S/1OfndVfB/74KmV6NN0o7F5afN\n4y83XsidHz+fEw6ZyjfuX8Obf/AUf1negNrXZqsMByRKqaxS6qtKqXOUUmcH90f9iyqEsIUQrwgh\n7q/wt4wQ4g9CiE1CiBeFEAsTf/tK8Ph6IcSl4/NqRs9kfDwtIcgUOnSA1rkZz5e09uXpzrpMr0lh\nW2Mb1+LN7TywsqnksVfru3lpW+eojyGlIlusENiGIqLQC/me0Q9qjDy6poUHV8WvQSmw/AI1XevG\n9U0qF3F5d6SJsOC5U2W/d5a95zJYfS2w/iG9PMpu8OymNhata929sSQzmSOMJ+w1yhbHONm4Dwis\n1Y293P9q4y6JrGRMIMd7BmEiCN+PUfTc7UmMwDLse/TUwy/fBhsfhbd/n4cP/SxX/OQFevMud3zs\nfD73lmNxDqS1Y4SAk6+CzyyFt34bmpbrbNY9n4DunYnNBOcfOZPfffQ8/u+Gc5mSSfHZO5fz3l+8\nyI6O7CS+AINhZIQQTwghFpXfxnCIzwJrh/jbR4AupdTRwA+B7wTPeSLwHnTm7K3AT4QQe6S+VgRF\ngpNhJuFYAqGkDs6ExcqGHp7f3EHHQCFwORRjGlXnwO67e62o7+bRNS14ZZkwlIJpC0BY0L5xt59n\nJMJMnFSKaT3rqOvdBL2NYz6O50tWNfQMej1emSjoy3vQsEz/7lUiDIbLU55Was8JgcaXdXDrDuzW\nYfryery7mnkBxpTBCt/L3GgFlhV89PeBHqydnfo3fVfOZXIXf6TJg94m8Hb/8+35ktWNPaPL2pYT\nvh9ubq8qiz2AolDDfkHjK/CLN0HXNuT1f+A/uy/mE79dxtGzp3DfTa/lvCNnTvYIJw8nA+d/Cm5e\nDhd+FlbfC7ecBY/+M+R7Sza9+NiD+dtNr+Xf330KKxt6uPS/nuaXz27dvR82g2Fi+SLwD8Hta8By\n4KXR7CiEWAC8A/jfITa5AvhNcP9u4E1C1xZfAdyplCoopbYCm9BOhhNOGC9PRgbLLhFYdkkAOrUq\nhRDsUuZ7NN8vQwW7jd06WVnxEJk6yEyJ+7F2kY7+Am19wxtDhBbWUimUsLUALo5dWGzvzLK5rZ+N\nraWz7uXnqC/vQudW2PFC5YshNHIQZeGcvQcFVsT41LWOnLUb5voLrwHLGVEIRSWCQ1xzbX2FyDUz\nOibsdXbg402y/FcOV3rr5vUi3ztf2O3n3No+wKbWfja37UIWKvk+F/p2eyzjxagElhDilIkeiMEw\nImvvh1+9HewUA+9/gI8+N51bFm3i2rMX8IdPXMAh06one4R7B9XT4S3/Bjct05mtxT+C/zkHVv2p\n5AfasgTvPe8wHvncxZx/5EF8/f41fOhXS+jo37+dpwz7JkqpZYnbYqXU54HXj3L3/wK+BAxVMzQf\n2Bk8jwf0ADOTjwfUB4+VIIT4uBDiJSHES21tbeV/3i0mY8pDr7sV9HAIQSYVhwq1GRsxhnElMzSV\nephC6ruyPLuxnUfWNMcix83D5ieg0B9ldkoyejIhLpzq3e7BeHZTO89tbh92mziDBX5oh+6WVgCs\na+6lvmv4qgA7UNDlYsIrE1h5N3HOspVKKsPtK2Sw9qLZ/LFQGOY6CRlSq4eC08mMIoMVlghWFqLP\nbW7niWTJYihic137jEPjrhhWhB+r6mwjYu39MNAxxIbB9TUOpbmhyHWsXcj7KB+qpo/bWMaL0b6S\nnwghlgghPi2EmDahIzIYylFKi4Q//B3MPoGW6/7GVX/q5ukNbXzjXSfznatONa54lZh+KLz7p/DR\nx6FuDtx9A/z2XdC+qWSzedOr+eWHzuE/rjyFF7d28o4fPcuy7aPvjTAY9gRCiIMSt1lBP9SIv0dC\niMuAVqXUsokam1Lq1qAv7OyDDz54XI4ZZ7D2vMQKM1iekiAs0nb8/VqbcbCEqJhMeWhVE0+sL+2h\nGUhkByoJrPD1LdveRceADlq3tgcZoY6NkO3Qi8ZG25fsHfwr9BpQE9TknnwPwrtKqfg/ZQJrfXMf\ny7Z3DXvMtKPDr/JzUr4Gkecngn+3gmgbqkTQdvacycU4XKPJczyaDNaQwiEUWFZqxAxWKP5H83wl\n9DbC2vvGts8+RHhuM4UOfT/fXXnDUMCPw/tfTJTejhnpQdVUfb9SFnugfVAVz55gVAJLKXUR8D7g\nUGCZEOJ2IcRbJnRkBgPoD/B9n4VHvwYnvpO1l97BFb/eRH1Xjl99+Bzef/7h+6dL4Hiy4Cz42BPw\n9u/rdbR+egEs+lbJF5EQguvPPYx7PvUa0o7FdT9/gdue3WoMMAx7E8vQJYHLgOeBL6B7p0biQuCd\nQohtwJ3AG4UQvyvbpgH9+4YQwkELt47k4wELgscmnPB7bbIyWEL5+BKw7JKsUVXKDmL5wSMreJLe\nMiv3pCtcwR8cyLq+GmT/3h5m0cMFY+0hFktPlselqnRWYQK+s5JZpbAnRSqwVNhcv+u9R8URerBc\nLyGwKmZNhunB2uMZrF0/98msVUkGq3UdNK8ctP2IAst2Rt2DVfDk4N6+iseOn7Ojv8BAYYwlmIU+\nXUmyB8vYdkWwJHeRw72n41iCWnAHC6zmnnzUSzYs0tPfEUJUfs+3PAkbHxmnkY6eUefilFIbgX8C\n/h/wOuBHQoh1QogrJ2pwhgOcXDf8/mp4+Tdw0Rd4+rTvcc1tywG465MXcNEx4zNTfEBg2XDux+Az\nL8FJ74anvws/Pg82lH7pnDx/Gvfd9FrecPxsvnH/Gm68/eUhyycMhj2JUuoIpdSRwb/HKKUuUUo9\nO4r9vqKUWqCUWog2rFiklPq7ss3+CnwwuH91sI0KHn9P4DJ4BHAMsGTcXtQwhOHyZLkIohS+1Bms\n8rK14M+jIuxZgsoZrFfru1m8KS7Lm1adwvWlziqEgWgiM1XyvEmB5QQLyY9D6Vb5OJN9UTISWAoR\nBnOJBW1H28caHqfSc1l+gfPrWplek8ZLLqdRaa2vod6IsF9ojxgyhGm9XXcRLCRKIUsEd8sqaFs/\nyORjyOsvmcEa4SIt+oqatD5P2VFlseL3fmvHAI+tbRnFPgm6d+gxde8Y2367wa60VctShTU0US/a\n6J5EKTWkKC0Gky/R56enniWbm3h5x/CZYD1GT1/vlrNXOTyOtgfrVCHED9EOTG8ELldKnRDc/+EQ\n+xwauD6tEUKsFkJ8dtxGbdj/6doGt10C2xbDFT/hrmkf5obfLGPBjGruvfE1nHDI1Mke4b5J3Ry4\n8la9hpaTgduvgTvfV+I2OK06xa3vP4uvvO14HlrVzHtufYHWvr1rfQnDgYMQ4srhbrtx3K8LId4Z\n/Pc2YKYQYhPweeDLAEqp1cAfgTXAQ8CNSo0wLT5OTGZiXikQxC6CoVXz64+drcc2BhfBbMsmDkrp\ngLmSwGrozuH6EiEE7zxtHifN01WffXkvCpZVItteEvwly+Ocyv1QoyUpjMrXCEw+pxpBYJWv9xWN\nc8uTJWuKhYccVCIoFTM6VzCzfyPVbjfeaDJYlS6WMOu3J7NYuzEbkMxubu8Y0L3AhdjwoLm5kY0t\nceZnSCEbCazhTS48X6KUYlq1Pk/50ToJTp1f8h6PLYs1hg910wod/+ymQ98uZbCie2JYfRUJrFE+\nR1NPnsfXtVZcgzP8HOiSxF7Y8QLTu1aPeEzpS6SUIGx9282lAsaT0WawbgFeBk5TSt2olHoZQCnV\niM5qVcIDvqCUOhE4H7gxsLw1GIZnx4vaKbC/Bd5/L7f2nc8/3P0qFxw1k7s+acwsxoUjLoZPLoY3\n/Qtsehx+fC48+1/Rj7EQgk+87ihuff/ZbGzp590/fo71zXuPO4/hgOLyYW6XjeVASqknlVKXBff/\nWSn11+B+Xil1jVLqaKXUuUqpLYl9vqWUOkopdZxS6sFxek1jGPQef8ZAPMggcyXwpGJ6TZppNUHQ\nPsoMlpKSVPPLzJPNwOByuCRVjoUQgroqnVHoL2iB1Z0t8vyG2Aa9tAUrzGAJbXIBrH7mXl7ehR7S\nZNC8oaXUyaykRDDYTCkQ4Wx54mQkjxOtIeRmdR9IfZz8jDJY5SWCvsKSRWwhcGwLL1lWWam/ROn3\naBBhBmtPlEZFr7/soujYPIQxx2DC3rPj5tYB0J8vwrY4Qb2xvpk1Tb36umAI4aCUviaE0FUbw8yF\nhL2BM4JremA0AkspcDLkDgpCWeWPypADtIB4cVsnbX350X142jdCX9PQ/U+jZJdampIugslew3L8\nsWWLskUPpVRkLhKilIrOo5RE61lZo+ghfHhVPSsbekoyWEVPsmJzPd6253ZpCYXxYrQC6x3A7Uqp\nHIAQwhJC1AAopX5baQelVFNCiPWhs1+D3JcMhhJW3g2/uRyqpqI++hjfXncw//7AOi4/bR63ffAc\n6qqGqMU3jB0nDRd9Hm58EY58PTz2L/Cz1+pZs4A3nziHuz55Aa4vufqnz/H0hvF1SDMYRkIp9eFh\nbjdM9vgmislcBysSWL6EwK7dTmRJBMObb0ROe0EGIYVH2raGdRHUzoW6x6sqZbOxpY+c69Ff8BAl\nJYLJDFZ4PAE1B0HNTHKuT2Pb2AVWMlCu78qW2HPLIUoErYoZrHjb4QTlUAkYT0psoSe5Uo49uh6s\nYTNYxV3OLEmpeGhVU2VHxNZ10FPWjlj+PI2vwObRLVUXZqTmTddC2c326EDbqYIpc6gT+hrY2qb7\n3Sqev7X36XJCYenbMBms0C13/oxqqlP2oPWXKi+wq891QerQ2ZLeqEtCN7T0MVDw6RgoMqZZk90o\nu4RdM8kpNXUZZv8ogzW67F/4GSs/Z8nPia9UNJHgh2W/w+B5nv6+sexIYG1p76d7xyra6jfvEwLr\nMSCZNqgJHhsVQoiFwBnAixX+NmH2toZ9CKXgqe/Bnz4C88/Cv+FRvvJUjp89tZm/O/8w/uu60yPX\nJcM4M+NwuP4OeM8dUMzCr98O934yKmc5ef40/nzjhcyfUc2Hf72UO5fsufpxgyGJEOIdQogvCSH+\nObxN9pgmCrtvJ/Pr/4byxqnEq6951IG2UiCUH4gFbdceCiDQwf9wcWUopPxAHFh4pGxr0Mx1+XOG\nnH/ETKRSbG7tQymwZVwmVTb3HQzI0iJjzskAON7Y19IpL+2TJVmrwfdlcI70/colgpFoi15cfA4r\nBq6FPlJta7CDzWxL4IflVHZKL+RbLhqGymCVbLNrQXrRlxQ8yaqGwIGtazvUB2acLatgx/MVxrJr\nhOc1bVukbQs3H4jqQ8+DzBSq/H6EdKnvyiKlqnz+woA/FFjDBP5tfQVq0w41aYcjZtXS3l8oWYOt\n4gK7wbkuSH2+hfJGLWDCRZTj44yS3RRYo+7Bal0LbRtK9lFDuIXGB0+4CI6i1y8qAywXWMHjadvS\n57M4gFQKaaVHPGZUpisssCyQHo5lYfuFYb9v9gSjjVirlFLRN1Zwv2Y0OwohpgB/Av5eKTXIJ3Ei\n7G0N+xi+C3/+FDzxTTjtegrv/ROf+fN27ly6k5veeDTfuOLkkh93wwRx/Nt1Nuu1n9eZxB+fq/9V\ninnTq7nrkxdw4dGz+PI9K/nPR9Ybh0HDHkUI8TPgOuAmdER5DXD4pA5qAnG6t+k72XGYeOxp0OVW\n7RtHtbkMSq08XwVmFwrHjr+DLTF8Zi3OYOmg0pY+ji1KnNrK3V+TR5tWk+LwmbXkXB8FWDLOwgxp\ncgF6wWEg5Y5dYFXqhQrxS2b09b9Sxj1Yvl9ZYEXHrBDoJ2NMv69NH3j7czid60lLLS5SlsCXnn4/\nZizUv5WD3sMhMlg1s6K7W1q7+cvyhiGyMmOgfil0ba3whwomF2P8fQjPt23pddfcYpA1c9KQmYqU\nilntSyn6kr6CN7xwENawPViuL2nrLzB7qu7bq8nocko30b8zXO9S3tfLFljSqyzEKlDwfJQIs7jB\nPuseKKkYiSgxmdi9lk/l5vVC1SPRshqaX9VPKVX0+dTneagSwcTkT27kUsaSPqsEoRCqStn4Ena0\ntLGyvhsxCnEpwmOFGSzlk3EsLFnUjpyTGKeMVmANCCHODP8jhDgLGHHJdCFECi2ufq+UumfXhmjY\nryn0w+3XwYo74A1fJf+O/+ETd6ziwVXNfO2yE/nCJccZG/Y9SboG3vwv8Mln4KAjdEbxzvdBXzN1\nVSlu++DZXHf2odyyaBNfuGvFsCU/BsM48xql1AeALqXUvwEXAMdO8pgmDFU9AwCRHWKRz4CC51c2\nVkgSltgFvQ1IOWwzuLYg9/GkQilfO9uVlAiKYaucokAqCMAsVZrBUmpwBmL+9NLe2rRjaZEXjDM2\nlND/bGrtiy3gw7GldEnRtJ41Qy+OOgThOTxn4UFA5awVxMFhmOUDdJN9dJx426iZv0KgqJTCcfuZ\n3fIMcvMTOsMofaQEWwSllRaIoESTKXMhVT3Y4nuoDJaThvk6bNvYpBdfLXeDHIkhY9MhjTMqlW+O\njvAcO7LAIY2PkW56Sf/BzsBkmQGYAAAgAElEQVT0w1CAo/TzSqkGC6DkmMIM1hAvorknjy+VvuaU\nIt2xFsftG4U+1GI2H+r64LMxGsJspusrVPhEblb3WQ16ml0/j+VYbWugYRn0t468MYBXQCot7vVQ\nKvRgNb0KLWv0OXcyuoyzecWIhw5LActFafgZT9kWvpT0djTjSp09hxGcOcNJDiVKRLUlXTxP7vb5\n2x1GK7D+HrhLCPGMEOJZ4A/AZ4bbQeio+DZgrVLqB7s3TMN+yUC77rfa8gS88xbyr/kCH/vtMp5c\n38Z/XHkKH3ntEZM9wgOX2SfADY/AW74BmwMTjOW3k7IE377qFD7/lmO55+UGbvj10pJeBYNhAgkn\n9bJCiHmACxwyieOZWIIAUYzQ5P7QqmYeWzNau+ggUFlzL6x/YMitdA+Wh0Lh+trswikpERy+i6S/\noEun/MCgwVZFLbCCQCoy/5MuB7W/xBunt3HCIXUlx0jbFigoSpuUbXH6/LrgFSg6+gusbuxlbWNw\nbkQcymRrFug7xbGZ8oTiIxOUonsjCCypVGRyIRNZhqTYzYfW4xXErFRQO7CdlNurz4f0QAikklGJ\nYInAEpZ2SRsUMA6RwYLI6CLsFRtrP9+Q2Zmh1nFKjm0smRffxS9msYRAFAfI4MYLLjsZsFPkqg+J\n+gB9pQWW5Rep692kA/2kAYiwdEZjiHH05T2EEBxUm4b+VtId65jRtbJEtFUM6gMxm/UsUraFJb1R\nmdaFJg4ZS6FQJZb0Q+yRuLubGazws9E/yu+IbAdKhSXBQq+DVT6G9g3QukaXCKanwJTZ4Oa1/fzG\nR7Wgq3De48y27nNcsrWTnpwbl4c6Ful8e9RzGWawhhNYoc9hUYrARdBDKZ31Toq0yWC0Cw0vBY4H\nPgV8EjhBKbVshN0uBN6PXtRxeXB7+26N1rD/0LUdfnmp/pBe93tyJ7+Pj/xmKc9uaue7V53K9ece\nNtkjNNgOXHizdhs8+ARdxnn7tYjeRm5+0zF8/5rTeGFLB9f+7Hmae4yNu2HCuV8IMR34HtrVdhtw\n+6SOaAIJAwc1CpvtQWYKbh4al1fo1wn/VSVrS5WjlCJt6Y2Lni5RK+nBYvjKm5UNPby0vQsVCCyh\nJI4tcINZ/HDXY1LtHF3VS12+YVClQtqxECiKysISgmo77n3aESw+mg6VSBBE+lLRO1UnNVt6Riyy\n0bRvgpV3I4Oxhr2+vj842LaEKFsHK3g9iQCw6ElsS+BYll7LS28w6GmT+/tKBkGs7m0LT7UeSpCt\nifqKyo6lYMgeLBGIjFBgjTHWHLJMrjhA1vX0dee78YErZF7a+vI8u7G9wkESbHiYKVsf0iJe+ji2\nRdGXbOsYIBeIER+BY8XnXkqY0/wkU3vX68napAFIKEYhcm7c1NofGVsUfUkmcK2ka5veRbqD3fMG\nocVsnyuoSdsI5Q5bSljwfNY3dtHc1YdSiqlV+toquCO47wXumQXP3+0SNxWG+T0NQ2etk98xxazO\nYNl6P6UYOgukZKIc09WGEvkeXZJYIfOeLBFs7M7T1JNjZ2c2EtMpW5Bye/B8hRSp6PPRMVBgU2t/\nRaEVblP0VZTBklLqDJZfIfu2BxmLa8A5wKnAmcD1QogPDLexUupZpZRQSp2qlDo9uA09ZWY4cGhe\npde4GmiDD/yF7JGX8OFfL+G5zR18/+rTuPacQyd7hIYks46GDz8Ib/2O7uP4yfmw7NdcfeZ8fvXh\nc6jvyvHunyxmXfOgFkuDYdxQSn1DKdWtlPoTuvfqeKXUfmtyEfYWjKYPoRy/ZQ0dO1bHC5qOssy6\nrU8HMlJBJghmXVci3RzVvVviDYfpwVo4s5a6KofmnjxFVwdutnRJWfGCxWFQOkUU9bIbqcFLb6Rt\nC1AUpK3lg9JBqVKKnBv2PoUCMshsSBXN2K+s76y4iO+29oG4PLG3EZqWB8fSY01HGazBiwenbCvq\n/Sk3uSh6kmzRo62/wIyaNNVpKxpnlAFIvA9JgSUlWgwLgUyUY4pgrS2l0A38FQWWHHUGaygx0Jd3\nK5Z7D3np7XyRNY29rG7oKRXqJTV2+jm3d2bpGBhh8WcvjwyNVKSHY2kh295fYPlOnaWU2FFmT8rQ\nxTE0WfBLF2EOTU8AehvpL3isbtSiH6Dg+rFplpvVjo3eANJLOkdWGGdgMV7woTpl6xLBYQL4lp4C\nPcv/QsNzdwJQ4wTX6UjGNUqxqa1f24/vrotgKJ6K/XpCuxJJcSpdFPq9EErq632obKSb0+faTmmR\n5ifW7CrbJ2nF7ksVZ7OCHk8IJlWC5SGklYo+X+ua+ljd2MPmtsG9leE2RRlY80sP6WunRlfuAyWC\nQojfAt8HXosWWucAZ0/guAz7K9uehV+9XX8ob3iY7Nyz+dCvlrJkayc/vPZ0rjprwWSP0FAJy4Lz\nPwmfWgyHnAb3fRZ++24umuPxx09cgFSKa376PM9tGmGm0mDYRYQQrwoh/lEIcZRSqqCU6pnsMU0o\nUXZkdCW4m1rj4GNrez9b2wfo7Cq3Kx9+Nve5ze2sbuzBk8kMls/Mthep6VgVlYYJBrsIhqKlKmVz\nyvzpOkDu1ZkmS3mkHIEbLO4a9aX7+ZLXmiQVRNMuNkKAkGGZWzwp7YY9ToGokmX9SOUz3qsaelhR\n301bXxBQbn8u+pv0fSyhM0/l+8YBoIiMIpT0gyyjwJeSpVs7eHRNC705lzlTq6iyIF8MBUClHiz9\naqRwEmsN6QWcQ4FlIRFKBkmqQDRULBEcIpSzSjNYUgX9S2XnZdG6Vh5c1TTo8VA8lOu3UKj5SpVl\nKobuHVJBIL1ka2fcOxefCKRCG6koHyuRLQ2FvIQog+UrhfTL7Ot3xmuMgSgpGWys30Zt/zbqAjOL\ngiejUlCUH5xvVVJWWmlxaYBc0UdaDtVpOygRHPozJZVe0yykJhVeW/6wJZRqV0stE4TvmfI9SNdq\nk5S2dXR19/CX5Q3RemJ6QMWS+1IRlATLoAdrCJESCiwrWBLAK8QLfpftk8yyS6Wi/0sVX2e6LFiX\nUR5UV0N1IEhdX1LXs4FCT2kfmTaaSZQIBjbtKrE4s9rbBRZaTF2olPq0Uuqm4HbzRA7MsB+y9n74\n7ZVQNxc+8gi56cdyw6+X8tK2Tn543em86wyzTNpez0FHwgf+Cu/4T9j5IvzsQk7sW8y9n76QQ6ZX\n8cFfLeHeV+one5SG/ZPL0QvY/1EIsVQI8UUhxH5bSyzCYDUZYLl5yFfOFK9u7ImCJregg0sZGCdE\nKDWsuUW8mcIRQQbLc0m5fToILeo1iGZt+yvV3aVudmGcaQmYWZtGCEHPQD56LU7wejy3CNuewfZy\nWGHWoUIWICz/k8JBd4N40abRIr2ujy9lFNbrDFaY/ZGDMjbRWkcVEj7K05kT2xIIISq6CDqWFd0P\nSwqlcFAK2vvjTM78Wjik8SGmbn2QoSyswwyWEnbk2ogQgaFIsJHQwksNWyJYKipLsEK3uziD9dja\nFh5Z01xx8/ayTNOgjFcg5CLzDoD6l+IxJbbf3NJTIvo9qegYKNDUk2NlfTA30rgc1t0P6HNsBzbb\nYabKc6ZE+/tK4IiEzXdSFATXZfy6LW3SFGBvf5bp3asJNVXRk2ScRI9WWj+PKsbrfZWWC8aHznoS\nJRydwZKV3Qzzrk/nQDESgcfNqWP+9OqoRFB6ru65G4JkH1/JOmjleAVoXlnxMx1VbcqiFkB1ul21\nvl1nBNv7Eu91skTQ1yXBjm3FnyGljXT6KvVbCxGvueZmteEFDOrbSmZIpSotF0xmiHXXl0V1xuHI\nWcGaaG6BqX0bqWkodVz0E+LPUyK63kVCXLv+rgnU8WC0AmsVMHciB2LYz3n1LvjjB2DuKXDDQ+Rr\n5/Gx/3uJF7d28oNrT+eK04242mewLDjno/Dxp2DqPLjjPcxb/DXu+sgZnH34QXzuDyv48RObjI27\nYVxRSm1XSn1XKXUW8F50yfrWSR7WhBFmbEqC8/V/g42PDLlP14AOOm1XB5xWvkc3pEefRUW+kI96\nUcqpTTvR/TCY9fJBFspCu756RQRQ27W2ZN/w8y6EwLIEtWmb/rwejyUEaaGDM79zB/S3UNe3MZHB\nqiywBEKXCgkRiQSFioJa1/d4ZWc3Kxp05sFXcYlgWGqUJHIxk4qdnVl6cnGQLqUX9YE5liDVuhIa\nXgbpR+uA2ZZIBK6B4LOc4Hn0H05bMJ1qUSRtCzzXxctVLvOSQW+LslI6Po76pFSUwbFQCIISQWFX\nFlgVTC7yrk9P1o36kATBsSXkXL9kUeUkPVmXx9e2RNfRIIEVlByGwXG2el7wYrzwpESbrm/uoTtx\nfisaFXRujsrTZGikIiWWEDTPfT0tc14b74+FnXCVk16yHC0I/KumBQ8InbU58vVAQrAUtOAryWBJ\nD6qm6vtuLNSSpX9+rifaVykBQmBnaqnJNyN6Sxdbdn3Jw6uaWLxuJ/kBLWaq0zZnLzwoKrv1fW9Y\ngeUnREF/Pv6s7uzMlogc2bxaL6zcs3PIY+F7WniEfYqh8Uxy6Ru/rERQaZFvhZ81pVi8qZ1F61oH\nf1bDHiyIXQVhcAYrcc0lSwSVUni+Lot1bBFMOlgIy8EK3m8RuJ+6OCXH9BMZLE8lxlHQk1BK2Hje\n3i+wZgFrhBAPCyH+Gt4mcmCG/YiX/w/u+Rgc/hr4wJ/Jp6bx8d8uY/Hmdr539Wkmc7WvcvCx8NHH\n4YLPwNJfMO23l/Cby2p51+nz+N7D6/nqn1eVrHtjMOwuQojDhRBfAu5EGy99aZKHNGGEJheDMlDD\n0DlQhJ56nGIv/VMWopy0LuNJBDvPb2hma8cAnpTk8kUGEqVCNWk7uh9mEXIFHXxlbFuXULlZQOjA\nKjG2MH4OY/3ajBP1fwgLUsHrcT0XlA5+hisRREkcSwsYIUpt2sOyrPD7pTEwtNCPh4GjqhjUW36e\njv4iL29vZ2Miw+L7XuSUaFsCp2sTdG7B62/H8xW2EAiRdBEMZuCFTX/BQyjJeUfMZOGsWpA+U6tS\nKBRbd+xAde/A8yUdA8nSJYVAC0IZZrmkr3u7iLNwukRwbBmsRetaeXJDaxRwRn0qI3wfr2nqpb/g\nsbMrG5zPsg2CID10RyxmZtBf8Gjuzen3IjG28t5BT6q4gjAcbm289qmvwBYKpIdlCXy7KhKIUioU\nFk7Yg6VUSRlYlIEJMylhyWTQ2xda54tiL56vrf9jgeVDqgopHEhksJIftezmxdC0Inju4CkydWS8\nfqqbkqWJUMgNMKNrBYc0PU6uQ1dzhCWfoUCUQwis1Y09LFrXQktvnA0Ny2D7Cx4v7+hi0bpWpFQs\n39nN05s66M4WSx0UAbwCcxsfIV3o1OfGTkXZnXBiwCoRWMH5S9WA7yKlnihxRJA9lT49Ob3NINOd\nsAcrJMxglWVti2VrxSUX7PYDcW0JLbAQFpZlYQXfGSlXT6AU7NLld6VSsRlQ+J0E2P2NSCuNm5qK\n5w0uR91TOCNvAsC/TuQgDPsxS34BD3wRjnoTXPc7ClaGT//uZZ7e0MZ3rjqFq03P1b6Nk4FLvwVH\nvQHu/RTp297EDy/5BvOmXcxPntpCS0+eW957BjXp0X7VGAyVEUK8CKSAPwLXKKW2jLDLPk1ocqGU\nBClRQpAteNRmHLJFj6aePHOmVpEudJFKp0nVzqArW4TCegDyVXNAZHUgFwY7SpEr5KhDBzbPbGgm\nJ20uP3VeacBFnMHKF3SAkklZehbfzekSNiVh9b1wytVALDzCYHJKxmEgCLItBI7QgZ3vFlFo84Zk\np80glMKyLKRwsNB9XATjlnEaKThZOniM7MyD/ZMCSylFVa6ZmR3L8DMXYPt6pt2TEseyUNIjaL/C\nSQipRat2kKuZR3XKxhaCYqg6gkyAshzybh6hFLWZuOepripFyrbo2fQCXbOmsLV9ANeuprroUZN2\nkIGgUMLGJyh1CkrOwnFYqHgh1UhglZ+rwRmsKGMTlkwFAqvSkhqVKg26s8F6U+V/C46TrZpNx8xZ\nWLLI5rZ+XF87Jx5MeM3GizCH+H6ceQwFZFKQKaVICX0OtEO4HW2rXRSFtmkPytYsv0KJm50uHa+j\nBVaYPRGF3ijQj0sEPSw7hW9XYfXsgP4jYcrs+NpRko07mjjuyAxTk+ckMyVecFvF74G14W/UZIMy\n3hZtKiGCa9JC6tfjVe7Bqu/KkXd9VvcNMCd4LDSKSbpaulLSn/eQVpqBosf0oNS2v+Dx4pLnOTuz\nE8svMq1nHWpGSpcIilBgBZ/J5CUTmlyka4MeLJ3BskXwGcr3MK9hJa2zL8L1ZlBylhM9WDs6B2jq\n7ee8qQy6Tt1sD47bj5eaErtrosWzJ2WUIQaJQmDbDjYeMzqX47hhBqv0/fWTi30Tlyra2TbymVnY\nsoDn+3EqSfraHXkPMVqb9qfQlrip4P5StE2uwTA0z/9Yi6vj3gHX30HRquLG37/ConWtfOvdJ3Pd\nOftt+8SBx9Fvhk89B0dcjHjwS3yp55t897LDeWJ9K++59YW4qdxg2HU+oJQ6Uyn17f1dXGnCvhZA\n+Wxs7Wdts84wrNzRyaqGHtY393Jw23OcNPAic2sk/QMD+Pk+8lMPp1A1CxU0fcflZxIrmMH2paRY\n1DPl9V05VjX00BaWDioVlecU3CICQdqxda+Lm9UugkNMBodx25SMEwU/lhCkwkDId4N1ajy9rZ0a\nooleB3nKckAIRLiGVlC2lAls3CG2lI7LugQCWSKwpIJUUQe+maalzG5ZHJwHRVtfntbugdhcQsRG\nEKFJgW3p0sfwKaT0sIRACZuC6wOKqlTp2kvHHKx7e3KuF5k1JBdbdgQoIZBocwfp6+1ikwsSLoJD\nlAgO24MVZrD0PmEWIkmlyr3unC4TGySwpA+zjqF/znnkq+eghB2JOV8SXRR5V8bCMMCTcrBphlIU\nPJ8t7YFIE7rfx3JSJfvq0k87cLbz9XO58W9K5P4XCaywIdCiePDJuI7OfAg3i+sF14wTXMRKIiwb\nz6nVQm3r05DtjF6742URSJq6dJAvCa8REbk+lvQwJY0UUSgrHfdTKl/3gRW6tZV5GXEGOT53xcDS\nPVmyKGVo/qHt6kOB1Jd3mdazNsqAWbKoTXJsJ1LtYV9YydvjF/W1YqcjkS+EwBaBKC706qUWvIHS\njJA+q5Foae0rMOCHkwyl16ndtJzp3SuBxPpwJDJYdmkGS1g2lixSk20g7eqePb+sn0o7eQZll8rS\ni3EffBz5aUfRN/VoQOC5sftocbh+tglgtC6CHwPuBn4ePDQf+PNEDcqwH7D4R/DwP8IJ74Rrf4Mr\nUtx8xys8traFr19xEu877/DJHqFhvJlyMLzvLrjkW7D+Qa595YPcfsU0Nrb0c+VPF7OxZWwLfxoM\nSZRS6yd7DHuSuPQFkD7NgUFDc0+O1p6gZMYNZ6MFcxsfZ1brcwxkc8jAHEAFC2+GwU6+6CKCfhUp\noSroCSl01dO8dTUA6UIX8xsewLIIAh5fi5nMVG317GajcXlS8vKOLgqePyiDlUnFYkAIsEUgsDxt\nA23JotYFqdohSgQVQugeLJ0xiwNDXyqmZFJRlGiFwWOoSYNArdxqXSV6iEKLb99XbO/MIpQX9aWk\nLEXR1wLDDjIlliWwRNxLpKTEFgIpHFyp9Bo+duxMB1BVHZSohf0nInYh1E5tCp3XsKB7Z9RXZEUK\nRAKB6+KQJYIShO67Wr6zu9TVLupH0+cuX0wEqD310LahonW7UkpbZQ9q95JgOdE+SsQlpb6U0fsx\nUIxFffR3paIsTCQHlWRLrpYGfwaeVFGJoF2WZVAKlLB0VoXgvUw6xcmyEsEE+elH0TL39fhOLdL3\nKfoSIYukc22RELZsh95pJ1CYcZzeyc1GAsQJytP8IDiPJPzMI/W6aFDSwzTolIVjkj4oiWVZ+hrq\nGiywPKmYknESzxKU1FLmahm8P0JqQd7R2clTG9pYsrUTKRxyxeB7wS9q8WelomshzGCVvO9+UYsr\nOw1+3INli9LnFcofbLohROwiCPh22INV+v67bpG0nydlW+QTfVHhtWYL/fkKe7Bs28FOGpmgDT9W\nNwYGKQMdyHxfvFQCFjhpmHsKuZknozJTUcKKTC4aunM8vKpxj7YtjLYH60b0wsG9AEqpjcDsiRqU\nYR/nmR/Ao1+Dk94NV/8SD5u/v3M5D61u5muXncgHLlg42SM0TBRCwGs+Ax+8D/K9nP/4NTz0plZy\nRckVP17MAyubJnuEBsM+QUkGQHoUAmfA7pyLJT1SthVloISA6rSD4w2Qc338VK3eL8xgyVDceFGp\nnS9VNBudqn+e6d2rsPwCB7dp63KLOOBJOyI2AhhoiwLkzoEiOzsG2NDcHwWkoTZI21b0XEIQZ7A8\nFwXaRRAB6Zoh0mGhm55AWDZCeaSK3ZDvQinFlConEqGOowPycJY/XFzVl3otpdbevM58BQLLTZRb\nhUYYQmnBBOD5PtmiR31XDkvq4DnsEYnERdArJIJjZmKtEfXXWKkqBCLuPwmCSdABrh30YO3szuMW\n81FwHpZvCRE6DepsiRZYpcHpxtZeBoqSVQ09bO8YoDnRv6OCkz+ldxNT+rZgd2yI+t7k9ueh+dVB\nAittx5b34d8ExOo17BmDyFAk/rN+vOjJuIcwPM++igRvvKi0YqCoyFVrh7u6tO7rsxICK7R3B+3u\naFt6XMovhiOLxVaQwVJK8cT6VnZ2Zuns13/LZNIo6eH6klltS6hueC5yIhS2g5eqpTA9cB50c7Gz\nnRdkrkKTFRVksKqn0zvnPH3pJsReeG7Ca0mEWbWgx84SFbKGwXnxfUV12o4yjrYlcMM135ICy9cZ\nVkv5SKnY3BT0YgHKSun1n0BPIihffw9EZbQVFp32i1qc2A74xWipAJ3BSgosie8O34MlrUBg5Xug\nrzl6It9zyagCFrHQzzh6XbkpDc8wd8f9OEVtCKOEhWXbJdeQLQQCXztTDnTAliewGpZGEw4ykcWV\nSuFYFrZl4QWCsCvrIpRfak8/wYxWYBWUUtEVJIQoldgGQ8jT34PH/w1Ovhqu/F88bD73xxX8bWUT\nX337CXzktUeMfAzDvs/CC+ETT8PcUzn8yZt46tSHOWlONZ/+/cv8xwNrjfmFwTAS4TpY6LKpYj5u\nwD9+djXTa1L4RS26ioecjTPraCCwPQ4ElsTWLmLRgrZeVCLo+hIRlDaFPSpTezeUDEEEGSzHsiBT\npx/MdiLQQawOImVJBiuMnVPBoqGghYkV2KzrBn9w/JxWEqnqITNYVlBCpywHIV1mty4ms+2JxDo9\nQTAbZbDifiWhdIng4k3tPL+lQ7fJRAKstJ8F9Ox82IcWlmV1DBSiWXQ9wx6v/6WkDumsILischLh\nVChG7DSOlTBZQJJ3/aj8ztLdaChha1vvsCwxDM6DXjWpQsVV2oOVLfq09uZZ19xfsdTPl7o/SCjF\ntJ61VHWsid7jKBNXtl+YhQsX843fj0DYWU58DkQshLRltoqOXW5y4cu4Jy68RnJFj5wnI6E2f1oa\npI+dKBH0ZCCohKUzofjkXJ+d7d34ViCo/FKB5fqS3pzLyzu6WNPUy8zaDFOrq1C+h+cr0m6PzlYG\nmadQJEsrowfn5uISwaD/R4VW9wSfCyFQdlpvFxynv+BFPW3htaSCMaJ0hs+rnUuuqiw/ETrhSUV1\nyia8rjO2FWWMSlwNA9EplI8nKTHMkFZpFk8pSk0u/LCXMfHeegV97ixdruv7PkKAgyzJiArl4/ke\nnQNFesNy07IMlrQcbTjRU4+35Wl6WrXDoed5OBY4qhhNOFSndTbUynXqc1rs18YvWFiWXeJ0mLKt\n+JoKnBuV70W27uUCyxJQlXbIBT2kKVsglKpYJjtRjFZgPSWE+EegWgjxFuAu4L6JG5Zhn+TJb8Oi\nb8Kp18GVt+ILmy/etYL7VjTy5bcdz8cuPnKyR2jYk0w9BD50P5z3KWpfvpU/1HyXj589g58/vYUP\n/HLJkFbRBkMlhBA1QoivCSF+Efz/GCHEZZM9rokiFCcokJ6HLePPS1W+jRkdrzCtUfcRiVQNVroa\ngcCTIEOBFfVgKXpyRaTvx+Vino9QLrNbno76aBwv4aqnVNQTYVkCMlOjv8l0XSRRLOlT9GRiHSwd\n6KRtS4sDK617sEKBFWSwQGnHMWFRcb5WyeBYFggbq6+RcLfk2CCevY5n+bXwK18sOBn0hxmGsOHe\nkh4pPweFfs4+bHq0T5jBsgdlsHQQGvafVCWr2kIx4lRhWVZ0foXSJZXLd3brPrTAHVAhcCwdKhZT\n06IMj6WCEsEwU1S20LAOuhXuEIvdlj/sSolv67LFuJesVAilnLifrWT/0JRBWNowJGWXZbBUNLZB\nAisQBOW2+T3ZIgjBWQtncvzcqaQiF8GEcJN6HEpYOquKXs/M8ouBmBCR+AkzKV6ZY93xh9RhOSmk\n9CJBbQsR9U6FGTOllDbG8PLRa095ukRQJTI/YSgvUhmUVOAV6M4WeXxtCy29ccYT0E6eoK8J5WPZ\nNsXgPYjPT5ylqs61YAdZxqqUHQksWXYt63XUPDwpsZQXZx4DsROeAaXQZlRRiWC86DQA6x+CXBfY\nmUigiqC/MOzBWrFT280LJRnIF9nS3s+G1qDkX1i6v2vqfIrp6bipKcggW7a+uY8lmxp1FjJw6UzJ\nMOsuqHIspNSLGduWwFFe7CJo24lSWUqcRKM16FSY4bUG9VtaQjC1Ks1AITTt0N8Jvbm9L4P1ZaAN\nWAl8AngA+KeJGpRhH0MpWPQtePI/4LT3wrt+io/FP9y9gj8vb+QfLj2OT77uqMkepWEysFPwtm/D\nu3+OVb+Ef2z8DD996zRe2t7FZbc8ywtbOiZ7hIZ9h18BBeCC4P8NwDdH2kkIUSWEWCKEWCGEWC2E\n+LcK2/xQCLE8uG0QQnQn/uYn/rbHlicRSmrraMD1XSwZz7xW922leqABAgMGka4BpwrHAs+ujoIp\nP+jB6hrIsbG1n86+bFTRlYEAACAASURBVBSkFDyJ4w6QcvuigDTl9keLu8YL3gaZqlQNzDsD5p6K\nVzMnKncTyqfgy0gjCZ3eIt3wIplCuxZ5ll6U1bYEvleM5VSqpnJfEfp5hRAoBMJOIYIyLAXgF7At\nwQlzdVYtrPiLSgSFnq2WuW6cwNhCljnbpQMhEfaxoSQz6h+DDQ9xUI3DIdO03XTYg6UXINbHae3L\n4/napEMEQX2mJIMVCqw0lojLEMPXuaMzG1lMLzhoSrTYsD/9KPrrjoxLBBMBpH6g9Fy5njaT8JWK\nMieenww0Y8Epw0xKIA92dGZ1Js0r4hR7mV//NzL5dlLhAs/lJhcqFlhS6fOX7MHykgJLlWew9Jpk\nvlRYfp5Ut/ao6c8XSDsOs+pqdO+RkqB8bKdMYMkwq6GtzqtyzaTdHqSd1uWTiiACt4NzED93Vcpm\nZm1aiyjpRdla2xKROYQVZHekAlJVeJ3bEN3bQSmcYG0smRAmYWZF2Bl6Cx5t3X0MFEudGiNxYJWW\nCNqWM8gNL8pg+S51rUuY2bEM0FkbmVi7LXlOdA+WHzyuyFhhxrusHxGFb1fjR4/H4gTQfZUQZLms\nwJY9FFj6vUxmeevb++LzB9F3jTz0fNpmX4iy0sjA+THn+ljSxfUVvufi2BaOCpZ9cCw9ceMX9Tpz\nAqptCeiSWNuOXST19nHppJThZE0hEmRJN0y9lhxMrUkjfZ9s0Y9EfyUnzYliVH6FSikJ/CK4GQwx\nSsGib8Az/wln/B1cfgsSwVfueZV7Xm7gc28+lhvfcPRkj9Iw2Zz2HpixEO58L2974X0cf8XPueEp\nm+t/8QKfecPR3PymY+IGcYOhMkcppa4TQlwPoJTKCpGY4hyaAvBGpVS/ECIFPCuEeFAp9UK4gVLq\nc+F9IcRNwBmJ/XNKqdPH6TWMAYm0UijAd92SgNWRru6JGmgHwEpVg+NhWVbJ7LgUNkiX3oKeNS64\nbrDorKDoSVJWYH+cdMyrmgZefyAogkyKhQ5gZ+qJMtHQgiIWLQVXlppceAWsvkZsP4+bmqpLiMJ1\nprwCygodBDIMaUmolBZrApRdhSXi0ibHy2IJmD+timJtmu6ghC6c5VdY2H6Wqm2LmNNfoOmQt0QL\n+4akHYu8K8mFGSyVmNlWkqqUjbQyiCCYC22kfal4fnMHNQM5aoXAlRYpoDaV+P5SflQ6lSxzSr6H\ner0rxYKDamlu1ZkCz67Ct2MXQRE2/Yc5E8su6cGKg+74uUsNBIBjL6VFdpD3BfMaHyZUwt25Ir35\nNE7TK1QFydHqXBMZ59DoXCYFluu5OEohLDsQh7HJhR1l9pIlgvE4tPOfFgWz2pdQY+XAPRnXk2TS\ndlS+pkWIp7MpAZ4Mrq1w0kD6zOxYxoIZ1bg102lq7A3WCYuPEwqC0w+dzpypVcHi1zpAL3gyvraj\nHqwU4Ablfi7Ld3YDizlEOFEJmgpt+WOTeaRwUFis3tFCnX0oSaKfs7DcUQUmF46N65cKLM9z+dvq\nTmy/WJK1sWyBDMoOK5UIWsqLsqNVlqIPES0qrQ3htUHK45v7yakCVziJDFZ5etNOg9ArdQklg4WG\nS7PAKEmuWKCapBFLUFabELVKES2IbElXl4d6Hk4mRcovgBMILEFsC28JhPQQKnCMDLKKjgWuhJlT\n0tiuQwvaidQB8HRflWXHZatA5II4rSaFQNKTK+JJxUHVDuccOZM9xWhdBLcKIbaU3yZ6cIa9HKXg\nsX/V4urMD0bi6qt/XskfX6rn5jcezWfffMxkj9Kwt3DY+Xph4ilzOOLB9/HQxdu55qwF3LJoE9f+\n/Hl2dGRHPobhQKYohKgm6t0XR6HF07AoTVj7lgpuw/UQXw/csZtj3W2EUoHAUnieXxKwOpbAslO0\nzLmY7uknYdm2LkcTULRrox4XhQ1K0TegBZYbBCTSStNf8Eh5/aRsi46ZZ0XHnnPQNI6aNYWDp2Qi\n4WNbVhTghiiIMliuL2N3NQEksm2uM0XPjnt5pvduQBYH4pMv7Pi4g0RWKDQEpKeAAClSgcAa0AFy\nUEboKYHrS9Y0BesPCYtMoZNCIDYsPx8s7KuDQDdVp0uSbBFZRgsl4yF4RTKOjbRS0XmP1+kJ3x9d\nIlgMxF1tYpFmpB8E/E5pmRNJgaU7R2zLJlzbSWLj2zVR/45AYvv50uxT4jzpoFb3cYUBeC7hFOgr\nBZk6pF0VOCgK0mWtYqK7nqp8iz56YJ4CYeYoHuujqxrZ0ZmFINtmWyISWGnHivq9wn2FiKWI7ReQ\nuU5kMYvjDkT+mFL6OnsUXQO+HlSiRNCTivquXOAiKPDdeOHrdKY6yF4Q2Njb+FLS3qev99l1VZF1\nvrAdhPQoZnuj8tBQYIXvk1LAIaeRz+gFkC3lMas2zdS5C6NSSqlUNPHQX3CRdhpLFqnvypYI+LAv\nUEUmF0F2zrJxRWmflDsQlOBJt0xg6axesn8N4gydLhHUj6ctP3hMUkxNo2nem/TzK8ipVNT4JstL\nBEOUD8LCk4pUsZspDc/g4CGVwnNq9flXXvR5iDKlwXuXFFhSxaV4lnQpel601pUTlNxWpWydofaK\n+JJI8Nal9XUVOoM6wfVoCahLB68hFLvSQ0gX2yovEdTfHf+fvfeOl6Qq8//fz6mqjjfHmTs55yEN\nOQgIiCQFs6wrJtDVNa1x113zuvpd1/xTERVERVxMoCsiCIgimZEoQRhmmGFyuHNjhzq/P86p6uq+\nfe/cO3PjTH1er763u7q66tTpqurzOZ/n+TwJ16Mm6bJ1bz/9hSJ1qfK8rrHGcKeM1wBH28fJwFeB\nH45Vo2JMAWgNN30M/vxlWPMWOO/LaBH+4/pHuOaeDfzTqQt435mLJ7qVMSYbmubBW26CuSeT/L93\n84X6n/H11x3G01u7OOerd/DLBzdOdAtjTF58HLgRmCUiPwJuAT40nA+KiCMia4GtwO+11ncPst4c\nYB7wh8jilIjcJyJ3icjLB/ncpXad+7Zt2zaCQxqizfhmUKwhX8iVqR9KCY7nUfBq6a6ZawYnXgZH\nOeTc2nAMXlQuWmu6e40ZRj5fQPyiSUQXh1mZAklXkUs0lPbrJmnMJszgxw6eHKHkTABGYdBmFlwC\nchA6zklZ0n3BqzED5r0vULv3aTPODNQuxyltt5Jg2UGSRvAT2XBbvm8G7EH4ohKh6MMLuyvc84B+\nW/NI6bytmWPCLre1Ho9umEuxZVloeGHqTdlP9neanChlZsDFz+MU+8vDADEkIwjjrElWKFjKAccL\nc3FK75Xqmyk0ylEoTP8VxaHopvHnnW7bZAa7hWSj/XLKyWihaEmNSBjqWFbEtaJPtQjJSNxSQftl\nXn9KF0smF7r0+f6Cj2jfFCBWjskfE8G3ipHnKHrzRZ7aYghu0de46FDFadv6Z9LP3Uby2ZuRwDjB\nL+L7vgkFC4/LN+eOKpHVoq9Zt6PbmlyUwvo8VyFuwpwfaGO+gbBhVy87rHNgIvJ9KcfF8ftRT91Y\nGmQHBMuSN19rqJ3GnoblZh9KmLvkMJLJjKlppTU+JZfH/oLJaQtypspz/OymnYjJhV9AHI9+MeGn\nZA2Rk/V/wSl04/g5HCVMq0tRm3RRluAXKgjW2khOlG/JWhAiKLpI0UmF5hp2NirohEgOVuX15oNy\n6MsXadz9EJnCbhxdoCczk22tJ6AxCmBwjBrrCmm/u7AUASavLwjFEz9Pb1+Ql6ZwfXMvMgqWWNdC\nG4bsF1g2rYYVMxrwrPIXhmPa2nbpno3o7h32GMDxcyjHLQsRDEwuQGivS4V9V7/t3upq+RhhuIWG\nd0QeG7XWXwbOHeO2xZis0Bpu/Cj85etwzKVw7hfRInzyhsf44V3rueyU+XzwJUsiVqwxYkSQboCL\nr4M1b4Y/f4XznvhXfvvONSybXst7r13L+65dy56e8YuTjjE1oLX+PXARcAlGYVqjtb5tmJ8t2jC/\nmcAxIrJykFVfC1yndVkRlzla6zXA64EvW+WscvuXa63XaK3XtLa2DvuYhm50sRQiaJUnA6O8KLcU\nRuUoATfBnlkvpiszKyQYRRx6ckW0HZTqYgHl59Gi0OLSlPVMyJeTCgdq4pbCl4JkdaWkTMHKNS2i\nq2aOzbUpt5E2YT8RguVmQ/MBR0m5qYJyywfX5R1gQwQFvKwNSVPhPh1lFSwFRYTNnX2kPIfl0+vC\nbfYW7ey3ny/lYImDVh56xlHMmt4OBPkdhbK8FM8p5S21bLubhvW/Ix1RqUQXcUTQlgwMcBG0IWuB\nGhUOFHVECcEm9GMK9T76glHxJdtoVJX+PShdoJiyBLiirwq+b4vYShjq2BMhWANKZqFIRghfvmBI\nQ1BMOdW3haQ1dQhIs/g5E66pi6Q8FSpYAsxuqrH9Z9q1cVc3uYJRXBQ6VHFEF9nUn6K3r8+2wzTO\n901dqLIQwWIOHI8ZDemKMYStg2UVEM8x5zyi6Ok33+utT25ne1d/WNg3qlaERhbisDM91ywMCgQr\n1zhWaqvcWQXNc60KqaLGHxKqTHUpj6KTDPP0pJqCFTjsFU0/Ktel362FJS+F1iW2PzR1nU+T7n0B\nJcLMxgxLptWhHBdBD1CwwmPyC2HdqYSUFKxoblxUrNeikMEIVttysEWzRfukPdeSaM/muhnTGtFF\nE3woyhB82xfR0gfaL1Io+mQ8B+Xn6em3BMsRvMDAwxWULlIIar85DhTzuAKN2VR4rmcSdkZAwMGn\naeda/LzZRtHXOMU+HMcpU+SCCQBEaMwkjBoffAf9nQP6caww3BDBIyOPNSLydoaZvxXjIINfhBve\nDXd/E477J3jpF9DAp3/9OFfeuY63nDSPj7x0aUyuYgwNx4Vz/8cUJX7semb+6jVc8/oFvO+MxVz/\n102c8aXb+d2jmye6lTEmAaK/P8Ac4AVgEzDbLhs2tNa7gVuBswdZ5bVUhAdqrTfa/88At1GenzVm\nEO2bmWgniXphLam+rQAUnZSxDI8QoWAc6aSytkCsGW34OHT1G1IV2JoncrvR4uIrl5TroD2Ts+Xb\ngZqK1rShlGMTJVgiDt2ZmWW5NmE9KZEwRLApmyBb1xjaOCsRIuMwM3ANt1tNwQIQxEsgQNFJo7Wx\njlcidh2T4P7Cnt5wUB4ob0XXHJvyc2WOY2BIVWttiuUddcxpypDu3Vya3O7vwlEqdGRL5E1x07QX\nJVjGXbG9vsaoPmWueVbBUm4YjhbWRbLr9Rf80EXQEZ+eXIF+bcOibL9In1EqCklLsAIiYrdhBrVG\ngwtycbojdX6KlYNoUSTdUphhvmjCIp1Cb7hK7aY/4+a7DdEoFunY9Hvq9zyGaN8QKeWEOS6Hz27k\nsJkN0SE8v39sizFQEZ+oeNddMycc+Jt8OKtgKRWaU5iabQVwU6yZ28QRs0rKamjTbgfonqMQO/Bf\nt6MbrRz6C5UkvYSAYBVVkq6kIdaBGoZyTVFrbVSZ0jmiDMFySu3W2JxE4MSFLbQ3NYa1xSCqMtt2\nhwTLGmpYRct3M+G5r33I9DxPtns90VRk5bihguVrPSBP2RMf3zFqWDIMESyG293Wejx7Ok4J18/7\nErZRa8D3yRV9/rCrhU1dRsHqzZt6cJ4jKEXYF0ZN9xG/SNozEzQFv5Qbl4+GCPqagm9URqUL9Fo1\ny1XC7DrFisYiC7bcROOzv6Fu9+Om3YmsuW9Y04pgUmZmY5p5zVnqstmQsPhWtc0ViqQkj1JO2bnu\n68jkDNBiCVbGc6FnJ+OF4ZKkL0aeF4B1wKtHvTUxJjcKOfjFZfDoz+GUD8Fp/4qv4VO/fowr71zH\nJSfM5WPnLovJVYzhQcQUJW6YDT+/FPd7Z/Kei6/jxctO5EPXPcRlV9/Peaun88kLVtBck9z39mIc\nrPjiEO9p4PShPiwirUBea73b5nCdCXy+ynpLgUbgL5FljUCP1rpfRFqAE4EvjPwQ9gN2JjpXP5/E\njsdJ5HYZBccxSfuOmwwz0IJ7rusoOxgzy31x6c0VSEoRN9NAoWsXLgXyovDFDCpxzQAtrJ8TMRgo\nDqJgiRh1q4xg2QGWUbDMgGr+YS9iftM8eN4QFEeZXKmimwW6QExeUHC85cevSzPlqRZ09gh2+x6F\nrjuRwCJd+4gdyXqOYvn0Op7d0Q0IKddh1cIZbFzfR5cu2DpYxXCQn3QVaDPo2mspQjgLbgfDlTWF\n0hFhwKhoisPnNEOxoTz0KJqDZbvNOKYB+NR2PkWqbxuS0FbB0mXKSWAqomwImy+WTFcqWJEQwfA7\nq8hFsR+wf4WUA1IMaqFpU3UoYvDhKmjaeT87u9vZsH0304GarnX0J5rCNvi6EBpFeI6iPx8M7g1B\n6erPUyc6DI9MuQ55r5b+ZAupvi3W0l2jKxWsvM3DtSQkGTEO0aIQJFTblIjNabMKih8ddwxUeyRQ\nsJTD0o4G2A0ExNLxbAFg8z0E9b0cJaBc3IBg+RqtStdbwlUk0zUmN8mPqsyWJIOp1aUJyVzQjoKv\nSQSEE9jRdCTNOx8oGz8p1zM5eHs2UvTrcZUQCJTJvm144kcUrEguod1uLtlEPpmBbtOveS1lCira\npy9XRIvioef30DE/QV++SNI14ZhKJOwLLQpPaXydR3lJKBqVKjj3ys47v4hG4yVSqO4cssm4IrrJ\nLFmVY2Gdhk6F9tI4xV2m3YlsqWafKKjrCL/n5pokuEmUMscR2On3F/aQdEA7bpki52twkfDcyCZd\nDp/ZYPK5endiosDHHsMNETwt8jhTa/02rfUTY924GJMI+V649h8MuTrzU3D6v+Fr+LdfPsyVd67j\nzSfO4+PnL4/JVYyRY/kFcMlvzI/rd89gZe4hfvWuE/nAWYu56dEtnPE/t/OrtRvLYqxjHDqo+P2p\nfAxJriymA7eKyEPAvZgcrF+LyKdE5ILIeq8FfqLLT7RlwH0i8leM8vVfWuvHRuvYhoJoY02da1ps\njCKA2nQqDFtzvNLgPwiFcpVQKJYsu3PJBvq1IuEqVCKNLx6OwKJpDSyebvN6QoJlczZUaVgQhAi6\nAxQs41JWVcGK5mDVTrf7sG0W2NmwsjT8VUPkYAUhgvYt1bIQrTx8FMpavkcJVjphwvHMoNCEUSaT\nGRKuC2GIYESdiKhRibppANSl7ZyzJYhRgqU1uFIigaJ9q4oEv3lRglUwLEm5OErRn2yis9WIrW6h\nh9aev5PI7bIhVgpHaaMmiYujxNQ0su0UJCS6pQ6xCpbv28Fw9aFcMOgslQdTJJ2SipYv+mWhVbsb\nViCtS/Hye3lmy86wKDVA884HjPZh8/qiP/V1adNPS9rMedqf9/GKPeF52VyTYOHMaRyzehlttSmT\nM+UXKfq+zcOz7c9bwmPPyahiCArPEZY2J2irtTlMbtLYtAN9voRui55SnL60vJhv3jf7aK7NMq/V\n1nQr9Jt9KycsIh1VZZRgSgwEhazRYY2lAB2tjbTVmjDBoJB13qsL1Ts/OLbAEt4qM77WoczlK4/+\nlAktdiLblpo2fPFQ6++Enp1lIY+1e582Ji3WkCMpJQUrWp8sejvL+1KqJWVVREMoHfoLRbRV8dzI\n/SSXqDfbEYeWjIMq5miuq7HbKxHcaI2zwADDSWZxC93oLqO+u+k6M/lQMIpfoX5O+BnlJa2CZR04\nHQ+mH1b6Ai0JBmtBn26gy23ESddTyLaXuSIGJizRk9SdfxLUtJeFL481hqVgicj7h3pfa/0/o9Oc\nGJMS/Xvhx6+F5/4M530J1ryZQtHnQ9c9xM8f3Mg7T1vAB86Kc65iHABmHmUcBn/0Krj6QrwLvsa7\nTn8dZ62Yxgeve4j3/GQtN/z1BT574Ura61IT3doYEwARSQH/BJyEGc3eAXxLa9031Oe01g9RJaxP\na/0fFa8/UWWdO4FV+9/q/YTvm3GLNXnoSzbhyDaWTK9ncaYVOp/H9UpKUzDwcB2h4PthuExRJdja\ndBQdO+9FCp3scjOk/L201dcYErC3E/HM9VQMkvEjAxAfB4VVX4gM/DAz2735IoryOj2iKOW2OOWq\nmKMUO5Mz2bjTmBCXm1xUKljBa7E+ebZ5qFKIYCTPJ8gDMuuFshHiJpC+XEgGyxQs34ZXZetYPbMB\nLzQ/GEiwzIKo9bhvHfAq2t/fBd3brIGB0JD2aJEkmWnT2bIJavc+w6K2Gh7ZtAdsiKDSPv1WwTpl\nYav5LY0OkiUYqgUjzJKTW0oNDB0LPxcomfaJFkXKg9VNNfTvdNlcv4o2tR7oIu/V0V0zFydlVALl\nl9deC7enHGP0F/m5n1aXorUmSXdCIA+5QoFkbjd+tg16N6Icl8UdzZBLG3LuG7t1oSJEMFCwbH5h\nKkKwzj1sBjzxEG1JDSoDs45BO+1ojDrSndMULTHLN86nNlX+3bXUZ+nNJJjZWldO6OxnlDJkJDpQ\nT3s2zNMqWNoH3yk/di+ZZXZTlraZtWzrFbZsgc7ahSixGkRwbAHBspMN5nqxrngqgbbD8egoShrm\nsLW9hkXFe5G+3STpR3ftMkWx810UGzvoTXXArrUkuzaAbhiQgxWti5YvEpJAX2t2d/exaU8vZAMV\nUOH7GsdeSwlXkSMgWIqUK5wyvx5d6OfZbXuMsYrty0IktzIo++CljDlNb97kbbnpWujfEdbeKtTP\no7Ouh4KbZb5bgL5ue+D2+2lZBD07YM/zZY6cvtZoJ8HGpmPJtNWQzxfxrbGJaay9LKMTD6Jg7kll\npGusMRIXwXcAM+zj7cCRQK19xDhY0bMTfvAyWP8XuOg7sObN5Ao+7/7Jg/z8wY184KzFfPAlcc5V\njFFA4xzjMDjnePjl2+HWz7G4rYafv+MEPnbuMu54ahtn/M/tXHvv+ljNOjTxA2AF8DXg6/b51RPa\norGC9kNTB9AUtCnKKcoNZ8BTidL8aDDwCMKSgnwIrTVdUofnKDwK+Cphw55KNYPEkp/OuiX0pqeT\nr5lRasYQIYLBLHn73sdRxb5wICdQUrCC0C87qGyrM/vq7Y+8X83komsbPPtHux8pi4IrBm5mNkTQ\ntzbpSdcJ+yI0CFcuWBttM6D1Q8Uj6SrItsCcE6F9FQnXKf2O2dC8FbNKhiXaHtfZK6eR9hwTIuhW\nsZlfbyNMbR+kPIcl7TXMmt6OFodU3xazrKOR2c1Zm4MVECAHN7Sfs9t13FJmT+iuZxXKgo8rQsKN\nKj0lYhKQ3rDOMYIrMKcxQU3Ko7cgFO3APiCTniXuyi8guny2X2vr1hexKgcTMuemsgStSPbvMDWU\nmuazedqp9C44x7yRyNA36yRbesCG+ilVSlgKFCxL9suIY0AaApOC+lmmPbafuvKCVgk2zjyXhUtW\nUwnPcZjfWkMikSxzKQz2JVEFC0MaW2qSdmBv+1NrdMTkwhysUXNSfi+pYLOB4yFG6TUfDgiWG24r\nQCFpSEzByeA4pW07rjJFgjWovh20bLuLht2PUtf5BMrPoZKZgEng5TtJ5HYBukzBippP5HRJwdJa\n86enttCbL0065LWxB1FSuqZKboSmph7FfsRNknQdU7Q5IFhlRM6GCyczoSKX8hROwtbos9+zuEn2\n1i2iN9OBE8n9LPt+AkjJMObZHd1s7cqjtSaTCNTHknIfdRGMbGBcyRUMn2DNBI7UWv+L1vpfgKOA\n2VrrT2qtPzl2zYsxodi7Ba48FzY/Aq/5Iax+Fb25Im//4f3838Ob+di5y3jX6XGdqxijiHQDXPwz\nOPxiuP2/4BeX4fg53nryfH733lNYPr2OD//sYd7w3XtYt717olsbY3yxUmv9Fq31rfbxNgzJOvig\nfTtAMzV+CjgmbEdKg1FPSgOaEsEy/3OFkpFCTiv0tFUw7xR8J2kGP8oJVRCxA2rfSbKz+UhbL8kg\nnUqWthslWJTI14yGNJmeF8IZbBWYXEQHTJbEJV2HOc1ZAoIg4lA1xK4rMLgpKWfBgNUQrIIZuGnI\n24+FClZ05locS7DytmaXTyqRKNseddODpKey/geY3lTP7KaMOQRrI510ndDUwnHcgQpW8L93FyTt\n/HPTfJOUb8OtAGpr6sJQwELGhLNpcUsEKywu7JWiJyNkdEdXPzu6+6lNOdSmy3NUM4nAlMESt2AD\novAU4Js8G8Rh/e4gz8s65yWsolNFwTLmAk55mNyiM2Hx2SAOjs5Rs/dZGnc9BF4Gsm0U3SyOWzoX\nlD0X8jmz7UAdQlREwaoSpVAZBilC3tchYe6yTT1hQQuttVVydkPS75bIGoTnqdjjCxSshowpVWBM\nLlTYj6WgOAsvba6n/k4cG0JqanaZtzUVClZgcuFr83s382j6243APv+Ei0jWt4ebdq3CW1RJ3N5d\nKGBX46qQQLlWfd7Wepyp02ZzyqIKVtR8IlcsEayu/mKoZgV9mPfFGpgAM45ELS2ZhTfUpGmvSRh1\n10mQ8oyle7UcrCAf00mUarqlE07pe833GhIaCUemdWmJWFULeVVOmXL42OZuXKVorzP1/wpFzfV/\n3cSTW/aGJizlCtb4iwDDJVjtQER/I2eXxThYsfVvcMUZsOs5uPinsPQcdnbneP0Vd3HrE1v5zMtX\n8taT5090K2McjHAT8LJvwOkfg4euhasvhJ6dzG3Jcs3bjuPTL1/J2g27OevLf+RLv3+yrO5LjIMa\nD4jIccELETkWuG8C2zN20KWBmgby2g0L61Jjf3pTpcF66CJonwSz1j39tkhu2xIyjdPxlWdzTByT\n6wBhiOCc5ixpz6GjIR1ud9mMJha31ZrBdGQwFAxeUq5jbNJVIpz5N7VtCqFzIBCGfAHUJN1Q7VHO\nUDbtIbUKCYaIlIcIap+GtBmwzrJEKFC2zA7csMBsECK4ckYTL105fWCfV5s1dzxaapJ01KeZVp+C\nPRsIqu8KNkSwkiAGg8imeeClYNUrjToPSMLm/jgJwmK6InS3H8OW9lNBBC/o54h7W1CrK9pXL+zp\nQ4nQUZ9iYVstFxzWYfoWqLc5UVpTFvKmxTHEXBfxXIWvnNC5sL4ma7vMEg4/z8ppWZqyJbdKTXAe\n6NJgN1VvVBxRof2SqwAAIABJREFUOD1bqd/zGE6xj3zDfLyQzEa61Co4/TkzpHQClcpJlFTAiEPm\nrKYMc63SV4npdSlmNWXxlNBpCVbCHWxYa7fteBUKVqSEgNal8zjYTNRF0Kc0eI8iWQv9ewl2HTge\nms8HBMvWygoUrOB7aZwTunVmU4my6yYIfy04ach1IUrIe/VhyGgqY9SzopNGieAWA4JV6oOos2LO\nJ7w2dvfkSmpWYIrhm/PFETHFvROZ8LMrZzaRUNqou26ClOvQky/SlSuVDEg4Qbig7cNEJiTimYRr\nyCgYIh3JqQJwEimon2VeRL/rhDlGvHSZcphNJzlsVj0pzyhYwQTPs9u7w0LD5aRq/AnWcF0EfwDc\nIyK/sK9fDlw1Nk2KMeF49o/wk38wPw5v+g10HMGGnT288fv38PyuXr558ZGcXe0HKkaM0YIInPJB\naJwHv3wHfPdMeP1PUc0LeMNxczhreTuf+c3jfOWWp/jl2o184oIVnLakbd/bjTGVcRRwp4ist69n\nA0+IyMOA1loPjAuaqoiECGptEuWNy7o27lpLzzP3Z0xh7mDgEcwWB8pFd87M2qc9h5qUGxpZYE0G\noDSj3pjxODxiiw3geR5euiIPidK4RcTsW+lCKQdLqKJglQbMtSmX0ChZqYgCFFGwImRLi5SKAWNz\nsPyCJVhFsqkkL1tSCmsU6y5nQgRNDo3gUyhqa0zh4FUdhFcZgDkJQ2IC0rn9KdizkWTPDHztm7Cm\nKEF89BemX2unwYyjBmzu6CUzYfNuQ65UKa/K9VwKXtb0pYp0LqCdRJlJBQC+z94+n5qUi2MlFRFh\nQWsN27r6WdBaEw40o+5qWgQlGvyCsejPO6Ht+ZK5M1nZ1oFYFUTpPElVxEu6PKdm09zzTCSnq9zo\nIWhvtKiyuIkwZDW6btIzx53b/YLp4oCAJGsMCfFKg3qAI2dbM5Zg55km6DCGIUoJsxvT9Ox0KBDJ\nrauGhjkmn7xtefkAPggRtEQ+rOcWKohO2EbTn6UiwqWDqoPubbh1QV+XQgQ12uzDKlgmFK63LEQw\n2KdToRS7lrA8s7tITcEn5TloJxkSorraGthr8ieVSPhdlhOs0gRkd06TyO/By+0mn2igvcZDbyUS\nIqhK5MSen3Oas2zp7DOTMrnusM+ySYdtwMOb9nJ8q1GQkp4iV/TDCR4nkWJafZLuvgJNmURp8qGY\nh0S27LxwlUTuGZEObltuQnndFGr7U+HiY+Y2QaM5V6Lb8RwhV/AHhghOVgVLa/1Z4E3ALvt4k9b6\nP4f6jIh8T0S2isgjB97MGOOGtdfA1ReZsIm33gwdR/DYpk5e8c072b63nx++5diYXMUYP6x6Jfzj\n9SbR9btnwvq7AWivS/G11x3Bj956LI4S3vT9e7ns6vvYuLt3HxuMMYVxNsZf90X2Mc8uOw84fwLb\nNfrwC2X1nHxc+2NtB2VWdcomAltvM3hwBhlEZBIuSdcJbcCjZg3K5u9UNUqQcjUlXGz/5+rnG7ts\nXQhDkUQwg8lIqGFUwcom3fA4ZDAFS0fIWpmCZcIlxRYYptBXtm0I1LyS4mPap0MFS5wqSlX0GKvk\n55Qh30P9tvtQxX6Ul4iQnmKpX6uFuAFeKqiZVSz1j3WwA1s8t7I94pSF+AGgffb25alLBWqg+dzc\nlixHz20KlUxfRxwEzc6sU0MBz5GyUDLVOMecR/aYlZ8nIUVaa1OcuHQGmYQTkrWir6uMV8Vap1uy\n7yRCIht1v0smzCC6sOt5s14gFSVsOGVEmS3fvMCy82H+aSa0LoBfJOGo8FgSgxh+oBzjSud4ZlvB\nAThBjTYqFKxSiGYQxjjgvfCgaiHfi6ONjKZFQeM8ejIz7T5K55HjBiGCkUOInu+R80/sMRWcNEWt\nUUp4yerZHDa7mRkNaeprrLojJhcwJFiWbEbVR1cpdjjGaj/bbeao6tMlkg/GBCMMEbTtOHxWAy9Z\nMY2yEF4nSUttiqZsgs6+ItpeXwnbT7trl1B00jhuktaaFHNbaoyy6JXU8ahpBdhzJOinaGiqUmbC\nIt1Qfk+JENTo+eUqVZoAKLtvTVKCZZEBOrXWXwGeF5F5+1j/SgYv5hhjskFruO3zxlxgzvHw5t9B\nw2z+9NR2XvPtv+Ao4bp3nMAx85omuqUxDjXMOd44DKbq4arz4ZGfhW+duLCFG99zCh98yRJuf3Ib\nZ3zxdr7+h6fisMGDEFrr54BOoB5oDh5a6+fsewcPbL6IFhMeVhRlE5/Kw+hOXtzCiQtbwteqyi+6\nEiFl6wkttyF/+EWYucbkBqXMPb2MYM17EbQsHpxg2YFRb8sqUy/HjyhYvm9qzWQivxURNausWK9E\nTCI23ANP/Na+Y2fArWFFMIAyhYodVBAimO8rH7RhlIggtwTlIsoB7VPwfUTr0LBgYEfZ5ZE6YFXD\nBi0S+T1Iprk0UM9HJnecgaofAJ4Jw8Mvlm27ZLNfJWekioJV2P40/t7N1KU8SpZpkd2rUl5MuYJl\nCVYxj4hw3MJp7Gg+mh3NR6MsacdazwcEC8cj4Zl8pIDoRY0QKtsbRji6idCVMbpq2oYNBqFrgUoT\nfo+JbNWuMysnByoR2sdzFL54pD1nIPkZFKX+NW00+UehghUJ8Ut6DoKEtvYDdmFz7dycMeDQotAz\njmJX02GGBwQhj6LCfK7KwrgQFPSOFluz36NbygN0PY/UtCVMr09DIsuLl7Vz8qJWcJM4xV7qUl44\nMTO9vnRtNGY8erKzySUa8fJdZLvWke7fweL2Wo5faMxcckUfjbU4r3TQbJgdeWHaW5/y8IG9/QXy\nvvmcEmFndh6bp5+Om4hMUCw5ZyDBipzubpRgFaMZSREsPZfu7CxL4qM5qKVVAtXW5GJOrII1XJv2\nj2OcBJcA3wc84IeYootVobX+o4jMPfAmxhhz5HvhhveYfJfDXg/nfwXcBD/4yzo+ecNjLGyt4ftv\nOrosNj9GjHFF8wJ4y83wk9fDdW+GXevgpPeDCAlX8c7TFvKywzv4zK8f579vepJr7tnAv56zjHNW\nTYsdLg8SiMingUuAv1P6ddXso9DwlESghCjXhC2Jne2tcM9Mug7JmogKUeVczyZL7ngdjTXQ5RkC\nl6yFGUfi7DTGAmUz/zWt5rHZBqAMomApJYjrIbpQmt3v3WHamW0t+wwdR0C60daviihYgVOdtW4O\nLd4xM/BLGuqYO6023G8BwbOFbo2CVa4WqYCIBrPwyjj+FX2Te6QGU7DCAbcHQRNEmRyQTBPsXh+u\nWZfy6M0XcWrbSp8LDBqgnKRFEeS0+IXSbHwQ7ghlDnJRF8FKBSu3/TlatneSXbqkTMEq9YENT9O6\n7JTxXKt4WQLfXFdDweu24Yml9XzllQiW8gxRtV+btm5tgxGsYH9eIkljNsHspgyNmdJAOwgR3N2b\ns4cUHKcd0FeECO4Tvskn08odPDywGoLJikCxswrWHtuuUA1WHiKOsSy3BKtqDhbg9JuC2mUmF7q0\nDxwv3G40Ny7woais3QTC9Po0O/qNUhUaoDQvCI1TalwgCThJju3oQ7TDMz2mj2c0pHl0k2lTQybB\ntq5+8l4t2e71JHK7yHg11GUSkEmhpC+cmAzMPcpQ0wbLXw5bHzW5UtufJJ10IK/Y05On6Pt4CWPG\nk7MH5AWk3U2Wzn0nYQiUcgc4UYb9VBiEYDkeRy6cQ3LH3rLJpuh2+gs+RUv2JjpEcLg5WBdi6og8\nAKC13iQio2LPLiKXApcCzJ49ex9rxxh17NkI114Mmx6E0z4Gp3yAgq/55C8f4eq7nuPFS9v4yuuO\nCJNnY8SYMGSb4R9/Bb96J9zyKdj5rKnLZn+YZzZm+NYbjuLOv2/nUzc8xjt//ADHzGviP85bzsoZ\ng4SdxJhKeDWwQGs9yK/vQYRI8rnWph6VGUToIT9WLUQwE7FzD0lP88JwUWttkvktNdSmqtzjo8lW\nVRY7SlCOh/IL9FpFQgU22pnm8m01L4geoFlXOeWxUgBbHo2ECAoL22rBKTkEGhfBIg5FQxQqFCwE\nBG0JlotSCtE+7q6/U9TFUtJ8JRpmw9bHzPb69pQOdMnZhvRFCNbMxjTtdSkS9e0lMhwlWIMU/sVN\nGdI3bXXJbjxw9APyhWhflAb44bduyUfe9lnacyyZrCRYdtO6pI4cPquBWQ3NkOuM1CkrfefRQaqv\nPBK53UivsqYQJkQ1yEGK7qPymIP9ZTNpPEdxRJBDFbTNLT/PEsHrpvmmLyPn5rCgbYggTlmo2LBh\nzx+lhM7ePJ29pm/C/lDG6dFzhHzBx6fKREYQ3hicN6jydQLi4KbK1MUAge39QOc7xTHzmrhh526z\nGTUEYXATKDQ4HrmE6fN0wmF6fZoX9vSGY7iCWzr/Q9VaGWfMvrxv6t7Za2cAHLes+G/KddAFoSdX\npFA0pKYhk2DrXmPAEtT8KlPDHC8kWAO+ruCeUT9z4L4tatOeuR9EZg6ixDB47kbzO827g25zrDBc\nup+z1e01gIgMoeGODFrry7XWa7TWa1pbW/f9gRijh/V3w+WnmsTd1/4YXvRB9vQWuOT793L1Xc9x\n2Snzufwf18TkKsbkgZcy9dhO/gA8eDX86JWmVlsEJyxo4TfvPpnPXriSp7d2cd7X/sR7fvIg63f0\nDLLRGFMEjwAN+1zrYEBkAGxCBB3rjjc0waoWHlV2/w5c7WpKv7Upz2HVzPpBQquk4n/wqhSyp6yC\n1ZcvUp/2UDpoe5X8pfDzNl8rWqg3wI6nIwNVBgySglwbrzCIpbemNLstDiIOSudJb3/YDBCbBslu\naFtmcnwCBaVsoFuuekmylsSKcw1ZCtqXi9xf/PL6UWXHsuJCQzYjClbggNgbDW2uNbnOhURNSe2w\nikCu4KNRtt7VQAUrGKxHc4oMGbaErJgbPIwRyLs1ePlOQwJTDaHaoHU0X6hSwSrvo2xm30rU6pkN\noaKFcqBtafU416GgfRwFvnIHzUEcEilzSxmQuzXnBGOMASDKKlhGERxwqSirdFoji6jJhIbStZCo\nCYnXnt48z2wzqm0xcO6D8rDUQO0KCnUPdXyB6tO8sKzUwtFzGzl9aRuphGlTf7JEeENTEksgX9hj\nDU5EhvU9KDE12PoLRQq+xlWK5ppIDTOlQqOZEMF5F1kWuF6SyJj7U8OswXeatu2PTODMa8myoLWG\nZdNKuo9bqQZOYgXrpyLybaBBRN4GvBn4ztg1K8aY44Gr4Tfvh7oZ8MbroW0ZT27Zy9uvvp8Nu3r4\nwitX8+o1Q5zkMWJMFJSCF/+7GSjd8F749inwqitNTomFo4SLj53Deas7+Pbtf+d7f36W3zz0Aq8/\ndjbvOn0hbbXVk9BjTGp8DnjQGif1Bwu11hdMXJPGCGEOlnERLOKaIXQVK/MoojPcs5syNGeTYXHf\n/UIwCKrYb5gzogRxPJRvyMWKjnrYu7FkJDAIPEdRKPiGYPlVBnKF/siLaBiRHUgrMWHCMFDBwipY\nAEqFJgpFDTvbjh88r0rEhDKF9umRdlUONpsXlnKFgvUCBStRE9qyD4nmhdC1FRrnkfIcjpjVGA6C\nAWhZCM0LyD21nbJvcNpqcrvvwnfTJrcuWoU5AiVm4L610xgfNGeT0G3rn/mFIQnwzuajTJHhFbPN\nsffsNISNUk7XAJJREdqXTQ1+3s1szKC1tqTmAAe+fpFMwkWKCRa170dgVVAoOJIb2FKThLoW49gJ\nloAocoU8RaRqKC7J2jDMVVtCBuY6RILwx3R4ja7bYRz5ZjVl8LUm5HdVcrAAumrm4XcMruzQstBE\nJLUth80v2Pw8Q4RrU17o7JdPNLCp4yxqutbhOlvDfWaTLl22AHjV4xsAs07C9ejL+4ZgOcL0+hTP\nbu9mzRxLhJxEmVIaqlkRc5eg1tywkG2BpeeWXffZpMvKGfVs2Fma5HAdAT2xCtawCJbW+r9F5ExM\ngvES4D+01r8f05bFGBsU+uHGj8J93zVuPK/8HmSauP6vm/jwdQ+RTbr86K3HxWYWMSY/jvgHaF0G\n/3sJfO9sOPNTcNw7yn6U6tMeHzp7KW88YS5fveUpfnT3ev73vud568nzeNsp88MfoRhTAlcBnwce\nBoZmGlMdQRFga6telMD2efghgjVJl9nNI8xnqUTg0FeRdB4k6DsiKOWG9XRSnjLqW2WCfAWWT6+l\nuzePKLecHCTrjGpSjBCsigLHRSdtjnPH02ZhtZC/iMlFQI601uhB3P3KEBY7HWJAFh0wRgduXtqE\nFA4HXhoWvjh8WfW7Eglzg0K0LqZr/SYSvRsiKtLAtjpicmG2dPbRmEmYQq8iJQVriO/orBXTrZNc\nEEIWzcGyiyr7Jwi1s8qZDKGATKuLfA+DhVMOF7qI5yheumIWePs/mRDN34oaxwCglA1D1Mbuv9qp\nkayFvS+woKWGOQva8BzF+as7jDL8QuAumRwQxtiTK5bndQ3SH3salqOaW6q+B0DjXPMAzlvdMeCM\niO5XK4+8V4urtof7PHaeGQdCFfI8BBIJh+5cAa01nmPInHEdtHBT4EYmQVL10L0NCn2016U4aWEL\nzTUj/N6qTKpAeQ00V6nyyZvJqGCJ8Ym8WWt9GjBsUiUi1wCnAi0i8jzwca31d/e3oTFGAbueg/99\no8m3OuGf4cWfII/iP294lO//eR1r5jTyjYuPpL0unt2PMUUw8yi47HaTl/W7j5oabhd8rSwECoyt\n+2cvXMVbT57PF296gq/94Wmuvus5LjlhLpecMJeGzOCzuTEmDXq01l+d6EaMC6yC5atSDpYSTJ7K\nEIiOIdzB7KpHgkEIiR/aVYNyE4i1VU55jiFYQ6gjAAklJLIJS2aijU4abTJidBE9KCVCd7qdXbVn\nweJmQxLcgfsyIYhiQwStguUPPegv7SRQ7YYgs1FyUkYQRyU1vQyCDODVvb4iKZFwwiqDRxFhw84e\nRITj59vI2oiLYBCqtWZuE7u6ywl0OlGh8tl8mWiI4GAEa+WM+pIpx7AO8AAHvlEyPRIsPZfouRdV\nsAZAVOjECYMoPPa7b8wmoK6U12XaaOeD7ISFoyTMwerJFQYPEaxA9fptA1EtFy26bH5LDXt2N4J+\nNtxnueHEsHYDQNJ12d5j7ldutetrdoVq3LbMTI7YENgRk6shEHVCnRIKlta6KCK+iNRrrffsa/3I\n5153YE2LMap44kb4xWXmZvSaH8Gy89jS2cc7f/QA9z23izefOI+PnrO0ei2UGDEmMzJNJofwrm/C\nzZ+Abx4PF3y96kzyvJYsX3/9kbz9RXv48s1P8eWbn+I7f3yGi4+bw1tPmkdbPLkwmXGHiHwOuJ7y\nEMEHJq5JYwQdJG3bAqcInfPPh+mNQ32qoh7MKAwo3OqDn2IkRBDHQ1knQM9R+8zvAcxM+651ZsAf\nnbGvSugGDvxUMj2onbeGkk27iAlDBPJFjRrOIDwI0RoqHDO6HREzgPSLRoEbZRgFq3xZzlfUKEoG\nG1VUj9baBM/v6mV6fYrW2mRpPVsHK+i/GQ1pZuzLIVi5phAvurygdBQ2RDDhKGhfOfwDPFAFK1lr\nCgg7IyRYFSpIlEANgCjSNlfMFGuuRrDsd1/XMbBz2paZ/zanyxGhSECwijZEcGgFC8AbaX5aBNH7\nweJpNSQ7auHRB6ruc3ghggYpT4XnhDugAjMl98CwIUlY+YoxUZSiCpbpq6mRg9UFPCwivwe6g4Va\n63ePSatijB6KBbj1M/CnLxnnoldfBU3z+d2jm/nIzx6iv+DztdcdwfmHdUx0S2PE2H+IwPH/BPNP\nhZ+/Da55DRz5Rjjr01ULV66cUc8Vb1zD3zZ38s3b/s4VdzzDlXeu41VHzeTtL1oQJp3HmFQ4wv4/\nLrLs4LRpL+atvThom/ciThVDiApEQwSrDnZGikEUrGBA5Vg7Z4maOhTzYV7LoJhxlPk9kopE9GqE\nrsrMetWZ8gi6s7NoyD8HTsI4FWL6sb1+GNd1ONtewWpWXAiP/dJMUlYSyEQt9O0eEwULYYAilNeO\nydkJQzcHftdLp9XR1V9kSSTxv6Rg5cAZmqyXIVKzKKwTVUngA0vuRI0xqxguDpRgzXtRyZHxALAv\nBctzgiLKUv0yzDbD7ONCZaYMbhI6Di9tLvL5nv4ifrRw81AE6wCu6ejkywATi8g+t7adyOJ5FQ6g\n1SBBDpYDmOt/0CLPg3x2tBHtH8epNLkYf/FguATr5/YRYyph57NGtdpwNxx1CZz9eXq0y6d//jDX\n3LOelTPq+Mprj2BB6z5+DGPEmCpoXw5v+wPc+lm482vw1E1w7hdtOMhALJ1mroH3n7mYb93+DP97\n3/Ncc896zljWzhuOn8OJC1pGULgyxljChqkf/Nj6NxNC4yahGDi3DW9WOXqu7pdldSUGUbACZ3Wz\nv4RRsAIS4O87RNAYSpSKr5b2tw8Fyz4faqBZl/LorF/CkjnHGpIaGUguHI4JQkCSMpV5OEE4ox4Y\njlbbbgjWUEVy9xNKhLzW5Ao+uaJPTdK1BEtKBKtq/TOXFy2ucGYO+traZA+/EQpB6MnMLNU7G6Bg\n2WMfqc36gYZueakSuTsABDlY6WpEy+ZAmnVk8GtrCHvxKGqSHv3WyGV7dz9JVw2pYLXXpdjS2XdA\nYb9uJcGKwr5WIuQTDUjNMAhWuhFy3SQTHgHBGpWw5ANAlOAZF8FoeyaZgiUis7XW67XWV41Xg2KM\nArSGv14D//chc+FcdAWsfhWPbNzDu39yF89u7+ayF83nX85cUiapxohxUMBNGsOL5S+D699tihMv\nfzm85D+hfkbVj8xpzvK5i1bx3jMWceWd6/jpvRu46bEtzGvJcvGxs3nlUTPjPK1JABE5F1gBhCMq\nrfWnJq5FY4BAHSnmjWveYIVd94EDCScKMcg+57dm2d7Vb0LLOm1eSbEH9jxvCtePKB8mso9qoYVl\ns9Dm31ADuXTC4WWHl67zKMEa1gx7tsWoVUPNeFceX9sKM+CsnVZ9/QNAYBrxwPpdbOns45xV08lj\nHdjCXLVhnhvBMfnFfYdxVqB30fns2riXQnGQHCzHNRbbI8UEKAvVICIcM6+JhnSV+7z9vmc1pcm0\n1x5whMOauY2s3bCbhozHE5v3ApRy36t8L0fPbSJXODBfn2iOVci1FpxunCwtPEfoLwzzXjPzaGhZ\nTLKYBYy9+6io5geA6DG6U6DQ8C+BIwFE5Gda61eMfZNiHBB6dsKv3wuP/QrmnAgXfgu/bhaX3/53\nvnjTEzRnk/zoLcdyQqVLTowYBxtmHAWX3gZ//grc/gWjZp30fjjhXYO6ELXXpfjw2Ut57xmLuPGR\nzVz9l+f4zG8e5ws3PsFpS1u58IgZnLa0jaQ7RDhJjDGBiHwLyACnAVcArwTumdBGjQUCBUX7IcGC\nkTl7gQ2RGSNkky6nLW2zO/KY31LD4rptsP4Fu2wEkxFlduiuLUSar/p+cEQjyS9TkQT7YavRgxoN\nWJWuchCs1LDVi5EiMI/syRmVYOOuXoqybwWrKqLHVdM+onYoa71fsPLlAY1XW5fAtic48A2NLqbX\nD5KLZvPy6tMJ6ltLha/3FynP4bj5zfi+cSXs7i+wYoYNZU8PdHB2lAw0HjkAhEQk02QeFi01STbu\n7h2e+q0cyDSR6itdq6MyqTNKcB01uRUsyls0tH1RjInH07cYN7Xu7XDGJ+CEd7NuZx8f/s5d3P3s\nTl66chqfu2hVPBMf49CB48EpHzAzqzf9u8lHfOAHcMbHYcVFgxZTTLpmFvxlh8/g8Rc6ue7+5/nV\n2k387tEt1KVczl3dwTmrpnHsvOZYBR4/nKC1Xi0iD2mtPykiXwR+u68PiUgK+COQxPzmXae1/njF\nOpcA/w/YaBd9XWt9hX3vjcDH7PLPjHlER4XteDGomTsRChaYWe6hVAYnSVM2ARIptBu1Wd8Xosel\nXPOIEqwqA6ORmDGpIVzZRowZa2DLoyN3rDsABDbt9WmPvX0F/rZ5L1pcozJsf8quNcxzI6gv1rLI\nKHUjQPA19eXNCblfRX0DTFtlajbluiYVwRoUY0QclBJWzqjIER6FcMf9xRGzG5nbkh06H60C0cnG\niVawBmCSFxrWgzyPMZnQuxtu+jd48IfQsgRe9xOK0w7je396li/+/gk8R/GFV67mVUfNHPGPdIwY\nBwUa58JrrjY27jd+FH72Frjjf+D0f4Ml5wx58102vY5/P285H33pUu78+w5+8eBGfvngRq65Zz21\nSZcXLWnlzOXtnLq4jfpMXFdrDNFr//eISAewA6iSUT4A/cDpWusuEfGAP4nIb7XWd1Wsd63W+l3R\nBSLSBHwcWIP5DbxfRK7XWu86oCMZChF1VUnJznnECtZo5Q5m9lETMcil6u804bnpRmicN/ztR9Wu\ngGBFEbk29/Qa4jWiSY3RzKFsnDO8IsKjCBHB1yUnwf5CETcotty9zSzMDiNnBkzb/QK0rxpxO4Lz\n6dFNxkz6gPNtQtI+xcYk4zGGqmmHvmGbdo8aHCWmyPIIkHAVSkxp78nnQi2DPB8f7ItgHSYinZiW\npe1z7GuttR59T9IYI8MTv4Vfv8/E0Z70fnjRh3lyZ54PffNO1m7YzRnL2vjshavi2lYxYgDMOwUu\nuwMe/Tnc+p8mP2vGUXD6x0zh7SF+PF1HccriVk5Z3MrnLiryp6e2c/PjW7j58a38+qEXEIFl0+o4\nZl4Ta+Y2cszcptj2fXTxaxFpwChND2AIz3f29SFtLNi67EvPPoY7YfgS4Pda650A1kn3bOCakTV9\nBAjOwXQD5IaoO7QPHIjj2Ijg2AGZ1sbkYe5JI/t8mYLllFSWKu93NKTZ0tnHzMZ92IpHoGRqh/M6\nIhR9n4Lvk3Qd+gtFfJUonQ+Ncw2pHQ6StWVudgeCAy4DEBCsoezwJyXG4bqad/LY72MUkfIcCsXJ\n8T02ZBLs7qkSOjvZFCyt9dS+Mx3M6N4BN34YHv5fk2D7umvItx/Gt277O1/9w1PUpjy+8trDueCw\njli1ihHkktZrAAAgAElEQVQjCqVMyODyl8Nffwy3fR6uvhBmHWsmKRa/ZJ8345TncMbyds5Y3o7v\nax7csJs7ntrGvet2cu29G7jyznUATKtLsWRaLUun1bJ0ei2L2mqZ2ZimPu3F1+UIobX+tH36MxH5\nNZAabm1GMQWl7gcWAt/QWt9dZbVXiMgpwJPA+7TWG4AZwIbIOs/bZZXbvxS4FGD27NnDPKIhsOJC\nQJAntu03wRq38yvqNOjsZ9HQwD5cORHr8YFYM8cQiZEcmzhTexjjKKHga3wfMokSwQrFgpHkux0A\n2utSpD2H3nwxbNcBIfgOR1KUOMakRHIShcmfHPUXKLs2JhnBijEJ4Rfhgavg5k+a+OVTPwonvZ9H\ntvTywa//mcdf6OT8wzr4xPnLR7VCdowYBx0cF478R1j9Grj/Krjzq6Z+VtsKOOl9ZpA7jOKVSglH\nzWnkKDv4yxd9Ht3UyX3rdvLYpk7+tnkvf/n7DnKRGb5MwmFafYrGTIKGtEd92iOdcJjfWsNbThpB\neNUhABE5Gtigtd5sX/8j8ArgORH5RKAuDQWtdRE43CpgvxCRlVrrRyKr3ABco7XuF5HLgKsYQX0t\nrfXlwOUAa9asOfARo80bEonWHTrgrY4NlFMiSIPYuu8TiZph1TLaH9Lo2L6sS03N8F3XMWGiRa1L\nLogipaLJ+9vnI4SjhPmtWR7dZL6nA1awGmZD765BDYcmLeKJsQGoSbmo/uJENwOoMLKJ5rNONgUr\nxiTDxvvhN/8Cmx6EOSfBuf9NZ91CvnLjU1x55zqaswkuf8NRnLVi9K1iY8Q4aOEm4dhLYc2b4OHr\n4M9fhp+/Ff7waTjuHXD466sWKx4MnqM4fFYDh89qCJfliz7rtnfz9NYuNu7uZdPuPjZ39rK7J8/m\nzj6e2LKXvnyRFR31McEaiG8DZwBYhem/gH8GDseQmmF7Q2utd4vIrZgwv0ciy3dEVrsC+IJ9vhE4\nNfLeTOC2kR7A/kKQ/VawxhVu0tiz76+aMvs42Po4JId/nQ0XSjks76gjNUWdPwMziXzBJxNxklMB\n2RonBQvKCzwfsILVssiEN47QLn7iMYmvw30gsPwfbayaUT8m2z1glBVTjglWjGro2Qm3fAruvxJq\n2uCiK/BXvIJfrN3E5357Ozu6+3nt0bP5yNlL4yT7GDH2F44Hh7/OKFpP/hb+9GW48SPm2lv9ajj6\nbTBt5X5t2nMUi9prWTScQqcxKuFEVKrXAJdrrX+GCRVcu68Pi0grkLfkKg2cCXy+Yp3pWmvrMc4F\nwOP2+e+A/xSRIMnlLOCjB3Y4I4BA0U4MT2qClaw1BGt/1ZRUHcw+1jxfdKbZ1ro/jU7bRMh4U3eo\nExCZXNEvOwccpYADUA33A1GXuFEJQZ1y5Gpq46wV7WGR8NHE5DO3mByYunedQwH5Xrj7W3DHl0w4\n4HH/BKd+hEd2aD5++V3c/9wuDp/VwPcvOZpVM0d/5i9GjEMSSsHSc81j04Nw7xXw15+YCY7Zx8PR\nb4VlF5Tc02KMNRwRcbXWBeDF2Fwni+H8hk0HrrJ5WAr4qdb61yLyKeA+rfX1wLtF5AKgAOwELgHQ\nWu8UkU8D99ptfWo4IYmjBYERuwievKg1rFU0bkg3GaOlSoOK/UGqfkSK8T4xSQrZ7i8C1Shf9MtU\no/Dp/ua9HUBbDmlM5omOfeCQrN+YbS25bY4zYoI1GVHMw0PXwq2fg87nYfHZcMYneN6bwxd/9SS/\nXLuRpkyC//fK1bziyJnDL54YI0aMkaHjCHjZN+DMT8PaH8G93zUW79k2o2od/npoXzHRrTzYcQ1w\nu4hsx1i13wEgIguBfZpcaK0fAo6osvw/Is8/yiDKlNb6e8D39qvlBwiJhPQMVzFoyk4A8W9eCF1b\nTMjXaGHB6SZH50AxmnWwJgBRThOtPeU4Cnx/XCd6Jl2dowlB3AdTCnNPHtI4ZywRE6zJhFyPKYJ6\n59cMseo4Ai78Fltbjubbtz/D1X+5HRG47JQFvOPUBdSnY3k9RoxxQaYJTvhnOO6d8Pc/wP3fN+ry\nX74O01YborXqVSMu3hlj39Baf1ZEbsEoUTdZ23UwatQ/T1zLxgf7WwdrXOGlYOGLR3ebmaZ91+Aa\nDqRkDDEVEVWNlDLOpJs7+3DSDdC9fVwVrFErXj2VMUXPo0MWSoGamHIpMcGaDOjdDfd+B+76JvTs\nMGFI532JTa0ncfkdz3LNPbeSL/pcdORM3n/mYjoappjrTowYBwuUgkVnmEf3DnjkOlj7Y5Or9bt/\nMzWAlp0PS8+DuuHUwI0xHFQpCozW+smJaMt4Qsn+18GKYTHFQwSjYYGOEo6e22QcSaXFjBdiBWuc\nEfdBjOEhJlgTBa3h+XuNPfSjP4d8Dyw6C056P89mV3P5H5/huvtvQ2u46MgZvOPUhcxryU50q2PE\niBEg2wzHXmYeWx+Hh34Kj98A//cB85h5tCFaC88wYYTxADnGASAmWPuJkGBNzf4rI1giKCWklAM4\nUNcxYW055BCUIoivwxjDREywxhs9O81A7IGrYOtjxqd/1asornkrt3e2c9Utz3H7k7eRcBSvOXoW\nl52ygFlNmYludYwYMYZC2zI44+Pmse0JePx6Q7Zu/rh51LTD/FNh/mnmf6xuxRgGoqRqigsxE4cp\n3nGVCtZE4pB2i1MOFMfZPCbGlEZMsMYDvbvhif+DR38Bf78V/Dx0HIE+7ys83nwmv3y8k+uv3MTm\nzg201SZ57xmLeP0xs2mrm5i40RgxYhwAWpdA6wfhlA/Cno3wzG0mb+vpW4x5DUDDHKNwzTwapq82\nBC3dOORmYxx6aK1Nsr3LOPPFCtZ+IiBY2daJbcd+wp1EBGui9z+hEAfIm+ijGDGGgZhgjQV8H7Y+\nCk/fbAZV6+8ypKp+FoVjLuOvDWdyw9ZWbr11K8/tWIurhFOXtPLv5y3nrBXth/YsUYwYBxPqZ8AR\nF5uH78OWh+HZP5rw4PV/MTlcAWqnG6LVthya5kH9bGiYBfWzIFkz+D5iHLSY25zl8Rc6gXIHuRgj\ngHKMAUdiatagK7dmnxznQEvN+BlrTBoEbpQ6VrFiDA8xwRoN5Lph4wOw4W7YcA88f09oL9vfvIzn\nF7yBP7oncMP26Txyx15yxW6Sbi8nLGjmslMW8NKV02icCGvdGDFijB+UgumHmUeAzk2w5VETLrz1\ncfP/3iug0Ff+2VSDKTKets5q6SbINJr/6QbwMqbgqJsCJ2H+u6nSMqXMTL4oQOxzibyODNzKZmgj\nzzPNcWHQcUbCVZy1fBqbO/tIJ6a23fiEYgqrw5MpRBDg7JXTDs16WLOONffoRJwLH2N4OGgIVq7g\n85nfPIYSQYngKFBKcERwVLBMcB3BU8r8dxSeI7iR164SPFdF1jHvewpS/dtJ9Wwi0bUR2fEUavvf\nSO58klTnMyhdBGBLci5/847jnvQSfrV3Mc9vbICNkHAUq2Yq3nTiXI6d38Tx81viH8wYMQ511HWY\nx6IzS8v8oqkptOd52L0e9myA3RugZ7vJ4dy9Hjathd6dA4nYWOIdd8Y1vyYA6YQTGxwdwphMIYJw\niBarBTOxNffEiW5FjCmEg4ZgFXyfG/66iaKv8bWpHVLUGt/+rwybPVWtpZ4uElLApYhHAY8CWfqp\nl27zoJs66aaZXUyXHSSlEH7e18IG3cqTehZ/0+dzv7+IB/1FeG4T02pSTK9Pc86qLEvaa1kyrZZF\n7TWH7o0pRowYw4dySsRr1jFDr5vrgb7dhmgV+gf/7xcBbcJbtG9UKu1HlukKd6zI82B5bWzMESPG\neCNaYHqyhAjGiBFj3zhoCFYm4fLgf5w16Ptaa4q+puBr8kWfzHc+gbOjehmVopulkKyn4NWRT9TR\nn5zPxnQH3enpdKWm0ZmcTqF+DulsLXUJl9OSLi9LebTVJUl5MYmKESPGOCGRMY8YMWIctFjRUU9P\nrkBjJg7RjRFjqmBMCZaInA18BXCAK7TW/zWW+9tHW3AdwXUwJOjia82srXJNzoLjmeeJLI7j4QCH\nYBpnjBgxYsSIEWMSYWFbbHITI8ZUw5gRLBFxgG8AZwLPA/eKyPVa68fGap8jQtP8iW5BjBgxYsSI\nESNGjBgxDjKMpRXMMcDTWutntNY54CfAy8ZwfzFixIgRI0aMGDFixIgxoRjLEMEZwIbI6+eBYytX\nEpFLgUvtyy4ReWIM2zQctADbJ7gNBwvivhxdxP05eoj7cvQwkr6cM5YNmQy4//77t4vIcwe4mfj8\nHIi4TwYi7pNyxP0xEHGfDMSB9smwfscm3ORCa305cPlEtyOAiNyntV4z0e04GBD35egi7s/RQ9yX\no4e4L8uhtW490G3EfToQcZ8MRNwn5Yj7YyDiPhmI8eqTsQwR3AjMiryeaZfFiBEjRowYMWLEiBEj\nxkGJsSRY9wKLRGSeiCSA1wLXj+H+YsSIESNGjBgxYsSIEWNCMWYhglrrgoi8C/gdxqb9e1rrR8dq\nf6OISROueBAg7svRRdyfo4e4L0cPcV+OPuI+HYi4TwYi7pNyxP0xEHGfDMS49IlorcdjPzFixIgR\nI0aMGDFixIhx0GMsQwRjxIgRI0aMGDFixIgR45BCTLBixIgRI0aMGDFixIgRY5RwSBIsEUmJyD0i\n8lcReVREPjnEuq8QES0isc1lFQy3L0Xk1SLymF3nx+PdzqmC4fSniMwWkVtF5EEReUhEzpmItk4F\niIhj++nXVd5Lisi1IvK0iNwtInPHv4VTC/voz/fba/whEblFRA76mldjARE5W0SesOflRya6PeMF\nEfmeiGwVkUciy5pE5Pci8pT932iXi4h81fbRQyJy5MS1fGwgIrPsfT743XyPXX4o90nV30drpna3\nPfZrrbHaIXOPr7wvx/0h60TkYRFZKyL32WXjft0ckgQL6AdO11ofBhwOnC0ix1WuJCK1wHuAu8e5\nfVMJ++xLEVkEfBQ4UWu9Anjv+DdzymA45+bHgJ9qrY/AuHP+f+PcxqmE9wCPD/LeW4BdWuuFwJeA\nz49bq6YuhurPB4E1WuvVwHXAF8atVQcJRMQBvgG8FFgOvE5Elk9sq8YNVwJnVyz7CHCL1noRcIt9\nDaZ/FtnHpcA3x6mN44kC8C9a6+XAccA77blwKPfJYL+Pnwe+ZO/luzD3djh07vGV9+VDvT8ATtNa\nHx6pdzXu180hSbC0QZd96dlHNbePT2NOwL7xattUwzD78m3AN7TWu+xnto5jE6cUhtmfGqizz+uB\nTePUvCkFEZkJnAtcMcgqLwOuss+vA14sIjIebZuK2Fd/aq1v1Vr32Jd3YWofxhgZjgGe1lo/o7XO\nAT/BnKcHPbTWfwR2ViyOXqNXAS+PLP+BvV/eBTSIyPTxaen4QGv9gtb6Aft8L2YAPYNDu08G+308\nHXMPh4F9clDf4yvvy/b4Dtn+GALjft0ckgQLQkl1LbAV+L3W+u6K948EZmmtfzMhDZxC2FdfAouB\nxSLyZxG5S0QqZyljRDCM/vwE8P+z995hclxV/v57q7p7onK2ZFtyxlHO2CYbWDA5GUy0MTktC8v+\nFpZlge/uPoSFXdhEtr1gsA0mmIxxtpFtSbYsS1bO0sxocupYVff8/rhV1dU9PaMZa5I8932e0Yy6\nq6tP3a6qPp97wn27Uuog8Dvgo5Ns4rHCfwB/B+hhnl8OHACzrATQByyYHNOOSY40nkmuB34/seY8\nI4nPyZCD4WMzlSUi0hr+3QYsCf+eUeMUpnKdj8mmmdFjUv39COwCesN7OFQe90y4x1fflxcws8cD\njOj+k1JqvVLqfeFjk37dzFiBJSKBiKzGzLJeopQ6O3pOKeUAXwc+OVX2HUuMNJYhKUz49QXANcB3\nlVJzJ9fKY4dRjOc1wI0isgK4CvhheM5aQpRSrwTaRWT9VNvyTGAs46mUejtwEfDVCTfMMmMQs6bM\njFtXRinVDNwOfFxE+pPPzcQxqf5+BM6YYpOmDPs9NyzPEZELMOl/H1ZKPS/55GRdNzPeKRORXuAe\nKnO/ZwFnA/cqpfZi8p/vULbRxYgMM5ZgZgTuEBFPRPYA2zGCyzICI4zn9cBt4TZrgHpg4eRaN+25\nAnh1eP3eArxIKfWjqm0OAccDKKVSmHTLrsk08hhiNOOJUurFwD8ArxaR4uSa+IwgPidDVoSPzVQO\nR+k64e8ovXxGjJNSKo0RVzeLyM/Dh2f0mEQkvh8vw6R1pcKnksf9TL/HD7kvA99g5o4HACJyKPzd\nDvwCI8Qn/bqZkQJLKbUoiqAopRqAlwBbo+dFpE9EForIShFZiakneLWIrJsSg6cxRxrLkF9iolco\npRZiUgZ3T6KZxwyjHM/9wJXhNs/CCKyOybRzuiMinxaRFeH1+xbgbhF5e9VmdwDvCv9+Y7jNjJoN\nHi2jGU+l1PnAtzH3Sltn+fRYC5wadgHLYMb6jim2aSpJXqPvAn6VePydYQewZwN9ifSfZwRhbcz3\ngS0i8vXEUzN5TGp9P27BCK03hptVj8kz9h4/zH35bczQ8QBQSjWFDepQSjUBLwU2MQXXTerImzwj\nWQbcFHZscjAd2X6jlPoisE5EZvIX2lgZzVj+EXipUuopIAA+JSLPuFmTcWI04/lJTJrl32DC3Nc+\n026SE0XVOH4fk165E1Nc/5YpNe4YpGo8vwo0Az8N66b3i8irp9K+Yw0R8ZVSH8HcM13gByKyeYrN\nmhSUUj/BTMQtDOtL/wn4EnCbUup6YB9wdbj57zDp0TuBHHDdpBs88VwBvAN4Mqw5AvgMM3tMhvt+\nfAq4RSn1z5hupt8Pt5+p9/j/j5k7HkuAX4TfQSngxyLyB6XUWib5ulHWL7NYLBaLxWKxWCyW8WFG\npghaLBaLxWKxWCwWy0RgBZbFYrFYLBaLxWKxjBNWYFksFovFYrFYLBbLOGEFlsVisVgsFovFYrGM\nE1ZgWSwWi8VisVgsFss4YQWWxWKxWCwWi8VisYwTVmBZLBaLxWKxWCwWyzhhBZbFYrFYLBaLxWKx\njBNWYFksFovFYrFYLBbLOGEFlsVisVgsFovFYrGME1ZgWSwWi8VisVgsFss4YQWWxWKxWCwWi8Vi\nsYwTVmBZLBaLxWKxWCwWyzhhBZbFYrFYLBaLxWKxjBNWYFksFovFYrFYLBbLOGEFlsUyySil/l4p\ntUspNaCUekop9bqptslisVgslrFgv8ssluGxAstimXx2Ac8F5gBfAH6klFo2tSZZLBaLxTIm7HeZ\nxTIMSkSm2gaLZUajlNoA/JOI/GqqbbFYLBaL5elgv8ssljI2gmWxTDJKqXcqpTYopXqVUr3A2cDC\nqbbLYrFYLJbRYr/LLJbhSU21ARbLTEIpdSLwXeBKYI2IBOGsn5payywWi8ViGR32u8xiGRkbwbJY\nJpcmQIAOAKXUdZhZP4vFYrFYjhXsd5nFMgJWYFksk4iIPAV8DVgDHAbOAR6aUqMsFovFYhkD9rvM\nYhkZ2+TCYrFYLBaLxWKxWMYJG8GyWCwWi8VisVgslnHCCiyLxWKxWCwWi8ViGSeswLJYLBaLxWKx\nWCyWccIKLIvFYrFYLBaLxWIZJ6bVOlgLFy6UlStXTrUZFovFYpkA1q9f3ykii6bajonEfo9ZLBbL\nM5fRfo9NK4G1cuVK1q1bN9VmWCwWi2UCUErtm2obJhr7PWaxWCzPXEb7PWZTBC0Wi8Uy41BK1Sul\nHlVKPaGU2qyU+kKNba5VSnUopTaEP++ZClstFovFcmwxrSJYFsszhcGiz4HuHH15DwXMqk8zqz7F\nwuY6GjLuVJtnsVigCLxIRAaVUmngQaXU70Xk4artbhWRj0yBfQAc7i8wvylD2rXzoRaLxXKsYAWW\nxTIO7O3M8vtNbazZ3cXOwwO09BWG3Xb53AZWnzCXK05eyOUnL+DEBY0opSbRWovFIiICDIb/TYc/\nMnUWDWWw6PPw7i6Wz23gopXzp9oci8VisYwSK7AslqfJYNHnlkf3c/tjh9jS2g/AGUtnccmq+Zy6\nZBYrFzQxrzGNAAMFj/6Cz+G+AtvbB3l0Txe/3dgKwGlLmnn9BSt47erlLJ1TP4VHZLHMLJRSLrAe\nOAX4bxF5pMZmb1BKPQ/YDvyNiByosZ/3Ae8DOOGEE8bNvs6BIgA9OW/c9mmxWCyWiccKLItljORL\nAT94aA/fum8XAwWf1cfP5bOveBYvO3spK+Y1jmofIsLuziwP7ujkjida+NLvt/LlP2zlyjMW84Hn\nn2xnqy2WSUBEAmC1Umou8Aul1Nkisimxya+Bn4hIUSn1fuAm4EU19vMd4DsAF1100bhFwbqyRmB5\ngUZEbKTbYrFYjhGswLJYxsA9W9v57C83cag3z4uftZiPvOhUVh8/d8z7UUpx8qJmTl7UzLsuX8me\nziy3rz/IzY/s443fWsNFJ87jwy88hRecvsg6VRbLBCMivUqpe4CXAZsSj3clNvse8JXJtCtf0oAR\nWAVP2/pNi8ViOUawAstiGQW5ks/n79jMbesOcuriZm5537N59kkLxm3/qxY28bd/dTofeuHJ3Lb2\nAN99YA/X3biWi1fO41N/dQaXrLIRLYtlPFFKLQK8UFw1AC8Bvly1zTIRaQ3/+2pgy2TaKImSMC3T\nqjzMYrFYLCMwYQJLKXU88H/AEkzh8HdE5BsT9X4Wy0RxoDvHu29cy86OQT78wpP56ytPI5OamI5e\njZkU116xirc9+0RuXXuAb961g6u/vYYXnbGYf3rVmZy4oGlC3tdimYEsA24K67Ac4DYR+Y1S6ovA\nOhG5A/iYUurVgA90A9dOlbFWYM1M+vIeRS9g8Wxbn2uxHEtMZATLBz4pIo8ppWYB65VSd4rIUxP4\nnhbLuPLEgV6uv2ktXiD86PpLueKUhZPyvmnX4e3PPpE3XLCCm9bs5b/u3slL/v1+PvyCU/jAC06i\nzlEw2Abde6B3PxT7oTQIpRy4GUg3QKYRZq+AhafC3BPBtQFriyVCRDYC59d4/HOJvz8NfHoy7Uqi\nE5rKyquZyb3b2gF4zerlU2yJxWIZCxPmcYVpFa3h3wNKqS3AcsAKLMsxwZ82t/GxWx5n0aw6brn2\nEk5Z3DzpNjRkXD5w+XKuXtLCvX/+LXX3fZ22h1o4XrXj6FKNVyhqumJOGpacBSc8G059Kax8LqQy\nE22+xWIZJ0RPtQUWi8ViGS2TMqWtlFqJmSkc0gJ3otrbWixHw282tvCxnzzOOSvm8v13XcTC5rrJ\ne/NSFnbdDXsfgoOPQutG5muP1wP52ceztrCCPxTPY/6K07nquZfRtPRkqJ8LmSZI1YEOwM+b/fTu\nh84d0LkNDj0G62+CR74FTYvhouvgwutg9rLJOzaLxTJqos6BIlJRj2WxWCyW6c2ECyylVDNwO/Bx\nEemvfn6i2ttaLE+XP25u469v2cBFK+dz43UX05iZhHmIQh9s+bX52XUPBEVINcBx58NlH4IVl8CK\ni2mYtYRLvIB19+zkq/fu4t9+5fClN8zihacnGm64KXBnQd0smLUUjr+k/JyXN/tffyPc9xV44Gtw\n7pvhyn+CWUsm/jgtFsuoEcBREEhluqBljLRuhLnHQ8O8qbbkaeMHmpQ7MbW/llEw0AYtG0wGiGM/\nh2MCHcDhTbD4THDTk/72E+o5KqXSGHF1s4j8fCLfy2IZD+7Z2s5HfvwY566Yww+unWBx5Zdg552w\n8VbY9gcjquaeABe9G864Ck64rOZNoT7t8omXns5Lz1rKJ27bwHU3rOUtFx/PP7ziWcyqP8JNJN1g\n9n3GVdC9Gx75Dqz9Hjx1Bzz/7+DSD9jUQYtluiDgKkWA2CYXT5fAh87t5n531mun2pqnja+FlO3S\nP3UcWm8mKL0c1E1+uYDladCz12TwACw7b9LffiK7CCrg+8AWEfn6RL2PxTJerNvbzft/tJ7Tl87i\nxusuoblugi6Pnr3w6Hdhw82Q74HGhXDhtSaStPwCGOW6V2cvn8OvP/oc/v3OHXzn/l08sKOTr199\nHpeOtn38/JPg5V+CS94Lf/wM3PmPxqbXfRuOW/20D89imWzCNusniMi2qbZlvInWwbP66mkSFa9J\nMLV2HCVeoKlPJxRWthMa5ttoymShw/PHsSr3mCHypQJ/St5+Iq/MK4B3AC9SSm0If66awPezWJ42\n+7tyvO+H61k+t4H/e/elzGmYgHDywXVw69vhm+ebOqiTXgBv/Sl8citc9RVYceGoxVVEXcrl719+\nBj/9wOWkXcU1332Y//jzdoKx5BMtOBneeitccyvke+F7VxoBaLEcAyilXgVsAP4Q/n+1UuqOqbVq\nfBAEJ7wlyFQpLL8EgTf67bNdoKdRR45YYB3bCtUPjP092RLb9h6E3fdC28ZJt6Pka7YfHsAPptFn\nPBno0Ek/xs+j8Waw6LNubzd6OuYwq1AMT9HkykR2EXwQ09LMYpnW9Bc8rr9pLYEWvv+ui5jfNM4p\ncgfWwn1fgp1/Ns0orvhruPi9MGf82u5eeOI8fvOx5/K5X27iP/68g7/s6uIbb1nNsjkNo9/J6S+D\n49fALz8Iv/tbaH8KXvZlmzJome58HrgEuBdARDYopVZNpUHjhQi4ocKaMv9lyx2gHDj79UfeNt8D\nu++BhafBsnOP7n1bHoeuXXDOG49uP8d4+8WU4+BrjReK1vt3dJAu9XFqveBkOybVlu2HB9jSakrp\n5zamWTxrBq3NdYyfRxPFhv29dGWLrFzYNLnNwEZDFG3UUyOwbGzZMqPxA81Hfvw4ezqz/O/bL+Ck\nReOYW33gUfjh6+H7LzbOwos/D3+z2fweR3EV0VyX4utvXs3Xrz6PTYf6ePk3HuDOpw6PbSeN8+Et\nP4bn/A2s+wH88LWQ6x53Wy2WccQTkb6qx6bhdOrYEQEnShGcykMarXNZCPtYebmjf8+uXUe/Dzjm\nUwMjgb1mVxcFr3wsXqBNc6SWDaY2aBIYKJQjmTM2kGOFVgV+KPxTzjSMp6hQ4uhnXoqgxTLt+eof\nt3ic/aYAACAASURBVHH/9g7+5XVnc/nJ47SI8MF1obB6CbRugBd/Af56oxEtk1Ac+/oLVvDbjz2X\nFfMaeO//reNLv986tpRBxzUi8PXfM8dy06tN2o/FMj3ZrJR6K+AqpU5VSv0n8JepNmo8EMpZw9Mp\nA6fkazYe7B16X4kc/fQYIucTzVgd4sA34m6a3POSjuuhXjO+SjRemDJI107ob5kUW5If98xtujJT\nj7s20Xkwne5PMdE5OkWTLFZgWWYsf9zcxrfv3807nn0ib754HNZga3kcbr7a1DC1PG6E1cefhOd8\nfNK7Dq1a2MTtH7yct116At+6bxfX3vAoPdlaCxOPwLlvgmt+Al074KZXweDkpqNYLKPko8BZQBH4\nCdAPfHxKLTpa/CIEHiISRzCmrAarBtvaBtjTmWV/dxip8ouw5TemgQ+AO43SikWzu2OQvvwo738D\nreb+vX96aHTXLQus6C8lurIGapKiKlpL3HRlWjrUk8E0ug6nA1FtoD+d6i4jouvCpghaLJPHvq4s\nf/vTJzh3xRw++8pnHd3OWp+An1wD33kBHHgErvwcfHyjEVaZpnGx9+lQl3L5l9edw5ffcA6P7O7m\nVf/1IJtbqjOpjsApV8I1t5gWxze9EgbbJ8ZYi+VpIiI5EfkHEblYRC4K/y5MtV1HxZZfw/Y/AKZN\nO0yRX3cExyQWfcUB8AtQGgyfmD7Olu/7dOdK7GgfHN0LonQivzhxRo2BZAQrWzSfh5JyTRYwaSdH\nIEJ6Ggr+yeXYPe6/7OzkNxvHN9oZR7CmzyVfJm5wMzXGWYFlmXEUvIAP3fwYjlL891svoO7pLi7S\nuhFueRt8+3mw7yF44WdNxOq5nzSL/E4T3nzxCdz2gcsItPCG//0Lv3z80Nh2cPIL4W23Qc8+uPlN\nUBylo2KxTAJKqXuUUndX/0y1XUeNXwxTBKOIwRQ4dkHtqE+UthhbVF3jMI0Elh6r5xfZPsaOrpNB\nVzYSfTqOHBiGnht+oMe9s1uy6crM1VfH7oF3DBbHVi4wCqJAajAtxyW0yUawLJbJ4Z9/+xSbW/r5\n+tXncfz8xrG9OPBg08/hBy+Hbz8X9twPz/97U2P1/E9B/eyJMfooWX38XH790edw3oq5fPzWDXzh\n15tNkfRoWfU8eNON0PYk3PbOsbVttlgmlr8FPhX+/COmZfu6KbXoaEgIAtPkovz3pDOMwIqIbYq2\nW/kcI0yORmAFfmX0aIwHLiJsOtQXN4TQT9u5mh4CSwvMrk8zuyFNX97cd5UEpgbrlCvNRjXG6LdP\ntvLQrs6hOxR52uGGQAspdxjB7+WhNA7NTaY901FITB1RamAQTP24+IFmT2e2/MAUr4E3KoGllDpn\nog2xWCaDP21u40cP7+e9z13Flc9aMroX6cAIqd/8DXz9WfCz66D/ELz0n00q4As/DQ1zJ9bwcWBh\ncx0/es+lvPuKVdzw0F7efeNa+gtjEEqnvwxe+e+w6y6446PH9Eye5ZmDiKxP/DwkIp8AXjDVdj1t\n/GR2oyTatE9FBKt29y1VvTZXNOFSPwec1NhmjHUAT/4MuveY/+/8s0mRjBjjcXcMFNnVMcgTB3rN\nyxO25EujsOvpisP2LbD3oaf32hEQERoyLrPChe9dR9GUVpR8bcbabFXztd216m73r4FtvwWgtS/P\n5pa+UUc1AhFS4cLGQz6Wrb+Fbb8b1X6mIy29eXYOl0Y6hd91PdkSv3uyNRbX05VkBGtPZ5YHdkx+\nzfaTh/rYeLCXzsFwgkamNoI12nWw/kcpVQfcCNxcoyWuxTLtaesr8He3b+Ts5bP51F+dMfyGpazp\nIrX/Ydh7P+x90Kzvkm6EU18K510Dp77kmFzRPe06fO5VZ3LGsll85udP8qb/XcMPrruY5XNH2fXr\nwnfBQBvc+68w90QjLi2WKUQpNT/xXwe4EJgzReYcPYmW2yLlFMEpcfF0badOUWVTJLDcjFnccywO\nafTatidh/qpyHVeEaJ5Osk3k8EkiWjNY9GnIHOG+faQUwWwXOA40zKt8/PDmMds4GgQTS5vTkOZQ\nb56Uo5jbkCLb4SHKMZ/ECOPtB5qUmxi/sOOg9B3i0VDTLppVN6o1rUQk3leF4E+mjQc+uBO2xOqE\nsXavWY7ECzSnLZkVT2wAlSmwkyG2OraDl4Xjzmf9vh68QNOTLTGnIX3k1/YdhNnLj5ji+rsnW1ky\nu54LT5w34nYjkUxBTYr0jQd7yxt5BdMufRLW0xwomM9pZ/sgaddhTiywpqZN+6iuAhF5rlLqVODd\nwHql1KPADSJy54RaZ7GME4EW/ubWDRQ9zTfevJpMoQt69phZ0+rf2UQjhznHw+lXGWF16kumtGnF\neHL1Rcdz3JwGPvij9bzuvx/iB9dezNnLR+mTPv/voHefWTx5yZlw5msm1liLZWTWU/ZDfWAPcP2U\nWnQ0+JX9OY62i6AXaEq+xnUUAwWfRbPGsBjokWqwIpO0Zx50XONMPZ2UnGHTEcd43JFfGflWidnr\nbHEUxx9HsIZxUHffY34f7QLIR6Jzh2keIitQSnHyomb68h6LZ9WT7u3kkBb6ChqTOzH8GPXlPRZE\nC8AmziEv2w2YuYlCaWjUbqDg0ZRJ4SSERqBJCKzwweJg3JAFgHw3NC8e+/GKmC6U81ZOaf3b9sMD\nADxrWSLdf4IE1h83tzG7Ps1lJy+ofKJto/l93PkUfHP++qOJMvYeMI22lp4Li04bcVPfKzKwZxMs\nf/7oxE/7FujYBme9Nn4o2Whl2Cjo1t9ULlQuAptuh0Wnw9Jz8AJN2h2faqUoXfFwf4GebImXL4va\ntE9NTeiopxlEZIdS6rOY3PZvAucrM7X2GRH5+UQZaLEcFSLQsZW//Ol2Xr1/Hf+5sJuF39sNpYHE\nRsrM+MxfBae9FOatMn8fd8GU3+wnkuecupCfffBy3n3jWq7+9hr+85rzR5c2qZRJFezcDr/4IMw/\nGZaePfEGWyw1EJFVU23DuJIQWEK5Bmu0tekDBQ+tYU6jme2+d1sHuZJPc12KwaLPa1aPYZHzYWot\ny00uBPwSZDvACWfXHXdsDs2Rth2jQ+tURfySAmuwOIqZ7NHabsKL0ZuMwcJR0vqE+Z1eYbSro7ho\npRFE2YLDIWCgJEZgVY1RMrIwWPTLAisRHS155c8271UK4u5siQd2dHD28jmcvKi8xEigaywbUL3I\ncb73iAKr5JvxyqQSjnXXLrNupGhYcPKIr59oDvcXhhdYw4nZnn2QaYamBbWfr0HBCyoWjwZMxCeB\noxQBQtEfxaRFdO/wsiNuJiLM6dtGU3Yfpa4TyCw5/cj7rhGhTZ72tQSWiIQR1sSG0Vh2bqe96VTW\n7Ori8pMXmomPju2Qroe5Iy+b05MtsatjkBXzGlk6pxx5LflVNkxxs51RCSyl1LnAdcArgDuBV4nI\nY0qp44A1gBVYlumDiEnve+LHsOPPMNDCc4GBujk0zz0XTrvGiIL5q4yYmnuCuahnIKcvncUvPnQ5\n19+0jvf+3zo+/+qzeOdlK4/8wlQdvPlHpjX9LdfAe+8d0xeLxXK0KKVeP9Lzx+zEX+SwKoXohGAY\npc64e6uJwEdCKlcyDk0kLrSWiqjEiEQCq2qSKU4RFEwH1Vy3SaGGMII1ngKr/HzkjNanh0/ziwNY\nscJKRLAKo1gLa7StnUuD5W6xSYdWB6NLHy8OwK674eQrR1wnUQUFFJXPpwgbC4gTfjZVAitxskSt\n3Y3NZTu9UllgRedIRNQooLoRkojEbePL71D+qxRodCHPkb5Nf7+pFaBS7EfiYBq0xx8iepI1PMNd\niAfXmt+jjGwO2+ExV7nAdSRcIlE6Oka+vkuBpr5g7hOD/X3MH2FeteAFlddb4vxO1l3VEliBlqEi\nIxJYyqEna87BzsGiEVhR5O4IAmt/d45DvXmKvo4FltZCKXG+1qXHeB+aAEYbwfpP4HuYaFU8XSEi\nLWFUy2KZerw8PPETWPt9OLwJMrPwVr2Ar+95HY+o87jhr1+HapxGC2BOExbPrufW9z+bj/3kcT73\nq80c7Mnz6ZefEdd+DMuspfCWm01HxZ+/B952u6lNsFgmh1eN8JxwrE78LTwVCn0w0IqEDoJSatya\nXAQiOKPtkDdMulxFimC+x/zHLwvD4YrKcyWfwaJfVe+TOK6ax1h+7I+b2wBGFYUTovV5zG9XKQaL\nYxBYR0pNzPeWBVYxkRGh/dEJrJ59RsD2HYDFw6/F6Bb7Uc2VAssJM2LDs2PIuCUd3wrxlBCCnmfG\nIu06QyJY0aLMqar7eSDDN13RImw82Eu2p4VLl549ogiuyTTKFBmiFSrO5xrnRWnkiFE1mw71sa9r\nmI6LVfVC0TgXRyOwRrhHJFOMvUBwAiNkvcHuYV/T1lfgkT1hhClpXySwkjVYNd57yDj2t8C+cAFv\n5RBlBo61dXw0WdSfaPxRCnTFMdalqmpBkxHnSWK0AusVQF7EJFYrpRygPlzg8YcTZp3FMhpE4Mmf\nwp+/AP0HYck58KpvIGe/kU/9Ygd3DLRw6/svY44VV8PSmEnx7XdcxOfv2Mx37t9Nb67Ev77unMri\n6FosvxCu+gr8+q/hga+ZVvUWyyQgItdNtQ0TQqoOmhbCQCvoAEeZeFEt36k7W6K1L89Zx5n6yaQz\nnUznShJoYdS+7zDRnHKZk5i61OJA2UA1fIrgw7u7GCj4vPLc48q2JQ+sVkriWNu0h78jny3qIphy\nHXx/FJ3Y4mOu8b5J+5LNOJJRhyN1LBs4bLrOHqnWK1UPfgG3NDBkGweNRKK7VgQrMfzZZOfEqCtk\nqi6OYM1tSA/prhj3BhgiokxNoFKq/B7hNpGT7PoFioUi9enKJVBEJH79yIzt844iF4EWWvsKnLJ4\n+GjgaBni8MsRIliF/jHtf09ndvgJk8R7JaNcoxJYI5A8plLJi+W5jiZIapAN7yetfflKgUWdWaev\n5wDQMGT/ZfurbO7aWf5bOXF0XouM6TqPBFYp0ORLAQ0Zd0iNWl2qKoI1jQXWn4EXA9EdpRH4E3D5\nRBhlsYya3gPwm4+b1r7LVsNr/8es2aQUt68/yC83tPCJl5zGxSvnH3lfMxzXUXzxNWcxrynDN+/a\nQX/e5xvXrD7yQswXvMu0J773X+GES834WyyTiFLqFcBZUM5OEpEvTp1FR0nYfluFDoIzTAQraoUc\nCaz+fFlgFbyAhhpKamyzxSNvK4IRhMkIzghNLqIaib68x/ymcMIr6QRVNfgY8vwoiIYpms3WYUTA\nVVDfvxfkxJEdrZGcsgqBlYhAZBPrTY3UsUxr2PuAqe2NWqyrYSax3LQZj6BYaW6+B6d7F4IbLvI6\nNIIVnSspxyGXrDuLPhe3Ds/zUGlFU12K/kKlzbUEltaChBEsRyWfk8S/UF/sQG35FVxyTcU+N7f0\ns6tjkKvOWRY/1tZXSNTQjH3BN62FPz3VRtHXNGZS5Eo+x89vqP2dpTW0PwWLzqjZ5TB5jWkxxxpn\ncRypC10hbKydGl0DGddR6MS6URWdHpONIxJjUaxOWxypW2ON8zspQLySuc4Ct55coUixVKIuM3QC\nOopCJu8r8TWwfw1OZyuuczFBqmEYgVU1bk7SXhWL7UBL5bXlF4cdSy/QFLyApbPraesv0Jf3aMi4\neDUFqAzz9+Qw2nyeehGJp2vCv8e4QqvFMo6IwPqb4H8uMyHnl38F3nsPnPR8UIrdHYN87lebuHTV\nfD78wlOm2tpjBqUUn3jJafzjK8/kD5vbeM9N68geqTA8anox/2S4/T0w2D7y9hbLOKKU+hbwZuCj\nGC/tTcCJU2rU0RI53eKbBgdDfegKIjGRTPXKe8GQ1C+oncoDpg7iVxsOVa6NV1GcnlgAOfnCyIk6\n4dll24cRRYt1Ows619KbS6bqJfZW3aJ96LsBNWpkKraudPijNu1OKk1j3w7TTGEkqtOKkiTb1ifr\nrvI95Q6zIznjYafEntbd7O8Mox7Dib1EqmK8hV+EnXehMM5/oGtHsKLPuDHjmrqocjjP/E5l8L0S\ndSkTRZCyKoWuXThF02Y76TTr3v24fhZHqTjyEGghH0bCkulZtZztXR3ms20fKNdYPbKna0j911jo\ny3txZCfaz7CRnp490LHV/NQg7VZ+DhXHcKQUwSg9dqSLdLA9PveqxydZO5S8diLB5zqKoq+RvkMm\nAtqxHZ76ZY16teHfP6gQWOY89FNN9ORKPLi1peZros+04p4QjYWXD681XbH/9ft6EptWfbYqIXyV\nE9dyGoGVuCd4wy9YncsVmNf9BAvClWWi2rSoXvD0pSZtVwtVkyWTX481WoGVVUpdEP1HKXUhkB9h\ne4tl4vCLcMdH4Ncfg+NWwwf/Ape+P67/KfoBH/3J42RSDv/xltWjSEmwVHP9c1bxlTeey0M7O3n7\n9x+pcohqUNcMV99kUiVuv37KFvazzEguF5F3Aj0i8gXgMmDkHsXTnWimVxuBpRQ4+U7Tsa8Gke8U\nJERQzQ5lDF9cf6jHfKV3DSbeYxgHJfIj0z07TS3SnBXmB0x9xjBd9eZ1PUZ9oZ3+wWy5W1rSKY3q\nM5LUcFqL3gjOUmVgBa01gkPfqleYcaroIFvr9cl9hzvpOwj71iTW+0qX625EzGvSDTVeH5LrNj+h\nE7nrcC9tB/eY54aLYEX3UB2UIymJ9aZSBKEDXiOCFX7GdWmz79iBj/bppAkCn4zroFTCLc91Qcvj\nLGi9n6Wtd9F44H7zGq+A7H+E5sF9OKHg1yKs39fD/ds7EJHKTM8qe5LnYWtvHico4YRjMVSMmf/f\nteUwj+4Zvj4Iai++Pey5EX12wzjaQ+rNuveaNTChqk17jddH5/sw68YBsOd+aHkcrQUtwvymTOyb\nxA0s8r0weHjIbmfXp3FK/RR3PWgioFEziGohMoKIqIhgeUaY+SkzKVAs1BY0caPIQFOMIm46mYZs\nftelnPizONhT3lfgVd2vkhEs5cSTIUMF1vDywu/cRmPuIHNy+8LjMkZE5/jyuQ3MbcyEaYfHhsD6\nOPBTpdQDSqkHgVuBj0ycWRbLMAy2w02vgsd/BM/7FLzzDtMNMMGXf7+NzS39fPWN57FszigX0LUM\n4eqLjud/3nYhmw/18+ZvP0x7f430nSRLzoKrvmq+SO77yuQYabGUJ/tyYWdbD1g2wvbTn7CIXEmA\nQqEQmg49CPserLl55NwknaiCF8QLbyYZLkUwcoor5qMqojnJCJZ5vL5zk3nATSyAOkIES4cOVvrQ\nI2Z9nMAbuu2QBhGV9irtkfOGj3rEwZookqV9RDmkUw7ayaCDI0z+VKcIgulK23+oXGtVP9c4t0kn\nzg1TrGpFsHbdbX4CL460OLocfejLeWxrqxJ+UTqf6HIEK5F66aCHjWBFYxCleMXdACUwn4+TQgce\nKVeZniTRcYb1OP2zT8VPNeMWuqHYD9l2s2RAUAxFgUILtPUXQDRCebwhPA8Tk2zJGq/D/UWWtd7J\nslazjGq5lquy3m+w6NPaN8I8/qH1pLf8YsjDw7czD+0bJmIY6atozNTBdTDQVmkb1I5SxZ+VwIFH\nh7eZ8nW2bE4Dl51kOu/GAnjnn6sEltnv/KYM6VI/uapauSERrOjcq2Fj8rr3wxTBSGA5usbETcc2\nUq3r4/8+cWiAnmyp4vwWEZSYRik11+mqXj/MqYxgxRNDUiWwhuskqTVB1ojuuvrGiuPyQgGYdp1y\nCutI0ehJYFQCS0TWAmcAHwQ+ADxLRNaP/CqLZZzp2A7feSG0boQ33gAv+uyQrnV3bz3MDx7aw7su\nO5GXnDmKNZ0sI/Kys5dyw3UXc6Anxxu/tYYD3cOH7gE4/+1w3jVw35dh972TYqNlxvMbpdRc4KvA\nY8Be4MdTatHR4qRC58U4VK72jIOQ7625eeQ7+IHEM/G+FnrzQ2fUh0sRjKIeTtIBrdg2WY8T/o6e\nd5ICa5gmF7vuQYUpQyprascYaBvq+Cw9t+K/HQP5OFXJlYDjWv5E0LKx5jEYK6XCdNEalEPacRDl\nEERpS4FXuzlBtahs2VD+f+9+87txvtmu0Fc+1mgMRkwRLFLwNH4q0YhBKdbs7mJrW39lK+7QuVYS\nlDVBYt/lzpKqWl/FTmd9KhJYiRRBxzXnV+CbhhWhWAKMwErV0zvrNHrnnmnOiUI/DLajteDqQpgi\nSBi1EhQ6rFkqv39/3qNULE/IJZ1vPxHdnNf1eHmdMilH7EZF9564y2ay5mrYFMHYwNoCS2tYMa+B\nM8P1r+JzO/BHTBEUEToT5yi9+4ceQ5CM+pTT/qJ1wIZrwR5FpOc0pMn4ocBSDl6gaR8oDKlZfGxf\npxGlNWogk+Pue1GKoBEpjU6NMW97klTfvsQDiv3dOToHypFbM0aahrRLwQuGLIYe+FWphRUCK1Hz\npqkUWMNFmw6tg37T4r8ubSZrAhHa+wtsPGjujUZgKfNxDzNBNFmMpafyxcC5wAXANUqpd06MSRZL\nDVo2wA0vg6AI7/5DeVXwBAd7cnzytid41rLZfPqq4dveWsbGFacs5Ob3XEpf3uMN//uXeKX7migF\nr/gaLDzN1GNFM4AWywQhIv9PRHpF5HZM7dUZIvK5qbbrqFCuacQtGqXAFd9UOgzT/jtyVKLOga6j\nyBZ99nUNbR89XAQrjvxUPD1CBCuMXAA1Ilg1HLZcV/wescM/0MYQdeCkTAc9TLvwtXu64vqdjBN2\nPmvfVvMYIvsbsodYtP93FEpemCKoSLkKUW7Zod9zP+z4k/m7axe0PA57Hhi6qGyy81nYzKDUtNzM\n5g+0JSJYkcAKzE/NLoQlAtFx5EDCWfZIQFXUI0X71TquVUk67nFThhoRrMjRrQ9TBJ842GvS9LQ2\nAthxTQTLcXCcRP1Uvhca5qFF8FNNaBQUB8j3tJAt+rhBEccxNVip/v1kil0oEagKFvQXPB7f205X\nWNfXlS3GNkesWtBEY74FHaU96jEKLMKgSFBgmVOeeBg+fTSKYCWaSbQ+EaddCka0DmlDr72hkZgE\nB7rzbG3ppWMwEXWpFtnFspAP/KjpypEFloSRrZSrmE2WrNMMC09jV69mf3eOgcHK63sgV+RQb75m\nim5FBCtMEVx1nJmEVrrEtrYBnjzYR6FrfzyRoJMiRTl4WrNhbwd+aJcWc4+a35yhUKPmU5LRYgmG\niJzovDMRrGTt5zDRpt798XGk0biOwg8kXrcNoi6X0edXe4JoshiVwFJK/RD4N+A5GKF1MXDRBNpl\nsZTZ+5BJC0w3wrv/aOquqih4AR/40Xr8QPjvt54/9jU4LCNy/gnzuO39lwFw9bfX8Pj+4Vu7kmky\n9VilrBFZth7LMoEopTYqpT6jlDpZRIoi0jfVNh01UYqg9lFAilLoAdb+yo4jWFqTchQpR3EwrKlq\nrqvsNFZTYA20ke7dE++jvOPha7Ac7Zf9uGQEy6mRIhg7T+VURhExM/DV27rpeOH3KBoRL5YbOq4F\nL4Atv4HtfwK/xK6OQe7ealKrtAhz+56i5Hnc+eRBWnoGEeWSdh20cssRrKg9tYgRV127THpWoeys\nF/K5suiZtyqus9rQHrC1zyHf21o7RXDzL2D/GpPq9OTP4q50BB5ag59qSIxG2FKaREv1CgdTlyNY\nCeGqFHEXwZLvVdQ5BbHAirrAhSmIFSmC5QiWeUuTphW4Yfc25RghONBKS0c3u7qLJkVQGQe2qf1x\nFnU8DGh0eCy5xuXkGo4DIJfL0Xq4jeUHf0tPp4lYJhtJpMOuefHpGAvKIzS9OLw5ro0SgYWda1k5\n+Fg8NoXhUgSj/UeD2b0bOnfEAlqLGOEYdpSJ7dJ+1YRB5fVT9AOUBPG5WvQDCqUS7f0FDkdp9Yku\nm0F4LbiuIuNW1chVEYTfna5SZPxBSqnZsPRsWpe+CFEOBIV4qQZy3TRlwwhraG9p/zruuffPHOzJ\nVYi4SGCddNwS5jdl8IoFtrb1s7tzkL6t91ekOTphXZmE46YkiBuVaBEjsMKOoN1ZE4VaPjc8v7WH\nrzWtfXkKxeKQ+0k0xrq6Biu5VMKuu6HvUFyz6QeCqxQO5l4XaKG5vvIe50YNYI6RGqyLgCtE5EMi\n8tHw52MTaZjFApgZxR+9AZqXmMjVgpOHbCIifPaXm9h0qJ+vv3k1Jy06+nUwLEM5feksfvaBy5ld\nn+Zt33uEh3Z2Dr/x4mfBVf9mCnLv/+rkGWmZibwK8IHblFJrlVJ/q5Q6YaqNOiriFEHjXDvaN27d\ncAIrEi6B4LrlLm91KSfuqgWQ8rJIqUZdy94Haep8AqgSYCMILCVBue4muZ1yhk6q+JFDVrbX11Jz\nVhsnbSbT4vdJCgyzbUG7UD/HRAZKg2w61MdAwSxi3Jf3EgJFyBc9kyLoKlP3Ud3ZrPr9E///y5Z9\nPNUaRh/S9bDq+bDiYnK+ELj1BF6xfKxRBCsSaP0tcQrik4f62NzST7FYIF/yCVwjICMnMIpkxB1b\nk+M3zN/JLoLr9nTzx81t/GrDIQpeEH+GkXCDcP2pZIqg1szufpJ0vrP82Wgfnej05qVnQaHPtMZu\nWIojvvlR5bRCJRrEONvaSTM46yQAGtwA3W8yGBrypktd2q2yh7KIKEewjiCw2rfEmREawQ0K1KVc\nXnPGLOY2ZoaPYMXpaKHY7d1rHg9Fs4hJHnQchRvkEymCXmxbKdAUqvbveFlTwxRu/uShPu7a3MK6\nrbtZv3V3OJDl1HodNqoxQtWIrJKva0addLTQeFAkpYvm8yAa6zqUX+SBHR08uqcbvfOuxAuNvYM9\nh6kr9bCrI0tPzqM+f5gFneuo69qK4OCmUjipOlxdjNc38yu6hQpOEKUhms8r5efwe1tiO0AzvzGD\nUoqOUHhFLed14LGrfZBDvXkO9+UqrzUdUFE7Wktg6cA0hznwcBw97ll6Ga7jgPZxHYdAZEiDEseJ\nUgSPUDs3wYxWYG0Clk6kIRbLEA48Cj9+M8w7Ea77fblLVRU3P7Kfn60/yMeuPNXWXU0wJyxo8npE\nMgAAIABJREFU5GcfuIzj5zVy3Q1r+cOmEVIAV78Vzn2Lqcfa88DkGWmZUYjIPhH5iohcCLwVk8q+\n50ivU0rVK6UeVUo9oZTarJT6Qo1t6pRStyqldiqlHlFKrRz3A6iFY1IEHfEBhas94xSq4VIEze9A\nC2nHiZ3X5rp0RVrWoo41ZHb+vtwBL7kPAJHKGq3hBBaCo4tIPAWdSO+pVYMVOU+JfXta106lc9xy\nR77w3eIoS+g4ts0+G73oWfG+o0jNXVsOs7O93GnPOP9mUd606yDKrUxbghr1MuVj0clxmn2c6ZY6\n70RSYT2X7/tDUwT7w5bXdbOJvG4v0BT8gIe3t9CeM0IkHo5QoEBCYCUiJlJDYAKJtahURffIwWI5\nsliXyOSIF14NI1iBQP3AXhpbHgqHwQ8FVjkaUKwz60cGWijWmYYMro7W5ZJwjKUcoUPFx9YQDFAM\n1z2LooaR461QiUy9SHWHxzx42HRtHAUixGKVQj9pt1IgACbysf+R+By8d9thHtzZWe7IGH7+Ekaw\nXKVIewPltEldrsHa3THI/dvb44VuAZr3/Zm014/XsDD8zEGJz+L2B1ncHjalKSUFVpgiKB5ku8ik\nTE0VwdDGDlFDllSpH0dBKRRYgRYCt46ge28sgJLdQYPAZ+3ebjr78ygJSDmKnlyJeaUW6guHTYpf\nugmlFMrN4GiPjOuQcZ1y+m44vm7UjCU895qy+0kd+IuJQGlIKSHlOiydXc/+sEY7FaVZBgGFqI26\nV6qqiQri89QPtLnuwtTgIQuci8TCu6Rd3FQKtB9HsCKhtniWeX3tJhfTN4K1EHhKKfVHpdQd0c9E\nGmaZ4bRsgB+9EWYtgXf+CpoX1dzsoZ2dfOHXm3nh6Yv4+JWnTrKRM5PFs+u59f3P5qzls/nQzev5\nyaP7a28Y1WPNP8mkCmZHiHhZLEeBUupEpdTfAbdgGjL93SheVgReJCLnAauBlymlnl21zfWY9u+n\nAP8OfHkczR6exELDShmhpUdIEcyVTL2VH9ZgOaGD4ziVdS+OLiIIe/ftZndH5ZpTgRYcXSIoJRy9\nYRyU1GAri9sfIn5kfiKzIF7DK/HaULQkXRzfj1J4qgSWm4bFZ8XrSqlEjZJobVL9cMgHTrzvWXW1\nF1xVolFi2rTHNVhDIljDpzC7ofP6J/98BlQ5M8JxQJSL5yUEVtSCOuqAFqY5JtO/lPbQbgYJRUzU\nStoLneO4215irKNOkuYFZdtjJ7KqBkukXD+USrSE3NWRZUdbLyUN4rhoMalWCkwt1WbTkU8SIr6U\nMQKrSBrtmDQwR3thg42yffF7JwVW9zb8UMR4nvn80w7M6X3KLD3QuDA81KGRK71vDcOxvzvLun3d\nrNvXTb4UoJ2MOd+L/aRdp9wxMaJrJ/QdgJ69xl40vf2DiY575v2jhowOAU3ZA+WAUuDF2wwWfRSa\n1l4TBdZBOYrbW9D0zz9ryJhoLRVrpkUpgvX774Pd95BxzRpXtTrnRRMYbrEHRymKqWZyJZ+8F1DK\nzKU/79OUPRDbH9HZn6elN0/PYB6lfQYKHgMFnzn1Ll56NocWP5/uZVcA4KRSKAlIuw51aYdBX8Xp\npiLgBkVSpf6y0CKKvJpjTynzxsvnlSdFMkGW+nwb4pcjexXXSt3sMEUwEcFKLi4cC6uqGi7AE4Xr\npkACnLAGK9AminXZyWYSID4/q5dcyPeUl4eYBEYrsD4PvBb4V+BriR+LZfxp3wI/fB3UzzZt2GfV\nDp5uae3nAz9cz0kLm/mPt5wfOxWWiWduY4ab33MpzzttEZ/++ZP85107hnQQAsyM75tuNDe2X7y/\nZhqExXI0KKUeAX6B+T57k4hcIiJH/H4SQ6Qy0uFP9Un8GuCm8O+fAVcqpSb+RqNcEDMTDuDqEiDs\n7Mzy56fCNs4iNA/sBgl4eHc3Gw700pMrkXJV7FinHKfcdj10NrSG3a1dPHmoslTNDzRze56keffv\nTFvyIevIlIfGyXXGD5WOfw59fmX75ej98qWAgYJXMTvfkHZRKLN4qR4mRTCVgRWXhM5r4iMJZ61F\nOfhRpCUoDdcYjroUKALEceOok1SnoG39LVqE7W39QxZVjwRWngz7uspRCFeFNgQ+Bc83DmkYGSrb\nappd5BONK1xdQjvpWIREs+xRBCpuEpCIqolORLCix095MX3HvzhMBaxcB8vXOtFyvzwwRT+gvT9H\nZ9bHx3xeUUOApsH9sfgNqlIEZd5K2uZdaGp+ANfPsvDQXRVpmJqwi6BSPOf045hVl8LXgi4aYeGH\norbB76N5cI8RMmnjTAdBjWMeLp1LpGKh4t68FwpQoJQNBZaw/fAAd205zKZDffQUKverRJPyE5ML\nUQQLI+TTnVuoLxwmSCcWjtYBOKlwPCWO8jyyozWudcx6wkO7TF2fSpzTRV+bCFYYlY0EvlsqN24p\n+bqyyUP0WYjGCYqkuncSNC4icDLcGV7/fXPPoqTLNVJJYVkKa6yUaJywPkxEaEiZSYaS20g6Y8bf\nSWVQ4YLmdSmHXEmzqaUvHhM3KLCkvTIDJYo+ay2xiEjW1806eB8LutYjgRefi54fLslQNwtmLwPt\nx6eQFjGpk266sklOjfTYogYnnQZtInM6jKAm3b+4AUzFvSMwkcz9NdbamyBG26b9Pkzr23T491pM\nO1yLZXzp2gU3vdoUDL/zVzD3+JqbtfTmufaGR2mqS3Hjuy9mTkO65naWiaMxk+K777yI152/nK/d\nuZ3P37G59iKmS8+Bl/2rWePjL9+cfEMtz3TeKSIXiMiXRGT3WF6olHKVUhuAduBOEXmkapPlwAEA\nEfGBPmBBjf28Tym1Tim1rqOj4+kdRRLHQRSx8+iKh4iZmc6GDrvu2cecvi3M7tuOiFBX6CRT7DZd\nBEPHOqqrgPJaN1oENxQ8yQXEfQ0NhcPGIeo7aFLdagms9i3U9e2K9/Xwvl7u3daesD100HXAn55q\n4+6t7eUIlkAm5TCnIU3XYDGswaoRwQIIWy1HESyd7zfOsaMABx8jZnoHcxXrLIXGAtCUVigdILi4\nThTBGhqxypUC+ot+nOIUmxLkTeRGORVmOuG+At9na2uf6XKoHGiYmzAhAO3HNTsKhaNLaCcZwcJE\nsEKHPRZYyfWuxEdFKZhRk4qGuai65jiClZT8fiDxfdh1FJesmh8/p0QIUAQqHR6H0aaNYY0UQJBI\nEQwESkvPx8vMjSNbdX17SPm52HVVokGHehyTnpo96eXoMPphzA5iMQfG8XTCzzlX8nniQG9ZaAE6\nrMEbQlC5XpMWQWnPCKxQfHuBpqU3z2DRZ1fHIE8eNBMPYCIvSoJKgZWIYDlK4fpGMPXMOyt8Ex8d\neOzsKoRNHcSImeIg6Z2/L+9GuXH9mkqI+LwXmAhWmD6o/RKun48nhDOOEOR62LJ1M335qvWosp0s\nav8LjgTkF52LH1ReK0VJGYEluiJSWkycR0rKwq3OVXGzioxrbHXcNEoHOEpRl3LiSZ2o9b4bDK3Z\n9AMhalKRUuZ93cRJmMK8/66DrXGUqq7tcSNylBOKqHJqH0DgF8GtI+sJW1v7wg6byQiWxteanAeZ\nVDqswVJGyAsVE+zRMgIV96+evVAahMVnDjmeiWK0XQTfi5m9+3b40HLglxNllGWG0rvfiCsJjLiq\n0dACoCdb4tobHiVXDLjx3RfbxYSnkLTr8LU3ncd7n7uKm9bs46O3PF57oceLroczXwN3fdHMIlks\n44SIDN+z+8ivDURkNbACuEQpdfbT3M93ROQiEblo0aLa6cxj3qdKhSmCCkd7Ydv28NrySwRZM1vu\nhA7Rws5HWNSxhlQiRTDlqHhm1wkigUVct3Hf9g72HO5lb1c2TnUqNiwxDlC2g87BIk8e6qt0Vg5v\nrgjzDYQ+YdwcI0ztS7amjtKfzLpJiqY6F0+Lmc0fbqHhcuERjl9Atv+B+d3rcaP1rHBAKR7fW1kT\nk6Qh7ZhmHE5SYNVafDlyEonf2w80TlCKa5Ki8enLefTmPARTg+X7volSKAcaymIGrUH7cU2Qo4zg\n0E4mXnDZCCGB0iCN2YOm1skvR/VEuaT8LLN3/y7cZxBHyRxHEWgjghDh5LC5U+RwRu+5bE5DvE6U\nkgBPO3jhMTmqLMCjqFEkpKK1hKLuc1EEywmjHWWBFWBaHRix5yhw0/X4YhpAmBcbYexEcTKlcMJ0\nsL0dA+ztyjKYL0emJDWMwKquzRJjj+Mo0D5p1yHQwmDRZ9XCJi44YR7aL7KrY5CBgoevowhWKKTT\nDRU1WEqBUoKXnsVTfRkjzAKPgXyRzpyO39TXGrp3UZGaqRwkPHedhDAoFMPao1A0at/HDQrlRjTK\np7ntEbJt29nRPlhRQ+b27iEV5GDZalTdbKrnLz1cUt4A9YX2qgiWF342mjqHeBKjzoXI7a8LW/g7\nbgpHjMDyfB1H38y6VpDyy+mNpfQc89vXBFqHaaZROmpZTsTi0euLrx9dyoGXN9d1eI4lr0XtlcDN\nsK09x+G+nLmmqppi9GRL+KJYMKsxjmAF2iy4nRR4cROW5KzIQJv5vIfJiJoIRpsi+GHgCqAfQER2\nAIsnyijLDKS/xbRiLw3AO34Ji8+ouVnHQJFrvvswe7tyfOsdF3LG0tmTbKilGsdR/MMrzuQzV53B\nbze28o7vPRq3a41RCl71TdOo5PbrTWcgi2WaICK9wD3Ay6qeOgQcD6CUSgFzgK5JMcpJmdQdAL9g\n6j9Cx0123YV07qjYPFpUNpPviJtcuE65o6AbRrA8Xf4bYPMBI6QiSm4zNC6AbCe72/spBGJqhCqi\nWeZX3gtixztuA90YBviyiUheIvJgnNiwCL5WimB5yzjNx/GycUfBVFj/5GsBJx2nSNWiKW2cXVGp\nOK1PqptaUK5fiRzDrrxmw8FeI2xDQRP5avdubydX8o0Nvo+EjmYxENM9dcEpxokTk0YV+b1aTA2c\ndtJxBCtaT2xe2xqOG9wEoimUyh3loveuaHIROvFRK2pTDyM0ZszjfmAcTpUQT1HKqBJNIIqA8j4k\n1UDXgouNaBSJn0u7ZvzLAss8ngobr5Sd/VB6xqJOkUo5FKjDkbKj7yiFKzrexkml49dDKAoa59M5\nWGRXe40FoLU27fQrkHgpA3QQp6kFWmjMpDhubkM8sVAKdNi5UpsoVabJiNUw1S2yyw3PF5TLYNFE\nIfOFUnyeA5T8smCKLVFO/LmmVHntskJU05iKUiK9OCUPoDHfihsU6J63mq4FF1e0U5fAJ3AbYMFJ\nuI6qiPgAFLVLxutjQdf6CoHllYyoU+gwKhXWfblloRy1iHfcNEp8U9OXuDZyJSOcU1452ldoWEq2\n6QQKfsDjB3rpzXuxwEo28nPD/7hBgVLdfLRKh50Ci/E6bOb4PJoHdlGfa0X7xTBFUJnzVEtlSYEE\nZEsBmXSGWY315QhWYCJhrlMpsAItiGjaB0tm3PxC+d40SYxWYBVFJL5Dhl80wyTJWixjZLAD/u81\npgnC238Oy86tuVlbX4G3fGcN+7py3HDtxVxxysJJNtQyEu973sl885rz2XCwl9f+90PsbK9akLhh\nLrzpBjOT9KsP23osy5SilFqklJob/t0AvATYWrXZHcC7wr/fCNwtwxaIjLeBLip0eKIZ9yh9JygM\nECQbIehS7GBnDjwUp2YlBZYTFqlnVVNcW9SYPcCc3qcq3tZzG6BxPhR6cUwVhplVFx2rjOQARE5l\nnKKUqoO62fiDiaY2oZMb9WSIfKFa0aTyQSmzLq5o8MopaSaCFRa3DyOwVLh1YxTBUk45glVDYEUL\np0Zj1ZUz2zjix8LCrw4fKAdfa3R4bAUf4yAetxpSDWHtjh9Hx6IIWODWJSJY4AcBKihSn3ZxtGdS\nQCMh7VSlvms/nv03ESbBE4VCqEu7JgoROZzJGf3I0xONJwo/ShFUitLxl1NoWMyBnhwtffk44pBy\nTDQoSl+M10HSfjkFC/P5aDF1WGDOt7TrEEQd4cJxTOPFwl4BKhQcKlGjE2RmszXbTG+23IjgoZ2d\n5r1qtG/XEkXUVCiwyi5tY8ZELS9YboSQF5haN4UmFeSNQFIuhBE4Mx7goGMREuDy2N4OugZy8WfW\nlAmvB6eysYrgxK+b37eZyJQgyugIx0MHPo72YkEwJ1y2L9+4jMDNVAglHZjzL7qOq9ewK5Ho+EiG\nvjlnUqxbgB8ERC1l0ikHJzznM0mBFbbwd1Ipc59RcO5xzSyeVReOl2lAk2xuIcqlUF8ZoV8x1xxX\nhcBJLDweuPXkllxgxswvllMEgfTgQeb0bWVB92MmddfNIKgwHTBspCEmIhlNVmTSZpkBAo/m7k3M\n7nyM1EBLRZqs45gUx46BAnu7zXpkPdkSQX0iwjwJjFZg3aeU+gzQoJR6CfBT4NcTZ5ZlxpDrNg0t\neg/AW2+DFbXXr97bmeXqb6/hcH+Rm959iRVX05RXn3cct7zv2eRKAa/7n7/wwI6qepTlF8JL/x9s\n+x08aPvkWI4epVSjUuoflVLfDf9/qlLqlaN46TLgHqXURkxd8Z0i8hul1BeVUq8Ot/k+sEAptRP4\nBPD3E3EMtRDHNTVYErDKZOaEbceF7mypop2y6xfiVuW+1jjhfGjaz5Le8VsWdjwcC5EB1YQTCrB5\nPRtpKIQL9DqhY6XSsTPo6iLiuHHNRTnVD+pSLpmw9TmYxWwPhd3VyDRRyifqXMIarLAlQzL7b2ib\n9BhVbnKREFhRN0Bfa7RKV9S7VNOQUqHAilIEHUp+gOf7HOrN0TEQLl4aRzDM67SE7cQliAVHMrIA\nYc2NEDv+OS/h/KpwzSntU93UrrIGSwgCIwCb6lzqnYDNLf3lRhyho1rR5CJKQ3OMqO3OeoCQdlXc\npjzQQkJrxNE3JQG+VmxsMWlfrqMqnOHOwVJcR5RyTZSqOoKF9kn2eVGhEyxinHelTMQscMoCK1Pq\nYcnBP9HUsaF8PLFAMfsveR79RdNSP9kkonOwaOqYwjHpm1OuoQmk3MIfCUglGi00Zcz+m90ASdXj\n+Ro/MCmCrp8LI1hOxXpMENbshZ9PezZAd+4gP9hDY10dqxY00VznGvEhQ8+H6HXJ1DQdNa9IZUIz\nvXJkGpjrltDKNHcQ5VbUWanARM5cpWpGsKJzM9dwHG3HvZjBWasopeegg3K026E8MWMmTCoFlqhU\nvLZZcxpWzCtH5qrnFEQpmuvr4v9nXIdls8NmGUlB7ybq+Jw66uvqTDv1qAYrPIdTubJ/EIjETS4U\n2kx66IBDvXm2tvUzUCjio0wqouNCsZ/6/j1kBg+R7ts9JIIF4PsBKJeebIldnYNs6zrCGmvjzGgF\n1t8DHcCTwPuB3wGfnSijLDOEQr9ZRLhzG7zlZlh5Rc3N7t56mFf914P0Fzx+eP0lFUW7lunHBSfM\n41cfuYLlcxu49oa1/HDN3soNLv0AnPMmuPtfYMedU2Gi5ZnFDZiW65eF/z8E/PORXiQiG0XkfBE5\nV0TOFpEvho9/TkTuCP8uiMibROSUsDvhmJpoHA3iuKY2ojRIQzpF0xwzc6wkYH93ju2HyxHiVJCn\nuT7Fkln1nDC/CRU6dWmvHycoUlfsCmspFEXVYGbxSyYNa1GzcZA6F15Ece6p5OsWxelMaSkiKlUW\nWPGCqYKr4LQls2Jn6rH9Pazb220co1QdpWKiHbKOmlyY1DUndC91MjKx8rmw6nnl1yjHpG4J4BXi\niEnc5EILWqXiNLRapByJRVIUwTrcX+C+rW209hXY150zUaAoShOZm3AWo7qaUlDtUDtGWPjm/XN+\nsguGGze5CKoi9aZpRvn4A61BuaQdh3Nyj+ANduL51RGssoiIUwRDh3J/Tw4QMq6D65guel5QXrwY\nwC32hSljwmBJM1AMyvtICCwv0HEXwbTrmBTBsPlEMkVOJRoXRsLd/L8cwRoSfUs3xIehwDSyil4o\nglcq0VMQRLkVbc6NXeWGB0HYLj4e6lh8+pURrLpQEPpFaFqCF5h2+I72TFQmEcGKhIujzH6iY801\nlNfVbKjPsKC5LmykIUMEVpj7akyhPD7RwsImNS6FDjxSBLFIVV6eU49byIUnzjOt/xOqRmsTwXIc\nVSGYI8RJk3EdtFsXL7AsTgqFxgmvK6VUeTxFk06Z6zVahForBxAa+3eDNkKrb84ZFGedQJAamgZ5\nytLZLJ1txHPKUfEESVLgJAW4dutoqDfb+4GEEazwHM51UsrMC49VwM2gcU0zljCC1RWWGwS+jy9m\nuYW4DjGVoZCei2hdVYNlfu/rGkCUQz4cm8ODVaULE8xouwjq/5+9N4+Xo6zy/9+nlt7vvie52ROy\nQQKETWRHQdkGEVEYBNcZHR396oyj8xu3cUbHHZ3RUdy3URnEQRFUUARkj7KDEBIg+3aTu9/eqp7f\nH09VdXXfrZPcJTepd173lV6qup96qqv7nOec8zlKqW94PzSv9W5HKYIRB05+QDcR3vE4XP49WHzO\nsE1cV3HdHc/x5u+uY25jil++6+UcO7dhGgYbsb/Mrk9y4ztexplLW/jwzU/xTzc+HvTWCOqx2lbp\neqy9U2azRhyeLFJKfQYoACilBhlVuHvmoNCGpjWkFfoWdM7BMqTM+DRFELdIU9c6TBE6lx1PwjaD\nqI5FqNZjYCuOnQkkwlND2+lsSNFx/EXsaT6JQqyefMtKisoIIliCNqqCFMEXtVyz7hkkJGyTc1eU\nF40PFRwwbYrhflp+KqDSr2kEhqgKnC/SzZAJlXZ7heqClyIYqvERL6rmmKUUQbvMAtUb23jv6xnM\niZg2zody+cAgdFwVCAsEDZtDppEflSgMi2BpZUHlObPZsgiWGci0V6Z1+f2kdrSfiWPYFAraoLdM\nLRBR27s+SGMMarCCnZ3AOO3P+qvxgijd7NUyxRPKcAOVOPp30bTjHtIDLyHKIe8dxuz6pE5LNMsd\nIb8Gy5fAzlVGsMpmWDtYyvODladoqKOM5eZlMTMrMHxFSkay4BIzHPJFh6wysS2rLIIFXhTNLWpl\nO8NkV+up7Gk+0Xut0tzYKFp33k0s11X6PDg5rHiKZzInsT1rE8vv01GvoAbLLUX4REA51KW1cFZ/\nZmEwBsurGbPEUxGsiLyG58d1S58l15NMx7B0g+diEZvyfRtqM8xpSCGGXZYiqNxSzV04QuQ7OEqE\nmGXgGjHd9gCC69tXDRWBtXNqWDu/EZRLOuFHRfXrNWZS1CdtlrobwXMGHbuGwZZjccUse19RCsMw\nSfoNrP1ILeU91/yIGUDBzpBO6vnMO54YTKIOYhkc0yZfO5+euuUUajoh3RK8pl/36c+HUyziKO28\n+3Pv1szCFQvH8RxWP201aJynHfZAwMeR4X3SJpFqVQRfEJGNlX+TPbiIw5TCEPzkStj8ALzmelj2\n6mGbbOoa5MpvPsB1d6znsuPm8LN3vIzOxlGUhSIOSTJxi+vfuJZ3n72Yn67bzOu+fn8ohSgFV/wA\nEPjp1drhjog4MPJeDZVeQxdZhI5ozWiUYWG4eew9z0CmjURtMwtbMoGDVZ+MMas+qetJAFXTDnW6\nrYV4xpURSucyVAGzpjmoJTmtsZu21jbsTAO5hE65Tscs3TPHiy5oB8tLWypmQ716Ss1/7Yqlde1g\nxXGcIg17H6Nxz7pgFV/3GirJdSuXUG1NpU9cErmQwhCuPybRjUaLruutdg9fQfexfMlp75hPXdJK\nW02ChOkyu14bfUVXBTVYfiTDdzLC++Ydt6wNhU4RVMGcDFVGsADcAo4qN44dM8aq2XU4VhpXYvQO\n5VFikopZWo5eLPCjRka5UxOOYC1oTtNRl2T1nAZaa+KkYzoKVnRcckUnUImjbztK6X5GcaMUiWry\nIpdSMW9F5dVgmUZZimDYXDQgUIsV38EK9d6yDCNIXwuOO90epPMN1S/VvwEAChpiirzjUiCmHZmK\nCNbW7iEKhQKuqw3mQqwex/QXAfy8ziJmsR+70Edjj1dX6BRAKfJYFGO1DChPaEIsVO2sINJYct71\n6xwzt4klrTVlTpPpO1iGlNLdgIH0PABOWtjEms562moTKO+fHlalg1UgZlQY+d6Chh2zccIOlgLD\nF4wInaf2ugS2qesLLUOCnmJQWhDw6zAFoTVt6s+7clnYXEPCNmlK6+vJsm0Wt+rHgn51hukdgZRF\nhkS5GKYVXPMCgYMl/btIDm4FpTCUQ39mATvazyYfbyKT0tdawVfbTNTCUeezd84rKNbOpb9mIYNt\nx4GdQFFKEQy3VCg6OoJlm0YwTrdxsa6FLBa1Augzv4DtjwXXm6DKHH0lJoO50RuLTzTVpgiuBU7w\n/k4Dvgz8cKwdROTbIrJLRJ48uCFGHFYUstq52ngXXPIVWHVZ2dNDeYfr7niOV153F09t7eUzlx3D\n5y4/JqgviJhZmIbw/lcexfVXH88Luwe48Mv3lBqlNi6Ay74FO5+CX/x9Wd56RMR+8FHg10CniPwI\n+B3wgekd0gQgBlZxQEdwGuaDoZXw/JXpxa0ZapNWqUdS48JSzY7ntBhuoaz4O5ZpDhT1LFyon1eW\nzlOfsnGVYkj5KncE9U4UvZS/mnYtVgEw69hhjk0274Jpo1CkBreQzO4Mojz+fv5bagfFjzJVOEhe\niqAohRSzuLEa/TBgWaYnRy6BSEKswtFbNasOmyLN6RgtNZ4xb1jMaUhyztLmYPuhvKPV4iBwoFzK\njTLQjlghlO7nR7D8CNxgIWQ0Syk9zXHdMid0zfy2QFLdUdA7mCMRt7FNQ6dOiuB6qZi+saz726qy\nCFZTJs6JCxrJJGwWt6S042kIu/tz9OecIAWMwb2eyp8i5jWatQwjOH7fQfFTtfwUNdvUIhqb9g5q\nmXeRoH4n/E1tuIVSo2E8mXZDgqihaQi7Wk+FWDI4xYMNy4LnBZfGuI4k9hcNzBEiWC91DXDv+p24\nKhwpMkpz45EyFSnb5Ki22mD+ARbP8tTjvM9Kf81C7USLCbk+lJdFYXhiGYiJEXJGIey88++/AAAg\nAElEQVRgeS/tOEApUpeJWcxrSpdFciAcwdKNqIuFAnFxgzRc/aLa2bEtm43mfLZldLcIx3URsySp\nH4zFE70Q5WIYwssWl1IZ/QUBX9QGoRQlVg6ZVJzzVraXbKpwKqc3X2JYXk2dWdZfSpSDYZhBrVvS\nNgjEb168h8a9jxLLd2MA89qacCztWNWkQhGs0KKBqxS2N6F+HaQSA1Euqm8nxXypB5dTyFFQXhP1\nWcfBnBMwkvVa8MZ1sJSW1GfPejIbbiE5sDWIYIFe8FVi0J+fujqsalMEu0J/W5VS1wEXjLPbdxku\neRtxJFPMwU//Gjb8Hi7+T1hzZfDUQK7I1+/awGmf+T3X3bGec5a38Zv/dzqvO6GzzACImJm8cmU7\nN7/rVNrrkrz1++v4558/wWC+CEvOhbP/BZ68Ef74xekeZsQMRCl1O/Aa4Frgx8BapdQfpnNME4EK\nq5TZKTBjGEZ5XxpBMD3jSUyrZCw5RW30OHnEjNPVeBwD6XmY9XNwDYu6lLedXd5D0G/YPlDU7+24\nCtewdQSr4Bk7VjIQqxipV+FQwQErXpYa5zo5aFpEX3o+hbp5WgEP30EZ7mA5ruL5PQMUvMawqphF\nxTLBZpYnz+yIEUQ75jalqEmU5kyvyOeZ35xh9TzPwDZMXQOmilieg7GzTzeQTdpmkNYlxZJh5xto\n4Vot/3EXhXJ8kYuQU2CYZAsOO/f14rgE8uEKA9PWxrRpCA7CQK5IOuHVFQmkBrciu54qU1vTkQJV\nJnIREGpK5UetlFJB7yuKWVBaMlsb/0IyZgT9ynz7eU/ziexoPzM4xrDj7CtUBrVJocbOhiqA0tFJ\nxEBEtECG9/ktKqEQq6ehtqb8tzxwXhT1cf2ePQXBNEy9qFApSZ7P05ctlM6HPzeh2ifDybJiVh31\nXnTGdxiaamtY3lEbLE44ZkKLKnjRIWPbn72heLVVhi/rX5pr21u88J3lXKGgneygPs6LgqbKBbiU\nX4NlWGCYFIsFYuLoa9WfAy+ClY5b9NUu4ZHdWjkvV3RJ2Paw82EZWhWzaKUxRYilakrvNyyCRSmd\nUbmhefcIf56cUr2Yq/QCRrm/qFMEUzGLRc0ZnVUUEr/R7zsEAgta62j2oqSpuIUYlo6GVlznYWl9\nPX7BKg4S23wv7CzFZ4qFHA5eBCuegYZ5uuE3Brgupl+LGUsjyiVW6EFCipBzG1JeBGvqHCxr/E1A\nRI4L3TXQEa0x91VK3S0i8w94ZBGHF8WcTgV7/nZdf3Pc1YCWXv/Jw5v43n0vsm+wwGlLmnnvuUs4\nfl4kZHG4sbAlw//93cv4wu3Pcf3dG7l/QxfXXbGG1ae9H3Y9A7/7uO6TdczrpnuoETOAit8lgO3e\n/3NFZK5S6s9TPaaJJDAgEe0IOTlMw6Bx76PBNiKlWgvTtMFb7Ra3QMue+7Fq80hdA9lUB9lUB0vr\nMtRZzXTs9iI6ZrlggO+gbNo3RLNp4yjtYBUcBXlPFdD21OFChtcpi5pI2Cb3Pd+lHaxMrLyFjQKs\nJN0NK5ljbkKKgjIsbZS7hWHRqz39OZ7e3susgqMNNqVw7JrgmC1PLc/FCKIdAqyeU88fn99TCrH4\nKY2+oew7rcVsIBowkHOImQYJ26QfPS/ZWAP2kJbPnt/aQLGhlme29wbpcnHLpL0uhbNHv4cg5B0t\nEmGbugHyln2DdOWymKjAKHcNOzCUbdOg6OreQ7bfS8ibVD1fCV2D4x+ccspSBEsI/gEvb69l814d\n/QpELvx6PGeIdMpCKZOVHXVQ80pQLpL1DFvDwjGsoEZlIJRKFUh6G8PX5EW5uHjNjf2olZQiO36K\n2azGOvYNG7fev9ZyS/NjWXjVRBBK1RTXoTtXQNV40VW/8bEAZlw7kv4igP/h9FPerDjNmTh73QL1\nyRh7zDgFRxH3G97ipzd6822YQTTRx7ItyEPc0o8NZnPauA85igD5uaejtv84+Fwqp5Qi+MLeHIX+\nvTQqA5pmExTEmdoROWZOHXMakjyyvp9nd/ShUGQaSw65j+mJXvTVLGaobh6kmzljaZ7dfTnWv9St\n3y5UgxVcB0qN4GCFTHk/Sm3qCJaLdphz8UYKdi39mfkYXm1fg+/EKrc0z2jHTuvQWJy4oJHBvK6P\nsuwYO/sGaXXAj90ptLMoXtsFgKIySLg5HDdRlpJbyGWDWsXgnHiRUsHF9Ou+Otbgdt/rKbAqlFis\naK8lFbeIOfaoTckng6ocLCCsp1wEXgQmxAoSkbcDbweYO3fuRLxkxKFGMQ83XAPrfwMXXkd+9dXc\n88xOfvzQZn7/Fx32P+uoFt59zhKOi0QsDmvilsmHXrWcM5a28P4bHuOy/76Pvz9nCe+46L+w+3fC\n/71TF7ovPHO6hxpx6DOWzr8Czp6qgUwGQXoYBCvclWVGOiLgFXb7ogamTU12L0P5fdhmjW7o6tuZ\nhkFHUw10+Svn5Q6WX7y+Zd8gi8XUzTrFoIAFeU9B0E7q/kMh47O1Ro8vGTN1ZNqMBTUooFPvlGGh\nlELE0E1NxdJOmFscZvRpRTT9+lZxCBdw/QgWEjQYdQwJoh2K8jEBpRV534gMHKyclntGR14Slkkx\n3UFXajmsnE3/oxto6HlRH1MiRs4sb6a8prOe3n05ej0HMWHrHkiDeYe6pE4FMw0JeggFDpYZC943\nbhkUXJ0GZvrnsFSbr8+NZzQKMixFMCBU3J+MmbTWJNjVly2lqrlFQGEVB2jKpDh9dgd2nS+hbmJI\nubJaX1ar8S1pzbC9RzssBcdl9Zx62owGoMDi1gxPb+8tRSl1qVww/76UPsCi5iSLlrYSs81yPzp0\nzhOGgyGCa8Sw/EUCT17fpzYmdO8r4NaVR7D0YcQ8B2uwNCdQiqxYcRpjMY6fk6G3fwDHTPC7Z3Zy\nUbOX9Kj0ooThG+mGhaHKP0t+iqB/jfxlew8JL4LVnIkH58AQgjoiKEWwXAy29BZIqgKWmSh7bZLa\n7knYJrPqkzwStCggiGCFP9vBuRXBSOuIWX0qRn0qxnOb9PZxL6Kj0x6Lpb6TlQ5WWKwjVC/mKoUr\nBraAKzY99Sv1U8PqAkt1iKCjiIYnYmKbhr4egGQySSE3yPO7B1k5199VYQjYRqlpth8RLPVW84c2\nhKIGO+Tk+60XRCksX9DGjFFEp1fb5Dlq4WxSAy8CkErE9QLQFFGVg6WUOmuyBqCUuh64HmDt2rVR\nEcbhRjEP/3stPHcbG078BN/cdDy33XoH3YMFmjMx/uaMRbzhhLnMbYoELI4kXraomV+/53Q+fPOT\nfOH257jtyR189qKvsurXr4ef/DW8+TZoP3q6hxlxCDOZv0uHBH4qlB3XqUxWPIgG5OI6wh82AU2/\n94xh0xkfoL61htqEXdagNR03QUI1FxURLBFhXlOal7oGyLm+ISMUsEvOipXUhewjpG6nYyY9QwUw\nU2UpggoVyHaLYegUQTE8FUGn4ki0gEIQAXEGcQVcK+0Ph1TMYkfPEE7c308rwZWK2z1jstLB8hXz\nitmyWpmYbdLfuIR8LgaGiaO00xi3DFrr02xx9bYPvtClX8aQwNAUt0A6YYEY7B3I6zRLMYIjaqtJ\n0JCOsasvi2vEgkhEzDLIefLjvskaOFj+UZklNUdd6zJ2BAu0AMKuvmypBst1sEyDQiGPQQorVVe+\nd8V57BrI0VITpyEd46xlrdz5l11kCy7zm9PQFYd8gbhl0piK6XqvzHxe2vsiNXEL8c6HZRjBAoFt\nGaRSpX5erv/588+VFwGJ2SbKi2D5j/tHFTMNWhMWe3eWRAvKUgStmF5EKIZaA0Dp/HsRIhstQ+4L\nZDiFIQy0j2C6OQxVckIqY3W2V4fmq7+Ll263orOF9oGu4LNliOhr13PWlFeDNeiUnE7LMGCoW9ch\nI5BuKn+zkBMRs72Uv3CfJ0Po81Qk65PlKpAnL2kjm02wNazi6RaCFMZhDnqyvnQ72+N9vuK63s37\nFB/d2chdXnDQPz8ByilPEXRzngx/+biWtDew2RlgQ3+eRQWHhG3qRuJe7WDR1YqBQZNnpcqU8POF\nAsoaHsFSXpqwGeod52IQz+1iVkOKurb5sPFFAE5c2IwdC9W+TTLVpgi+b6znlVJfmJjhRBxOqEKW\n3h9dQ92Lv+Yzxlv56t2LSMe28cqV7Vy0uoOXL24p69URcWRRl7L58huO5YJjOvjIzU9y8Tee4L0n\nfpJ3Db0D40eXw1tuh/rO6R5mxCGOiCSAdwIvR1ua9wBfU0plx9zxUCdwCjyDwKsfArBblgDry9wS\nI+REiAi1vuEVMn6StgnhlXnPwTq2s4EBr/h7UYt2sAqe2S+GGdzWb57w4y3DhpyKWWzryaKsOEUr\nTcGKYRf7dc9dz7ATrxmtEhOliuAUyDqKmKuCgvpc0cUyTFbPqWfj3hzFgsI1Sw1NaxIWL3W5ZC3f\nSHdo9Rqellll/sq6b7D6DmUhW+ZYxC2DQdMMnMKiAtOAttoEGDZGxbFahiCBmECBRMwiaZvs6Mni\nuC4L4gaO0vPd2ZgKemg5Rjxw7OKWSbYAopSOYDUuRu3dBfRr8Q+lcFuWk41vBAa9FEE1ZgQLtLpg\nfdLWKVxedGJxa4aeoYKuO4vXDtu9kqa0nstMzKIlE2dpu1fjE3LuDBG6mo4nm2wnMbSLvtwgUlfq\n0RWk8IXmLrvoAnbEe2gEEIPl7bXkmutgqBvTSz0tOVh67LUJm9OXtlDc0UWPCJlkgpcvaePJbT24\nW/0UQf+8ehEsP1pTzOqIjb/40LQYY+jpwNlXBf0VodA1aoavXmhYGG75xMRsGx1L9D79ytWf4caF\nUJfUIjNo56dopYjlc3rrYg4wGSy4JQEKA11XOfv44ZMPvHxxK/v64uzpz5FJ6nNhjhTBAhrT5Ysk\nTbUZqE+xfbtXg+ULd/jHVhnBspOw+Fx4/g7I9UGyAaOgnXaFdjTr00kY8nev2H9YiuCQfs8KB0vi\nGWoSFiprkCu4JGwTx4tg+e0FdHqqPra9A3nqkzFcsbX0fHEQZZtlDpbh1RQKbqkfnhmjoyGD5Htp\nqa/RkvD+oVoVvdkmmWpTBH0VwV949y8CHgLWT8agImY2O3uz3LLueVbf927WFv/MJ5xr2broSr66\nZhZnHdVKMhYpAkaUOG9lO6csauI/bvsLX3hwEw/X/xPfcf4F64eXwbW/gkzLdA8x4tDm+0Af8J/e\n/SuBHwCXT9uIJgAn08FAupNi81Fljx8zux5jyVzYuL7MOPYb/gaGTboZBvaURbDEX1338bYNZxD4\nK+V55fWOsk3yOQulPMl3v0fWCIZ5Om6ilGKoqOiafTb925+jYd8TOsXPiAEFxKu50H2uFIVigce3\n9BJr6GFNp15NzxUd4paJ7RrYOOSRoL+PoI1ugB5vFf+8Fa3EEzZ92UJ5k1q//YNRiu4BQaTDFMFR\nikzcotfQBp92sqQUoTMszMp0MVMwvZRMQxUxjDittQle6hpgV1+WVLNuMGwaAp0nYrkumd2/p66p\njnS81Og16zX/NdHCCoZnvCsvHVAhDKVmgTwfchbHjmBBqD7GO/fxTCOtlq4pq0wLHSkSWZv0HQHh\nZYtDog3hZq6G/94lVOi+H8EqU6Gz42XNk9Nxi7S7Fwb2UKidr4cXimCBTq/UNUeKVXPqMI9qxzAE\n2zDI+SMIHCzPC/BV84r5crW+WWso1CyDDToSWUw2E8vtRSlFXfdTxDY/DzZgmJhUnnOzzJnVDpZg\nmgbUl8ReDIGuprVk+jfSOPACbr4XjBaG8k4wJ1ipMdPg61Ix6prSzGlIYqUSofn2xmIInY2pktMc\nxtDjNNycjuMaFux7sfT8SBdu+DOVqEeKuo+Xi64nDDtl5rAUQTfonwVgFrNAYlh0nESdVspUBU/i\n3w6izqahG4c7ngy/bRgUXJc9/TmUGGSTrWT6X8S2LOqTpde1vObhohRWyMEyLZvZ9SldLxp2KEeo\nIZxMqnWw5gDHKaX6AETkY8CvlFJ/PdoOIvJj4EygWUS2AB9VSn3r4IYbcahScFxue3IHN/5pC4+t\nf4nr7c9xrPEc96/6OO9+9TupT8XGf5GII5bahM0nLz2aS1bP4kM3PcGVPe/lh8XPYHz3Iqw3/Wp4\nCkVERIlVSqkVoft3isjT0zaaCULFMnQ3HIOqLf/sxywD4jpdriy9y3ci4rXasaqfq/9vWgy7qn9f\n3+DOOX5zXpucYVN0Czq9xpNwHslOS8X0GPqyxcBYAl1PoUwL7WCZQQ2WUjlUsYASYXv3UMjBconH\nTMj6aWVW0KNKpCTG0ZNVpAErECmQYRLf+gnPqDc8UQLP8VrSpiMzmbiFaVko5QRpSsHcmvYwB8sy\nJKh5E+UgYrDAS60EcBAcV0fBSNRhWAmWtddCa+lcxi1dt2W4rudgmaXURoDWZaXmvUhIbXHsCFYZ\n/j6NC2HbI0GtT9nuI+xW2dus9Hoh9UAZ3kw4H+7hFESwKNundMd7xnOKnLq50F+q8THcAo1df6Ih\nnwZ1tm4kbMWCQsSErR0sBaVFBd/B8lMDcz3g1e6V3rY0okLTMmhdgHrsFuxiP+II2PawGqy5jSmv\n0bB2Zk9d3MxfdrulHnEhTBFcM8ZAupOWoRd17ye3yGBe15TNa0zR3Da71AdsJLy5swwjON/pmIWI\nls63TWPsenXD9uTz8RZEiiUnqzKCBeVCF4laZEB0yZ8XbQ47YMP6zfkRLDFQGF5fvhEcrHgtliHY\nhb5S82ov1djvLVZwdAroguY0z+3qo+i4KLFR6Tbof5GTF7ciVtjZ8z+DSkewxPDk8H1RG3Pk450i\nqnWw2oBwJWTee2xUlFJvONBBRcwcugfz/M9Dm/j+fS+xozfLiroCv238HK1DzyOv+RanrHrNdA8x\nYgZx0sImbn3PaXztrlm87S6Xr+/+DL3/fT51f/trzEzkZEWMyJ9F5GSl1AMAInISsG6ax3TQ+Gbb\nSAawH4UIxQZKBuvs46D9GJ0W1bBAG+C7ttJRlxzplYbhG1BZR/+fitt0G7YnqRwDMRnFnKcmYWGI\n8MBGHSFIe0aWUgplxoEhT+RCG6Gu6sdRLgoj6IMD2sFKx/weUIKjjNJ8iI6qJW2T3KB2sAxKzYaH\nOViNC0rKh6CN8XwfAJmjL4T1vwXleoa9E6QpBXakFcesSBfTNVildCMxDOpSNss7tNpg1jFwlSJm\nmGCntaFXPw9q2oN94paJQrzeQjqyaHiO0tDcM6hrmI0aKniCCYwewfIMzBFxS4X/LL94RK94pAiW\nPdpKfyjdVO9Xue/YEayR3st3hnT6lm4mu6Q1QyKRp6nQQ3MsqyOOrlPmCCRskx7QDo5VIRrhFPT2\n2R5oXlr+VOhz5iggXoPy5dpDTrURmtKWTFw7Ot7zzZk4q2fX8OTWnmEpev7xKjGDa8lVisF8kUQ8\nTksqUe7QjERZ1MUMXveCozvozxVHbKpdhlmKEooVB0LKecMioJQ77XZSX59KId6/8PPD2uYoV8+3\nFUcZVtDkvDJFkFQTliEMJTvIO65ue+AqLzopZAsORddFoR0uQ0R/J4jBccuPIpXYiFScZy0Y49X9\nOblSdDYcsZ7GNj/VOljfBx4SkZ979/8K+N7kDCliJrB3IM/1d2/k+/e/yGDe4dTFTXzu/GZOvf/t\nyL4X4fU/hqWvnO5hRsxAErbJe89dygtr/o4v/TTNe3d9lBe++Aqyr7+RVUsWTvfwIg49jgfuE5FN\n3v25wLMi8gSglFLHTN/QDhzlRyXC9kHdHOjz1OhbliE9W4B9wyIJQc2JZ1xcsmZ26fXGwa/1yDra\nQEjFdA1E0VVeLx8DpRS5hqXD9k3YJqcubuae9buBUrqXUn6KoDZifePcMWJaitkz6HxyBZeGlI42\n6Z5ZgusqdrecgrOgFdC1J109hhe1Ku1rOhWldxUpllpxrqQu52NbFpAnW/AdLAm2N6XcabMMA8Oy\nArU4X7p6aVsNG3f3M2Qk6K1bTkNNpnQuOk8oe4247R2fW8Q0dGRQxJcr9yWw0ca2UEp7GylFcLRz\n27u9tI81chbJSPanbY1ilDqldXZDdHQtTPi+64uAhJ4Pid95N4zAcWyuy7Chu5tMMk5dMkZdkwni\nLQoUhrSzWOFgDSZngdMPtbP1aylXO1Xdm2CwS89LRdSuKR2jLmnTM1TQDbQB5c232AnoPF7XIfWX\nnEkJ0uRKc10TNzhlcQvY5efD/9woMQJHyHEVg3mHdNDcd5yoyoj9wrRjX5esoo6oeSlq4w566pbQ\naeaBUu+8cSNYVgJDFK5SmP5QDDNwusowvTq/Yg7MGDE7RjGXHx69ArBimKsvZ/Dx7eSLro5WKUXc\nNrDyfrqwdqgMQzBF9DYW2DELe+krhjnSplESDolRKL2v7xBWOnlTTLUqgv8uIrcBp3kPvUkp9cjk\nDSviUKVnqMDX7trA9+57kaGCw8WrZ/G3ZyxiubEZfvQ6yHbDVTfCgtPGf7GIiDFY0JzmA+98Jw/d\n3szq+97F5h9cyGdWfYW/uejl1f3IRBwpHJYN7UsRrJCxNffk0u32VZ5BsYlRIxghylaerRFSeDwM\nQxARso6QAZK2dnAc1w0iMNvnXqgFIEagMR1jUUuGDbv7MT2Jad1Tp9wYFxFcI4GjBgmb4a6ryBUd\nLcgh+ugd0WmJ+Xgjhpcu3JiO0eU1RPWFLQwR0gObyh1Or6Fu6QBDzqfprXAriHsRs8F8ESUhG9cw\nMYySg7V6Tr1edRcJVuzD0tVxyyRbVPSmF1BfP3oaWCKIYBUwxFOKrOkAdgT1ZgqdMlUWwRqWIqi3\nHMbuZ0uNWseImIzoYI2WIhgiZhmgKrcLR7BCKn/Be1W8mTf3AO0Nac7LJEg4/TqldXBPabuB3dCz\nuUywIGEb7Gs6ln3A2ngG4kv0E10btIM15HXdqhD1MAzh2M4G/vDcrkALw/WuBbdmdiCsZFaO1fAj\nWN6AXRfM4dEgfz9lxMh2nEhXb56hWc0M7nZo8k/DeGlrI0Sw9oumReyYnSTvKjDWl388RnSwQo9Z\ncYQcKFCu0ocsBmcta6V3qFC+X6JWO77FIbASHN3ZiJO1Rv1uERFipkH3YCGIcsctQ6tcOoqi62K4\neR2JtmKofJZssl07rRWpnj6+Ux8nB6Z3rQcpgjPAwfJIAb1Kqe+ISIuILFBKvTBZA4s4tCg6Lj95\neDNfuP059g3mufCYWbznnMUsbq2BDXfCDW/UP2RvuhU6Vk/3cCMOE0SEk155BYPz25n7k9fzhqfe\nxjXPfpRrLzybS9bMGv6DHXHEoZR6SUQagE5Cv2kzvdGwz5gfcS/1bcS6o7FYfuGYT5siuGgnImHB\nQGYug3UN1LXpXjhKjZK66JHwV+q9NDEXFUTQ/BQqwxAcM45SA2WRD79Pje43JBgGOBheYXwpQtBW\nm+A531h0/ecglt9HNtFKUNVQOYG+8eevhs86DrY/RiKuo1mDeQcwKvoOlQzQeZ4giF9HZpBHQk5P\n3DbIFnSq4VipXMmYrg8R5QbS3qp9NTv2NNAqMZRS3PXcbuL+IfjpftVGsHY/W7o9hoM1UtqeNV4K\nGlCXjLG2tYn7tofrroanCJaNdFhGoQGUUv8Stgl2nZYOH+oubbfXMzUbSxkMCXsUx8OPWvgCJyMY\n+/7p9CNYbhDBioe2CcJsobGWHEI8mfZhxxh6qHn2Qra43TzZZ5Mt5EjG9OEOc5KHvUg4gnWAomCe\nM2hQ8d0wnnNnJTAk54lc+EcvZOIWmXjFOTXjOnrlFCBRj+kWMAsh1cYRiFsGu/pKUeaYZWixGVdR\ndBVWcRDTEPpb1jAwOMBgqnPM68h35MsiWP41MsY4poJqZdo/ilYSPAr4Dlpn5YfAqZM3tIhDhQc3\ndvGRm5/i2Z19nLigkY9cuIJVs72VpD//AG55r07DuOoGncISETHBpJaeAW+9lY7vXcq38x/mmhu6\nuWHdCfzrJatY3DryylbEkYGIfAK4FthAyPxhpjcariajz6qurmp/MQ1dQ2KZBjYurplgsK4tZPip\nMR0/XynW8YQClNKqZFCKYhgIRSPmZb752ynPwSk5IPXJGC/lTJ7e3uvtr18nHbdIxr2+UqEIluEW\ntMHcsWJk79Q3wP30wIZ50DCPuOfA6QhWqAaL8gX+YPyGjmDhgITknxO2yc5BbUDa5uiTFLOMwCEx\nDdFqhaaJYyVxlSoJAfgG8agRrFBUpYzQY2NEQUZysEZduGpbCT1bdaYK0FKbgO1aGl0Q7HBEpypx\nAe99Kh3AhgUwFEqSyvfr12sqqfWNGmUzKgQvRnCwfIfZj2AF11oopWyYTV8ZwRqxJ1n5fCZsk6Pa\nda0WgN04H/btgIb5I499xOM5ONXlMlVNGP+8mDaI1xxcebqQo30eDMuLYGX19VSoaC0xApWteeKW\nll4vuop80aWvcSVGSw7V38Gg1wR7LIdfeS0kbFUMOVgVjcWniWrf/VLgWODPAEqpbSJSM2mjijgk\n6B7M86lb/8JP121mdn2S/77qOM5f1a6/fJWCO/8d7v4sLDwLXvd9HS6OiJgsZh2L9dbf0PDDy/i5\n/Bv/uPWdvOpLe/mb0xfxrrMXj76iGXG48zpgkVIqP+6WMwg1arepEPbIaXoHi68QZxqCbehIzGDO\n4TdP7WDV7DpcNbJh7pPwjKgiJRVB3y71zStDoGjGcfIqkPfOFV2GPAcrFdMGbTpu0VqbYre3Xzhl\n8rSlbSijLujxYxiCuEVcsaB58ciDC+o0hht6hggDOR3BCr/PsHQxb46Cvkah2pCauMVmT03PGlcW\n2mumbBiQagwefbFrgMe2dJdtU2qaXGUEK/zYWCmC44ywjNbl+u+JG72dS8d37Nx61MIRtM/GMnL9\n/Su3CddN2UntLNnDFxOWd9QOa7RbpigoMmK9U2UEK+/oz088XnqPYVET0RHVoM+a64zorISdAUNg\nYXOanb1ZdvflSGZqof2iYfuMyYFGsPwxKLf8JFfxerreSgtRjOhsLzi9JP/uOw+duzkAACAASURB\nVLJWEgwtHjNaiiDoRtjZgkN/zmshYBlabl15fbDiddDRjuWlEIrI2Jkq3nMj9d6aTgVBqN7Byiul\nlIgoABFJj7dDxMxFKcXNj27jE7c8TfdQgb85YyHvOWdJIMFLMQc3vwueuAGOvRou/OK0FxNGHCG0\nHIW87fdYP7mSL275AufMehvvutPlF49t4+OXrOSso1qne4QRU8+TQD37JUY+A6iI+IzIpEWwBFdM\nbSy6LknbpHsoT7bg8MSWnnGja/4qddGr0dERrJLMOngOlpXRansFvcKfd9xhKYIATTVJyEHMNMqi\nQoZpamvZlw93XQRXR5ZGo2E+7N1YigiFSNgmg/kiiJSp342UomSK4Ir3uxdKLZvblAqibdYYESyg\n5KDVdmj1Ni9q1ROqdRkm0z5MRXCUCFY4cjFWimAV6YCjE3Ymyp2Zs5e1km0/HxpLfbSGfW6CD0PF\n+BL1pdtjOFhL20ZY5w8crIFRa3B8x9dxFUN5h30DRWzDwLZLjkEgVhFOEQxL4o+SIhgPRWh85+D4\neQ1s6hqkYX/a1XSeqNMcUwenniuGUVGDNf751sIygHK9zSv2yXi/sz2bS49Z8dJ8j2EPLmrJsKgl\nw82PbgX0fPnX11DBCa5v/9oZL121rN7Sd+yCD9r0lhBU62DdICJfB+pF5G3Am4FvTN6wIqaLrd1D\nfPBnj3PP+j2s6aznB5cezYpZochU73b432th8wNw9ofhtPdXdcFGREwYmVa45ha4+e+48MlvcOKK\nPVy96yre9J2HueCYDv7tklWlRpsRRwKfAh4RkSeBQPpLKXXx9A1p4hjz23WSagwMQygatjZ2DIOE\nbdI9WDL6i6475td+Jm7RVptgYXOKTZuhkGxh0+5+/aRvUxswlJqF2/NYYCTliy6D+aKOJnlpcwAN\nmRRrOxppzsTKHU5/NV65sPu5IO3PHau4PdUIs48vE0zwSdgGewe0IxM2nUdycg2DwJGzYiXjP26Z\nnLKoiZe6BmnOjJ4qBWC0LmNPvAnmLAdGduQUnorgaCmCBxnBOigqHYzQPNUkbGra51a3f6XTaBi6\nDivpRfUG9w6XYh8N/9w7hVGFEQJ1P6W489ld1A4VaLHLj2VYhNYoOfz0bNERxZFqsMpEPfT/ccsM\neq5VTf04c1clhVnHQ2E79O3Qwh+j1Wtm2gIHRfuROoYuY30DhT9XdhJajoJ4Buo6qx6fiAQO796B\nPDVeE3GrUjp/FE5Z2IIV82zUIHIWrE5VPY7JoFoVwc+JyCuAXnQd1keUUrdP6sgiphSlFD9/ZCsf\nvfkpXKX410tWctVJ88q/8F+4B258E+QH4bXfgajHVcR0YSfgsm9C81Ja//BJbpu9me+u+BifuncH\nD7+wl89evpozlrZM9ygjpobvAZ8GnoDKiu6ZizuNNoIpQjbRRrFGQfsxJLb0U3S17+qLTYyV/iYi\nnLywCaUUD7WfSaa9he27dSpRTbxkQGVd6O08m10xLUiQL7rkii4J39i1YlqrwjCYXT9CtM43zLPd\nsGd98PBIAgtlNC4Y8eG6pM3eAZ2Kp9pXQeOsUV+irNYmUT621poErTXjOwSnLu2g4LSDNVzSPMBX\nEewLSa6XPT9CBKvS4ZqsVKlhrzv2hzXm1U2lfbGE0VIEARafq//f95IXcawyAzgcPRnDsTQNoejo\ntLS+2kU09PypLFrk2z5Fy1OClFAN1qYH9GPFipYAFYznHEwFRiwNjSv1XA/tGz26FFJ+NjyfXbdQ\nYOwaLB8rDvGaqktF1s5vpC+rFw1ML1rluIpcodTTLvz/aNSmE+BnV/nH5juRh3qKoGh5nDuUUmcB\nkVN1GNLVn+P/+/mT/PqpHZwwv4HPX76GuU0heVml4L4vwx0f10Wm19wCrcumb8AREaC/9M/8J2hZ\ninHzu3jzvms4++Iv8bZ7ba759kNcc8o8Pviq5UHBfcRhy6BS6svTPYjJYswVZGBn25lBz6GJwjRE\nX18tR4Fpe+l65SxsGb9SQESIJWvZM+CglOLo2XXE6+phJ7j188gXXfLJDEU/q8vRDlbc8lXAvAjQ\naIayb0CFnCsopd7tL7Pqk7ywRzt7yVkrR1A6KFHW1HiMmpOxsEzD962A0dL1ZOSoXej5MoeqbyfE\nvN/vVJOO4lRp6K/oqN2/78uRZNfHoC5lc9KCJlpq/Miet/1YJQZ+bdoo0ahhhF9rjNe1DGFb9xAi\nQj7eROLYy8v6ovmnYk/LSTDXk9H359rvudUwsqNe+RrTSTCE1uVahCw+fiRNRHC9sskxT2n4OhtD\n2GIk9IKJXpgIpwH6n3VfxGTcOawmRbDzpBFTTCebcb+FlFKOiLgiUqeU6pmKQUVMHXc8vZMP3vQ4\nvUNFPvSqZbz1tIXlKwZD+3S91V9ugRWXwCVfqeoCjYiYMlZeCm2r4KdXM/+2q7n1tA/wHwMX8a37\nXuKe5/fwpSuO5eg5w9OBIg4b7hGRTwG/oDxFcEbLtKsRleGGU7TT1E5wXzh/5d2vpao0umfXJ6vq\nlQS6qN13WhK2CbEkHP1azC3d5LqHcFyFZRgUXVdHsAoONQnPNPEN3tEK80d5fNwI1ig0pWPMa0oz\ntzE1bm2SCCUHawId3MqGrsOaSFc6j5UW8Iv3lMZTNweal1T93vudxjYsRXD8z0R7XSiyN1YEyyde\no4W0kvWjb1OJaesUwTEcLF+lEWB+U5pFLeUOnG/ou2YC6mb7D0JhUDtXHWugZgRRjxCHRAQrPIYq\nbTdBR5OzNUtRdhzq542yYdi5OfDvoPAQT16oHeqqndORHKyWoyDXW1JrrK8+ZXEiqfZbqB94QkRu\nJ9QSWin195MyqohJpy9b4N9ueYafrtvM8o5afvjW1SxrrwjtvnA3/PxvoX8nnPdJOPmd057TGhEx\nIs1L4G2/g1veh33Pp/nwooc576pP8fe/3Mpr/vtePnDeMt7y8gUHWdAdcYhyrPd/qAvvYSTTPs5H\n9uLVo6exHSj+IpsfSaps7B23qnco2mtLDlY4EhazDHJFl6LrasnyopYm1xGsitqc0RyYUR4/0AiW\niLCmc2RD/qxlrUGKG4Bt6CjGnIbUhKYiDXewRKdqBRuMkpYXargciH7sx7jSsQOZM+G8le2YsQZw\nhg5kd814Dmp6P4UeDM/BqrLRbPUKtAJZL84wRipc3PtsHwociJNniGiFRTOGOfek0Ws9w9fZQdiG\n/vfJ6jn1QQ1WxltkWd4xTsph+H19J89OaqXDaabaK+om7y/iMODBjV28/38fY1v3EO88cxHvOXdJ\n+Q9mIQt3/hvc9186JfAtv9VFwRERhzKxNFz6NZh3Ctz6AU7cfgG/u+DzvO/xOfz7rc9w9/rdfP51\nq6uqjYiYOXjp64cdgX81jt0yGc22fT/Cj2ANc7Ds6g33+pByWtiQ9X9zhvKulmk2DQbzDq5Spd+j\n8RylUY5dycSr2tYmyl/TMISXn/4K2PmUFgiYIIavARnlDlYlEnKwKuuUqvxsnLu8reqIZPnrGyQs\nU39gnPE3H2l/oGpHqGpMGwpULQIzVr+yMoSSEztGyuLJC5vYsHugTFFw2jiAr4ewUzam4z1B4il1\nSZtXrmgvi5R31CW58JhZ49ZglS0iWPuXpjjZjDk7IjJXKbVJKfW9qRpQxOSRLTh8/rfP8s0/vsDc\nxhT/+7encPy8xvKNNv4Bbnkf7N0Aa98Cr/yENlwjImYCInD8tdB5Mtz0NtI/v4avrflrbrjwnXzk\n15t49Zfu4bOXr47k3A8zROQCYCUQeM9KqX+dvhEdPNu7dURgOmKulSmClUbO/hiO4caiiZBj5j8+\nkC+StE1EjKDoPXh9PwXQrd5672xIMXvhFAncxDMw96QJfUnfYV7UkqExHWPdxp3jRFi8c+PkhkvP\nVxnBCkQn9peDjdwVvYzeahUCqyVoNDu643bG0hbuek53V6veuQxdB2MY8/WpGMfPOzSUbA8kaSPs\nl49ZkzeB6pQjvc+4zhWUpwkfYg7WeJ+q//NviMjPJnksEZPIE1t6uOg//8g37nmBq06ay61/f1q5\nc9W/S6cDfv8SvUJz9f/BhV+InKuImUnrMnjr7+C0f0Ae+x+uWPd67rjMojkT503feZh//eXTgRpa\nxMxGRL4GXAG8G20BXQ6MUjQwM+gezLO1+wBSriYI37AJp8SdeVRr0AvR2s9oh2/AhqNtvhOVLTjY\npkHMMkrNR31HzDfg/B5QI7HsgrK7bbUJOhpmfs1lzDKYVZ/k4jWdJQfr6NcO39Cf07/86oAdrAPm\nYKOnea/iZH/qq6oh06rrcVKNo25Sn4oFn8FYtQsGQd8uc0Lr7iaTA4lw+7v41+WoHApzMM1KgWMx\nnvsZPjMLJ3MgEZNDvujyX3c+z1fufJ6WTJzvvukEzgyv3ucH4f6vwL3XacnR0/4BTv+HaVFciYiY\nUKwYnPNhWHoe3PR2Om9+LbesuZrPdV7J1+59gQc2dvHlNxzL4tYq1akiDlVeppQ6RkQeV0p9XEQ+\nD9w23YM6ULbsG+TRzd3B/clIARwPy9DNP8PGVV3SpjZhMZgv7veq+NnLWik45TUp4deuSVg4rmK3\np1ES1GpVk+JV+VtlxUeoU5o5+PMUOLfjGpChk+FOk4N1sJGMeHXS3lXTtlL/jYMfqR0tgvWyRc0V\n6bDe8U50xG0SOZAIlj8v4ypK+g7WdNbm+3VXVZzvqWa8q0KNcjtiBvCXHb2876eP8fT2Xl5z3Gw+\netHKUi59IQuP/gju/hz0bYNlF8K5H4fmxdM76IiIiabzRHjHvfCH/8C6/yt8MHkbF57+Aa5+eD4X\n/ecf+ehFK7jihM5pMWQjJgQ/1DMoIrOALqBjGsdzUAzlHZxQzc10fCoXtqRpqx2ebrOgJc2O3iwN\nqf1Lf0rY5rA0t3BtRyZuaRutq3QfgPr5kO2F1hXVvdHicyA+s6NXvsBFKn4AxuuLfyy/P1Wr+3NP\nge6XDlxh2JqedDrfkbBGqcEqycl7+OfiIBTzppoDEbkIGiSPF6n2HevRVD6nAtPWSsKHQjStgvEc\nrNUi0ov+jk96t/HuK6XUBC87REwERcfl63dv5Lo7nqMuaXP91cfzypXt+slcH/zpu1rAon8HzDkB\nXvstmPeyaR1zRMSkEkvresJjroBb3suqhz7Ag52n8i/5N/LBm57g7vW7+dSlx1CXmjk/nBEBt4hI\nPfBZ4M/oxcBvjLeTiHQC3wfavH2uV0p9qWKbM4GbgRe8h26a7NquSkdkOvz+kRwi0A10L1kze0Le\nI1xfkY5bZRGtYLHDMGDWmupf1ErO6OhVmFS1qn7FMVJJp8rwjWcOLIKw8KzhUbcppKM+wfO7+stS\nYcfEd1hnUATrQCg5nuPMSyBSMs3OzXS//yiMeQUrpQ7NUUeMylPbevjQTU/w+JYeLjimg09csorG\ndEw3YnzoG/Do/0C+DxacAa+5XktZRiv3EUcK7avgzb+FP3+X2B0f49O5d/Cm+Rfz1qdewas393Dd\n69dwwvzR8/YjDj2UUp/wbv5MRG4BElX2bCwC71dK/VlEaoA/icjtSqmnK7a7Ryl14USOeSyGOVjT\nEsOaGlpq4uzuy1GTsIhbBnHL4KjKdiH7wwyKLIxHqtLBrR3Fsc0PjPw4TF4Ea8krIds9/nbjsb/y\n6xPMio5aFjZnqpdpT9TpevWJVj2cRA4oguX9P666opXQ9W4ty/d/YEcAEycBEjGtDOaLXHfHer71\nxxdoSMX4ryuP5cLFCXj6R/DE/8JL9+qiz5WXwkl/E8muRxy5GAasfTOs+Cvk7s+x/KHruSf5a35U\nvIC3fr2La89ezbvOXnxgssURU4aInABsVkrt8O6/EbgMeElEPqaU2jvW/kqp7cB273afiDwDzAYq\nHawpJVEhgX44r3+dML+RvQP5wMA9f9VBZnYeoivZB0JZz76Vl47uLKWaoXfbyM9NloOVqB2zD9RM\nQUTGrzMKk2oC1o8dNTwMCItcjLvhIdBv6lAlsiAOA+58dhev+MLdXH/3Rq46rpm7X72PC596P3xu\nKdzyXr3icvaH4f89paNWkXMVEaEVps7/JLx7HcaKi7i6+DPuS70P465PcdWXflUmNBBxSPJ1IA8g\nIqcD/4FO+esBrt+fFxKR+eiGxQ+O8PQpIvKYiNwmIiPmQYnI20VknYis27179/689TCqb3o687FN\ng7bawzvdakIwzNE97eYlcNSrR37ucPbOp4Nkg/7fOvRFwDobU0CVUucVFL0a0NFq0yKqQ5Q6dLQr\n1q5dq9atWzfdw5gxbOoa5JO3PsPtT23l8sYN/EPH4zRv/i3k+6GmA1ZdBkdfDh2roy/aiIjx2PYo\n3PVpePZWssS4wTmDvqOv5dpLzj/wPjERZYjIn5RSayfotR5TSq32bn8F2K2U+ph3/1GlVFXFOyKS\nAe4C/l0pdVPFc7WAq5TqF5FXA19SSi0Z6/Um4nfs5ke3BrfPW9l+RDldB0SuX6fK1Uxcw9/pIlvQ\n7SP2+5y7Ljx1U/lji8+deAn0I52+ndrRmiZhjmpRSuG4ar9bKgA8ubWHDbv7WTW7jkUtkcpuJdX+\njkVWwwykP1fkK79fz8P33s4l5n18vuYh0oNdsKVOpxIc8zqYd+phlS4RETHpzFoDb/gx7H4W454v\nceUTN2A9fTuPPbMc64RrWXHWFYi/ghlxKGCKiKWUKgLnAG8PPVfVb5uI2MDPgB9VOlcASqne0O1b\nReSrItKslNpzkGOvmmhtrAriGf13GHDAzrRhaDXg7k2w43H92CHcI2jGMkOceBE54AhU3msVYB8m\ngjHTReRgzSCG8g43//5ueh74IVe49/BP1k6UGUcWn6edqsWvADtKt4iIOChajiL2mq/Cef/Klju/\nSdOfv8ech/6J4kP/THb2y8gcczEc9Sqo75zukR7p/Bi4S0T2oKXa7wEQkcXoNMExES1V9y3gGaXU\nF0bZph3YqZRSInIiOq2+a4LGPyqnLm7m3ue1D3c4i1xETDB2opTGBpGDFXFAFJ0oRXAiiBysGUD/\nvl089pvvUPPsjbxePYeLMDDnZXDCR5DlF2llm4iIiIkl3cycCz9I4fx/5Fe/+SU7H76JMzY/RGbr\nP8Jt/6iVk+aeBJ0n67rGxoXVNUaNmBCUUv8uIr9D97z6rSrluxvAu6t4iVOBq4EnRORR77F/BuZ6\nr/814LXAO0SkiHbiXq+mIK++ORMnHbMYyBeDvkgREVURVlKMslgiDoClbRl6hwo0Z4b3wouonqgG\n61ClmGPfY79i9x+/y4J9f8TGYZM1H1a/nrlnXAO1s6Z7hBERRxQ9gwX+8/frueeB+zmLdVxav4El\n+Wcw8l4WmRmD5qXQuhxalkH9PKjt0PWQtbPAPvQLoyebiazBOlSZqN+xgVyRbd1DLGk7wOatEUcm\nhSH4y6/07eUXgRUZyRERE0lUgzUTUYripgfZdtd3aHrxVzS4fRRUPXc3vIbZZ1zLsjWnRgn5ERHT\nRF3K5l8uXMGO0xbytbtO5qKHNuE4Ra5dkuOquftY4G5Gdj8Dmx7UrREqSdRBot773/uLZXSxtJXQ\nhpAZh+Ouhob5U358EYcW6bgVOVcR+48ZEl+IUgQjIqaNyME6BMjt3sC2u75LzXM30ZzfQouKcZdx\nEr3LLuPkcy7jnJaZ328iIuJwob0uwccuXsk7zlzEt+99gZ88tJlvPZdk1exlXHHCW7j40lnUmTnd\nm6Z3K/Rt1//374JsT+mvawMUBsHJQzELxZxefV7yisjBioiIODDCaYGRgxURMW1EDtY0MJAr8twL\nL9K77gZmbfolS/JPM08JD7GSX3dcxexTruDcVQsOSF4zIiJiamirTfChVy3nPecs4eePbOUH97/E\nh//vST7xy6d5xco2Xnv8HE5bvHj/ruNDKGU7IiJihhM5WBER00bkYE0ArqsougpX6f8H80V6hwr0\nDBXY059n674htnYPsX33Xlq3/47Thu7kdONxbHHYaMzjNx1/S83aKzl+9SpOtqKi1IiImUQqZnHV\nSfO48sS5PLWtlxv/tIWbH93Krx7fTnMmxjnL2jh3RRsvX9xMMjbO9R2lAEdEREwU0fdJRMS0ETlY\nE8Dpn72TLfuGRnwuwyBnGY/yKmsdZxmPkiRLX7KNLQveTOPJV7FwwbEsnOLxRkRETDwiwqrZdaya\nXceHXr2MO/+yi1se386tT2znp+s2k7ANTlvSwhlLWzh5YROLWtJIZABFREREREQcdkQO1gTw1pcv\noD9XxDQMTAOaiztZ2Psgnbv+QMOO+zDcPCrdiix7Axz9WmrmvoyaqIFbRMRhS9wyOX9VB+ev6iBf\ndHnwhS7ueHondzyzi9uf3glAS02ckxc2cdKCRlbPqWdpe4Z4FMGOiIiIiIiY8UQO1gRw7bF1sPlB\n2PB7/df1vH6ifi6c9HZYfhEy54SoJ0VExBFIzNKRq9OWtPCxixUvdQ1y/8YuHtjYxf0buvjlY9sA\nsAxhcWuGFR21HNVew9zGFHMaUsxuSNKQsics2qWUYqjgMJBzGMwX6c8VGcw7DOSKDOQcBvJFBnNF\nhgoujutSdBWOq3jjKfNpqYkknyMiDnkS9ZDtnu5RREQc0UQO1v4y1A171sO2R2DrOtiyDvZu0M9Z\nSZj/clj7Flh8ju6JE6UARUREeIgI85vTzG9O84YT56KUYtPeQZ7a1stT23p4elsvf3x+Dzc9srVs\nv1TMpKUmTk3CIhO3qEnY1MQtLLP0/SIICsVQwWUo75AtOAwVHIbyjudQeY5UvrjfWhqGwKuP7ogc\nrIiImcCis8ApTPcoIiKOaCbVwRKR84EvASbwTaXUf0zm+x0USmnJ5Fwf9O+Evp3Qv0P/37MJ9jwP\nXethYHdpn3QrzFkLa66EOSdA50lgJ6bvGCIiImYUIsK8pjTzmtK8+uiO4PGewQJbugfZsm+IrfuG\n2LJviK6BHH3ZIv3ZIpv3DtKXLeJ6nlLYYUrGTBK2SdI2SMUsGlIxErZBJm6Rilmk4ybpuEU6Znr3\n9WOpmOVto59P2iaWKZgiGEa0UBQRMWMwzChjJiJimpk0B0tETOArwCuALcDDIvILpdTTk/KGhSG4\n4RpQLijH+98F1y3d9h93Hf1XGIB86I9RlnVTTdC0BJaep/9vXgLtx0DdnChCFRERMeHUpWzqUnWs\nnFU33UOJiIiIiIiI2E8mM4J1IvC8UmojgIj8BLgEmBwHC9GRJzH0n2FW3LYrHjchltZ/8ZrS7Vha\nR6Zq2iHTpv+iqFRERERERERERERERBVMpoM1G9gcur8FOKlyIxF5O/B2726/iDw7iWM6EJqBPdM9\niCkgOs7DiyPhOI+EY4TD6zjnTfcAJps//elPe0TkpYN8mcPpnE8U0ZwMJ5qTcqL5GE40J8M52Dmp\n6nds2kUulFLXA9dP9zhGQ0TWKaXWTvc4JpvoOA8vjoTjPBKOEY6c4zxcUEq1HOxrROd8ONGcDCea\nk3Ki+RhONCfDmao5mcxmTFuBztD9Od5jERERERERERERERERhyWT6WA9DCwRkQUiEgNeD/xiEt8v\nIiIiIiIiIiIiIiJiWpm0FEGlVFFE3gX8Bi3T/m2l1FOT9X6TyCGbvjjBRMd5eHEkHOeRcIxw5Bxn\nRInonA8nmpPhRHNSTjQfw4nmZDhTMiei9rfjZERERERERERERERERMSITGaKYERERERERERERERE\nxBFF5GBFRERERERERERERERMEJGDBYhIp4jcKSJPi8hTIvKeMbY9QUSKIvLaqRzjRFDtcYrImSLy\nqLfNXVM9zoOlmuMUkToR+aWIPOZt86bpGOuBIiIJEXkoNP6Pj7BNXER+KiLPi8iDIjJ/6kd6cFR5\nnO/zzvXjIvI7EZlxvZaqOc7QtpeJiBKRSHr3MEREzheRZ73r9oPTPZ6pQkS+LSK7ROTJ0GONInK7\niKz3/m/wHhcR+bI3R4+LyHHTN/LJYbTfsSN8Tkb8nvTE1B70jv2nnrDaYfEbWA0iYorIIyJyi3f/\nSJ+PF0XkCc+OXec9NuXXTeRgaYrA+5VSK4CTgb8TkRWVG4mICXwa+O0Uj2+iGPc4RaQe+CpwsVJq\nJXD51A/zoKnmfP4d8LRSajVwJvB5/0tohpADzvbGvwY4X0ROrtjmLcA+pdRi4Ivoz+5Mo5rjfARY\nq5Q6BrgR+MwUj3EiqOY4EZEa4D3Ag1M8vogpwPuN+QrwKmAF8IaRfosOU74LnF/x2AeB3ymllgC/\n8+6Dnp8l3t/bgf+eojFOJaP9jh3JczLa9+SngS96v3X70L99cHj8BlbDe4BnQveP9PkAOEsptSbU\n72rKr5vIwQKUUtuVUn/2bvehP6izR9j03cDPgF1TOLwJo8rjvBK4SSm1ydtuxh1rlcepgBoRESAD\n7EX/oM0IlKbfu2t7f5WKNZcA3/Nu3wic4x3vjKGa41RK3amUGvTuPoDuuTejqPJ8AnwC/aOYnaqx\nRUwpJwLPK6U2KqXywE/Q1/Fhj1LqbvT3cJjwd9j3gL8KPf5977p5AKgXkY6pGenUMMbv2JE8J6N9\nT56N/o2D4XMyo38Dx0NE5gAXAN/07gtH8HyMwZRfN5GDVYEXMj2WihViEZkNXMphsio02nECS4EG\nEfmDiPxJRN441WObSMY4zv8ClgPbgCeA9yil3Ckd3EHipQU8inb4b1dKVR7jbGAz6LYJQA/QNLWj\nPHiqOM4wbwFum5qRTSzjHaeXutCplPrVtAwwYioIrlmPLYy82Hek0KaU2u7d3gG0ebePqHmq+B07\nouek8nsS2AB0e79xUH7ch8Vv4DhcB3wA8O2XJo7s+QDtdP/Ws2Hf7j025ddN5GD9/+3dS4hcRRjF\n8f+JraDxsYkEJUpc+FgEfAWNJLjxERAJLoIM+AjiTrMQXAQVEdSFEAgKIgpGFFFDBKODSLJRcSUk\ngpjouBh8hGRhiGAEBUE5Lup2aMeemWbm5t6Zvue36aFvMXxfNbeqq/ur+FScHgAAA05JREFU6gGS\nzqd8Q/WY7d9nXH4R2LHc3oQPM0+ePeBGyicim4GnJV3VcIi1mCfPzcDXwKWUUoOXJV3YcIiLYvsf\n29dRvrG5SdK6tmM6E0bNU9L9wHpgZ5Px1WWuPCWtAHYBj7cVX0SbXH5TpnO/KzPXPNbFPpk5TgLX\ntBxSayTdDZyw/VXbsSwxm2zfQCn/e1TSrYMXm7pvssCqSDqbMoi9Y/uDIU3WA3sk/QRsBV6RdM+Q\ndkvaCHkeAw7Y/sP2SeAL4NomY6zDCHk+RCmFtO1p4EeW6UBt+zfgM/6/f+E4cBmApB5wEfBrs9HV\nZ448kXQ78BRl7+BfTcdWp1nyvABYB3xejUEbgEnloItxc/qeraypnuuqX/rlOtVjv2S9E/00yzzW\n6T7pGxgnb6GUdfWqS4N5j9UcOMRGYEs1J+yhlAa+RHf7AwDbx6vHE8A+ykK88fsmCyxO16zuBqZs\n7xrWxvYVttfaXkupXX3E9ocNhrloo+QJfARsktSTdB5wM//dPLnkjZjnUeC2qv1q4Grgh2YiXDxJ\nF1cHkiDpXOAO4PsZzSaBbdXfW4FPq09ulo1R8pR0PfAaZXG17PYMwvx52j5le9XAGPQlJd9DrQQc\nZ8pB4MrqFLBzgAnKfdxVg2PYNsr81H/+weoEsA3AqYHyn7EwxzzW5T4ZNk5OURZa/ZOdZ/bJsp4D\n52L7CdtrqjlhgpLffXS0PwAkrawOg0LSSuBO4Agt3De9+Zt0wkbgAeBwVdsL8CRwOYDtV9sKrGbz\n5ml7StJ+4BtKTe/rto8M/W9L1yiv53PAm5IOA6KUf55sI9gFugR4qzp1bAWw1/bHkp4FDtmepEzO\nb0uapmwen2gv3AUbJc+dlINK3q/26x61vaW1iBdmlDxjzNn+W9J24ABwFvCG7W9bDqsRkt6jnOi6\nStIx4BngBWCvpIeBn4F7q+afAHcB08CflIqEcTPbPNblPpltnPyOUmH0POVU2d1V+3GYAxdiB93t\nj9XAvuq9QA941/Z+SQdp+L7RmC1eIyIiIiIiWpMSwYiIiIiIiJpkgRUREREREVGTLLAiIiIiIiJq\nkgVWRERERERETbLAioiIiIiIqEkWWBERERERETXJAisiIiIiIqIm/wIQJfDWTGTa/AAAAABJRU5E\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1171ee128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obs = f(x)+np.random.randn(100)\n",
"with pm.Model():\n",
" slope = pm.Normal('b', 0., 10.)\n",
" intercept = pm.Normal('a', 0., 10.)\n",
" pm.Normal('obs', tt.exp(x)*slope + intercept, 1, observed=obs)\n",
" trace = pm.sample()\n",
" \n",
"pm.traceplot(trace);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"INFO:pymc3:Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"INFO:pymc3:Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (2 chains in 2 jobs)\n",
"INFO:pymc3:Multiprocess sampling (2 chains in 2 jobs)\n",
"NUTS: [sd_log__, a, b]\n",
"INFO:pymc3:NUTS: [sd_log__, a, b]\n",
"100%|██████████| 1000/1000 [00:03<00:00, 327.73it/s]\n",
"The acceptance probability does not match the target. It is 0.8896115742141382, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"WARNING:pymc3:The acceptance probability does not match the target. It is 0.8896115742141382, but should be close to 0.8. Try to increase the number of tuning steps.\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11cfc3748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with pm.Model():\n",
" slope = pm.Normal('b', 0., 10.)\n",
" intercept = pm.Normal('a', 0., 10.)\n",
" sigma = pm.HalfCauchy('sd', 5.)\n",
" pm.Normal('obs', tt.exp(x)*slope + intercept, sigma, observed=obs)\n",
" trace = pm.sample()\n",
" \n",
"pm.traceplot(trace);"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkTkEEzoREQOwYROROQQTOhERA7xP8LqY7mwzVwkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f39ea58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pymc3.math import logsumexp\n",
"\n",
"def mixture_density(w, mu, sd, x):\n",
" logp = tt.log(w) + pm.Normal.dist(mu, sd).logp(x)\n",
" return tt.sum(tt.exp(logp), axis=1)\n",
"\n",
"x = np.linspace(-5, 10, 100)[:, None]\n",
"mu0 = np.array([-1., 2.6])\n",
"sd0 = np.array([.5, 1.4])\n",
"w0 =np.array([10, 60])\n",
"yhat = mixture_density(w0, mu0, sd0, x).eval()\n",
"y = yhat + np.random.randn(100)\n",
"plt.plot(x, yhat);\n",
"plt.scatter(x, y);\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"INFO:pymc3:Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"INFO:pymc3:Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (2 chains in 2 jobs)\n",
"INFO:pymc3:Multiprocess sampling (2 chains in 2 jobs)\n",
"NUTS: [sd_log__, mu, w_log__]\n",
"INFO:pymc3:NUTS: [sd_log__, mu, w_log__]\n",
"100%|██████████| 1000/1000 [00:03<00:00, 281.66it/s]\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1229fed30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with pm.Model():\n",
" w = pm.HalfNormal('w', 10., shape=2)\n",
" mu = pm.Normal('mu', 0., 100., shape=2)\n",
" sd = pm.HalfCauchy('sd', 5., shape=2)\n",
"# noise = pm.HalfCauchy('eps', 5.)\n",
" pm.Normal('obs', mixture_density(w, mu, sd, x), 1., observed=y)\n",
" trace = pm.sample()\n",
" \n",
"pm.traceplot(trace);"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"INFO:pymc3:Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"INFO:pymc3:Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (2 chains in 2 jobs)\n",
"INFO:pymc3:Multiprocess sampling (2 chains in 2 jobs)\n",
"NUTS: [eps_log__, sd_log__, mu, w_log__]\n",
"INFO:pymc3:NUTS: [eps_log__, sd_log__, mu, w_log__]\n",
"100%|██████████| 1000/1000 [00:03<00:00, 275.63it/s]\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAI4CAYAAAB3HEhGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ca94f98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with pm.Model():\n",
" w = pm.HalfNormal('w', 10., shape=2)\n",
" mu = pm.Normal('mu', 0., 100., shape=2)\n",
" sd = pm.HalfCauchy('sd', 5., shape=2)\n",
" noise = pm.HalfNormal('eps', 5.)\n",
" pm.Normal('obs', mixture_density(w, mu, sd, x), noise, observed=y)\n",
" trace = pm.sample()\n",
" \n",
"pm.traceplot(trace);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment