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@SonOfLilit
Created September 20, 2017 23:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 233,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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fAVw251EUJ4kmPBlej4/Wejs2iwtrkwOP04fb6cXnEdEYVCiVAsYQHYYgDQFBWoIjDSjV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\nEZSJgICAgECTEZSJgICAgECT+X8WbSjaYI0D/gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xae6a150>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Ht4ceQtU+nLIli7EUF+M5fTreT85EsFrtX79ZbltKSsgYOAgAm16P38tzmzQHEZF/Glab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\n/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hwDViMkjoXh86/olvh7FBQUYLXuICJiKhanlYdSs6iwOxjko+WxcHEZc8fK01Tqquk+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\nFBTqjCJMFBQUFBTqjCJMFBQUFBTqzP8HQ8pPuHZ3CU8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xaf09250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"import math\n",
"import random\n",
"\n",
"plt.xkcd()\n",
"\n",
"def figure():\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(1, 1, 1)\n",
" ax.spines['right'].set_color('none')\n",
" ax.spines['top'].set_color('none')\n",
"\n",
"def remove_dc(a):\n",
" a -= np.sum(a) / len(a)\n",
"def normalize(a):\n",
" a *= 1/math.sqrt(np.sum(a * a))\n",
"\n",
"saved = []\n",
"\n",
"n = 256\n",
"data = (1/n) * np.random.random(n)\n",
"data = np.arange(n) / n\n",
"for _ in range(20):\n",
" for _ in range(2):\n",
" phase = random.randrange(n // 4)\n",
" data += np.roll(data, phase)\n",
" remove_dc(data)\n",
" normalize(data)\n",
" saved.append(data.copy())\n",
"\n",
"figure()\n",
"for data in saved:\n",
" plt.plot(data)\n",
"figure()\n",
"for data in saved:\n",
" plt.plot(np.roll(data, -np.argmax(data)))"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\sonoflilit\\.virtualenvs\\k3\\lib\\site-packages\\ipykernel_launcher.py:7: RuntimeWarning: invalid value encountered in arcsin\n",
" import sys\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x84aa2b0>]"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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hUCiwbds2fPLJJ+jZsycA4LXXXoNAIEBlZSV4PB42bNgAp9OJ+Ph4KBQKbNq0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\nWVlZUKlU2N/f9/fS/jOr1QqdToeVlRW43W4MDAw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"text/plain": [
"<matplotlib.figure.Figure at 0x67159b0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Tdw6yJLP64GqOFFTdy6K0nDmSRP6Hy7Ef9S8S6++UioXLI3YWgsZHUIkFgFwD\n04u2bGcR+K1f8bffUrzhS6TQUBKfeMKni77dbS+LfrrjvDv8i3764yPY/ooaIjvpA2jSMdClBw86\no5p/oTXCbx+on4GPdIjuwIQOE3Arbp7b+Vy1JiFjp05EXXMNuFxkersYBsqZ75cQC0HjI6jEoqa2\n4NKaPQ5XYGLhsdvJfPoZAJrMmom+RXOf5r239z1Si1NpZ2rHDV1u8P2Ep/fAp3erjy97Flr7meEd\nzMR3Vt8zqNFRBak+T727591E6iPZcXoHX534qtrxTWbfgxwaiuX7LVh2/BToitF7a445a2rnFAga\nIEElFjVFqyn9MQcmOnnvvofz1CkMHTsSc4NvF/0MSwZv/fEWAP/u9290so9mNEuuWkXWVQLnXw99\nbwtozUFN75sh+XKwF8FH09RWsT4QbYzmnl73APDCrheqzezWxsQQO/1WADKffRYlwJ1naea2Q4iF\noBESVGIhSRKeGpiQSgsIugL4Mbtyc8ldpDbsSXj4ISStb2XOX/7lZUpcJQxPGk7fpn19O5nbBatv\nVO+mm/WCy1+EOqhn1eCRJBi7ACKbq73Ev3vW56lXd7ia9lHtybBksObQmmrHx9xyC9rEROwpKZi/\n+Sag5ZbuLOwB7lwFgoZMUImFLMs1EosQb5+BEqf/x8h54008FgthF11I2IABPs3Zm7OX9UfXo5N1\nZT0YfOLr/8DxrRAWr/opgqU4YF0QGqP6LyQZfngJTvqWca2RNdx1vprl/taet6pswwogGwzETlPr\nc2UveC2g3UXp98vmqDopUCAIRv5RYnHmzs+/H7Pj1CnyV64ESSL+X/f7NEdRFF7c/SKg9l/wufT4\nnx/DjwtA1sK1SyGy+vIhjZ6kgTDgblA88MntPpcDGdZqGMnRyWSVZLHyQPWJelHXXqPuLg4coGjD\nBr+XGaJXv1+lfS0EgsZEwGKhKAqrV6+mW7dumEwmrrzySvbt21fp+KuuuooBAwbQr18/zj//fHr2\n7EmnTp1YsWKFz+fUarW4XFU3uqkKY9nOwr8fc86rC8DpxHTlFRiTfYtG2pq2lZ0ZO4nUR3Jr91t9\nO1F2CqxTq6Iy8hlI8m0H849g6KMQ3wXyjsCmx3yaIkkSs3rNAuDtP9+mxFV1lVnZYCDurjsByH75\nFRSnbz6SUkIC/H4JBMFAwGLx3HPPMXHiRAYNGsSLL75IYWEhAwcOJDW14qiV/Px8CgsLueSSS7ji\niisYPXq/VNUjAAAgAElEQVQ006ZNY9iwYT6fs6ZiEW5Q/QxWu+8/Zvvhw2rvZp2OuJkzfZrj8rh4\nabdaXPD2HrdjMvjQM9xu9hbRM0P3a/6ZDu2q0Bpg3Jug0cPPb6nFFH3gwuYX0i22G3m2PD7Y/0G1\n46PGjUOflIQzNZWiL77wa4mmEDV4Id/qn8gIBMFAQGKRmZnJ3LlzmTdvHgsXLmTatGl8/fXXNGnS\nhPmVlH12OByMGDGC5557jqeeeoqnn36aBx54gCZNmvh83pqKRSBmqOxXF4CiEDXhavQtfDMlfXbk\nMw4XHKZ5eHMmdZpU/QRFgfWzIScFmnSCMfP/mQ7t6mh6HgzxJumtvVNty1oNkiQxs5cq8u/tfQ+r\ns2oTlqTVEnubKtQ5r7+B4sf3Ldyo3oxY7IF/RwWChkpAYrFx40aMRiMzZswoe06n0zFhwgTWr19f\n4ZyMjAxyc3MZN24c7dq1o3v37ixbtsyv8+p0Opx+mgb+it7P0FnbgQMUb9yIZDAQ95f3WuUcl62s\n1MTdPe9Gr6m+ZhS/LIU/VoMuTPVTGMJ9Otc/kkGzoUVfKD4NGx/1acqApgPoEdeDAnsBnxz+pNrx\nprFXoktqhePECQo/q/j7XBFlDm5hhhI0QgISix07dtC9e/dydZpatWpFampqueQ5RVHIyMjg/fff\np6ioiJkzZzJgwACmTp3KFxVs9efOVaux/vVfamoqRqMRm80WyJIB/3cWuYvV/IioideiS0jwac6q\nlFVkWjNJjk5mdJvR1U/IOgAbHlQfj3kJmiT7dJ5/LBqtWs5co4ff3oej31c7RZIkpnVXI50W71lc\nre9C0mqJu+MOAHJef91n30WkUTVDFZQIM5Sg8RGQWDgcjgr7Smi1WjweT7kSGDabDZvNxk033cSm\nTZuYPXs2ixYt4vLLL2fx4sU+ndNut2MwGLDbqw6BrIpSB7fdh9BZV04ORRs3gkZD7E03+bZGt533\n9r4HqLsKWarm43XZYc2t4LKpiXfnTfTpPP944jrARQ+ojz+b5VN01CUtL6FrbFdybbmsP1r9bsE0\nZgz6Nm1wnjzps+8iLsIAQI458O+oQNBQCUgs4uPjyc3NLfd8Tk4O8fHli9yFhISwZ88e3nrrrbNq\nO/Xu3ZvDhw/7dE6Hw4Fer8dRg0Y1oXpVLCyO6m3KBWs+BpeL8Isv9qn7HcCnhz8lqySL5OhkhrTw\noXvd5ich8w+Iaat2vBP4zuB7Ib4r5B+Hb/6v2uGSJDG1y1QA3v3zXTxK1TcMklZL7LRbAMh99z2f\nSs1Eh6omx0Lh4BY0QgISi3bt2pGSklLOJLRz50769q04S7l79+5oNGf3mc7KysJgMJQbO3fuXBRF\nOetf165dCQ0NpaSkahNCVRh9TMpT3G4KVqpx+dGTfHBQA063s6ysx/Qe06svMHhok5pPIWlg/GIw\nRPh0HoEXjU7N7pY08NMbcPr3aqeMaD2CZmHNSC1OZVvatmrHR15xBZq4OOz792PZtr3a8aXRdr7c\njAgEwUZAYjFmzBisVitr1pwpo3D48GE2bNjARRddVG68x+Nh/fr1uN1nfAU5OTmsWrWK0aN9sOt7\nKRWLQBPzfM2wNX/7Lc70dHStWhE2aKBPx15zaA2nLadpH9We4UnDqx5cdFpNLgMY+gi06OPTOQR/\no3kvNcRY8ag9yd1VX6S1spZrk68FYOm+pdUeXjYYiJmq7kZKS71UhUFbmpTnEZVnBY2OgMQiISGB\n22+/nWnTpvHggw/y/PPP079/fxITE7nlFnXrnpWVxWuvvYaiKOTl5XHNNdcwefJkvv76a5YuXcrA\ngQORJInbb7/d5/OW+kkCdXJHeEMbzdWENuZ/uByA6MmTkXwoie50O1n8h+p7ufP8O6v2VXjc8PF0\nsOZC24th0L0+rV1QCUMfVRtCZfwBO16vdvg1ydcQog1hx+kdHM6v3gQaPXkScng41p07sf5adec+\nWZaIDlWd3LkW4bcQNC4CTsp77bXXePXVV/n000955ZVXuOaaa9i+fTuRkZEA3HPPPdx9992kp6cT\nFxfHl19+ybFjxxg+fDg333wz3bt3Z8uWLTRv7luZb4CICNVUU1zse/e0v9LE64DMLq78h+w4eRLL\n9u1IRiNR48f5dNyNJzaSZc2inakdw1pVk2S47WVv3acmjbM16rnGEA6Xz1Mff/OUKhpVEKmPZGy7\nsQAs2lP9bkETEUH09dcDkPdO9X3Bo7x+i6ISYYoSNC4CvlLJssz06dNJSUnh5MmTvPHGGzT7iyN4\n4cKFrFu3rkwMhgwZws6dOykoKMBsNrNmzRq6dOni1znDw9X8A7PZHNCaDVoZrSzhcHsqDZ8t+kKt\nCRQxbBgakw+Z18D7+94HYEqXKVXvKrL2n6mcetWbEOFbOK6gGjqOUMuZux2w9o5qS5lP6z4Nnazj\ny+NfcqLoRLWHj77+OtBqKd78Dc60tCrHlgZRlIhigoJGRp3d1kZGRnLFFVec9ZwkSZhMpoD7aBuN\navXVQJ3ckiSVObltlTi5SwvIRV5+uU/H3Juzl725e4nQR3B52yrmuF3eC5kDet0IHS71b/GCqhn5\nNER5zVFbXqhyaGJYImPajkFB4e0/3q720Lr4eCJHjgSPh7wPP6xyrD8RdwJBMBFUNpBSkalZRJQ3\nMa+CLFvHqVPYDxxACg0lbPAgn463ZO8SAMa3H49RW0Up8a3zIP1XMLWEEdWHegr8RB8GY70+i63z\nIHNvlcOndZ+GRtKw7sg6Uouq78IXc6Pq6C5YtRp3FTvb0vpQBSJ8VtDI+AeKReWVQUt3FREXX4ys\nr75MR2pRKl8d/wqtrK26XeqpXfC9N49i7GtgjPR/4YLqaXMh9JkGHqcabeaqPCcnKTKJMW3H4Fbc\nPhUYDOnRg9A+ffAUF5eFVVdEaRZ3sU2IhaBxEVRiERYWBoDFYgn4GKWx8BVFRJ0xQfkWzvvOn++g\noHBF2ytIDEuseJDTpha9U9xqT4a2PiTrCQJn+BMQleQ1R/2vyqFTukwBYO3htRQ5iqo9dGnr1bz3\nlqJUkhwaavCaoUQxQUEjI6jEojTSKtBoKICw0sSpv5Upd5w6hX3ffuSwMMIGD672OIX2wrKyEbd0\nu6XygVueV6vJxnaAob71YRDUAEOEWsocCba+qO7qKiE5Jpl+if2wuqysSllV7aHDLroIQ4f2uLKy\nKm2OFBfujbgTJT8EjYygEova2FmU5lr83Uxg3rxZPcdFFyJXkFX+d1YfXI3dbWdQs0G0NrWueFB2\nCmx/RX08dsE/uz3quSRpIAy4S93NfXQzlBRUOvTmbjcDsPzAcpzVRFFJkkS0N0kvf3nFTbtKfRbF\nNrGzEDQugkosSkNn68IMZd76AwARQ6tvxuTyuFidshqgcl+F2/mX6Kep0Kp/wGsWBMCwx6Hp+VCQ\nCp/do/YMqYCBzQbSPqo9WdYsPjv6WbWHNV1+OXJ4OCW//YbtwIFyr5dGQ1lF6KygkRFUYhEVFYUs\ny2RlZQV8jNIy5Q7XmdBZj92OdZdqrgjtV3Ftq7/y1fGvSLek0yqiFQObVVIOZOuLkLYbIlvA8KcC\nXq8gQLQGmPAO6CNg31rYVXFCnSRJZW1vF+1ZhNNT9e5CDg3FNFZN6iv4aE25100hamBEgTXwgpcC\nQUMkqMRCq9USFxdXI7EwaL15Fn8Ri5Jff0Ox2TB06oSugqq5f0VRlLJw2Zu63VRxEl76b2ein656\nHUKiAl6voAbEtoMrvJ0bN/4bMivuEX9Z68toHdmaNHMa64/4UL7cm9lf9NlneP5WMj+yzMwpzFCC\nxkVQiQWopqiaOLjDvdEq5r/8mC3b1AqkYf36VTt/V+YuDuQdIMYYw5Xtriw/wO1SW6Qqbuh3h4h+\nqm+6T4CeN6g9Qz66GRzlTZgaWcPt56k1yhbuWVjt7iKka1eMXbrgLizE/O13Z70WWtrnXZihBI2M\noBOLsLCwGvksYr3RKnl/KfRm3rpVPfZFF1Y7/+0/1YzfickTMWgqcIT/9IaafBfZQq0oK6h/Rv0P\n4pIh+wCsv69C/8Wo1qNoY2pDmjmNz49+Xu0hTWPVG4XCz872c4TpReisoHESlGJhtVbfGa0yQv5W\n7sOVna1mbRuNhPapulT44fzDbEvbRog2hMmdJpcfkHcUvn1GfXzFfNGjoqGgD4Nr3wNdKOxZAbvf\nLTdEI2v88l1Ejh4Nsox5yxbchYVlz8dHqBFvmUWBt/8VCBoiQScWERERNTJDhf7tzs/688/q8717\nVxsy+94+tWXqle2uJNoYffaLbhesmQ5OK3SbAB2q6WkhOLfEd4YxXv/Fhjnq7u9vjG4zmqTIJE4W\nn+TTw59WeThtkyZqMITTqbbf9RIZosWglbE43GJ3IWhUBJ1YmEwmCv9yJ+cvfw+dLYuCuqDqXUWG\nJYP1R9YjSzI3drmx/IBt8yFtF0Q2h8urLmQnqCfOmwh9bgG3HVZOBcvZrYG1spa7zr8LUH0XDnfV\nEU2lUVGFaz4ue06SJGLD1IioPIuIiBI0HoJOLCIjI2skFjF/+yFbf/aKRTUmqKX7luJSXAxPGk7L\nyJZnv5j2y5nS42MXQEh0+QMIGgaXPQfNe0NhKqy+sVw585GtR9I+qj0ZlgzWHl5b5aEiR4xADg2l\n5PffsR89VvZ8Wd8UkcUtaEQEnVhER0dTUFB5Rm51mLydzDyKgttsxn74MOh0GLt3r3ROob2Qjw5+\nBMC0btPOftFZAh/fBh4X9JsB7YYGvDbBOUBrgGuXQVi82oRqw4NnObxlSWbGeTMAWPzH4ip3F3Jo\nKBGjLgOg8NMzZquyGxKz2FkIGg9BJxbh4eFYrdaA+3BHeKuCtokLw7ZnDygKxk6dqvRXrD64mhJX\nCQOaDqBzbOezX9z0H8g9pEbbXPpEQGsSnGNMzWHSh6AxqMl6O8/umDc8aXjZ7mLNofKJd2cdytuz\npejzz1G838lIb8mPIlF5VtCICDqxKG2AFGgfbp1GAiA5MYKS338HIKTn+ZWOL3GVsGzfMgBu6nrT\n2S8e/Ap2LgRZB+MXitpPwUTLC1STIagO74Nflb0kSzJ3n383oEZGWZ2VR9+F9u2LtmlTnKdOUfKb\n+n06U6ZcOLgFjYegE4ua1ofSeXted0yIwLZPzegN6dq10vGrU1aTZ8uja2xXBjQbcOYFcxZ8eqf6\neOij0KxnQOsR1CM9roUhDwEKfHTLWRneQ1sNpVtsN3JKcsqi4CpCkmUihqtdD83ffgP8pUy56JYn\naEQEnVjExsYCkJ2dHdD80tpQyYkR2ParheAMnTtXONbutvPeXvVCMeO8GUiSuitBUWDdTLBkQ+sL\nYeDMgNYiaAAMmQNdrgJHMSyfBJYcQI1quq/PfQAs+XMJOSU5lR6itPhk8aavAdBr1O+Y01Vx8UKB\nIBgJWrHIz88PaL5WIxEZoiVe48Z56hSSXo+hbdsKx649tJaskiySo5MZ0uIvZTt2L4GDX4LRBOMW\ngqwJaC2CBoAsq/0vmvWEghOw4npwqVFMFyRewMUtLqbEVcKCXxdUeojQPr2RIyJwHD+OMz29LBrK\n6Q7MryYQNESCTixKzVDmKvogV4VWlumUGIn94CEA9O3aIWm15cY53c6y0h639bjtzK4i40/Y8JD6\n+PIXVWepILjRhcCk5WqOzMkdZ5U0v6/PfWglLR8f+piUvJQKp0taLaF91WrF5u+/p328+h11BhiE\nIRA0RIJOLCIi1BIagWZxS0DnppHYU1QTlDE5ucJx646s47TlNG1Nbbk0SbVJYzerxejcdrVHRfcJ\nAa1B0ACJbAqTl6slQX5fDlvnAdDG1IaJnSaioPDS7pcqnR4xzGuK2vwNbWLVJl0ejzBDCRoPQScW\nMTExAOTkVG5DrgpJgrZxYdiPHAXA0KF9uTFOt5NFe9Rwytt73K6WIVcU+PxfkHMQmnSCy/4b4DsQ\nNFiangdXvwVI8M1T8NtyQN1ZRugi2Ja+je3p2yucGu4tQmn95RfiQjXoNXJl/ZYEgqAk6MSiSZMm\nQOAOboDWsaE4Uk8AoE9KKvf6x4c+Jt2STjtTO0a2Hqk+uftdtQidLhSueQ/0oQGfX9CA6XS5muUN\nsO5uOPA5McYYpnVXkzGf//l5XJ7yUU7auDh0rVqhWK24Dh2iS7NIZFk6lysXCOqUoBMLvV5PeHg4\neXl5Ac13exTaNgnHcbxisShxlbBwz0IA7jz/TjSyRu14t+FBdcCY+RDfKfA3IGj49J8Bg+9Ts/JX\n3wypO7ihyw00D2/O4YLDrDuyrsJpId3UEGx7ykGSEyOQJSEWgsZD0IkFqE7uQB3cbkWhaagG56lT\nIMvo/iYWH+z/gOySbLrEdmF40nA1n2LlFLWX9gW3qsXoBI2fYY+rf2+3HZaNx2DOYWZPNUT6td9e\no8RVUm6KoUMHAOwpKXRKjChLABUIGgNBKRZ6vR6HI7C6Ox5FwXXiOHg86Fu2RNbry17Ls+Xxzh9q\nr+bZvWYjeVyqUBSlQct+MPLZ2li+IBiQJBj1PPSYBE4LvDWMUa0upXNMZ7KsWXy4/8NyUwwdOwJg\nP3SIjgliZyFoXASlWBiNxoDLfSgK2A8eBMDQscNZry3es5hiZzGDmg1iQNP+8Pl9aihlZHO1+JxW\nX9EhBY0VWVZLgiSPhuLTyN8+y+zeswG1yGC29Wy/maG9GixhP3KEjgliZyFoXPzjxEIC7IcOA2Do\n0LHs+dPm06xMWQnAvb3vhQPr4ZeloDXCpA8gIqHG6xYEIRodTFii7ix/fJWBxqZc3OJiLE4LL+5+\n8ayhuhYtkEJDcWVmEu20EBtWdTMtgSCYCEqxqIkZSgFceWrTG23CGQF47bfXcHqcjGo9iuSQRNX8\nBDB+kaj79E9HZ4TJK9TKwutn8+AFD6KX9aw/uv6sUFpJo8FYaoo6eJBmUaKwpKDxEJRiodVqcbkC\nL9LmzlNLhWiiogBIyUth3ZF1aGWt6sT8eDqgqEXmuoytjSULgp3QGJjyCeQdpWXqTu44/w4Anvnp\nGezuM02OyvwWKSnERYidhaDxEJRiodFocLvdAc2VkHB7w261sTEoisLzu55HQWFi8kRa5p2AQxuh\n8xVqkTmBoJSIBJi8EjY/yY1tr6KtqS0nik6UJXDCGbGwpRwkNlyIhaDxELRiEWjzI40s4crKAtRE\nqh/SfuCn0z9hMpiY0X26mqWd2B2uelN1cAoEfyWhC4x+Ad23zzB34FxArUp7pOAIcCZown7oEBGG\n8jXHBIJg5R93NdRI4Mr1+iyaNClzUs7qOYuo31eBrUi9ezSE1+cyBQ2ZDsMhrgM97U6u7nA1To+T\n/+78L4qioG/dGgDnqVMYdP+4n5egEROU32aPx3OmCqyfSLYSFLsdyWDAbdRzuOAw7aPac3XzIfDj\nazDlY1FJVlA9/WbAsS3M7jmTCF0EP57+ka9OfIU2NhYkCXd+PhpRdVbQiAhKsXC73Wg0gfWQcHn7\nYGhiYsizqb6Lh/o+hGbLC3DV6xBfcSMkgeAsJAkG30vUyV1luRfP7XwOZBlNZCQA7sLC+lyhQFCr\n1MioWlJSwrvvvsvJkycZMmQII0aMqPKO32az8d5773HixAkGDRrE6NGjA9oh1EgsvAUItXFx5JTk\nMLTlUPrJ4dCiL7S5KKBjCv6hyBpoNYAJrhI+bfIpe7L3UGAvQBMTg7uwEHdenrrTEAgaAQHvLH77\n7Tc6derEww8/zJdffsmoUaMYP358pSGte/fupUuXLjzwwAN8+eWXXHnllYwZMyagfAmPx4McoPPZ\nleUViyZNyCnJUe8KM/dCj2sCOp7gH44xElnW8uAFaqHJY4XHygTClRtYsUuBoCES0BXX5XIxadIk\n2rZty6FDh/jll1/4+eef2bhxIx988EG58W63m+uuu45mzZqVjf/111/ZsmULS5Ys8fv8TqcTnU4X\nyNJxpqUBoGvWjDBdGG1sVuguhEJQA0JjOc/UgeFJw8m356OJVvN33AUF9bwwgaD2CEgstm7dSkpK\nCosWLSrrL9G7d2/Gjx/P4sWLy43fuXMne/bs4c033yTBmzXdo0cPJk6cWOH46qiRWJw6BYC+ZQu6\nxnaGmPaq/VkgqAn6UO7tfS+F9sKyZE93QWB94gWChkhAYrF582a6detGhw5nF+Lr2bMnBw4cqHB8\n+/bt6datW4XjFT9birlcroDEwuPx4MzMBECbkEiIpAOdSJwS1A4tI1rSLKzZX8RCOLgFjYeAxCI9\nPZ1mzZqVez46Opq8vLxyF/+qxlssFpxO51nPz507F0mSyv1r06YNoDrWjUb/6+4UOgpxpqcDoGua\nKKrICmqd85qchxyu9on3mIvVBkoCQSMgILEwmUwVNh8qLi4mPDy8XIRTVeN1Op3Pu4SQkBBAFYvS\nx77i8bjRyTpcpWLRXORSCGofq11GjlATOt1mM26PB9GMW1AreNyQugMK0+vl9AGJRUJCAmlpaeV2\nEIcOHaJ79+5+j/c1fNZgUE1GDocDvd6/XYEsawhFr8a+a7XI0dF+zRcIfGH3iXzkULU/u8diJdWS\nBpl/1vOqBI0Bl9PKB5YjmPUh4D73O9aAxOKSSy7hxIkT7N27t+w5l8vFF198Qd++fSscn5mZye7d\nu8ue83g8fP755xWOnzt3LoqilPv366+/oigKFouF8HD/y3G4S3MsYmNF3SdBnZBncSCHeMWixMrJ\n4pMUmprD6T31vDJBsPNl2vc8t/M5Rq4dw568fef8/AFdMS+44AI6d+7MHXfcwYkTJzCbzdxyyy0c\nP36cKVOmlBvfo0cPzj//fO6++26OHj2KxWLhtttu48CBA0ydOtWvc5eUlOB2u4mIiPB73c7TpwHQ\nJiYg4p8EdYHV4UI2qjtgxWZHlmTe3vsuFJ8Gq8i7EASIw0yL8BYAFDmKSMlPOedLCEgsZFlm9erV\nWCwWWrduTUREBOvWrePNN9+kV69eADz22GNoNBpyc3ORJIkVK1bg8Xho164dERERrFq1ildffZUB\nAwb4de6ioiIAIr0lFfyhNBJKl5AYcG0pgaAqSpxuJK+5VHE4MGgMfHjgQ7Ja9IQtLwj/hcB/HFb4\n7jk8ilprLEIXwajWo875MgIu99G1a1d27tzJd999h9VqZfDgwcTExJS93rNnT9q3b18WtZScnMyP\nP/7I999/T3FxMYMGDSIuLs7v8xZ4E52ivOGJ/uA85U3Ia9rU77kCgS9Y7G4kk+pPUxwO4kLisLvt\nvPH7G/yn4wj4aSH0n1HPqxQEFV89Cn2ns/D3+QBc1/k6wvXnvip2jWpDabVaLr300gpfGz9+POPH\njz/rOY1Gw9ChQ2tySgq9xdlMJpPfc50ZqhlK16JFjdYgEFSG2e6CUiOnotA0rCkaScMnhz7hpq43\nkbTtFWg7RBSsFPjGwa+gJI/fJQfb07cTqg1lSpfypv5zQdB5eUvNUIGIhTvH28ciThR3E9QNxTbX\nGa1Awag1Mrb9WNyKm9d+fQ0ueVht2+sKrIe84B9EcQZ8ehcMmcMbv70BqLsKk8H/a19tEHRiYbFY\nAAgLC/N/siQhGQxoRCVQQR1hd7mRSiPtPKp/YkaPGehkHRuObyAlNBIim8N3z9TjKgUNHo9bvalo\ndzG/KCVsS99GmC6MG7vcWG9LCjqxyPV2uYsOIE8i6vl5tP55F6EXXFDbyxIIAHC5yzuwm4Y3ZWLy\nRABe/+11uPhh+GE+pP50rpcnCBa2PA+pP6Jc8iiv/PoKADd0voEoo/++2toi6MQiy9s/u7QgoT+8\nu+0YnR7fyPyvD9X2sgQCABzuv2Rsy2ci7qZ1n4ZRY+Sbk99wwGiEjiNh7QxwWOpppYIGy5Fv4bvn\noOcUtllPsjtzNyaDiRu71t+uAoJQLAoKCjAYDH6X+wCvPRlEb2RBnWFzuM8kfLrPtFWNC4njmmS1\nFP6bv78Jw/4DeUfhq8fqY5mChkphGqy5FXRGlEuf4NVfXwVgWrdpROj9zy2rTYLuqllUVBRQjgWo\nMfAAIbrAuuwJBNVhdbiRvLXOlL819rq5683oZT2bUzdzWK+H9pfCrrfVO0mBwGWHVVPBmgOj/sem\njB3sy91HXEgckzpNqu/VBZ9Y5OTknJXP4Q82IRaCOkRRFLLNdjRef5or7+yM7SahTRjXYRwA7/z5\nDlz+ovrC2juhRPS++EejKLD+XkjbBYnn4ewxkZd/eRlQAyRCtP5bUmqboBOLvLw8YgOMZrI4vGKh\nF2IhqH3sLg/ZxXbkGLX2mDs3t9zu4sauNyJLMhuObSBdp4PzrofidPjy3/W0akGDYNt8+O0D0IXC\nlDWsOvQRqcWptDG1YXzH8dXPPwcEnVhYLJbAwmaBPLP6w40JE30sBLWP1eHG5VHItbvRxsWBouDy\nFq8spWVESy5rfRkuxcX7+9+HUf8FrRF+/xAOfFFPKxfUK/vXw9dz1cfXLMWqD2PRnkUA3NvrXnRy\nYF1Ba5ugEwuz2RxQxVlQi7wBhBlqlLguEFSI3aXuXPPMDrTedsOunJxy40qjWj459AkWjawKBsBn\n94Cl/HhBIyZzH3x8m/p42OPQcThL9y0lz5bHeU3O4+KWF5cNtf76K4eHXUra/Q+U1bk7lwSdWOTm\n5gbssyjyRkNFGoVYCGofp0sNmc21ONDGx6vPVfCj7hLbhV7xvTA7zaw9vBZ63QhJg8GSBetmiWKD\n/xTMWfDhRHBaoNsEGHwfOSU5LPlzCQD39LrnrIKntj/+xJmWRtH69RRv/OqcLzfoxKKgoCBgsSgs\nUdu3mkKEGUpQ+3i8F/kcsx1topoH5Mqo+A7whi43APDB/g/woMC4N8EQCSmfw59rzs2CBfWHwwLL\nJ0FhKjTvDWMXgCSx4NcFWF1WhrQYwgWJZycPR183GY23+Gp91LcLKrFwOp3YbLaAelkoioLFXmqG\nEg5uQe3j8qh5FVnFdvTeH7Pj5MkKxw5tOZRmYc04WXySH9J+gKiWMOIp9cUNc4Q5qjHjdsHqmyFt\nN+CnnuwAACAASURBVJhawaTloAvhYP5BPj70MVpJy7/6/KvcNEl7xiJiTO54LlcMBJlY1KTirM3p\nwe7yoNfKInRWUCc4vaU+0gtK0LduDYDj2LEKx2pkDdcmXwuouwsAek6F1heqcfZfPlTn6xXUA4oC\nn98LhzZCSDRM+Rgi1F3o/N3zUVC4Nvla2pjalJvqLijAnZODFBKCth7aLASVWNSkiGCRrdQEpRON\njwR1gttbODCjyIauZUsAnJXsLAAmdJyAUWNke/p2jhYeVTO/r3wFtCHwx2r446Nzsm7BOeTHBfDL\nUjUC7rpVENcBgO9OfsfWtK2E6cK4/bzbK5xqO3gQAEP79meKVZ5DgkosbDYbQFlDJX9wuFQTgV4T\nVG9ZEIRkFtrQt2oFkoTj1KlyuRalmAwmLm97OQArDqxQn4xpC5d5K9J+fp/qBBU0DvauPVPe5ao3\noGVfAOxuO8/tfA6Au86/ixhjxT5Z2z6177axU3Ldr7UCgurKWSOx8Nbp0WuD6i0LgojSDavV4UY2\nGtEmJoLbjTM9vdI5kztNBuDTw59S7ChWn+x9M7QbBrZC+OJ+ER3VGDi2RS05jqLWBet2JtHuw/0f\nkmZOo31U+7LvQ0WU/PY7AMZu3et6tRUSVFfOGnXJc4udhaBukb1qUXptN3RoD4Bt//5K5yTHJHNB\n4gVYXVbWHVmnPilJcPk80IfDvk/h9xV1um5BHZOdAiuuB7cD+t4Gg+8teynfls/iPYsB+Feff6GV\nKw7rVzwerD+pJe3D+vWt+zVXQFBdOWvSf7vUDKXTCn+FoG4oFQu3Vy1CvHeAJb/vqXLepGS1SNyK\nAyvwKN5KtTFtYNT/1MdfPAD5x2t/wYK6x5IDH14L9iLofCVc9t8zW1Bg4Z6FFDuLGdB0AIObD670\nMPZDh3Dn56NNSECXlHQuVl6OoBKLmji4hc9CUNfoNOpFwOXdxRq7dQPAlnKgynmXtLqE+NB4jhcd\nZ0f6jjMvnH+deoFxFKvJeh5P5QcRNDwcVlg+WRX6pufDuIVnytcDf+b8yfIDy5ElmfsvuL/KQ1l+\n/BGAsP796i1AJ6iunKVmqJrsLITPQlBXGL0h2TanVyy8sfC2vftQqrjQ62RdWSe9pfuXnnlBktTK\ntKGxcOx7+PmtOlq5oNbxeFQfxamdYGoJ160EfWjZy06Pk8e3P45H8TCl8xQ6RledN2HZth2A0AED\n6nTZVRFUV87iYtUBGEhSntMb1qith5AzwT+DML1qb7Z4a5BpmzVDm5iIp6gI++HDVc69tuO1GDVG\ntqVt43jh8TMvhDeBMfPVx1/PVRsmCRo+3/4fHFgPBhNc/xFEJJ718qqUVRzKP0Tz8Obc1fOuKg/l\nNpux7tgBkkT44MpNVXXN/7d35nE21f0Df999m33FMAxZIlNIopAlKSpki7IUFQ9SedBm6WmPfgp5\ntAkllDXxlIeypJ4QEimEDMPs693v/f7+OHNPptnu3JkxM5z36zUv17nf7zmf77nnfD/f5bPUqp4z\nJycHtVqN2Wwuu/Df8BSM7LQaZc9CoWowF0QGyHe4EUKgUqkwt2sHgPXHvaXWDTOGcWfCnQCsO7Gu\n8Jct74FWA6QYQuv/AV5P5QuvUHn8+B7smgsqDQz+CGJaFPo63ZbOwgMLAZjWflqZuSryvvkG4XJh\nbtdOimZcTdQqZZGRkUFYWBjqAGYHvlUAteKQp1BF6DRqzHoNXgF5vtAynToBf605l8aAppI55brj\n63B4HIW/7DMXgmLhzz1SR6RQM/n1C8kgAaDv/0GT7kWKzD8wn1xXLrfE3VIoqmxJ5H69FYDgO+6o\nTEnLTa1SFlarNaBZBYDPUl1RFQpVSbhZClKZZZUiBpjb3wiAbf9+hKf0GcH10ddzbcS1ZDoy+er0\nV4W/NEdIwQZRwbevwOndlS67QgVJPlQQblxA9+eh3cgiRX5M/pE1x9egVWmZ2n5qmZvV3vx88nbt\nAiD49p5VIbXf1Cpl4XK50OkCSwQiCswZlYmFQlUSXBD+3hfhWNegAbr69fFkZWH7uXQTWpVKJTtl\nLfllyV9mtD6adIfOT4HwwpqxYM0o5iwK1UJOMqwYCi4r3DBc+p3+hs1tY8aeGQA8kvgIjUMbl3na\n3G3bEHY7prZt0dWpU2b5quSqURYKCpcDn7LwRThWqVQEde0KQN7OnWXW79u4L7HmWE5knWDH2R1F\nC9z2NDToIKViXT9OMaetCdizpXDjuechvqO0/FTMqHTJL0s4l3eOZuHNGJM4xq9TZ69fD0Do3X0r\nVeRAqFXKwu12o9UGlrjIt1fhVSInKFQhviyMPosogKAunaVjO8pWFjqNjgdbPgjAp8c+LVpAo4X7\n3gdjKPz+H/jhnUqQWiFgXHb4dBgkH4TwRjDkY9AaihQ7lX2K9w5LntpP3/S0X6lSnWfPkr/ne1QG\nAyF33VXZkpebWqUsKjKz0KgLHKYUbaFQhYSapOfTt2cBYO7QAZXJhP3oUVwXLpR5jn7X9MOkNfF9\n8vccTT9atEBYvBSIDuC/M+Fs6ZZWClWE1yvN7s7shuC6MGIDWIq3Vnpt72u4vW76X9OfG+vc6Nfp\nsz6XkmAF39ELTQAhjiqbWqUsnE4nen1gWe58zngutzJtV6g6fBvcmZcoC7XRKFtF5W79b5nnCDWE\nMqjZIAA+OPxB8YVa9IEO48Drhs9GQX56xQRXKD/fvAhH1oI+WPKlCG9UbLEdZ3fw3bnvCNIF8Xjb\nx/06tXC5yF67FoDwwYMrS+IKUauURUWWoQwFysLuVmzUFaqO6GBpCeJijr3Q8ZA7JR+KnE2b/DrP\niJYj0Kl1bD2ztbCT3qXc/gLUbw85SfD5aCkDm8Ll4cAnl/hSLIU61xVbzOqy8vL/pJDz464fR6Qp\n0q/T527/BndqKvomTTAV+OpUN7VKWXg8HjSawLLc/T0Ug4JCVRAVJM0s0vMK57AI7t4NldmM7dCh\nElOtXkqsJZa7m9yNQPDxrx8XX0irh8HLwBIthQPZNqui4iv4w8lvYONE6fOdr8E1PUos+uEvH3I+\n/zwtIlow7Nphfp1eCEHG0qUAhA8ZUmOStdUqZSGECMghDySHKfgrVLmCQlUQEyzlWknJLTyzUJvN\nBPeQOpXyzC5ActLLsJdgJhtSDwYtBbUW9sxXsutVNeknpWU/4YFbHoebxpZY9GzOWZb8sgSAZzo8\nU2L48b9j278f208/oQ4NJXTAgLIrXCZqlbIAAtayvjAfHmWDW6EKiSyYWWTkF82OF3rPPYC0cVmW\ngx5Ak7AmdKnfBafXyarfVpVcsNEtcMcr0ucN/4BzP5VfcIWysedIJrL2LGh2J/SYVWrxV/e+itPr\n5O7Gd9Mmpo3fl0n/4EMAIoYPQxNU/gjbVUWtUxYiwKxhWtkaSplZKFQdwUbJGirXXnT/wHJLJ3T1\n6+M6d072yi2LkS0lL+CVx1Zid9tLLnjTWGg7Etx2WDkMspPKL7xCyXi9sO4xSPsdYlrCfe8VCjf+\nd3ac3cHOpJ0E6YJ48sYn/b6M/dgx8r75BpVeT/jw4ZUheaVx9SiLgmUot0eZWShUHWEFprOZ1qIz\nC5VaTfhQKRR51spSZgqX0L5Oe1pFtiLDnsHq31aXXFClgrvegIa3Qm4yfDIIHLnlb4BC8eyaA799\nKfm3DP0EDCVHvnZ6nLy+V0pcNf6G8USZ/A/+l/r2fADChg5BG+nfZvjlosLKwuFwcO7cOdzu8lti\nuFyucnX+Go0Gjx/T9+LwWUM5FNNZhSok1KRDpZJmFu5i9sdCBwxApdORt2OHXxvdKpWK8TeMB+CD\nXz4gz5lXcmGtAYZ+DFHNIOWoFBJEiVBbcX7/Gr55GVDBfR9AROlhOpYfXc6fuX+SEJrA0BZD/b6M\n/dgx8rZvR2U0EvXIIxUUuvIJWFl4PB7mzp1LTEwM9evXp0mTJqxeXfLIp3v37oSGhhISEoJer8dg\nMGAymXjppZf8vqZWqw1YWYQULA/k2MqnoBQUyoNarZId8y71tfChjYiQvHGFIPOTFX6ds3NcZ26I\nvoEMewZLjy4tvbApHO5fCcYw+H2L5LSnEDiZp2HtGKTggM9C09tLLZ5mS+Pdn98FYHr76X55ast1\nF0re+GGDBlVrKPKSCFhZzJo1i2effZZp06bx/fffM3DgQIYOHcqOHcXEswGio6OJj49n/vz5LF26\nlA8//JA1a9YwZUrp6QQvRa/X43A4yi5YXF2tGqNOjdsrsDqV0ZZC1VE3VMpPkJxtK/b78BFSOI+s\nzz7DU5BXvjRUKhVPtHsCgGVHlpVsGeUjsolkUuuzkNq3pBzSK8i4HZLlkz1b2tC+tWhwwL/z9k9v\nY3Vbua3+bXSK6+T3pWy/HCF361ZUBgORY/2LG3W5CUhZZGRk8Prrr/PGG2/wzDPPcPPNNzN37lzu\nuOMOXnvttWLr5OXl0a5dO0aOHMmAAQO47777uPfeezEajX5f12QyYbMV/wL6Q2mbjwoKlUXdUOmZ\nvpBd/Ia0qVUrLJ064c3PJ/2jj/w6Z9vYttwadytWt1UeuZZK465SQDuAL5+CY5v9uo7CJXz9PJw/\nIIVX6b+o1A1tgN8yfmP9ifVoVVqeurFsxeJDCEHqm1KOkvDhw9HFxFRI7KoiIGWxbds2NBoNDz30\nUKHjd999Nzt37ix2mSc5OZnTp0+TmJiIyWQiJCSECRMm4HQW3QgsCYvFQn5+fiAiA2DWS455Vqei\nLBSqDp9jXlpeyc921IQJAGQuW447M9Ov805uOxkVKlb9toqkXD+sndqOgC7/lHwCPh8NSfv9uo4C\ncHQj/LgY1DoY+JG0vFcG//fT/yEQDGkxhEahjfy+VO5XX5O/53vUwcE1dlYBASqLgwcP0rhxYyyW\nwjbAdevWJT8/n+zs7CJ1kpOT2bFjB23atGHz5s0sWLCADz74gPnz5xcpO2vWLFQqVaG/I0eOYDab\nKzSzMGolZWFzKctQClVHiDyDLbpn4cPctg2Wzp3xWq1kfFBC/Ke/0TyiOX0b98XtdfP2gbf9E6bb\ns9DmQcmk9tOhkPWnf/WuZrLO/uWhffsLUL/scBt7zu+R4z89mvio35fy5OVz8WUpHEjMk0+gDS9b\nKVUXASkLlUpVbNgN34yiuO/cbjdPPfUUH330Eb179+aRRx7h0UcfZcUK/zb5fBFnyzMT+TuhZukl\nzi5m41FBobIw6f0blERPkjqkjI8/wZWS4te5J7SZgF6tZ8upLRxOPVx2BZVKWo5K6AL5KZJJrb3o\nYE6hAK9H8qewZ0HTO+DmcWVWcXvdvLH3DQDGtB5DuNH/Dj/1rbdwp6RgTEwkbMiQgMW+HJSqLLxe\nL4MGDaJbt27cfPPNtG3blj179hATE0NaWlqR8hcuXCAsLIygoKAi3505c4Y33nijkAd206ZN+fNP\n/0Y6voizFVEW4eaSrVQUFCoLk7zcWbqyMLVuTfDtPRF2O6lv+zdTqBdUjwdaPgBIYa/9suzT6GDw\ncohuAanHYPUIcAf+Hl3RfL9QCjluiYZ+7/iVWnPDiQ2cyDpBXFCc/Nv4g+3wL2R+/DFoNNSdPQtV\ngKGMLhelSqdWqxk1ahTjxo1j6tSpvP7667Rp04aWLVty/vx5zpw5U6j87t27uemmm4oNyWE2m4sc\nP336NBEREUXKzpo1CyFEob+bbrpJVhaBmr7Ghkgbj3+PCKqgUJkEFyRAynOUvTcW/cSToNWS/fka\nrD8d8Ov8Y1uPJcIYwaHUQ2w5tcU/oUxhMGy11An+8S1smgyKCXlhLh6F7f+SPt+7sMTcFJfi8Dh4\n55Bk8jqpzSQMmqKJj4pDuFxcmDkThCBi5EiM114bsNiXizJVWZ8+fRg8eDADBgygZ8+emEwmunbt\nSkREBAsXLpQ77gMHDrB27Vp69CgagdHr9TJ37lzS0/+KuZ+UlMT777/PgHIEyjIYDAghAnIABAgr\nyDWQZVNmFgpVh1kvKQubHybahsYJRD78MAAXZs5A+PFsB+mDmNRmEgBz9s0p3VHvUsIbwrBVoDXB\nwU9g6wxFYfjwuGHDePA4pbApze7wq9pnv31GijWF5uHN6Z3Q2+/LpS36N/ajR9HFxRE1fnygUl9W\nApr36HQ65syZw9y5c7n99tsZO3Yst9xyCwkJCYwbJ63xnTp1iv79+2Oz2XC73SxcuJAuXbowb948\nnn/+edq1a4fFYuHxx/1LBgIQHCy52Ofk5AQiNhbf8oAfIz4FhUDxOeUVF0ywOKLGPYauQQMcx0+Q\n9dlnftXp37Q/idGJpNpS/d/sBohrJ+VfUGthz9vSnwLs/j/JTDakPvR60a8qDo+DD36RjBMmtJmA\nWuVfd+o4eZK096QUq3VfeblGBQssjYAXyUaPHs3evXuJiIjg9OnTzJw5k3379skd+tKlS1m/fj2n\nTp1Cr9eza9cuunTpwpw5c/jkk0948MEH+d///kedOnX8vmZkQayUTD9NDf9OcfmRFRQqm3BL+Waw\naqORmALn1NR5b+FOLzvrnVqlZsbNM9CoNKw8tpKDKQf9F7DZHdB/sfR56wzFae/CYdjxqvT53gVg\nDPGr2vrj60mzpXFtxLV0rd/VrzrC7Sb5uefB5SJs0CAsN90UqNSXnQrtqLRt25bVq1ezdetWpk2b\nVsiUdsaMGSQlJdGyZUsA4uLiWLRoEUlJSfzxxx/MmTOHuLi4cl0vvMCsLCOjDA/WEggqUBaKU55C\nVeLz57GVY1AS3Ot2LJ064snO5sKL/o1sm0c0Z1SrUQgEs/bMwuEpR3SD1gPhTinYHZuegEP+BTa8\n4vB6pPZ73dB+LDTp5lc1l9clzyoebv2w36kT0j9cgu3AAbQxMcQ85X802ppAlW2/q9XqciuDsggt\nSFpenB+HP/hSXqbmBhYyREHBHwIZlKhUKuq88AIqs5ncLf8h56uv/ar32PWP0SikESezT7LgwILy\nCdrhUeg5CxDSev0f35av/pXAvg8haS8E1YEeM/yutunkJpLzk0kITeD2hqXHi/LhOHWKtAXSb1T3\n5ZfRhIUFJHJ1UbNttf6Gb+YSqBd3WIHpbJZiOqtQhfhMZ+3ldP7U168vjzYvvPCCX3GjjFojL936\nEmqVmqVHlvrne3Eptz4BnSZKI+uVw6+uxEl5KbCtwPqpzxy/l58utYAa23qsX3sVwu3m/PTpCKeT\n0H79CLr1loDFri5qlbKo6MzCl/IyLU+ZWShUHXqtL4Vv+S2Nwu+/H9ON7fCkp3P+mWf9MhNPjE5k\nZMuRCAQz9szA5SnnYKjnbGg9CJx5ktNe5pmy61wJfP08OLLhmtuhRV+/qy0/upwL+RdoHt6cPo37\n+FUn9a23sR/6GW1sLLHPPB2oxNVKrVIWvg3u4hwC/SHYWLA8oFhDKVQhvrAyDnf5w8qo1GrqvfIK\n6pAQ8rZvJ3P5cr/qjbthHA2CG3Ai6wTvHX6vfBdVa6DfImjcDaxpUliQKz1x0h/fws8rQWuEO1/z\ny/kOpBDk7/0s3d+nbnzKr1lF/g//I/3990GtJm7OG2hC/JvB1DRqlbIIDQ3FaDSSnJwcUH19QbY8\np9ur5OJWqDJ0BfneXR4RkAOpvkED6r4kbXKnvDEH+6+/llnHpDUxu9NsAN79+V0OpR4q30U1Ohj0\n0V+Jk9Y+euUmTnI74MuC1Ahdpkgh3f1k4cGFWN1WutbvSsd6Hcu+VFoa56dOBSGIGjcOc/v2gUpd\n7dQqZaFSqahbty4XLlwIqL5arSqXd62CQiCoVCo06r8URiCE3H47YUOGIFwuzk35J16rtcw67eu0\nZ0TLEXiEh2k7p5HtKOdyrSkMhn4qpQ797Uv476yAZK/xbHsB0o9DZFPo5L+f16nsU6w7vg6NSuNX\nCHLh8XDun//EnZKCqV07osY9VhGpq51apSxAMp/N8mPjryQMusA2HxUUyoO2QFlUZAYbO30a+iZN\ncJ48SfJzz/k1S3m87eO0imzFubxzzNwzs/wzm6hrpDhSPqe9QysDlL6G8se38P0CUBUsvWn1flUT\nQvDa3tfwCA/9rulHQmhCmXXSP/wQ6/c/oImIIO7NN1FptRUUvnqpdcoiJCQk4A1uAJNearI/oRgU\nFALFN7PwVCCchtpkov7bb6G2WMjZvIX0d8vei9Br9My9bS5BuiC2/bmNdSfWlf/CjbtK6/ggher+\n84fyn6MmYsuCdQVRZG+bDg38XxLaemYr3537jmB9MBPaTCizvPXAAVLfkrzj673yMrrYmpnQqDzU\nSmWRmxv45luQQTKfVZahFKoSdcGGqbeCsZcMTZpQ7w3JeS513jxy//vfMuvEBcXxTIdnAHjtx9c4\nm3u2/BduP0ZyUvM4YdWDkH2u/OeoSQgBm6dA7nmo3x46+5/JzulxyiFVJredTJSp9ACD7owMzk1+\nAtxuIkaOJKirf97dNZ1apywiIyNJ8TP2f3EYCswaHW5vZYmkoFAEn21NZcTpC+7enejJj4MQnHtq\nCrZDZW9e923cl14Ne2F1W5m+c3r5zWkBer8KjTpLeTBWPQCuWhyt+edVcPgz0Jml5Sd10Zw7JbHs\n6DLO5JyhUUgj+jftX2pZ4XZz7smncF+8iKltW2Km+K+Uajq1TlnUqVOHlJSUgMOUG3UFykLZs1Co\nQnwzCrV/FpllEvnoo4QNGohwOEiaMBHnmdJ9IVQqFTM6zqCOpQ4/p/3MnH1zyn9RjRYGLYXQeDj/\nE2x+qnZGqc1Jhi3TpM93vQFRTf2ummpNlXOeP9PhGXRqXenl356P9Ycf0ERFEfd/b6LSlV6+NlHr\nlEVsbCwej6dQuPPyYPRtcAdgA6+g4C++fW21n/b7ZaFSqajz/POY27fHnZrKmZGjcJaROCzUEMrc\nrnPRqrWsOLbC/9wXl2KJhKEfS/4IBz6Gff6lgK0xeD2wdmxB5rtecMPwclV/c/+b2Nw2ujfoXqap\nbN7OnaS/+67kTzF3LrrY2IpIXuOolcoCIDU1NaD6vmUou0tZhlKoOgSStqgkXSGdS6+nwb8XYWrX\nDveFC5wZNQrXxYul1kmMTmRae2lUPeO7GfyS9kv5L1z3erhnvvR5y3Q4u7f856guvl8Ap3dJSZ/u\nXViuH2RX0i42/bEJvVrPlPZTSi3rTEri/FTpPkdPmoSlQ+2JJusvtU5Z+FK25uX5mfDlb8hhypUN\nboUqxF3gX6Gt5FSZaouFBosXY7rhBtznkzn76GN4yjD4GNJ8CAOaDsDusTP5m8lk2gMI8Z84GDo8\nBl4XfDYK8gOb2V9Wzh/4K/bTve9AkP8WSVaXlRd+eAGQclU0CG5QYllPXj5J48bjycrC0qUzkY+M\nrZDYNZVapyxCClzlA02A5PPiDtRZSkGhLIQQuAvWoXze3JWJJshC/UXvoG/UCMexYySN/wfeUoJr\nqlQqnrv5Oa6Pvp6L1otM/mYyNret/Be+/V9Q/ybISYJ1j4K3Bs/O7Tnw+UOScms/Fpr1Klf1d39+\nlwv5F2gZ2ZIRLUeUWE4IQfLTT+M4fhx9QgJxc+fW+FzagVLrWlVRZaGqJJNGBYWScMmzCpXfeQ7K\nizY8nAbvv482Ohrr3r2cffQxvLaSFYBOrWNO1znEmmP5KeUnpuyYgstbTgsprR4GLQFTOJzYCt/P\nr2ArqpAtUyHjD4ht7XfmOx+/pv/KR0c+QoWKZzo8g6YUy6mMJR+Ru3Ur6uBg6r+zEE1B8rcrkVqn\nLMxmMxB4mHLfSM/tqcGjIoVajavg2dJpqvb10tePo+HyZWhjYrDu20fSxEl4nSWncq1jqcO7t79L\nqCGUnUk7efV/r5b/oqH1od+/pc/bXqiZ+xe/rIFDn0q5xgd+CDqj31XdXjcz9szAIzwMu3YY10df\nX2JZ6759pMydC0C9V1/BkFC2V3dtptYpC9/MIlDHvL+cpSpNJAWFQvi8tjWVZTdbCvpGjYj/aAma\niAjyd+/m/FNTEO6S9+MahzVmYY+F6NV6Vv++mqVHlpb/os17w83jpRwYnz8keUbXFNJPwsaCeE+9\n/gXRzcpVfckvSziWcYx6lnpMajOpxHKu8+dJmjgJPB4iRo8muEePikhdK6h1ysKX47siXtwAiq5Q\nqCrsBaFkfD49VY2hcWPiP3gfdXAwuVu3cn7qNISr5CWm66OvZ/YtUoTaOfvmsPXM1vJftOdsqNcG\nsv+UQoLUhGVdt1NSXs5caHmv5IVeDn5N/5V3DkpJjWZ2molZZy62nNduJ2niJDyZmVhuuaXWpUcN\nlFqnLEwmEwBWP6JwFoeoZGcpBYW/Yytw+PRlzLscGK+9lgbvLi6II7WZpMlP4HWUnOSrb+O+TG47\nGYCndz3NwZSD5bugVg/3fQD6YPh1o5SetLrZ/gIkH5ScCO9+u1xmsg6Pg2d2P4NbuBnWYhid6nUq\ntpwQggsv/Av7kSPo6tcnbu6cWh8g0F9qnbJQq9UYjcaA9yx8VipaRVsoVBE5NmkZKNhweb13zW3a\nEL/kQylx0rZt0qZ3KYOqh657iIHNBuLwOJi0fVL5Y0hFNoG750mfv3oW0o5XQPoK8tt/YM98KZrs\nfe9L4dbLwZv73uRE1gnig+N5vG3JYcuzVq0ie+1aVEYj9RfMr3V5tCtCrVMWIG1y20qx/CgN2f69\nijcfFa5efEEqgwyXf8RpSkyk4fLlaKKjsP7wA38+8gieEnySVCoVz3Z4llvq3UKmI5Nx/x1Hlr2c\n+w+tB0LiUHDbYM0YaSnocpN5RjLlBejxPMR3KFf1789/z4pjK9Cqtbze9fUSl5+y1qzlwmzJ96LO\nzJkYW7SokNi1jVrZYwYFBQXslOdLdalXlIVCFeEssIYyXKY9i79jbN6MhsuWoY2NxbZvP2ceeBDX\nxeKDb2rVWuZ0nUOLiBacyTnDkzueLH/Qwbtel5Z+kg/C9n9VQgvKgcsOn42Uwnk0612uZEYAF/Iv\nMH3XdADGXT+OVpGtii2X/cUXJD/3HAhBzJSnCOvfr8Ki1zZqZY9psVgCVha+MB+Xcz1Z4erCOyiL\nCAAAIABJREFU5b48prOlYUhIoOHHy9E3bIjj2DFODx2K43jxy0RB+iDmd59PlCmKvRf2Mm3XtPL5\nYBhD4b73pCWgPW/DHzsqqRV+sGWq5KkdFg/9/w3lcIhzeBxM/mYyGfYMOtTtwEPXPVRsudzt2zk/\n/WkQgujJk4kcU76N8yuFWqksdDodrlKsPUrDt/l4uSxVFK4+smzSsxlqqt6Io/oGDWi48lMpNEhy\nMqcfeBDrTz8VW7aOpQ4LeywkWBfM1jNbeW73c3hFOXyR4m+GrgWRXTdOBEfFrBX9Yv9S+GkpaAxS\ndj9TuN9VhRC89MNLHEk/QlxQHHO6zEGrLrpsmPvf/0q5KTweIh97lKjHHq3MFtQqamWPqdfrcZbi\nfFQa+fJ68pUTOlihZpGRL1khhZv9S9lZlWjDw4n/aAlBPXrgzc7mz1Gjyd6wodiyLSNb8u/b/41Z\na2bzqc28/L+Xy5cKoPOTUKc1ZJ2B/zxdSS0ogbN7pWRGIG2y17uhXNVXHFvBuhPrMGqMzOs2jzBj\n0Y3qzNWrSZr0OMLpJHzYMKIfL98S15VGrVQWFZlZ+JIe+aLPKihUNj5rqOqeWfhQG43Uf2se4cPu\nRzidnJ82nZS5cxHFxHZKjE5kfvf56NV6Vv22ioUHF/qvMDQ6GPC+NNI/sFyyUKoKci/A6gelLH43\nPQI3DCtX9W/Pfssbe98AYHan2bSIKLpRnfX551yYMRO8XqImTCD2+eeqLHRLbaFW9pgajQaPJ7B8\nFPaCZajq2nxUuPKxFjjlWQw1Z19MpdVSZ8YM6sycARoN6e+9T9KkScUGILyp7k283vV11Co1i39e\nzFs/veW/wohpIVkkAWyaLAX0q0xcdlg5DHKTIb4T3PFyuarvv7ifKTum4BEeHkl8hLsa31XoeyEE\naf9eTPJzUhtipk8jesI/rnpFAbVUWajV6oAz5fmSHhm1NedFVriysMkDkpr3jIXffz/x778n+WL8\ndxunBg/B/vvvRcr1iO/Bq51fRavS8sEvH/D63tf9f+du/gfE3Sh16FufrzzhhZAU0Ln9kvXVkOXS\nbMZPjqQfYcK2CTg8DgY2G8iEGyYUPr3Tyflp00idNw9UKmKfnk7kqFGVJ38tp1YqC6/XG7Cmz3f4\nRn1Xh9elwuXH52cRXEOfMUvHjjRauRL9NU1wnjzJ6cFDyN64sUi5OxPu5M3b3kSr1vLxrx/z6o+v\n+qcw1GopWZJaB/s/qrzlqP/9WwoQqDPD/SvAEuV31ZNZJ3ls62PkufK4o9EdPNeh8LKSOzOTPx8e\nQ87GL1CZzdRfuJCIkSMrR+4rhFqpLDweDxpN+UdtQghy7dJeR7CxZr7ICrUfeYPbUv0b3CVhaJxA\nwurVhN57L8Ju5/zUaZyf/nSRRErd4rvxVre30Kl1rDi2gtnfz8bt9SNxWGxL6DlT+rxxIlgzKibw\niW2SlzhIGe/qtPa76m8Zv/HQVw+R5ciic1xnXrn1lUJhx20HD3L6voFY9+5FGxNDw2XLCO7erWLy\nXoHUSmXhdrvRBhCPJcfuxuURBBm0ci5uBYXKJq9g9lodHtzlQW02U/fVV6jzwmxUBgPZ69fzx733\nYt23r1C5LvW7MK/bPAwaA2uOr2HKjik4PCXHnZK5+R/Q8BbIT4HN/wxc0ItHYfVIEB7oPAWuG+B3\n1YMpBxn9n9Fk2DPoVK8Tb972JrqCpSshBJkrV3H6gQdxnT+PMTGRRp+txnRd8Y55Vzu1Ulk4HA4M\nBkO56+XUEPt3hSsba8EylLkWOH6qVCrCBw8mYe0ajK1b4z6fzJkHR5Ayd26hQIRd6nfhvV7vEawL\nZtuf23jk60dIt5WRWlWthnsXSMtGv3wOhz8vv4C2TFh5f0Ek2X7Q7Vm/q247s42xX48l15VLz/ie\nzO8+H6NWym3hyc7m3JNPcmHWLHC7CX/wQRp9vBxdbGz5ZbxKqJXKwm63YzT6n9DER7ZNWYJSqHpS\n86RONjq4/AOa6sLQpAmNVnxC5GOPgkpF+nvv80efvuR++61cpk1MG5b0XkKMKYafUn5i+Obh/J5Z\ndHO8EBGN/7JY2jK1fMtRHjd8/jBknoY6iX57aHuFl0UHFzH528nYPXb6X9OfN7q+gV4jLQvm79nD\nH3ffQ+6W/6A2m6n3+mvUefYZVPqau2xYE6iVysJqtcoZ88pDllVSFjXBWUrhykQIIQ9KwmrZDFal\n0xEzeTINP/4YQ7NmuJKSSHpsHOemTsWdlgZA84jmrOy7kusir+Nc3jke2PwA646vK33ju90oaNQZ\nrOnw5VP+CeOzfDq5DcyRMORj0JnKrJZmS2Pi9om8c+gdVKh4ot0TzO40G61ai9dq5eIrr/DnQw/j\nTknBdMMNJKxdQ+g99/gn01XOVaUslM1tharG5REIIYXAr62Rjc1t25Cwdg0xU6eiMhjI2fgFJ+/o\nTdq/F+O1Wok2R7Ok9xLubnw3NreNGXtmMH3XdHKdJYT4UKngnrdBZ4Eja+HI+rKF2DlHcuzTmuD+\nlRDesMwqO87uYMCGAexM2kmwPpiFPRbK8Z6yv/ySk336krF0GWg0RE2aSMNPPkbfqFE57szVTa18\nmp1OJ/oApow+Z6nasJasUDuRoxrX8ggBKq2WyIdG0/iLjVi6dsGbn0/qvHmcvKM3matXYxAaXu78\nMnO7zsWkNbH51Gb6b+jPjrMlBBGMaAy9pPDebJ4CeaklX3zfh/DNi4BKClDY4KZSZU23pTN913Qm\nbJ9ApiOTjvU6srn/ZjrX74zt8C/8OXIU55+agjs5GUPLa2m0ciXR48ejCsCi8mqmUp5oj8fDK6+8\nwrvvvltqubS0NKZNm0a/fv2YPXs2OTmBeXcGusGd75Q2HhUfC4WqwueQd6UMSPTx8cQvXkz8kg8x\nXncd7tRULsyYycned5KxdCk9ojqxfdB2hjQfwkXrRSZsn8DE7RM5mXWy6MnaPSQtR+WnwoZ/FJ+K\n9fjWv5aq+r4J195domwOj4OlR5Zy9/q7+fKPL4kwRvBer/f4d49/oz9ykrPj/8HpQYOw/vgjmtBQ\n6rwwm4TPPsPU+rpKujtXFxVWFtnZ2dxzzz0888wzHD16tMRyP/30E02bNmXVqlUEBwezePFiWrVq\nRXJycrmu53a7cblcFdqzCDPXrrVkhdqDTc6/fWUoCx+Wjh1ptHoV9ebOQZ+QgOvcOS6+8ionunQl\n79X/Y0r4YPbcv4cn2z3J2dyzDNg4gBnfzSApN+mvk6jV0H8xGMPg+FeSg92lJO2D1SNAeKHLVLix\n+JDhTo+TNb+voe+6vry5/02ui7qOD3p9wPZ+X9HyUDZ/DhvOmeEPkLd9Oyq9noiHHqLJ1q8JHzxY\nmU1UgAoPsV977TUOHjxI3bp18RYTmAykTb9Ro0bRvn171q1bJ+ejaNu2La+99hrz5s3z+3q+dKoW\ni6Xcsvo8a5WZhUJVcSUvdarUakL79CGkd2/yvv2WjKXLsP74I5krVpC5YgWGa6/l7rvu5IG+i/jT\nZGXXuV3864d/EWoIpd81/ehQpwOa0DgpnPjnI2HLNGh0q5SLIvV3+GQQuKxw/f1wW9GotUm5SXxx\n8gv+c+o/tIhswaQ2k+gc1xnD8bNkv7+Bk5sm4cnOBkAdGkr4sPuJGD4cbZT/nt4KJVPhXvP555/n\nueee45ZbbimxzOHDhzl8+DBLly6VO/mgoCAeeughXn/99XIpi4wMyfQuPNz/2PU+0gpMGqOCao9J\no0LtQp69mmqHxZ0QAqfHS7bNRXqek3yHG6vTg83lkT873V7sbg82pwe3V+D1Cq6r14IOCxYTm3yG\nzJUrydn0JY5ffyX1119Jnfsmxtat6dP5Vgbf+ijali04kX+aLae2oFVrqRdcj4TJPxPsdkJeCrjt\nkHoM7noDQupJuTFUauxuO39k/8HJrJOk2dKIMkXRq1Evxl7zALb//Ujesl2k7ZqH6/x5uT2G5s0J\nGziQsAH9UQcwoKwKhBBYnR6ybS5sLg8Olxeby4Pd5cHq9JDncGFzenF5pD+H24vDJd1rl8cr33OB\nlFBrWId4mkQHXfZ2VFhZmEySOVtGRgZhJSQv37FjB1FRUbRp06bQ8RYtWpCZmUlWVlahurNmzWL2\n7NlFzvPkk08ybJgUjjgqgNGCtZZ41irUXnwb3A6PF7vLU+XLUW6P1PE43dK/WVYXGflOsm0u8hxu\nsqwusm0uMvOdJOfYSc11YHO6yXd6yLO7cbg9eAOLyQlAxyaRDOs3ltunTMX1wx6yv9hE3jffYD98\nGPvhw6S9swiVwYCpRXPaXXstxhYt0DcKQ1c/G29MDO7IYGxuG85GHfEIDxqVBo0jC51ahwUD1+QH\n0TAtFseJHOxHfsB+5AOOnzgBl0Sd1kRFEXLXnYT164exZctKuKtFcXm85Nrd5Nnd5Nhd5DvcZFpd\npObauZjjINfuwur0SGUcbvn/OXZJCbsrcpP/RrbNxZxB11fa+fyl0nrN9PR0YkvwfszIyCA6OrrI\n8eDgYADy8vJKVDSXEhISIm+Kh4SElFtGX8RZ0xW2nqxQc/A9W4fOZnHdzK8IM+sIMekwaDWY9RpM\nOg1ajQq9Ro1Jr0GvUaPVqFCpVKiQrEyFAK8QeLwCjxfcXi8Ol5d8p9QRWR0esmxOsqwuOT9LRdCq\nVYSYdEQF6bEYtLKcZr0Wi0GLXqPCqNNg0mvQadToNCp0GjVqlQqVCtLzHHz280Ua1G9N4xkdueZF\ngW3vj+Tv/o78PXtwnjqF/dDP2A/9XOTaKoMBTWioNAvQqBEuF8LhxGuz4S1YUiqCRoOpTRssnW8l\nqHMX3Nc048fTmew5mcaZH/ei06ox6SRZJR8+SU7f/fUK8Hp991fg8grcl4zqbU7fiF9Spnl2SblW\nBKNOTahJh0mnwSj/qTHrtQQbtRi1GvRaNTqNGr1WjUH7133WqFVo1Co2/ZzM/jOZcpqFy43fyuLw\n4cMcP34cm82GzWajQ4cOtG4tBfNyOBzk5+eXqCwiIiLIysoqctx3LDQ01C8ZwsPDyS54gPytcykj\nOjbktmbRNKsTXO66Cgr+cFNCBK/fl8jH/zvDz0nZpOU5ScsLLKujP6hUkoLSa9WYdRpCTDoig/SE\nmnQEGbSEmaXPoSYddUONxAQbsRg0WAySIjAUdFCVTXC3bgR3k4LxebKysB87hv3orzh+/x3n2bO4\nkpJwZ2QgHA7cKSnFn0SjQRsTg65uXfQNG2Js2RJjq1bomzfnt2wXm39L5ds9qfz06X8rdeRerChq\nFUEGLUEGLSEmHWa9hjCTjuhgA3VCjYQYpWPBRh0Wg4ZQkw6zXkuQUUtUkB5DJaREuK15DLuOp9Iw\nsnqW1/xWFitXrmTXrl1oNBosFgvBwcGysrBarUDJo/169eqRkpJCbm6uPJsASQE1bdq00DGQlqFm\nzZpV7LmWLFkCBLZn0b2FEvdFoWpRqVQMbt+Awe0bYHdJ69Q5NmkGYHVK69Rur1deNnK5BS6vV1oK\nEtK6tApQq1VoVCrUahVa9V8j++CCTj7EpCPcLI1Ua3piHk1YGJabb8Zy881FvvPm5+PJycGbn4/w\nelHpdKgNBlQmE5qQkGKtl4QQNNEbiAszcc8N9eTlH98egOPS/RUhOUkKqaJ0ApV0bzVq0KilEbxW\nLc3w9Fo1Fr00uwoyaNFr1QQZtQQbtNV+nxOiLCREVd8+jN/K4qWXXirxO9++hcNRfCTK7t27o1Kp\n2LhxI8OHDweknBRr1qyhQ4cO5ZGXvLw8QNogV1CoyfiWG2JDyh/H7GpBbbGUeyNapVLJ9zZMCd1z\n2ajwnsXFixf55ptv0Gg0bNiwgTp16tC+fXuEEJw9e5b4+HjCw8O5//77efLJJ9HpdLRo0YLnn3+e\nI0eOlOnI93dsNhvwl4JSUFBQUKh6KrxY+d577zFx4kTCwsJYv34977//PiAtWzVs2JCDBw8CsHDh\nQgYPHszQoUO5/vrrOXjwIJ9++ikdO3Ys1/Wys7PRaDQBOeUpKCgoKASGSgSazLoMzp07x8SJE1m+\nfHkhB7rU1FQyMjJISEgIKL7TpEmTWL58OZmZmZUproKCgoJCKVSZw0FcXBxr164tcjw6OrpYM1p/\nyc7O9svMVkFBQUGh8qiymUVVEmgO7pqAEILs7GzS09PJzs4mPz+f7OxsMjMzSU9PJzc3F4fDgdPp\nxOl04nK5sFqt5OfnY7PZcDqduN1uPJ7CttYqlQqNRoNWq0Wv16PT6dBqteh0OnQ6HWazmYiICEJC\nQggODiY0NBSLxUJYWBihoaEYjUaMRiMWi4XQ0FB0uiszfpbb7SYrK4u8vDzy8/PJycmR763NZsNu\nt5OXl0dubi5Wq1X+czqdOBwO7HY7LpcLt9st/3m9Xrxer5zTwWc147vvl95bg8GATqcjKCiI0NBQ\nQkNDCQkJISQkRP4cExNDaGhotVvfBEpubi4ZGRnk5+fLf1arldzcXHJzc+X76/vsu6d2ux2Hw4HL\n5cLpdBZ6xlUqlfxs6/V6TCYTwcHB8t+l9y8sLIywsDD5c3h4+BXxPDscDs6fP09mZiYZGRlcvHhR\nfn7tdrv8rPpcGWw2m/ysejwevF4viYmJvPHGGwFdv9a5Mj/++OP88ssvmEwmwsLCiIiIkDs/k8lE\nUFAQ4eHh8oMTERFBREQEFosloLzdxeH1erHZbOTm5pKTk4PVaiUnJ4ecnBzy8vK4ePEiFy9e5MKF\nC6Snp8vfZWZmkpycjN1uL/X8KpVKfil8L4bFYsFkMmEwGNBoNGg0ksmkSqVCCIHH48HhcOB2u2Ul\n4wu66FM4WVlZJcbv+jtGo5GwsDAiIyMJCgrCYrEQERFBVFSU/BLGxMQQGRmJxWKRX1bfS2oymSq9\ns3M6nfIypq+jSU9PJz09Xe508vLyyMzMJCcnh+zsbHJzc+UOKy8vj7S0NL/vAUiGFCaTCb1ej8Fg\nwGg0yorY96dWq+U/kAYEvmfk4sWLshKyWq1yx+h0lu57odfriYmJITo6mpiYGOrWrUtsbCyxsbGY\nzWbCwsKIiooiPDycqKgowsLCCAoKkmWoKEIIHA6HPFDxdfi+gU5ycjIXLlyQ/71w4QIZGRnyb+EP\nBoOBoKAgTCYTWq0Wo9EoK1O9Xi8/4yANEO12uzyIstvt8vvnM3opDbPZTFBQEMHBwfI9jYyMJCIi\nArPZTHR0NFFRUfKzHhoaSnh4uKx4KuO+CiFwOp1YrVby8vLIyckhNTWVzMxM+f++NvkGkMnJyaSm\nppKSkkJqailh3UHeyzUYDHJ/cemzqtFoZDeHQKh1M4vHH3+cffv2YbfbycjIICsri9zc3CIj7eLQ\n6XQYDAb0ej1ms1ke9RkMBvlmqtVqvF4vHo9HfqldLpfc2fhe+LLQaDTExMQQExMjK7OwsDDq1KlD\n3bp1iYqKkkf3oaGhREREEB4eTkhICFpt1dh0e71eeYSXlZVFfn4+WVlZZGdnY7fbsdvt8kzHNzrM\nyMiQR+Hp6elkZGSQk5NTopn0pe23WCyysvN1CL6ZjlqtlpWe70X0eDx4PB5Z4flkcjqd5OXl+dUJ\n+TpS36g9ODgYs9ks+wb5fhOLxSIf871Yvj9fp2I0Giut8/07LpeLnJwcsrKy5E4iOzub7OxsLl68\nSEpKCikpKaSlpckdckpKCi6Xq8RzqlQqWVH7OlydTic/477OV61Wo1Kp5BmR0+nEZrPJnZhvVFpW\n16BWq4mJiaFevXrUqVOHqKgoIiIiqFevHpGRkfJ9t1gsmM1meVYbFBREUFBQpY32PR5PocFBVlaW\nfF+zsrLkkEK+2YzvvqamppKVlVVmB+q7rxaLRb6vvn7E1xn7VjoufYYdDgcOhwObzSbPZv3pbrVa\nrdxfxMbGyvc2Li6OuLg4eZAQGxtLaGio3I/pdLoqnY3WOmVRHEIIrFYrNptNHllmZ2eTk5NDWloa\nmZmZ8sjIt8Tjm7L5pr6+qZoQQl7SufSF8z3gvlG+2WyWp8C+kXVISAhBQUFER0cTGRlZ7csIdevW\nlTvnkyeLyS9QAaxWKykpKfK99XV0l3Z+eXl5ckfkG1H7/nwK2XfPAVmB+JYbfMs3er2eoKAgIiIi\n5BGgr9MJDw8nOjoai8VSpZ17TcDr9crLDr6lCN/M6tL771t+8A10fM+47177/nyKw2AwFFKUvufb\n96z7/u97ziMjI2Wle7nu96XPRW5uCRn5AsTr9ZKWlibPii5dGs7KypIHpfn5+fLz6xvE+Gbwvtnq\npc+wwWDAYDDIA5igoCCMRqPcd/juZUREBEFBQbIyrYpZeWVwRSgLf/nhhx/kEUGrVq2qW5wq59IH\n7mr4mbt16ybPln7//ffqFqdKmThxIhEREURGRjJp0qTqFqfKudqe5datW5OVlUVqaqpfKxmXg6tK\nWVxtD5zS3iuXq6mtoLS3JnDlztkVFBQUFCoNRVkoKCgoKJSJoiwUFBQUFMpEURYKCgoKCmVS65zy\nKsLMmTOrW4TLitLeK5erqa2gtLcmcFVZQykoKCgoBIayDKWgoKCgUCaKslBQUFBQKJOrRln8+uuv\nDBkyhHbt2vHII4+QlJRU3SJVCjt37uT+++/nwQcfZMiQIQwYMIBBgwbxwAMPFCp35MgRBg0aRLt2\n7Rg3bhznz5+vJokD48yZM/Tu3Ztvvvmm0PGsrCymTp3KjTfeSN++ffnuu++K1N21axd33nknN954\nI8888wzZ2dmXS+yA+eKLL+jUqRNut1s+NmXKFB544AGGDx/OwIEDGTRoEH379mXTpk1yGbfbzcKF\nC+nYsSOdO3fm008/LVfgxMuN3W5nwYIFDBkyhPHjx7Nv374iZb766it69uxJ+/bt+de//kV+fn6h\n73Nycpg+fTo33ngjd911F7t27bpc4pebM2fOMH36dAYPHsysWbMKBQfcvXt3se/ysGHDCjnmHT16\nlMGDB9OuXTsee+wxzp07d1lkvyqUxebNm0lMTOTPP/+kd+/efP/99yQmJnL69OnqFq3CWK1WVq5c\nycWLF6XcxEYjGo2GTp06yWU2bNhAYmIiycnJ9O7dmx07dnD99dfXGoW5c+dObrzxRr766qtCcYGS\nk5Np3bo1H3/8MT179kStVnPrrbeycuVKucy8efPo0qULWq2Wnj17smzZMjp06FCkw6kpCCF48cUX\nueeee9i7d2+hUPz79+9n+/btOBwOOSprvXr1uOaaawApOGGvXr2YMmUK7dq1o3nz5owaNYonn3yy\nuppTKmfPnuWmm27i2WefRQjBjh076NChA9u2bZPLzJw5k969exMeHs5tt93G/Pnz6dq1qxxQMSUl\nhcTERD766CN69OiBwWCgS5cuLF++vLqaVSJffPEFrVq1Yt26dajVat5++23atWsnB8j0vcsXLlwA\nKPQu+zy6N23aRGJiIklJSfTu3Zvdu3fLfVuVI65wnE6nqF+/vhgxYoTweDzysZYtW4px48ZVs3QV\n5z//+Y8ARHp6erHf22w2ERsbKx5++GG5/Xa7XTRt2lQ8/vjjl1PUgOncubPo16+fAMSaNWvk46NG\njRJNmjQRGRkZ8rFJkyaJhIQE4Xa7RVJSktDr9eKVV16Rv09LSxPBwcFiwYIFl7UN/nLu3DkREhIi\nevXqJQDh9Xrl77p16ybGjBlTYt3FixcLg8EgDh06JB9buXKl0Gg04syZM1UqdyC89NJLokuXLuLc\nuXNCCOm9bNWqlRg6dKgQQohff/1VqFQqsXjxYrnOn3/+KXQ6nVixYoUQQoixY8eKRo0aibS0NLnM\nlClTRHx8vHC5XJexNWXToUMHMXXqVFmuX375RQBi9erVQgghtm7dKgCRkpJSbH273S7q1q0rRo8e\nLb/LDodDtGjRQkyYMKHK5b/ilcXOnTuFSqUSp06dKnT81VdfFZGRkdUjVCWybNkyYTabxYoVK8Tg\nwYNF165dxaxZs0ROTo4QQnoA1Wq1OHv2bKF6s2fPFvXq1asOkcuNx+MR6enpAhDr1q0TQgjhcrlE\nSEiIWLRoUaGyhw4dEoD48ccfxaJFi0RkZKSw2WyFyjz44IOiS5cul03+8uLxeMR7770n1Gp1IWXR\nqlUrMW7cOPHPf/5T9OrVS9xzzz3im2++kb/v2bOnGDFiRKFzOZ1OERoaKubNm3e5xA8Yh8Mh4uLi\nxD/+8Q8hhKRMGjVqJHeMPvr06SP69esn3G63iIiIEG+//Xah73/99VcBiN27d1822QNh165dAhDb\ntm0TQgjxySefCKPRKFauXCkGDx4sbrvtNjFz5kyRnZ0thBBi+/btQq1WF1H8L774ooiNja1yea/4\nZajdu3cTHx9Po0aNCh1v3LixnJmuNpOcnIzVamXEiBEIIWjRogVvv/02w4cPB6T2X3PNNdSvX79Q\nvcaNG3P+/Pky81LUBNRqNRkZGQBEREQA8Msvv5CTk0PXrl0LlW3cuDEAp0+fZvfu3XTo0AGj0Vik\nTE1egvS1Nzw8vFBAueTkZBYtWsTatWtp2rQpNpuN7t27s2vXLoQQfPfdd3Tp0qXQuXQ6HfHx8TW6\nvSAtoU2YMIHz588zcuRIQHp2b7311iJh0H2/32+//UZGRkaRNickJADU6DafPXuWRx99lCZNmtC5\nc2cAOTHa8OHD8Xq9NG/enAULFnD//fcD0v1ISEggPj6+0LkaN24sJ9mqSq54p7y8vLxic3abzWZA\nSlUYHBx8ucWqNFJTU9HpdHzxxRfccccdAPTv35/evXtz4sQJ8vLyCA0NLVLP136n04nBYLisMgdC\neno6ALGxsQDyOu/f22YymQDkrHkl/fY1JexzSaSnp8ttBSmpTkZGBl27dmXz5s2YzWaEEPTs2ZO3\n3nqLTp06YbPZamV7T548ybBhw/j5559ZtmwZ7du3B6TfuEmTJkXK+9rjG+j9vc2+/Zya2uZ169Yx\nZswYwsPD2bx5s5wEyvcub9iwgTvvvBOA++67j169evHbb7+V+S47HA75+a8KrviZRWTDy10GAAAG\niUlEQVRkJJmZmUWOZ2RkoNVqCQkJqQapKo/HHnuMXbt2yYoCpLwOIFlNREVFldh+X2KW2oBvZuHr\nQKOiogCKtM33/8jIyFJ/+8jIyKoUt8JkZGQUUhYajYaNGzeyadMm+TdTqVR069aNI0eOoNFoCAsL\nq3Xt3bhxI23atEEIwf79+wtZ8ZX1+5X0DPgyZ9a0Nns8Hh5//HEGDBjAkCFDOHjwIM2aNZO/f/TR\nR9m5c6esKABuu+02oOx32ZegrSq54pVFfHw858+fL2IueeDAARITE9Hr9dUkWeXQpEkTOnToUOiY\nb8QlhCA+Pp6zZ88Wsf45cOAAbdq0KWRtU5PxTbF9L0S9evVQq9UcO3asULkDBw4A0K5dO+Lj4zl2\n7FiRfAAHDhzgxhtvvAxSB47Vai3y8t99991FjuXk5Mjt87X3UrKzszl58mSNbO/JkycZOHAggwcP\nZs+ePbRs2bLQ98W1B/76/erWrYtWqy3xGahpbV6wYAELFixg3bp1vPPOO0V+y4SEBG6++eZCx3wz\naN+7nJSUVGTp/MCBA9xwww1otVW7UHTFK4uePXuiUqlYu3atfMxqtfL555/TsWPHapSsckhLSyMt\nLa3QsU8//RSdTkfnzp254447cLvdbNiwQf4+Ly+PtWvX1qr2WywWADlfckhICF26dGHVqlVyGSEE\ny5cvp3HjxsTGxtKnTx9OnTrF3r175TJnzpzh22+/rfFtDwoKKpIb+u+Kz263s3btWnr06AFAnz59\nWLNmTaE83StWrEAIUWRAURNYtWoV4eHhLFiwoNiOrk+fPuzfv5/jx4/Lx44cOcL+/fvp2LEjZrOZ\nbt26FXoGAJYtW0b9+vWJi4ur8jaUh2XLljFixAj69etX7Pe+vOCXsnLlSrRaLV26dKFXr14IIVi/\nfr38fX5+PmvWrLk8z3OVb6HXAB577DERHBws3nzzTbFx40bRtm1bYTQaxbFjx6pbtAozfvx4kZCQ\nIHbu3CmOHz8u5s2bJwwGg3j44YflMqNHjxahoaHirbfeEhs2bBCJiYnCYrGIEydOVKPk/vP111+L\ncePGCUA88cQT4ujRo0IIITZs2CAAMW7cOLFlyxYxevRoAcimll6vV3Tu3FnUr19fLFmyRKxcuVLU\nr19f1KtXT7YWq2k4HA6xePFi0blzZ1GvXj3x8ssvC5vNJjIzM4VGoxGTJ08Wf/zxh9izZ4/o3r27\n0Ov14vDhw0IIIU6dOiXMZrPo2bOn2LRpk3jxxReFRqMRI0eOrN5GlcCYMWNEgwYNxIQJE8TQoUPF\n3XffLQYMGCA2bdokhJAsua6//nrRpEkTsWLFCrFs2TIRHR0tmjZtKux2uxBCiM2bNwtAjB07VmzZ\nskWMHTtWAGL+/PnV2bRiiYiIEN27dxdjxowRAwcOFH369BGjR4+WLTUnTpwoGjZsKHbs2CGOHz8u\n3nrrLWE0GsWoUaPkc4wZM0aEhISIefPmiQ0bNogbbrhBmM1m8fvvv1e5/FeFsnA4HOKll14SZrNZ\nAKJjx47iu+++q26xKoWLFy/KPgiAMJvNYsKECYXMRe12u5g1a5YwGo0CELfeeqv44YcfqlHq8jFq\n1CjRtm1b0aZNG9GmTRuxfv16+buNGzeKhg0bCkDExcWJd999t5C5aVZWlhg/frzQaDQCEPfee6/4\n7bffqqMZfpGUlCQ6duwot/fmm2+W7e5Xrlwp4uLi5N/6uuuuE1999VWh+ocOHRKdOnUSgLBYLOLZ\nZ58V+fn51dGUMlm1apVo166d6Nmzp7jvvvvEiBEjxIABA8Q///lPuUxqaqoYMWKEUKlUQqVSiaFD\nh4rTp08XOs+XX34pEhISBCDq1q0rFi1aVOgZqCmMGzdOtGvXTvTp00cMGTJEjB49WnTv3l1s2bJF\nCCFESkqK6N+/v/z7mkwmMX78eGG1WuVz2O128cILLwiTySQAccstt4jvv//+ssh/VUWd9Xq9VW4x\nUF2cOXOGlJQUmjVrVqzFBFy57RdCYLPZMJlMhUxNL8XtduPxeGqF5Vdp2O12jh49islkokWLFiW2\n12azYTAYipid1lacTicqlUq2HCoOq9Va6jNQW/C9y02bNi3Wug2q512+qpSFgoKCgkJgXBnDDgUF\nBQWFKkVRFgoKCgoKZaIoCwUFBQWFMlGUhYKCgoJCmSjKQkFBQUGhTBRloaCgoKBQJoqyUFBQUFAo\nE0VZKCgoKCiUiaIsFBQUFBTK5P8BFDMwbJ1reDgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x6715710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = data / np.amax(data)\n",
"data = np.roll(data, -np.argmax(data) + len(data)//4)\n",
"figure()\n",
"plt.plot(data)\n",
"figure()\n",
"plt.plot(np.sign(data))\n",
"plt.plot(np.arcsin(data) * (2/3.14159))\n",
"plt.plot(data)\n",
"data = np.sign(data) * (np.abs(data) ** .5)\n",
"plt.plot(data)"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x98d3650>]"
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RA1oLxGA4PmF/YCNqbPliQewY4qRrAfk0bKtBJSzHxauFheZVB4JFtcyCrlVv\nLXvf8ByyBQ7re8PoVClvVQJNND/rwEQz0UfLyRZzKqrDekC9posqyJtUwjUbZU8TO3FmhobxZEai\nNKlv8E/+ms5SK+FacXPwO5tFJI9OCNUTLRJDTqGhgkVbm7BgOxUsaCe3vKNNdw2cSgUjBofi9CAr\nLpDBRcFCNALSITtCmYHW1JxAOkqvnZmz3QyJPMfDgcXBIqHiR64Fzx8TdsfUtNaKcwdj6Ar7MTKf\nlQao7EC2UMLwXAZellmU5SYl1WH9wYLnec2zBuW4XKzh282IOjpOtFk5WFCrwmiAJibUxTqyKQC4\naGUHYkEvTk6lbPW4oHLuecuXRgkKaAWLqqjEPtECYtOQ74KdUJP7AOSGp57MgrRytLJiCMs72jDY\nHsR8poCjNmdTskva4rKLUZYMlWKI8aIVLMtIpYlnbCxFDc8Jw6GDHcFFNM8UqQ4H9JehTk2nMZXM\noyfi111qvWhlJ7wsg4OjcVv7FjRjoZw3oDJj0eDGhALkJav1BQuvh8XVIgHCzgl26lfQzNZSQEMF\ni3BY2FmkUs7ML0wlBNpsX1S/UToFmOHZjO3liXRBvQxFi4rWB6pQ4jA6nwHD6BcuYxhGmvZ+xWa9\nJPLviKiUoWS5D323Nk3bG9nJ0UzGb22sY49U6FcA6n4mWnF4jK67XfcgY5tfIDZwPPCGjbRpWZtN\nDhYkmlgyECzm0wXMpPII+T2GNoJXihmVnVIvRKzRYovgFBoqWMRiwoPsFBuKpoQ7Q/rT+5Dfi1jQ\ni3yJk2Y17AKNnbBlD7sk163xgRqZy4DjgYFY0BB/nYT37BbXm69So5fnLLQvfDOpPCYSOYT8HkPq\nnldv7JEotPGsPdThUdHsSW3+Q/Yz0R8sqHS2wWBtnGr++2wcyFQjmVDWbGSC/KRifsHIpD9lI9T3\nsAOnxP7UmlawMAanM4tqi5IWkJif3qE4vchV8DPQ+xxIEtAGh4AuFR+iPTY3uRPigqy2k6bmt1rW\nUQmktrqpP2poPqMj5MeFKztQKPFSLdxqjIrlzHKzJ0AeHNXTmCdQucOopATROu3SQZtL5zGVzKHN\n51mQVUkmVwYyC3IaNHrNG/uiCPk9GJ7LYMaGjWA8W5CINYMx/VUNu9BQwYKos04FC1mszhh1jXjv\neofi9CIj7izLheT0Vr/MunJt7IugzefB2ZkMpm0OkIA6fVLOBrUvnMdE5slGExo81Ci1qxwj988W\nfzezKXX++j8JAAAgAElEQVSdLC0gAUGjg19bbZaopzmldb3hBYHcTGZxUIcOlho8LCMFyf02ZFRH\nxuT70cjmxS40VLDo6OgAy7KYmLCf0w4AM5JYnbHMggzWKejYAZ7nFXIPC3fTeuW6hyQnMmPBwuth\nJZ2o3TbtsAWIkuwqv6HArKd0SA35Sg5xWnChgg1mB8ZFMciB9sUbF2ou6+1ZZAslnJxKgWFM7LL7\nI/CwDE5OpWyZaqYsoDyQU5nUiMHY4bJpcCMgAogd5Tc9oo5OoqGChdfrRU9Pj2PBwgwlEZB3etMm\nfLBrIZUvgeeF5nZ5UKDFVOveRPY41t/0I1zmQN9CYjypyFtQyU9PNijV7U1kFlTH3n3KHiXW8Xly\nBiwze+J5qU+jV+7j8FgCRY7Hht6IYRHCoM+DtT2C2Rct7FaCdu5by8yJiPmX1cH0I5Qr2BrBVjET\nsyOjOioxoervYaFEQwULQChFOdXgpvkEo97GtOjSjt0OUI1ebVfJ8eQapy1cSIwbE8GChvN2nbIv\ns5AyCpXLkjMLbSUZnuelnebGPuMP52B7G9b3hpHK2yNZTs6AfbGFQTClmN7W26y1agdLi9qhUeuf\nSzkLWHiO0gyRzmxmPlPAeDyHgJc1nEEDctnuoA3XfEahLryU0HDBIhwOO9azoFqwmqyEFtDNSMN9\ndoAeFjVpDvpdm1/b1ywHC+NNtUtWd4JlhB2hXWJrUo9G5ZpnpO9MWzY4ITrEtbf5DNEolbhMFNfb\nbXGgLJQ4zKTyYBmgO7wwWOSqfP+1sHeIpvX1zdSUgzy77cgsSHm13NI4IJWh9GUWh8QAuak/aso4\naWNfFF6WwanplDQkahWUw8BLCQ0ZLNLptCOfNS9pEBkrQ0nmQzr9JPRAmt5WGVCjYT0tPsUljpfq\n4uW+1noQDfqwqT+KIsdjr02igtXmCqYq7MArgVL+jX0Rw4ZJhItW2iPVTpuWzpB/0QJHA4o+A8KJ\ntCsuL/HoBcmGH7F4GFNgBeUR8LIYKLsnicyh1wWyXL3WKPxeFhv6IuAtLr9xHI+zMyTr0goWphCN\nRh0rQ5kZdgJkmuNY3L4p7mr0XimQaNh1TidzKHE8usJ+Q7tUJUgqxC4KrfS9BBZec0npoKcxG5Qa\nqBZ4HJP/x0snpi2VPJmqYCELAEWxX+HVOYRYLHHStW82WRsnYoDVOmhU1lKjNLcZLENRj8GK5jH9\n3ahUZgUmEjnkihy6w37DvVK70HDBor29HfPz9stglzgeRY4Hwxj3CehRmA/ZNcVNMwextsUBjdRm\ntcwcTIhZRV/UvMIliRDaJVdeSd5iXuGg59X4nUkLpgkmFGFNdwgDsSBm0wXJEtMKEEGivAQFyM1+\nr87M4sRUCul8CSs62wxRbpVY1RWCl2UwMp+xtPRI341ao5d0wVI5vcFCKEOdr1PORg1SsLAwsyAt\nOTN9Q7vQcMEiFos5EixoQQr59DcOCdGAF2G/B+l8CfGMPdo51NBtb1v8wGd0OKiNi9lPnwVDQDTV\n++rpWVuCZDqvThUm9poeXweizWo1/akGhmEk5dbXz1p3j1Ifpksls6AERq8JEO2wrfBK8HlYLO9s\nA89DKqFYASKGqA2J0j2tp1/AcbzEhLIik9wkEiKolGkFqg1f1hsNFyw6OzsxN2e/fafMMjKeCjIM\ng+WkEWVTk3s6VXkWpFjBm1sNkxZmFht6I4gFvRiLZzEyb0MJTlwgy9fHlAHZixPi4mGVFPT55Ec+\nZN09Wq3USIw3vcNbRgUjK8EO/5azNIioUrunYKFHUXl4LoNsgUNvNGBYlUGJTTY09olk4spgsW/f\nPjz++OOaZx8OHDiAxx9/HGNjY4Y+LxKJIJ1O2+7DLS2eGhullUDN4lGbpMrHxOOqNaUps9BC/aWg\no1YX1wuWZSQjndctHlLLFkrIlzj4Peyi66rkGFgJc+k8ZtMFhPwe9Jv8ngnblguZhZXNfdKFKm/y\nKqE396X+gplZAyXW9VgfLGSXysUUUuqrZfJ6FJVFH28T8zRKLO9sQ8DLYiKRs0wTTJLcWWK0WcBE\nsJiamsIdd9yBbdu24ZZbbsG6detw3333VXz97Ows7rzzTmzdulV6/Re/+EXdn0sGSHb7cFOw6DHp\nUkVGNSQMZjWG5yoLzOnJjibEMlSvRa5cVI6xWiuJppUjQe+i8iANw2ntMdF3sro7bJoJRaDM4sBo\nXOonmAWVCNWCBZ01p7Pcd2SCmsfWLJxUKrJqpojneZwWBQTXqCyc1LNI6FikJd8OnYZHleBhGUkV\n9qRF9slEFV5tUJ/NThgKFjzP40Mf+hBeffVVPPPMM0gmk/jCF76Av/7rv8Yzzzyj+p67774bzz//\nPJ588kmkUil85StfwWc+8xn813/9l67PdkofStppm2z+0c7tpIUNTyWqDdJJdqsadto09GWGNqvE\npavFSe7T1k5yS3MlKtkS1a9DGo2PZOFE65qJ7W0+rO0JI1/kLGPJSBuX6OJ7kYKcnlgxk8rj7EwG\nAS9rmaoplVupdGQWw3MZJHJFdIZ8qtIttInTI9JJmcU2i0pvgDz/Qb0Qszgtqc26JFjs3bsXTzzx\nBL7//e/juuuuQzgcxic/+UnccMMN+Od//udFrz906BAefvhhfPe738WNN96IUCiEj3/847j11ltV\nX18N3d3C4NPkpL22hhNxa8pQlJ6fsGjnUQ4SmFMb4JkVm98dKs3vcpB3hxVlKAC4eHUHvCyD/cPz\nunZ/tSDpXamwf3I6J+7PmlTZrYRtUt/CmlIU9SzUptKNmABRc/v85e2a+llaQNLuwxZlFtQ0Pmcw\nppr1UQCZ1SHSSX2aTRbKaFBmYYVrXonjpc2fmelyu2DoTvnVr36FNWvW4Nprr13w8+uuuw579uxZ\n9Ponn3wSg4ODeNvb3qbp9dVAwWJ21l4Z7PGEuhaPXlBmYdXOQ4m5dB7xbBEhv0cSLVSCdl29GprW\ncxn9aq3VEPJ7cd7ydnA8sMfCvkVBGkJbfOum89rZX4AcaK0OFlslKQhrZLspWKixvLw6PUsAWQvL\nCkYQYZWoVHx6Jm3IkKgcx2r0VKSB14S2zGI6mcNYPIuw34O1FvYD1vWIz7cFwWI8nkWR49ETCZie\ndbIDhoLF4cOHsWHDhkURv6+vD6Ojo4vokocPH8b69evBlg0O9fX1YXp6Gvn8QlXWnTt3gmGYRf8+\n85nPSGWoZNJe684xaiqaZCUs72xD0MdiPJ6THnqrUKvmnqXFU4PdZrUFyShIVPDlE9OWHXNepCDH\nVPow+Qq+HpVgVmW3Es4dtFaRVKLOqgRyUl/N6+iP0HlZMVtCiAS86I8FkC9y0u7YDI7VUAIm7465\ntDZFZ8oqNg8Y8yypBBKftGIgcUSS+Vh6TCjAYLAIBoMoFBYvfNlsFn6/f9HCVe31DMPA59O2QMXj\ncUSjwm7I7iluYqCYpbB5WEZq0Flt8H66SjOM43gkNVJJeZ6XFiSzPRolaKLZyiY39SXU/KarZR1q\nGLZAOFEN21a2g2GEco/ZIbVCiUMiWwTLqFNnjfg6kOcGMdaswoBoTjRugWKBZKXaox4sogEvgj4W\nqXxJU5lz/4i6eq1Z0LN9ZiZteqbIrvvRKhgKFn19fapU2aGhIWzatEnX6zdu3KiZiTI7O4uuLmEB\nmpqa0nnW+jAsliis+OKormnlVC8g90HKRdYAYeaA54GwinR5ORK5IgolHmG/x9L092KREfXG0Jwh\n3wE1VJL6APT5d/A8Lw9AWbyTiwV92NAbQaHES1pERpEWJ5TDAa/qjliikGoMSuRh4WEZ0zIf5aAZ\nnQmNpaFqIOvTtSr3NiA09qnJrcWtjgQEtxo0eaqE9pAPsaAX6XzJtH1yNevcpQBDwWL79u04ePAg\nRkZGFvz86aefxo4dO1Rff/LkSZw8eVLT63fu3Ame5xf9+9GPfoTe3l4A9ja449kC4tkigj7Wkp02\n8bqPWaydQzQ7NUbLjA7FXLOOgJXQHQlgy0AU2QJnWXZBu0g1CRNxBnGRF7kaUvkSMoUSgj4WUY3s\nKT043yJzHOLvRyqcY9DHwssyyBc5TdnF8ckkOF5wQ7S6Lk4kC7NlqHS+iMlEDn5PdVvRiESfrT3F\nTfaxVvZpCDQHQpm+UVBGZtXMj9UwFCyuv/56dHV14d5775XKS9/85jexa9cuvOMd71j0+muuuQb9\n/f249957pf7E9773PTz77LOqr68Gv9+PSCSCmRn7zHWGZuRathX8+w39JDhmcbAQU3U1Hjo1/rQ0\nt2dE7SGzGkFquFyU7d5jUbCoNjzI6cgspLmSaMCyGQslJEaUSQXamRrDkgzDSKJ6pDJcDTRtvMmE\nd0cl0P1j1pf6rPj8Le9sq9pfIDLGbI2+Bc/zUlZvxuCqEtZaxHiUGJgmSTV2wVCwCAQC+O53v4sH\nHngAmzdvxsUXX4w///M/x4c//GFp8f/FL36BtWvXIp1Ow+v14v7778dDDz2ETZs24dJLL8Xdd9+N\nO++8E+9+97t1f34kErG1wX3GYkolDT4dnbCuz8LzvHRzrlXJLIgZpFbbLwfpVlkhgVAO0omyihEl\nZUEqgY3oo14NwYIIDIMxe1J+Gs7bP2KOESVZpqqU3QhEYEhpkOumDYvVJShAJoOYzSxoh17r+SPr\ngFrEkbF4FtkCh66w35Z7fA0xwUwO3lqlGmEXDOfft99+Ow4ePIjvfOc7SKfT+MpXvrKASrt3714M\nDQ0hmUwiFArh1ltvxaFDh/Dtb38byWQSX/rSl3D99dcb+my/37+IQWUlJD15k2Y4hHU9EXhZBmdm\n0kjni4YtLJUYmhWGlnoiAdXsoZr1aDkSNBVtQznmsnUyI6pY4jSrwVbCTBUFVh7anQFJNr7fJg2e\nLQMxMAxwdDyBXLGEgAZPETVQsKhGB44EvBhHTnptNdRiGZkB3Ydma/fVBASVoB7JWA39MWqWq22q\nrACVgU+aLENJbogW6LPZAVOrw4oVK3Dvvfeq/m7nzp3YuXPngp8NDg7iH/7hH8x8JACBXWWn3Afx\n71dalFn4vSzW90ZweDyBI+NJabdtBrIuv/oOUQ8ziJzntM4n6MFgextWd4dwejqNg6MJacdtFGY9\nRgiUoVglb1KOcMCLtT1hnJhM4eh40rBgH1FDO6uUCCnIawkWZ2Yqly7NoidMU9XWBItazoXLpB6J\ntmBhxzUDcrAww3bkeV4KelYoP9uBhlOdBewPFjJt1roSBS3qVhm8HxDLG5UWIZL68GmYOZDKNwbc\n1rRgh0ihffmk+XmLKQ2ChzxqUxjjVXxArALJfx8wUYoiAys1C1kCzcbUKsfwPC9NWJu1kFUDlXji\nJueJhudEVYIa59gtsaGqs6/OkIRGtz1T0TS9bkYXK1vgkCmU4PfaQ7iwAg0ZLOwuQ1GJwuxAnhK0\nqFtlCHRApAKqGcMAsilMREPJi+iZVpTH1LDdwnmLKWrcRxZ/N+TpoMWlTu+0txGQG5sZ+ixx96tV\n1rQu0rPpAlL5EiIBry21e/LbMGv2NVJFHFMJmoEarVGGGpqTG+Z2oCfih9/LYj5T0G3zSlDK0NtB\nuLACDRksvF4vikV7zIQA5SSldTfXhRb7M9fyIyCKqZZyTcrGMhQAXCLarO42aYbE87wkYaKWWejR\nSZL/PvZZV5LfgRliQ06Dkm5MY7CgXtyKzjZbFiQKQrkiZ6oURZu1WgOxxIaqlVEN2zSpT2AYRpqu\nN8oEkzJdk+VVO9GQwcLj8aBUss6+UYlUroipZB5+L2tpo+m85e3wsAyOjCd0uXupIZUrYnguA5+H\nqdgElOS6NZSh9Ep768W6njA6Qj5MJnKmTKDi2SJyRQ5hv0eSqFZCj06SlHnZmPJLLDgTTmrVjI8I\n7RrLUFobx2ZA2UCtpnMllDge00lt9gCdouFXrQV6xObMAlAywYxdt+x4ubR8t5Vo2GBhl/mRMquw\nUkMm6PPgvGUxcLz57EIpslapgV3itdNIqSTTZlNmwTCMJRTaCWloSX3HSf0ZLT4SdjLACCs6Q/B7\nWIzFs6bLE9U0u0iBtRYLSeuO3QxkNVhjO+ypZA4cL5R2apEzSE15rkqQLJY4TCVzYBh7WUayI6Yx\n+iz9vbpUWH5LBQ0ZLOzE2SqS32ZhVSlqLwnBVeHKy65xtQMASXHYFSwA4BJRh8jMcN6E5Oug/kDR\n4pLTMMksa0zZFyw8LCOpsRod2KJg0aHi6UCgIa5aCqzkqjhgIXGjHEQKMZpB6hlMC/pY+L0s8kWu\nYjCeFINPdzhgmRy7Gihbo4FCvZAVF1qZhaXgOM62JlA1vSWzuFDUSnrN5IDafrFJflEVCm6uoF2B\nNUn6QzY1uAHg4tVCsHjtjPFgMVbDXpR6LlommZ1ocAOyn4lRiXotmYXW4TS5cWxfZkFSFVqlw8sx\nmRTOUYuvCsMwkvpwJckPWW/JXjoqUbCndZgxKUFlKCuFPK1GQwaLUqkEj8eeh5ymMO2o616wgvyZ\n50w1eo9KlpiVM4uiWKbTIn1RFMs2dlFnAUH+gmGExrwehVQlaLdaSfiPFv60pmBhf2YBAOtFeQmj\nmQWVJ6r5jGidsxirYs9qFQZN6kONzQuLrdZzpEHASkq3TkloUK+hWkmsGuh7bm9lFtbCzmBB/QA7\nNGTWdAuN3gkTjd4SJyuZVnP8KumQvqCp6mLJvGlNJUSDPqztDiNf4iR9Ir2QWC0VSoSUGWkhEDiV\nWUhOagane7VIsZBY5GytnoVFHi3VQPMbJJmjF3oMu4DamcykzuMZRbeCNmwEs1U8S5YKGjJYcBy3\nyEjJKpDgmB3SACzLSGqk+4eNDWqdmEwinS9heUdbVbaIngluLVx+K7BVvHajg4nDNSwnaU5Ei1y3\nU9dMZaiTBqd7JY2vKkGNBgurZRYcxytUTe0LFmavd0ojE4pAr6sYLKS5HHsXYVJ7MBokJQ0wG6nc\nZtGQwaJQKGg2TNKDZK6I8XgOfi9rGyeb5iLeGDLWt3hjiExcquvy0+SvFhlq2WHO3l32+cuFczba\nszkrybBUyCxEQT0tshfZgjPXvK5XlqfXMixYDiqXVSMfUEZV7bpn0nkUOR4dIZ+tlp3EABudz2r6\nHspRS2W3HBQsKjHB9KgvmwFlVMOzGUO2sjIjcekuyUv3zKrArmChVLvUUus3ApK+eMmg1ei+IW0u\nZ9Sz0NKHsHsoj0DOebsNMKKKJU4qQy3vUA/k1H/Q0rMgB7tqMhpWoCvsR180gHS+pHvXWSxxSOdL\nYJjqFN+Q3wOGEQJgsQJtmBZNrTt2o/CwjEQOMVJulMuD2npJYalPVYEN5VCwCHg96Ar7wfHGmvv0\nvNrJ2DKLpXtmVVAsFm0JFpQ6q9mUWoVL13TCwzLYNzQvTW3qAUle18osJNc4DXUWPQN8ZrB1WQx+\nD4tjE0ndfuSnptMocjyWd7RV3GVTsNPSs+DEMpRNe4IFINmPg6P6So8SnbKGBIRygrjSDlvqBdgc\nLACZ0n3UQLCgxrjWmQjJKTCvHiSnSaXYgeveIGaRRoLkVEL43tS85ZcKGjJYZDIZBIPW111J8O1c\ni60XlYgGfbhkVSeKHI/njuqzhi2UOKnev62GeiuRrbTU5DMO7bIDXg+2iqWoN3TOmtB1V/tuqByT\nzpeqlgJKHA/6tV0ZpBLklHhCZx3/NPmqaFBLJRZNJT9qveUdMyDf7JNT+jKpEid7tKzXSDAhx8RK\nGwSipNph7FWO9QYdMYslzlZzJqvQsMGirc36waKjE/ZZLypx7WbBGvapg+O63rd/eB7ZAifKZ1S/\n+Tleu7dDTkd/wyyMDibuFXs15y2rHCRZlpG0daplLnKPhnVEtG2VZI6jM1iING4tmS6Vl8bj6iWQ\naqZRVmNNj7HrHZ7NIF/iMBALap6sD/qEJawSqYEoqR0OyGhskDYF+oLF6HwWhRKP/ljAdiq3GTRk\nsMjn8/D7rb/pqQy1ziaTFMLbzxsAADx9cKJijVkNL50QrGQvE61Kq0HaOWtYDGXmlP0LJ/Va9AcL\n4fXbVlbPqKg2PZGorNFToH6OEzUoyOUJvbMWtNhqkdauRVmlzKKaL4ZVoMziqM4dthEmIhEU1GZ3\nOI5XTMDbf91klqZ3invYBuFSO9BwwYLneaRSKUQi1qZr+SIn697bHCzW90awtieM+UwBr5zS7iX+\nwnGhbHW56D6nBVo2ztIEtwO7mgvFwcQ3zmofTMwVS1JmQYONlUAzBJV22IDc3HYikwJkWqXe2Ro9\naqnLRJmNSsNp0qLpwA57Y38ELCPQvLMaaMwEOvda0uRKkEIBSdYokcwXwfNCE9yJciMx3/RO64/b\nYIlgBxouWGQyGZRKJUSj1paKTk6lkC9xWN0dslVcjnDTViG7+PUBbaWoYomT/CCu0JBZ0KOhhcaX\nzAkLiRPXvbKrDZ0hH6ZTeYxoVCY9MBJHrshhQ1+kZu2ZJnUnKiyagGJg0YFMChDmGjwsg/F4Vtfi\nOSJpOdVeROjvUkmBdUaD455VCPo8WNMTBsfrq9/TtLUe5hJlFmp6YPNp57IKAFjdHQLLCJsCteBV\nCVM2uzZahYYLFvG40ISOxaxtQlP6bpf1YjluOKcPAPDkm+Oadtj7R+JI50tY0x3SZLvo0SjXzXG8\n9KA5sdNmGEZhBKWtFPXySSH7unR1dbowIMtiVFM9lTjtDmUWfi+LVV0hcLy+oS2SFNdi70vaUZU0\nkuIapM6thBEGGAlF0lS2FhCDT60M5bTst8/DYrC9DTwvZ4VaMCpmnHb5wVuFhgsWc3PCAtPRYd7H\nWgmqD6+2yXqxHBev6kRPxI/huQyOa6hlv3hcmMu4XENWAch87VpGQOlCCTwv0E6dSNUBeTBR6xT7\n7lPUq6ldfiNRPVoo1OCE4mw5qKeg1ac5WyhhZC4DD8toEsEjllMljr/e+QWz2CKSRA7rcAmkPpOe\nzEIKFiq9P6KmO+kRQYwoPf0aGja1axDYKjRcsJifF2rX7e3VG516QemyHTIfamBZBleu7wEA/ObQ\nRM3Xv3JSX7CgEkuxhu9HOkcDec4tnMRo2q9B9qPE8dh1Sii/Xbq6drDQotGjZ7rdKsiuedoWkVPT\nKXC8MCCqZcqcFsREBQqpkgHmBLYYsJSlPpMeORIiKRRUdM2S0qbAue95owH6rJRB2mjOZAUaLlhQ\nGcrqYEGDNNU8IqzG27b2AwB+9eZY1deVOF6aet6xVltzW2r8FaoHi9l0bb8Eq3GeOGvx5kjtzOLN\nkXnMZwpY3tEm7c6rgZqjQ1XKAMT+sssZUA3kmqd1YEuSyte4eakloph2aEqfQPMw+0fmNRMZKLtf\nqWOHTZuiksqmqB4ZJE2va9XG4nleKk1qKTfWEw0XLFIp4UsIh63NAE5NO9uzAIBrN/XCyzLYc2a2\n4jAVIDR4E9kiVna1aWaKUKaQqiF9MecgD52wsjOEsN+DyUSupv4/ZRVXru/WNBNBC0015pEJdXjD\nIA6+1kWErFi1DqdJulgVehYpBxlvALCsPYiOkA9z6YImIkMiW8BsuoCgj9XVsyBquFpvjvo3ThA3\nCGt1CinGM0UkskWE/J4l7WUBNGCwmJ4WyjGdnbWbnVoxl85jJpVHm89jq+VkOaJBH7ataAfHA7tP\nVdZL2iXW7Hes0VaCAhQeBxUWD4I0tOSgNDLLMlIGd3C0+k77RZEuvF1jRrVc4adQSbiPmCoBn3O3\n/2pxE3JyMqVpp00ZSDXPEiVoKG8qmVM9flGHZL0VYBhZYVkLkUFiBEUDugYl6aVqf1Hq0zgZLDYo\nhCO1fM+nFHp0TgyImkHDBYuJCaG+39/fb9kxTyvmK5z+wqgH8fyxytIfr4hsoB1rtQdIkq2upT9F\nZahOh01XJP2gicrBgud5XXRhQFBnjQS8KJT4ivV7gpPfdE8kgI6QD4lcUWL9VAOxiLZoLIsGfR4E\nvCyKHK86zSxpYTkULADIwWK4dm9qVKQJ9+s0KaLnVW1dJpqyFmthq9AbDSAW9GI+U6g660MgJz8t\nJdZ6o+GCxdzcHAKBgKVyH/VsML1ls0ChfWzvqGoqzfM8dp8WgsX2NdqH8cjMvpYhDvHyndDOUWKb\nOFz3/LHK6rvHJpKYTRfQFw3oephqzRwUJGdAZ29/an7uG6q+eKZyRZycTsHLMtjYr334NFrFYlS6\nZgeDxQWitMsLx2srLNNg2qDOKWa6GrVdPAVNp/o0gJhRibptL5+sfd1nxX7FUp/eBhowWMTjcctn\nLIZE6tryOgSL7Ws6sbo7hLF4Fs8enVz0+1PTaUwl8+iJ+HUxtYgVVEmFlDDroAyEEtduEvSxXjox\nLS1k5aDp9u1ru3RlfJRVVdKHimfJaMZZHR4pizxeXUDy0FgcPC9olOnx24hU8fNwyrNEias39iDo\nY/Hambma0+ukutqjU+hQyixUfidN6jvEACNcJ24An9QwcEviknarRliBhgsWU1NT6OrSvsPWAmpG\n2eG7XQsMw+C9l64EADzw8plFvydNpAtWdOhaMKV5gxpS4PXKLJZ1tGF9bxjJXBF7KvhbUGlOawmK\n0BUW6vczKfUyAO28nZaD/oMNAlX6xRo77X2SaKK+TRHRZ9WCJC2mTlZZQ34vrt8ilIv/c+9I1dfS\nho1kS7RCcjxU+R0xAZ0sQwGyOsNvD03UnNinuRunKPtm0HDBYmZmBt3d+haPWiBO9Gab1WYr4T2X\nroCHZfDMoYlFQ1UkB0JqrVoh8e5rBItJB30OykE7sN8cXpxR5YolaVG9cr2+77u3htVmRoP7nB24\ncGUHAl4Wh8YSVYUOXxNFFs+vIUNfDrqejAoDzikb2XK844JBAMAjb1QPFsNzxvSRqvViqKnv1LAp\nYWVXCFuXxZDKl6r2Inmet9XG2Wo0XLBIpVKW02bPSL4B9eE590WDuG5zL4ocj1/sGZJ+PjqfweP7\nx+BhGdxxyQpdx6T6dbwGG8opJzE1UL9Grfz2y9dGMJsuYMtAVPeD1CdSLycqNBgleRMHSzKA0ISm\nUqqYqX8AACAASURBVFSl7GIunceTbwobBMpEtCISqNyz0GOGZSXesrkPkYAX+4fjOFFBYG8+XZDu\nAb2bImrzsSrXVXJYXVgJyi6qzVDtOTOH8XgO3WF/q2dhB5LJpKWKs/FsAROJHAJeVncKbCXet30V\nAOD/7D4r7QJ/9NJplDgeb986oEuJE5DLULPpfFXvZ2LmaHUmsxKXrO6El2VwcDS+oM7OcTy+/ewJ\nAMDHrlmnm6FG5aVKbCjSSXK6ZwHIkiWVqNIPvHIGmUIJ12zqxfpeffc59SzUBvO8GuVfrEbQ55GG\nTytlFw+/PoxckcPVG3t0D6ZRL0bNjpSmuuthVaoUCq1kQ/CTV4Sy87svXeE42cIIlv4ZlmF6etrS\nnsVp0c1rbU/YUVphOd6yuRd90QBOTKaw+/QssoUS/uOVswCAu/5gje7jBbweRANelDi+In02X+Qw\nk8rDwzKO2E6Wo83vwdZlMXA8FvQtnjo4jmMTSSxrD+IdFyzTfdyeGjpJEl047LyFJXmwq2VT+SKH\nH7xwGgDwkavW6j42Ddyl1Pyo6zCISHin+B0++saIKmvpwVeF+/w9Yu9OD3JVLIGLdcwsNvVHsK43\njNl0QRLCVCKZK+I/940CAO40cN31QMMFi7m5OUuDxZAk4lXfNNDrYaVS089fHcJ/7h3FTCqPrcti\nuESD2qoaqP47MqdeHyf9pO6w3/G6LuFysR/xuyPC4snzPL75u+MAgI9evc7QrpBUeSsFiznJ28H5\nidmLVnUiFvTi1HRa8k8hPPrGCMbiWWzsi+CajfpKUICsolveVC2UOORLHFjGOW0oJa7a0IPusB/H\nJ1OLxCMPjMSxfziOWNCLt52rf3YqK1kCL74up6fWlWAYBrecJ/RrHts7uuj3j74xgnS+hB1ruiQf\njKWOhgoWhUIB2WzWUi8LovQtBcXH2y9aDgD4ya6z+O8PvgEA+PAVqw0PClLtfrKCpAZZbfbUUUf/\nhnOEBeKBl8/g2EQCLxyfxmtn5tAR8uF9O4ztuDoVJTg1zIs/b3d4EBEQmq1XbxRow79W2OqWODlI\n3mOg9AbIwojZMj0wif3V5qvLlLDXw+K2bdToHl7wu1++Lvz/d164zJCwI5UU1ZhtJKFTj3IjANwq\nXvOv3hxbVIoi5qPRe7weaKhgYYfiLE1v1zuzAARph6vLdpR6/A/KMRATrmlsXp3jLmUWOrntVuLi\nVZ1Y2xNGplDCTf/8LD7w3ZcBAPdcvc6wEm41CilQP+os4SbRVvfLvzqMB14+gxLH45E3hnFsIonl\nHW34owuXGzou+VGXZxbUwwg5TCFVgsqJ33/hFP71maPIFkrIFkr45etCH+OdFxi7Zup1RVQCQokn\niZP6LHNbBqJY1xvGTCqPT/7Ha5IO26unZ7FveB7tbT7ccv5gXc7NCEyFXI7j8Nhjj+HYsWPYsWMH\nrrrqqprvOXr0KN58802sX78e559/vq7Ps0NEkGQGlkJmAQA/uHsHjk8mccN9vwdQecHTgp4oyXWr\n77Apq3JSD6scHpbBTz52Ob769NEFcyZ/cuUaw8ekskO6gogiNb6d1AxS4tbzB/G7w5P4+Z4h/P1D\n+/DvL5zCSVEj6M/esl61/q4FlVzjqE1QT+2hS1Z34iNXrcX9z53El588gn9/8TSWdbRhLJ7Fqq6Q\nJmMrNVATW01BuB6CkUowDIOd79iKP//xHjy+fwzPHZ3Ce7evxEOvCdnUHRevcFQm3ywMPy0jIyN4\n17vehVdffRXLli3DmTNn8O53vxsPPPAAfL7FO7ZUKoU/+7M/w49+9CPpZ7fccgseeugh+P3adrbZ\nrFB7DwatW9wkNpAOpUs7wTAMNvRFceqLtyKTLxleOAC5Jl8p4IzN6/c8tgP9sSD+39vPxwcuW4Vv\n/OY4tq1oN7WQ1xJRpJ+r7UadgIdl8OX3bMO1m3vxxf86iMOiaOAHL1+FP96xyvBxJQ+TspIHzSLU\nqy8FCPf15247F9dt7sMXnziI/cNxTCZy6IkE8G8fvMQwuUQShVR5TiSmlLd+133Npl489smr8NmH\n9+O5Y1O4/7mTAITp9v9248a6nZcRGHpaeJ7Hhz/8YczPz2Pfvn3YsmULXn75Zdx444349re/jb/4\ni79Y9J4//dM/xfPPP4/HH38cN9xwAx555BHccccd+PGPf4y77rpL0+faESxIk6Ye1NFaMDs0RpLH\nlYyAlkJmocTWZe34+gcuNn2cgJcFywjuaYUSt6BJniuWkCmU4GUZhB0eylOCYRi884JluPGcfvz4\n5dOIBr1476UrTe3+JSvdsi2104qz1XDVxh48uuEqPHlgHM8encQ9V6+TFHmNYLaKdWq+Dr4laljT\nE8aPPnoZXjk5g2///ji2DMTwf9+wsSHoskoYChZHjhzB008/jWeeeQZbtmwBAFx22WX40Ic+hG9+\n85uqweJzn/scBgYG0NcnDGLddttt8Pl8kk2qFljds+A4foE0stvQWUNQj3yCl0oJziowDIM2nwep\nvFAXVwaLeYUX9VKQhG7ze/DRq9dZciy6nsWjFFSHsuRjTINhGNy0dUCaRTAD8kPpUXl+i3Wcs1DD\njrVdms3LliIM/RWfeuop9Pb24i1vecuCn2/fvh2HDx9GqbS4Vrxt2zYpUADAl770JRQKBbz1rW/V\n/LlW+29Pp/IocTw6Qj5HBdacQk8Ni1Fqni+F5r7VoFpwef1+nnaidWBC2Q1KHMpnGZZSZmE1ElVE\nIUt1kvtwKwwFizNnzmDlysUpc3d3N4rFYtVsIZ1O4xOf+AQ+//nP43Of+xwuuOCCRa/ZuXMnGIZZ\n8O9b3/qW5Q1uKkHp1dBvFJCEwLCKxWiuWMJYPAsPyzSE1IBeUA27nBkkCSc6aPbkFOQYsfC5rOYm\n1+iQ6LGBxcG/Wj+jBf2oWYZKp9NIJBLIZDIoFApYu3YtIpEI0unFlE5azEMh9bLGm2++ife+970Y\nHR3FAw88gPe///2aT7SjowOzs7PSf1sBmj9YKs1tq9ETCcDvYTGbLiCdLy6golIAGYgFG652qgWB\nCpnFTJ0k2Z1AqUIGIdXuXZg9T1YrQ3H1pc66DVWDBcdxWL16Naanp+H1ehGNRvGLX/wC/f39GB0d\nBcdxYBVfxPHjx7Fu3TpVY6IjR47gyiuvxCWXXIKnnnoKg4P6+MWRSARnzgjUSquG8qZEJlQ9h9Ls\nBMsy6I0GMDyXwVQij1XdimAhNrdXdrkvqwAAn8gMKvfKmEoZ801oBNC1ltfoaUgv6KCNrFNI5ypb\np1Zq+LdgDFXvHpZlMTExAY7jkM/nMT09jWuvvRZXX3015ufn8dJLLy14/eOPP44dO3aoHuvrX/86\nurq68Oijj9YMFDt37gTP8wv+3XrrrYjH42BZtmLmohdkDLTUjdLNgAQFy+mzp8RhxJUua24TaDdJ\nTU6CmzcIsnBeWWZRXBqsIDtAMzNVexZLgMjgBtQsQ6kxRs455xxcfPHF+Ju/+Rs8+OCDGBgYwD/+\n4z/i+eefx8MPP6x6nBdeeAHbt2/Hnj17MDs7i3Q6jVgshhtuuEHznMXMzAw6OjoWZDNmQC5xXS7c\nZRLCYump3D1tSGxur66TLLvdqJRZSP4dLmS/SZ7TZTV6aYK7jlRhu5Cucm2yfW4rWFgBw1NJP/jB\nD/C+970Pq1evRigUQiqVwqc//Wm8853vBAA88MADuOuuu3Ds2DGsXLkS7e3tePDBB/Hggw8CAHw+\nHwqFAj7/+c/j3nvv1fSZ6XTasqwCcHezk0CDZ4uChUtpswQa8uLKShDkcbEU52rMQvKcLivJyJIY\n7mOA0TWXT0JzHK8ov7kvSNYDhoPF1q1bsWfPHjzyyCOYm5vDNddcg40b5YnEjo4ORKNRBALCQ/nL\nX/4SZ8+eRW9vL6LRKPx+P6ampnQt/oVCQXU63ChIaK7DxcEiJgaLeFkZitR23dqzkBlAC38+IvZq\nBuroXWIXKnk7kOxJPYcQ7UCJ48Hxgvtf+TVnJDVaT4s6axFM6R34fD7ccccdqr+75ZZbMDUlWwqG\nw2FpgI/Q06NPhtnqYEF1/A4Xcu4JapkFz/NSz8LtmYWSLsrzPM7OUK/GfcGC7FTLSzJp0d/CbTvs\nan4VFCCdts51Mxqq41UsFuH1WqfnE88ID5GaVIBb0BUWMrtpxWDeRCKH+UwBsaDXleUYQM4slGWo\nRK6IRK6INp8HXS4kNSh300pImUXAXQsnkRfUMgfq3wRbMxaWoaH+klZnFsk6q486AaKITiskPw6M\nCgY0WwZjS0Lywg7wosSF8upIOHGwPejK66ZGdrnZj3yfu2tTlJYyqcXPr9TLaGUWlqGhgkU+n9fM\nnNICSs/dnKoSG0rpy3xyUhie3NjXGA5dVoH6FfVW2bULlTKLRJ1Vdu0ClaHUKMGyDIi7AmQ90VDB\nwuoyFLElyh8uN0HNCIgG8pa7sG5PkKaZFQvJUjK6sgOVdJJIEiPmsmBBPZqAyrAhbQQjLiu91RMN\nFSxKpRI8Hmu+fI7jK+7E3ISQ+LAojYAOjwn+Cet63JtZFFVE5ChYrO2xzjxrKSFZoQylVNp1E2Qv\ndRX/nFzlElULxtBQwYLnecsG8pLiziPs9xg2XmkEyL7McrA4NCb0LLYui9XlnJyA2tSy28tQcxIV\n3Ff2c2L9uaupnxMrAwGVzZ7Uv3FxidlpNFSwAKyzhmyWmibRKCmLmknlMZXMI+z3uFJtliAPaymC\nxTwFC3eqDKcq6CTRPFGnyyji1aizbs2m6omGCxblWv1GUW9rTacQ9FJmITxY5GGxpifs6owqm188\n2UtT68s73DdbUuJ4SV22XO6DlArclllQcCwvuwGtYGEHmjdYVKjvug3k4U1lmZNTSQDu1YQiFMSe\nBS2cqVwRM6k8/B7WlbMllRwAM/kS0vkS/B7WfQ3uQmVdKPp7xFrBwjI0VLDweDyqLnxGQCJjARcq\ncSpBMgh0vWemhd21Gd/jRkBREpETrl/uVwRdmVFJulBlCye5JPZE/K6bLZGmtFV6FrI6g7uyqXqi\noVZKr9drWbCgyV6XPT+LQA1eyizOzrqbPkoolslTj0gDee687kqKsxMJ96rspquUoaRmfyuzsAwN\nFSz8fj9yOXU/ab0Qe2OuFxkjeWZaPI9PCmUot9JHCTJTRrjFT0y6u/xWqS9B1sF9Mfc19QtcZQny\nWZEB1hluBQur0FDBoq2tDZnMYj9pI5BvtIb6E+iG0i2M53kcmxAWzY191rgNLkXwvNzspczqqHjd\nm/rded3zaXVRTKn81u6+YEHtS1alPNAMitJOo6FWynA4LPl8m0VWqnc21J/AFOLZIhLZIkJ+jytt\nRQlK2iz1J0jiZF2vOzOqdIFkyBeWZCiz6HdhsJBsZFWqAzNN4ILpNBpqpQyFQpZlFk1n5s7LHhbL\nO9pc1+xUQm1696zk3+HOMlRB8rJY+L1Sz6Iv6r5gUQn5IodEtggPyyDm8jkqJ9FQK6XP50M+n6/9\nQg1olgY3peg8eAxL7njubPISSAspqvDyGJrNwOdhXHvtlFm0lWUW5AzYH3Nfg1tC2UMsOWCG/a5k\nvtULDRUs/H6/ZcGinFLqVlBQZBkGY2JJwo0ucUrIznDCwkklqPW9EQS87pR/yKlMrAOQv3MXNrgl\nlFvnJoRr7om4OEDWAQ0ZLKwYzPOqOKm5EXR9LMNILnFu3V0TyEKWMgtigK1x8WyJXFaVd9Icx0sK\nw4MulHZhJYOrhT8n35IBN2dTdUBDBYtAIACe51EsFmu/uAZKKqqkboRyERlqkjKUpCYsDqhJDLB+\n96rsyjaichlqeC6DfJFDTyTgSoMvenaLZdFiXOzTDLiwqV9PNFSwiEYF2mM8Hjd9LIla6dKyBIFX\n9GZoMM3NAoIAEJf8G4TmJgWLDS42e8oVF5ehSJLdrQwwauYXy0rJk2LprbdVhrIUDRUsuru7AQCz\ns7Omj5VTkbB2I2jTxbKM1OB2q0Q3oVwk8tS00LNwdRlK9KP2Kdh9J8XrXu1SBlilvuPofHP05pxG\nQ62UnZ2dAICZmRnTx6LiE3k1uxXKB2kqmQPLwJVCekpI07shH0ocLwcLF0+tkzNcKKBU2RUyi1Uu\nDxb50sJnmJr6g60ylKVoqGDR3t4OAJifnzd9LKp3ci5vcJNmEJnBdEcCrp9alxvcPpydSSNb4NAf\nC7harlqSN1GUVYnQ4NbZEpKfzxUW6sVRg7vfzQywOqChVo1wWNgZWjHFzVWRCnATSIq9IO6+mmGi\nlYytYkGfZHi0usu9WQUg9+CUQ3nDc8Ki6VZCAynspvILCS/SIGKLDWUpGipYWJlZyEN57g4WmfzC\nXVdnE2jlSJa5AQ8mxYWjJ+ru6y6UFvfgRkXarFt32ESNps0BIGTS85kCPCyDria4151EQwULanBP\nTU2ZPlZJhZfuRpTTCruaILOgABnye6Vmp1ulyQl5Se5DeKTn0nlMJHII+ljXEho62oR7mXpUgOwE\nuaor1JrethgNFSza29sRDAYxOjpq+lhU5wy4XEiwWNb8a3eZD7MapF22l5Xq125vdkqWquL9fGBU\noJdvGYi5dpaIFHapRwWgaSRt6oGGWikZhsHg4CDGxsZMH6vUJD0L0kkiNIOwmtIISFJddWkphkCb\nAgoMNFuy2aWS7ADQLSonTyVz0jyRUiyzBWvRUMECEOizc3Nzpo9DaXu5s5jbMJdZGCwiAXcPIQLy\nDE3Q55HKUG4PFqUyFeUTk+6nC4f8XgR9LHJFTppgPytmFm5lgNUTDbdSxmIxSxrcNPHq9mBBlFmC\nmgWl2zCXpglur6SN5PayBBUbqeL05ojwjJwz6N7MAhDo0YDc5G4W/bN6oOFWylgshkQiYfo4sjZU\nw/0JdCFbxkF3o0ZQOUjuI+gT2FAelnH9ICKBgsbhMeEZOXdZrH4n4wDofib6LEmcuHUQsZ5ouJWy\nu7sbExMTpo+TrSDp7DZQSYbgd3kmBQBp0fyIgsZALOj6QUQPQzpJPOYzBcSzRbT5PK7XR6K5IaJI\nD7nc5KqeaLgnaGBgABMTE6ZlyrOF5uhZpMvmLEJ+92cW5K8+nRS8T9zOhAIUXuscj5NTcr/C7XNE\n1OSeTuYRz8pBshmGT51Gw62U/f39KJVKmJ6eNnUcObNwd8N3Lr2wwU1Tr24Fx/GSFw41t5c3Qf3a\nJ256ChyH4yITar1L1WaV6BXLixOJLM6IJajlne62Da4XGjJYAMDk5KSp41B5xu1zFpnCwga3z+Xl\nmIyivDjeDC5xImhyO1fgFE1995diSJFgPlPA0QmhT7PJxb4l9YSplSORSOBLX/oS7rnnHnznO99B\noVCo/SYAyWQSn/rUp/Czn/1M92dGIhHpGGZQ5BZOvLoV5XIfbu9ZKGmzE+Rr0ATNbeq95YqlplJd\npbmheKaIEUkLy/1Bsh4wvHLs3bsXmzZtwn333YezZ8/iU5/6FLZv366J1vqxj30MX/nKV/Dzn/9c\n9+fGYgK7w6wBkuQs5vIy1HRqoWe526+XNgFelsGUeO3N4MVMm4B8kWsa3xJAlq+ZTuXk2RIX+5bU\nE4aCBcdx+OAHP4jNmzfj0KFDeOKJJ3DkyBGMj4/ja1/7WtX3/vSnP8WDDz6Ic88919AJWxUsiJcd\ndflEczK7sAzl9sxCiZlk8wQL6r1li5zk37G62/07bAoWM6k8Tk4J1Ya1Lh5ErCcMrRyvv/469u3b\nh69+9auSIdHg4CD+5E/+BN/73vcqvm90dBSf+MQn8Hd/93fYsmWLoRMOhYQHwKxMOQ2rub3hmy9z\nEXO7cCID+fpm00Kw6Ay7e0MAAFFx3mA2lceZmTRYpjl22CRDPjaflUQEmyFI1gOGgsUzzzyD5cuX\n44ILLljw8/POOw+nTp1CPp9f9B6e53HPPfegt7cXn/nMZ6oef+fOnWAYZtG/97///VJmYXYwT+l5\n4GbQ8CE1QMtVaN0KnlcEiyaQqiZK9PHJJHhekDdphiyS5imOTiQxlcwj4GWbgtBQDxgi3U9OTmJg\nYGDRz9vb28HzPBKJhCQnTrj//vvx+OOP4/nnn0cwaOzLjMfjiEYF+QKzwYKUKt3sngbIFGEPywCl\nJsgsFJdHtOGOJlDapQyZJrdXNkmTNxrwwudhJHOvlS1pcttQM1js27cP09PTyGQyKBQKuPbaa9HR\n0aHaM4jH42AYRmIsEfbs2YNPfvKT2LZtG/bv348jR47gzJkzCAQCePHFF3H55Zdr4kVnMhm0tQlN\nu3Q6rfUaF6FQ4pDIFcEysoGKW0HsoJI4fNDm8rIb3UWZQgm5Ige/h3V9Ux+QNb8OUbBokglmhmHQ\nEwlIMzXN0NSvF6qulBzH4Z577kEikYDX60U0GsWyZcswODiI4eFh5PN5+P1yin/w4EGce+65CAQW\nNhR37dqF/v5+jI6O4tOf/jTy+TzS6TR4nsf111+PY8eOYdmyZdLrd+7ciZ07d1Y8r2AwaKpnMSuy\nZLrCflfvQniel+U+xOqT2xdOkpwntluszdcUA1rhMjXhgXb3N/UJfVE5WGzsa81Y2IWqwYJlWbz0\n0kuLft7f3490Oo2nn34aN998MwAhsDz88MPYsWPHotd//OMfx8c//vEFP7vjjjvg8/nwwAMPgNUp\n5hcKhZDJZHS9R4nJpKAj0x129wOVypdQ4ngEfawsYe1x98LpKbs+t2eOhPLr7Is2T92+UyHt0VKb\ntQ+GOmArV67ETTfdhL/8y7/E73//ewwNDeGDH/wg3nzzTXz0ox+VXpfNZqseh2EY3YECEAbzzAzl\nkaG724e1JDdAr0eq6fpdPoRY3pNxO9uNUN57axaVXWChknKrDGUfDK8c3//+93Heeefh2muvxcqV\nK/HrX/8a999/P6688koAwJe//GW0tbVh165dqu8ni1QjCIfD5oJFk7inEW2WROa8LOP6koy3bPMR\nbgLhRGDxvFB/E0xvE5Siga0ylH0w/CQNDAzgoYcewoEDBzA3N4fzzz9fYioBwPXXX48rrrgCGzdu\nVH3/1772NcPKsT6fT7O0iBpk9zR3776kun3Qi9l0HkWOR7HEuVqu2+dhwDCQxAQjTVKGKs8smok+\n2q0YumxJfdgH009SpUnsiy66CC+88ELF95UzpvTA7/erznJoBckhuF2NlKa3I0EvAl4W2QKHvMuD\nBcMw8HtYqbHfLGWo8p4FSXc3A5S5cjPMltQLDfmXNZtZUM/C7buvgliG8ntY0Cwe6/IyFLCQHux2\n9hdBeZ1hvwcBb3NcNwCky9wgW7AHDRksPB4PSiXjNwhJV7udMZIvysq6VPJrglixoE/RDJ7jABb0\notzu0VKOcmXlFuxBQwYLlmVNOeVRsOh3ORedGtx+LyvV8Bm4P1ooS0/NUoZSws2zQ2pI5oq1X9SC\naTRksOA4zjCrJ50vYjZdgN/Dosflcxa8ovREmlA+l89ZAAu1oDxNtnACQLbJdtqJrPGSdAva0ZDB\nolQqweMxtmMckrT+g67fgfFontKTEjEFM6gZejTlaLYafirXXNdbLzRksCgWi/B6jdWiyZ94Xa/7\n+dj5ImUT8tdsonrXMOhSSJK73Ta3BSDeyiwcQUM+SblcbpH+lFacnW0ezXtyjfModtduz6aAhbLz\nbp9YV0OpSWToCTMp4zT6FrSjIZ+kbDZrePqbDFKaQcKZsohcsTksZAnKpnYzLZxul9tXA8/zmE7K\nwaJQZvbVgnVoyGCRTqclxzy9OD0tBIs1Pe4PFpRQUE23WZhBQcV1unkAsRzBJiy5xbNFZBQ9mmyT\n9WucREPeXWaCxdkmyiyouZuRBAUb8uvWjYVlKPeX3QjN2MyfTCwUK6XZohasR0OuHuU+GlrB8zxG\nmsgkhWijtNvyNUmwUFJnm6cI1TybASUmEwv7FblWsLANDXl3GW1wTyXzyBc5xILeppjsJbluqts3\nAxMKWGj800y7baWgXrNgSvSmIbR6Fvah4YJFsVhEoVAwVIY6MyO4663pCVt9WksSRJld4MPdBFBK\nzzeT9EWPQjzQjMJBI2G6FSwcQ8MFC7JTDYf1L/jSQF67+0tQgBwsEqIcQrPQSN3uU1IJyiwq3SRT\n3JNlwSJbaAULu9Bwq8fMzAwAoLOzU/d7j08KgWZ9X3NkFiTXnBClyt1uqUpQDiESoaEZoEwmUk2i\nl6SkzQKtzMJONGyw6Onp0f3ekTkhs2gWg5TyTKIZefg0mNgM6FKUoZolsyjXiOOapPxWDzRcsIjH\n4wCAWCym+72kNut2HwtCp0L24qoNPfj8O9SNqtyIsDhrccU6/ZuKRsUnrl0v/Xdbk8zU/N3bt+CD\nl6+S/n8zEFfqBYZvsE7Yww8/jNtvvx179uzBRRddpOu9vz8yiSPjCdy6bRCDTdK3+M3hCXSF/Lhg\nZUe9T8VRjMxlcHgsgeu29NX7VBzF8Nz/396Zx0ZVtX/8e2c6+0xn7RRbqFBsNdiwtSgi6Ks0JCCI\nlQppxKoYCOBSlipRY1zAxA3+kRiXsIgGA4hRDKBBUQQDaksV2RSl1B+UbrMvnTvTuc/vj+aet0N5\nKdCxw7Tnk9x05px7p89zznOf5zn3nntPOxpcIUwYPnCCJADUt4Xwf+4wJhU4+v0686ki7YLFhg0b\nMG/ePNTX12Po0KGpFofD4XAGBGl3GSoY7HxrbG/W8OZwOBzOlZF2waK9vfMmtU43MC4jcTgczrVA\n2gULn88HpVJ51e+G4nA4HM6Vk3bBIhAIwGQy8ZtYHA6H04ekXbDw+XywWAbWzB4Oh8NJNWk3Gwro\n3RrcqYaI4PP54HK54PP5EAqF4PP54PF44HK5EAgEIIoiotEootEoYrEYwuEwQqEQ2tvbEY1G0dHR\ngXg88aErQRCgVCqRkZEBtVoNlUqFjIwMqFQqqFQq6PV62Gw2ZGZmwmQywWw2w2AwwGKxwGw2Q6vV\nQqvVwmAwwGw2Q6Xqnw/wdXR0wOv1IhgMIhQKwe/3s7Ztb29HJBJBMBhEIBBAOBxmWzQahSiK2Mtz\nZQAAERZJREFUiEQiiMVi6OjoYJskSZAkib2PSR71yu3etW01Gg1UKhWMRiPMZjPMZjMyMzORmZnJ\nPjudTpjN5rQdPQcCAbjdboRCIbaFw2EEAgEEAgHWvvJnuU0jkQhEUUQsFkM0Gk2wcUEQmG2r1Wro\ndDqYTCa2dW0/i8UCi8XCPlut1n5hz6IoorGxER6PB263G83Nzcx+I5EIs1VRFJlNy7Yaj8chSRJG\njhyJN99886r+f9o9wVJVVYWjR49Cp9PBYrHAZrMx56fT6WA0GmG1Wpnh2Gw22Gw2GAyGq163+0Ik\nSUJ7ezsCgQD8fj/C4TD8fj/8fj+CwSCam5vR3NyMpqYmuFwuVufxeHD+/HlEIpFL/r4gCOykkE8M\ng8EAnU4HjUYDpVIJpVIJQRAgCAKICPF4HKIooqOjgwUZ+aWLcsDxer2QLvOJZq1WC4vFArvdDqPR\nCIPBAJvNBofDwU5Cp9MJu90Og8HATlb5JNXpdEl3dtFoFK2trXC73czRuFwuuFwu5nSCwSA8Hg/8\nfj98Ph8CgQBzWMFgEG1tbZfdBkDnRAqdTge1Wg2NRgOtVssCsbwpFAq2AZ0JgWwjzc3NLAiFw2Hm\nGKPRSy8Fqlar4XQ6kZWVBafTieuuuw7Z2dnIzs6GXq+HxWKBw+GA1WqFw+GAxWKB0WhkMvQWIoIo\niixRkR2+nOicP38eTU1N7G9TUxPcbjfri8tBo9HAaDRCp9MhIyMDWq2WBVO1Ws1sHOhMECORCEui\nIpEIO//kSS+XQq/Xw2g0wmQysTa12+2w2WzQ6/XIysqCw+Fgtm42m2G1WlngSUa7EhGi0SjC4TCC\nwSD8fj9aW1vh8XjYd1knOYE8f/48Wltb0dLSgtbW1kv+vnwvV6PRMH/R1VaVSiXC4at//U3ajSyq\nqqpQU1ODSCQCt9sNr9eLQCDQLdO+GCqVChqNBmq1Gnq9nmV9Go2GNaZCoYAkSYjH4+ykjsVizNnI\nJ3xPKJVKOJ1OOJ1OFswsFgsGDRqE6667Dg6Hg2X3ZrMZNpsNVqsVmZmZyMjI+FeySkmSWIbn9XoR\nCoXg9Xrh8/kQiUQQiUTYSEfODt1uN8vCXS4X3G43/H4/RFG85P9SKpUwGAws2MkOQR7pKBQKFvTk\nEzEejyMej7OAJ8sUjUYRDAYvywnJjlTO2k0mE/R6PQwGA0wmE+sTg8HAyuQTS95kp6LVapPmfC8k\nFovB7/fD6/UyJ+Hz+eDz+dDc3IyWlha0tLSgra2NOeSWlhbEYrH/+ZuCILBALTtclUrFbFx2vgqF\nAoIgsBFRNBpFe3s7c2JyVtqTa1AoFHA6ncjJycGgQYPgcDhgs9mQk5MDu93O2t1gMECv17NRrdFo\nhNFoTFq2H4/HE5IDr9fL2tXr9cLj8TA/EQgEWLu2trbC6/X26EDldjUYDKxdZT8iO2P5SkdXGxZF\nEaIoor29nY1mL8fdZmRkMH+RnZ3N2jY3Nxe5ubksScjOzobZbGZ+TKVS/auj0bQLFheDiBAOh9He\n3s4yS5/PB7/fj7a2Nng8HpYZyZd45CGbPPSVh2pExC7pdD3hZAOXs3y9Xs+GwHJmnZmZCaPRiKys\nLNjt9mvmMsLw4cNhMBhgtVqxb9++pPxmOBxGS0sLa1vZ0XV1fsFgkDkiOaOWNzkgy20OgAUQ+XKD\nfPlGrVbDaDTCZrOxDFB2OlarFVlZWTAYDBd17le7UNa1iCRJ7LKDfClCHll1bX/58oOc6Mg2Lre1\nvMmBQ6PRJARK2b5lW5e/y3Zut9tZ0P23gumVcPfdd7MR7caNG6/4eEmS0NbWxkZFXS8Ne71elpSG\nQiFmv3ISI4/g5dFqVxvWaDTQaDQsgTEajdBqtcx3yG1ps9lgNBpZML3cUfnChQtZsNuxY8cV632l\n9ItgcbkcOnSIZQQ333xzqsXpM7oa3kDpbqfTyUZAA0VnADhy5AgbWQyUNxwMRPsG+l7vARUsuFEN\nHL0Hos7AwNR7IOoM9L3eqR9DcjgcDueahwcLDofD4fQIDxYcDofD6REeLDgcDofTI2n3UF5vePHF\nF1MtQkoYiHoPRJ2Bgan3QNQZ6Hu9B9RsKA6Hw+FcHfwyFIfD4XB6hAcLDofD4fTIgAkWJ06cwJw5\nc1BcXIwFCxbg7NmzqRYp6YiiiHfeeQdz5szBokWL8PPPP3fb59tvv8WUKVMwbtw4vPzyy5f90rd0\n4Msvv8SYMWO66e3xeFBdXY2SkhLMmDEDBw8eTJGEyWf16tVYvnz5Reu+/vprlJaWYty4cVi1ahVC\noVAfS5d89u/fj+XLl2PJkiX46aefutU3Nzdj8eLFKC4uRnl5OX777bcUSNl7mpubUVZWhs8++yyh\nPBQK4aWXXsK4ceMwZcoU7Nmzp9uxtbW1mDlzJoqLi7F06dIeX0B42dAAYOfOnZSRkUHjx4+n5557\njoqKishqtVJ9fX2qRUsaZ8+epdGjR5PJZKIHHniAioqKSBAE2r17N9tn5cqVBIDKysro6aefpuzs\nbBo1ahRFIpEUSp4cTp8+TUajkQDQRx99xMrPnTtHOTk5lJOTQytWrKDp06cTANq2bVsKpU0Or7/+\nOgmCQJ988km3uhdeeIEAUHl5OVVXV1NWVhaVlJRQNBpNgaTJYfXq1aRSqWjWrFl03333UWZmJu3b\nt4/Vnzx5kiwWCw0fPpyeffZZuuuuu0ipVNLevXtTKPWVc/jwYRoyZAgBoHXr1rFyj8dDN954I9ls\nNqqurqbZs2eTIAi0du1ats+mTZtIEAS6++676dlnn6X8/HwaPHgwtba29lqufh8sotEoDR48mCor\nKykej7OyESNG0KJFi1IsXfJ444036Pbbb6d//vmHiIhisRiNGjWK7r//fiIiOnXqFCmVSnr77bfZ\nMefOnSONRkMbN25MiczJoqOjgyZNmkSlpaWkVqsTgsXcuXOpsLCQvF4vK1u8eDEVFBQwe0hHNm/e\nTEqlkjZt2tSt7vjx4yQIAr3//vusrKGhgVQq1UUDSzoQCoXIZDIl6DR37lwqLS1l36dMmUK33HIL\nhcNhVlZeXk4TJkzoU1l7S1lZGU2dOpXUajW99957rLy6upqys7OpsbGRla1cuZIcDgeFw2Hyer1k\nNptp+fLlJEkSEREFAgHKycmhl156qddy9ftg8cMPP5AgCN1GEa+99hrZ7fbUCNUHRKNRuv7662n+\n/PlE1BlMcnNzKRaLJex333330T333JMKEZPGW2+9RTqdjv7++2/SaDQsWIiiSEajkT744IOE/Wtr\nawkAHT58OBXi9ppYLEZDhw6l1atXX7R+1apVNHTo0G7BcNq0aVRWVtYXIiad+vp6AkDffPMNK5s/\nfz6VlJQQEZHL5SKFQkE7duxIOG737t0EgM6ePdun8vaGeDxOkiSRQqFgtitJEl1//fW0cuXKhH0b\nGxsJAO3cuZO2bdtGWq2W3G53wj5Lly6lESNG9Fqufn/P4sCBA8jLy+v2Bs78/Hy2Ml1/IxaLoaqq\nCg0NDXjkkUcAdLbDxIkTuy0AlZ+fjzNnzvS9kEni2LFjeP7557Fy5Urk5+cn1B05cgTBYBB33nln\nQrm8X7rqvXXrVrS1tSEYDGLmzJl44oknUFNTw+oPHDiASZMmdXt9eDr3dV5eHsaPH4+5c+fivffe\nw5NPPon169fjscceA9D5RmlJknDHHXckHJeOfa1QKOD3+yFJEmw2GwCgsbERDQ0N3fQbNGgQtFot\nzpw5gwMHDmDkyJGwWq0J+8j9Tr18SqLfB4tgMHjRNbv1ej0A9LiIT7pRX1+PO++8E+vWrcP69esx\nYcIEAJ3tYDabu+2v1+svazGnaxFRFFFZWYni4mIsWbKkW7188/5CveW+T1e9165di2AwiC1btiAW\ni+Gzzz7DrbfeytYquZTNp6vOCoUCL774IpqamrB48WKsXbsWBQUFmDx5MoBOneVFirqSrn3tcrkA\nANnZ2QD+a8sX9qsgCKxf/+1zvN8HC7vdDo/H063c7XYjIyOjm3GlM7t27cLo0aMhiiJqa2vx6KOP\nsjqHw/E/28Fut/elmEljyZIlOHz4MAwGA6qqqrBs2TLEYjF8+umn2LlzJxwOBwB009vtdgNA2ur9\n559/4vnnn8fRo0exa9cunD59GqNHj8batWsBXNrm01XnSCSC+fPnY+rUqThz5gxqa2uhVqtxxx13\nIBQKwW63s/Xtu5KufS0HC6fTCeC/8l/Yr5Ikwev1wm6399jvvV2Mrd8Hi7y8PDQ2NnYzorq6Oowc\nObLfrKLW0NCAsrIylJWV4dChQygqKkqoz8vLw8mTJ7sdV1dXh+Li4r4SM6nk5OTg3nvvhVKpxIkT\nJ/DLL79AkiQcPnwYn3/+OXJzcyEIAv7444+E4+rq6gAgbfWORqPIz89nJ79Wq0VpaSnT81J9XVJS\n0qeyJoutW7fC4/Fg69atGDJkCMaOHYuNGzeiqakJ33//PfLy8gCgm951dXXQaDRpt9iZvK640WgE\nANhsNhgMhm76HTlyBJIkoaSkBHl5efj777/R0dGRsE/S+r3Xdz2ucTweD6lUKlq/fj0rC4VCNGTI\nEHr88cdTKFlyeeONN8hms1EoFLpo/XfffUcA6NixY6zs5MmTpFAoLjqjJl3peoObiGjixIlUUVHB\nvkuSRBUVFVRYWJgK8ZJCUVERLVu2LKFszpw5NG3aNCIi+uqrrwgAnTp1itX//vvvJAgCbdmypU9l\nTRavv/465eTkJJQ1NDQQANq8eTNJkkQFBQVUVVXF6uPxOE2ePJkmTpzY1+L2mpqaGgJAf/31Fysr\nLy+n//znP2ymE1HnzWuLxUIdHR1sEsDOnTtZfVtbG5nNZnrllVd6LVO/DxZERAsXLiSTyURr1qyh\nHTt20NixY0mr1dLJkydTLVrSWLRoEeXk5NATTzxBFRUVNGPGDCorK6MvvviCiDqnlxYXF9OwYcPo\n448/po8++oiys7Np2LBhCVMN050Lp85u376dANDjjz9Ou3btoocffrjb/PV04+WXXyar1Uq1tbUk\nSRJ99dVXpFKp6OOPPyaizplwI0eOpOHDh9PmzZvpww8/pKysLCosLCRRFFMs/dVx8OBBAkCrVq2i\n1tZWamhooIceeoh0Oh21tLQQEdE777xDSqWSVqxYQbt27aKZM2cSgG4zpK51Dhw4QNXV1QSAFixY\nQDU1NUREtH//fhIEgR588EHavXs3PfXUU6xNZMrKysjhcNC7775L27dvp8LCQrJarXT+/PleyzUg\ngoUoivTqq6+SXq8nAHTbbbfRjz/+mGqxksr27dupuLiYJk+eTLNmzaLKykqaNWsWLV26lO3T1tZG\n8+bNI4VCQYIg0OzZs+n06dMplDr5FBcX0549exLKPv/8c8rLyyMANHjwYFq3bl1CdpZuBAIBmj59\nOgmCQCaTidRqNS1btixBp5aWFqqsrCRBEEgQBKqoqKAzZ86kUOre89Zbb5HFYiEABIAKCgoSsmhJ\nkmjTpk3kdDoJAN1www20devWFEp8dSxZsoTGjh1LY8aMoTFjxtCGDRtY3d69e+mmm24iAORwOGjN\nmjUJU6RDoRA988wzpFKpCACVlpbSr7/+mhS5BtRbZyVJgiiK0Ol0qRYlpcRiMRBRv7lfczkQEdrb\n26HT6Xp9o+9a4fjx4zh37hxGjRrFboReSDQahSAIUKlUfSzdv0MsFkNjYyN0Oh2ysrIu2pf9sa8v\nJBwOX1K/eDyOWCwGrVabtP85oIIFh8PhcK6Ofj8bisPhcDi9hwcLDofD4fQIDxYcDofD6REeLDgc\nDofTIzxYcDgcDqdHeLDgcDgcTo/wYMHhcDicHuHBgsPhcDg9woMFh8PhcHrk/wGUHvLAkNX3MwAA\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x9979b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figure()\n",
"data = np.arange(100) % 20 / 20 - 0.5\n",
"data += 0.4 * np.sin(np.arange(100) * (2*np.pi / 20))\n",
"plt.plot(data)"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0xae5fc30>]"
]
},
"execution_count": 184,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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S6nK7h09/5zH80auuYp1BtcD1ct/LBI5Lo0zu3N1To6Ak+Ttt0tVyiPP38JsqAMzW5d89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VZcz4DHvl6TbQDSlDMW0WgUwPgYC/Fg16Y+5ELPuIWmh6Pyt6Pb4iIAhbyF5K8z+00ZmqWAaplm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\ntLW1obOzE62trYhEI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"text/plain": [
"<matplotlib.figure.Figure at 0xaf9f710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Ds+hILvab3u6bcncyf1a4lxFycHNroUCsiCCnzEF3Y9YVBQmLf/3rX1i/fj1WrFiB0aNH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\n+gYVV6gwdpmKUAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc1540d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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hpVjrF9ib3bjGN8DyUp0FbMAyJH0SQ6KL66k+j2JFLglChqCo2LhSUXmvTrdC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\niMpCRERERCQrorIQEREREcnK/weFqzBB77FrygAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xae82b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def square(size, f):\n",
" return ((np.arange(size) % f) > (f/2)) - 0.5\n",
"a = 0.4 * square(1000, 50)\n",
"b = 0.6 * square(1000, 360)\n",
"figure()\n",
"plt.plot(a)\n",
"figure()\n",
"plt.plot(b)\n",
"figure()\n",
"plt.plot(a + b)"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0xc7cfb90>]"
]
},
"execution_count": 230,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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85IW/wDcEuoZDQJjcVikGxYmAWjCWS7CaIbw7xFwQB8S/uVCZ7Xp1adPurKqr0m3ZOlns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\nRhYBGRkZmTOY/wdf/Ai4/XSjrwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc6a6710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figure()\n",
"def saw(size, f, phase):\n",
" return (((np.arange(size)+phase) % f)) - 0.5\n",
"a = saw(100, 50, 0)\n",
"b = saw(100, 50, -10)\n",
"plt.plot(a)\n",
"plt.plot(1.5 * a)\n",
"plt.plot(b)"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0xc459930>]"
]
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qCCmoOUpnJZFfibh0VikLhqfKGzVKu2eukIz0WMsMo2Sl8VdnmtTHBd8pi9bW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\nTCbjW+85n89jcHAQxWJRvUqlEvL5PPL5vDq/8t/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"text/plain": [
"<matplotlib.figure.Figure at 0xc3695d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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YCmiJpxO+1BwxdAmZiKPueZDFBNQeDQB0NWPZo0U6RdUaBuLwIAH6YgbusnDA\nC/PmKrRGCR99T/vRccoinU5Pu+R2JpDhEcrDpZLcDMnHGMPAJ8ATnjmGPWeaOQsqCxtoWNlRy4Ar\ngBJTFViMuI9ITn+0mZL6gBdypMxPAfz0Pe1ExymLVCpFoiyklU9ZSpoM81g/gLdf6ioZKbioSd4A\nvqIC7pJh6pCjytMwUdkAQC91F3fToeBK6vuBjlMWXV1dii7ET6QYPIseBloCCfKYbhMy/FVh6OLm\n6C0BgIjqHGdSFs17XiIK/SlPhrDJ9d2gNsS46ff9QMcpi0QigVKp5Psc7oQsnyW0tLniqgCQkGyk\nxIIzzjC5TSIVbaxN7Vmkms95vMRTJq2MEqKQTIShdPXd6E029jycp9kz56wUv9BxykIOQPJ7DjdH\nZRJnDbwk1aOu/+ek/JCVWNTKeRZD02cr4sRkgmoGNpMnBQAxuWci70YqCy7CSD/QccqCih/Ks4bo\nDjjX+EeAh/MfaJ13zpHgthAydOQrNmnVG6cHCXhnm2rPXo6Gz7OgrvbbFZL67UbHKYuenh4ADcJC\nP+EJbsKySsYyUq6yXWnlcngWmqapJrUtOX891VbI/NBgjsezSBIzzyrCRoen4bT1GqgYjneFpH67\n0bHKYmxszNd1eonjukBLWISxQY062ctNczI71QhrbsnSKQtJbDdepi9kAFoTzjTPWtM0j7SRwYME\nvD1TTQi0mEcG+4GOUxYyDFUoFHxdR5UXEgrPlApPcPRZ8CSa0zGZ7OURnLLXglJZUVv27wYHD5jy\nXJno6KlDf9KzqDPRuviBjlMWyWQSgP/T8rzwCN0LnWke6DEGwclhYQNAf3PdzcTrSnjDgAibL0O8\ngtObELhnsBMALQluonuu7jFjnqbd6Dhl0d3dDQBqPoZf4LD+Zqd5BDbQkuyt2qRJ7u6mZc+V7E0w\nEBnGGQYQtUKFoQiVVYKxRBrw5ohQKchQS55md0HHKQs5t9vvBHc3Az2AYkFl8Cw0TVN9B5Q5E0lx\nwhWSkTTllMyzipOKKfSm9ky4fpQ5ZyHLd6mIQcPMjZd+oOOURSgUQiKRwOjoqK/rKN4gwiSkTKoP\nF2osDJ0cfQeZWAimriFbrrO8WGqKGmUhQ5SvkAHg8aa4iCollPAm8iwiLSMHOAZ7+YGOUxZAI8nt\nd4JbxrIp3eawaaA3EYLjCpaGLS/ZTCfEDF1jnWkhu5kprexuRg8S4Kl846TfB4BYmDZnYegaDF2D\nELtPY15zCeYuAAAgAElEQVRHKotQKIRazd8XzSJ2WyVkwpey7l8ioZKQ1I15jXU5ZjxwNEJ6ngVv\nspdyjgcXq7GExdBRzT0Vsd3oSGURiUR8p/vgSlCl1Ixk+hBFOspTxtoVb6xLGQqS4OjUj4cMhAwd\n5brDEnrj6AHoifNSnCiuJsJS1ihT75JfCJTFNsCVoOpReQv6l4oj2QsAmSh9r4NEa2yZCpqmqefM\nITxNhu5iSeTHYRAArcqCbs+ykIEr3NhudKSyoAxDUbfrSyoIDppyrtwBl0cDeFY2dahAepAceRrJ\nW0QZYk0ykmQCjdGqAECZPkgyRgn8QEcqC9M0Ydv+Hjo5CtIm7sBMMHa6ykYiasI3zgQ3h2cBeBVJ\nHBVREdUwRthnwdy1LudLuISVST1x6T0GngUbDMOA4/h70L3D5esyWyHKOCiGK0+TZKg8k7B0niRk\na5k0NSxTzsSm23N/slG4McBQuAEATceCVFlIj5nLm2o3OlZZ+D38SI5Zp66RDjPw9khEm12u1FVJ\nccYQRcTiKelMqjAUvWfBEb+XZdlcvSUa6CfXyRJpjvyjH+hIZUEBTY5FJF43wUgFwUVDwTXeFGhJ\n9hKHG7lYfrkgR7lSluu2QpMzsQnX5GRk8AMdqSxc11XC3Lc1miaI7vM674YaTMPQ6cpBAwHwjlbl\nYGAFeLmSpHWtge5sc3NDcUAaBJXdxCDoSGXhOA4Mw/B1DU9Z+LrMVlBhEQYLjCvRLPmhCgwNW4ZG\nH5IBWllY6Z+zVBY64dvfkwjD1DWMFGssvSUc77OseOOa1dJumDvzy+VyGd/5znfw1ltvYdWqVfjQ\nhz60XYu/Uqngu9/9Lt544w2sWLECJ5100ow8BAplIYWHQawtoowhmRgTdXacsYObIzwBeGEZDsEp\nQ24Godds6Bq64iEM5asYK9UwJx0lWxvwClUoIwUcHFx+Ysa2xbPPPouDDjoIn/vc53DvvffixBNP\nxOrVq7dZ0vrCCy/gkEMOwXXXXYd7770Xp512Gk455ZQZ9Uu4rgvdZ7NI0gKYlOYXgAjx+MdWSAuf\nmhmUKxTECW9yG70gkb1DMl9DhSRjPs5p7plSQcqeKa6u9XZjRqfFtm2ce+65WLBgATZt2oSnn34a\nTz75JO677z7cdtttW33ecRycf/75mDt3rvr8M888gw0bNuDWW2+d9vr1eh2WZc3k0qcMdbiIPQtL\nla/Sk49xUF8A9PORW+HF72mh7jWDgpQls7IhkQqc9BeyHFwaJhSQ82kGmGattxszunO/+c1vsHHj\nRtx8881qvsSSJUuwevVqfOtb39rq80888QT+8Ic/4KabbkJ/fz8AYPHixTjnnHMm/fyOQKEsOA4X\n4HXX2gxDU7gsfE9J0e+Zq5DBS/jSx7MrtcZ9lvedCpwVYDL0ZhIqyFa6j92BpnxGkvCBBx7AoYce\niv3333/C99/73vfipZdemvTz73nPe3DooYdO+vnp3kjbtn1XFpJkzaT2LJhoRgBvr9TJXpNxuL0j\nuHJTfAoy3+ztkAqLCpwJXzlHQ7IUUCBqGYiHDFRtF7ndoApsRsrinXfewdy5c7f6fldXF0ZHR7cS\n/tv7fLFYRL0+8fCsXbsWmqZt9bXffvsBaCTWI5HITC59ypDWNbVnoRhBGQa9c/DnAF5eiGPgkxe/\np1UWyoNkeM6yfFVWv1FBxvA5mtTk0CNZbUiBxvTJ3YcfakZ3Lp1OTzp8KJ/PI5FIbFXhtL3PW5Y1\nZS8hGm1UUJTLZfVvvyCbh6LErrqiGWEQnFxd6zLP6jC46rbyIInDjcqbot+zrM6JE3sWqkmNgXmW\ny/jbncpnZ3Tn+vv78fbbb28lVDZt2oTDDjts2p+favlsONywTGq1GkKh0EwufcqQ9A9hYmXB1TnO\nubZal2HTMgxEaXECgMHoTUlDSJYsU8Hr46HPWcjnTG38yT1zEIO2GzN6Q97//vfjjTfewAsvvKC+\nZ9s2fvGLX+Doo4+e9PMDAwP43e9+p77nui7uueeeST+/du1aCCG2+nrmmWcghECxWEQikZjJpU8Z\nsusyQmyJSIVKXZ3DCQ5GUAlZgRUmfs6cHGAVFb8ntrKj0sqm9yxkhR+1Z5FkZBduN2Z055YuXYqD\nDz4YV111Fd544w0UCgVccskleP3113HBBRds9fnFixfjiCOOwNVXX41XX30VxWIRl19+OV566SVc\neOGF01q7XC7DcRwkk8mZXPqUIRNS8oBTQYpLv+lMJl2bqTKIUzEqD5Iw8QnwMfwCXgUWdRgqEear\nhpKhN+qkvtepv4cmuHVdxx133IFisYj58+cjmUzirrvuwk033YQjjzwSAPD5z38ehmFgZGQEmqbh\nRz/6EVzXxcKFC5FMJnH77bfjP//zP7F8+fJprZ3L5QAAqVRqJpc+ZchZwbLcjwoq4UrNMwIvsU29\nMmdRofQsqC1OTm9qtNRQFjKHQAUZAuJQFuPNPcupjFSQzLMcw8zajRmr2UWLFuGJJ57A+vXrUSqV\n8L73vQ/d3d3q5+9973vxnve8R1UtHXjggXj00Ufx0EMPIZ/PY8WKFejt7Z32uuPj4wCATCYz00uf\n2jrqcNF6FrJ8lLqUE2ihOCGuDOLqdQA8wSW716nA6U3JkAy1ISSpbDgoTmQ1EnUFmJw9PlLs/Ma8\nnbpzpmnihBNOmPRnq1evxurVqyd8zzAMHH/88TuzJLLZLIBGhZWfyKvyQlplIQUndSkn0NpbwpSn\nYZCgUllQJz45vSkur9li7KdR1Y3Ee+5uDrkaZZo93k50HOusDEP5rSxkqVuaybOwiHl7AK9xiboy\niIPkTcJ7zrThCVZvqsqjIDk79aWyoO5a727S/stIRSej45RFsVgEAMTjcX/XYapFl3X3FrF1D3ij\nXKmFCGeeplTlsbI5vSmZbKVO9srZ3xzswnJN6ucsDS+O0Fu70XHKYmRkBECj+9tPyNkK1LFsLmp0\nwCvjDBN7FpzeVLbceM6ZGHW4sfFfzjwNdUiGk51A9jlQ95bIM83RfNludJyyGBwcBABFSOgXhppM\nkbOSYV/XeTekBUQdCgL4hLa3LofgbHpTxIKTi3sM4CsjlZToHI2IXAluea64xsm2Ex2nLMbHxxEO\nh32n+5CjRbuJywtLqlKF9lADnsVJ7ap769LvmUtwev0d9K+gDLEmiAUn11RCwEswU7/PIWP3mdXS\nccoil8v53mMBALmmJZIiroaqMCXiAM9Vj1p7juCUCW7q58zFVQR4lX7UIRk1lZAhIiP3TK4gFWFk\nEIYix/Dw8IR+Dj8ghGA7XJxCpMJUXlio8nQUA56yoM5ZlJm8KdcVGMhVAAD9KX+Zm3clDOR59uyN\nHAg8C3KMjo6ip6fH1zVKNQelmoOIpatRkFSQApvDypahty5iwamSjwzKYpApN1VkKqDIlutwRSN2\nz2GQcEAI4RkFxKXwgWfBiGKx6H/ZbM1z06k5mnJM/R2NtZt8WGyhN/rjuIXJyi7XeEJ+I83YvZwt\nQQnVW0L8mMt1B0I0DDDqueNcA8X8QMcpi0Kh4DvjrLR0Y8RWHwDkqzyDaQCvMojawudKMpdrDrLl\nOkKGrpqnyNZmUpAFxvPFVW03lG94jz3EyW3A8ywCZcGAkZER33MWqswuTG/dyylm1IIT8AQJdTWU\nHIaTIRbYMnbflwqrKYFUGCs2yfyI9yzPF/UzBlqp0WnX3pJtPOc5GX8rKCeDN30yUBbkGB8f911Z\nSIbIngS9JVJksu4BvnLhoeaYzT7ivIEkd+thCMlwcRVxhd0Aj46dOlcy3HyfZzE8Z2/6JPnSbUdH\nKYt6vY5KpeL7LAspsDlcdXmwOVzmPNNsZpUrIc7TbJYWJ4PgrDCN7R1sVgXNZtizrahsaL24oeae\ne5P075Q3n4Z86bajo5QFFeMsV+094IVkujm8GhWG4qkAo55KONyMZXMIEa4y5TxjmFOWhVPnLNQg\nM4b3eXeafNlRyoKaRJDjhVLzFRi6mWVin3rf3kwJ2nUH8zL8RW9lcyW4ZalwX4o+JMNVLjyU5wlz\nAl74iWPyZbvRUcqiUmm4k3Kgkl8o1yRVN0MXNdOsAYAvjs7VtS5zNBy5qQJTF7Wcf01dTADwMTl7\nvFD0ngVXubAf6KgtUCmLis1j9bmuUH0W1PF7oEVZEAvtHFOuhIsLCwCGi1JRETcDMnmPAN/9lr0l\nXXEOZdH4Lwe7cLvRUcqCKmehGqaIrb5S3YErGsKaOq7rugLZEk9DYJmJ+dXLlTD001TkvSbODzEZ\nQgBfibQcPNQdpw9D2Yzswu1GRykLqvnbHkMlD18QtdAEGiGZmuMiHbVI13dcgWLNgaYBCWLlXJaT\nARnu93iJZ0KfR4FPv2cuyg2PkYF+z2qYGcOslnajo3ZAleDmosweLvB1msqGvBSxpSvXjYdM8sa4\nbDNnwUGtUmAKvakBVwzelEe/z1QBxlAKb7t8g73ajY7agQxD+e1Z5FQHN+3hktYmdVcv4PU6JIi7\n1jm9KUV9QfycHVeg5rjQNHrCSE46eDnjPUzs1VQY56XI881xv9uNjtpBPp8HAN+b8qQlQp1k9qpF\nGBKuBR721SpjDF3ST1CHZFqZhalLKrkmAwI8VW+uKxTfGkdSn6vC0A90lLLI5XLQdR2xWMzXdUpM\n5auSfoIjEZerMCW3GZPMZaaS3XEmZuFWqm6O0JssVabMWdRaRvZyzLXnrD5rNzpKWYyOjiKTyUD3\nuWhZVm1Qh4O8g8U3JY86CchZvlqVFj6xV6M6x4nLZuuOgCsalTkcMfQxVZVE915JZcGRowGA0RJf\nX0u70VHKolQq+e5VCCHYaMK9skaO+D3PtDquRi0hBCrN+D21V8M1qY6LyE+C41lXGKu/AN75NO1G\nRymLer0Oy/L3pjuugBAN4i/qQSmqnJJ4Ul3r2tRljWpd4j1X6i4cVyBs6uTC0xtARGtt1pm4mYCG\ncpYkhpT75kzoA3yEkX6grXdQTJOH13WnN5eWQlnI8YccL5Q3mIZeWaiyXeLQiFeRRLtnZWVzPOcK\nz3PmGj4ENEJQlbqLZNgk3Xe9JWfBgZKq9usou3xStGUHTz/9NN7//vfDsizMnz8f3/72t7erODZv\n3oxVq1bhyiuvnNY6tm3DNP11YTmFSKnK1zw0WqSPJwMtTLfEeZo6Y0gmz/ScveFD9Hsel/Pdic+X\nottg6qAeaRphHOXw7cZOn5onn3wSy5cvh6Zp+P73v49zzz0XV155Jb7xjW9M+vk//OEPOOqoo7Bh\nw4ZpewkUnoV01U0GS4SrOgfwSli5KDeo3XTOTmZJ9UFdmu00DTiOs+2xIlAriyaRHxM300CT5Zdj\n2FS7sdNm+mc+8xm8733vw/333w9d13HuuefCNE186Utfwic+8YmthPuTTz6JVatW4YUXXkC1Wp3W\nWrVaDaGQv4dNtudzeBaqIomjHlwKT2KrM8tEnFhjDE+UmJ6z0wz7cpSQygl9HEOXAL55ErJMeo/3\nLMbGxrBhwwZce+21E8pZzzrrLLz99tt44YUXtvqdSy+9FD/4wQ9gWda0vQSKMBRnXJezeSjPFEcv\nMs2yEIo6mqH2nqmPh5MBlXOOBuBNrKNGVpXO7uHVUM888wxc18VRRx014ft77703AODNN9/c5u+O\njIygt7d30p+tXbsWmqZN+AIAx3FgGP6+YE7zjeJp4OFTFuNlnkPNxXQrGAVnjblCh8PKLjCVo8vX\n2GUYgu26AgN5HmYEP7BTp9W2Gwfg3fMlpEDfXpJ7ZGQE/f3901pPCOF7Q56shuKgFOYUImoYD7Gi\nkp3jKQaSN2D6FXztgDfalMfa5LCyC1WePUtDk+Exo1x34LgCEUtn6/NoJ6b8hn7zm9/EY489hnK5\njHK5jLPOOguLFi0C0BD8rTMmhoaGAABz5syZ9G/Zto18Po++vr5pX7D/XDpyDqLPy0wCrolxQgjF\nCErt1XAluDmFiKSToWZBlUeaQ0GWmTr1DRmVcOn3zEXr4hembMLuvffeWLRoEY455hicfPLJWLJk\nCebPnw/DMPD0009P+Oxjjz0Gy7Jw+OGHT/q36vXGTdzWxLu1a9dCCDHhS8Lvgy74dAUbA6tsRNQ1\n+vAbV65EJrZlopsSVZsnuS7tLA7PQlaAURsj8jxzKAtV9cbQN+UHpvzkTj75ZJx88slbff+4447D\nt7/9bZx55pnQNA3lchk33ngjli9fjnB48jhdJBKBZVnI5XLTvmAqq4hjwHrd5REinDQQXKycsjvf\nduiFCNe8FJmfcRkEZ0HynlF7U1JBMnhTXFQ2fmGnpcPf//3f4/7778cHPvABfPnLX8aKFSvw1FNP\n4Qtf+AKARpf2mjVrMDg4CABYv349PvaxjwEA/u3f/g1f+cpXpryWYRhwHGdnL3m70BgTYlxTtdSc\nAQayNS4CQ6tpcdoMgpNr1rk0BmRujBLjDIyzAGA2c5wcz9mjwO/87m2gDcpi5cqVePbZZxGLxbBu\n3Trss88+eOKJJ7By5UoAwAsvvIB//ud/xs033wwAKJfLiEQi+OhHP4r3vve9SKVSU17LNE0CZcEX\ny1aVWMReDSd/DlepslyvZvt7niYDVyEDp+BUCW5iz0IqyCqDguScSugH2vLkFi1ahLvvvnvSnx12\n2GFYv349li1bBgA48cQTceKJJ85onVAoNO1GvunCVBYn/eGSoI6Aye5taqpuoGWgPXHoTdKLyJAQ\nJepMe5bhzTpDnoZLcMqEeqlmQwhBGl6W7xUXy2+7QaLmV61a1Za/E41GUS6X2/K3tgV5mGVohgPU\n+RKvXJhBWTCtLTv0bVfAcQVpYl+GOKmLCWSVXYXhbHPl4yKWAVPXUHcao2wplZUq3ghyFvSIx+Mo\nFou+riHji7KkkwPUyTiZ5OVoRLSZmiA1TVN5EtlRTQWu3FQsZEDTGjkTm9i74DxjYaZcjSqF3w1G\nqgIdpixisZjvnoWsyuGwvrzkOu26MuTG0YgomKxsoPVZ0xoGDlPjp6ZpKqleZtszvciJNS176pCj\npLKJ7QYNeUCHKQvLslCr1fxdo3mYa45LbuFzNU1xUl9wcfYAnrIoM+QtAJ7y7ChTKIqTuFFGC6if\ns6Qn7yYecuUXOkpZhEIh35WFrmuKT4a6akQKa4ejFIsZHE2QIYOvlBTgqf2XiX3ZA0AFVZ7NYGV3\nNxlf5TxsKpSZWBH8QkcqC79fMoupYYur25Szt0SCY2XlWTDlpzhutxScY8SCkzPUKQcujRVp9ywV\nJMe4Az/QUbsIh8MQQigCQ7+gLE7iJKBct06spDQ2tv8Wb4qh9j9i8oShOJlQZTUQdRhKPl6O3FSE\nac9cs1r8Qkcpi2QyCQAzogmZDrxGHlohIuvuqStVZM6RQ3iZjNw9spSUumFL0W4weBZcYSjOiXWt\nvRaUkFV2QRiKAT09PQAaQ5f8hGSJlLMWqGAxeTQmI/UFlxcHeIlP6ioZZRQwNH5yxe8lOHxYadlL\nS58KBcbJl36go5RFV1cXAGB0dNTXdeThkrMWqMDVNCXLGTk6e03GrmLJdFsgtrItxsS6zNNUifM0\nUklweK9y8NBQwV/2h3cjv6dSlO8KkDMzstmsr+soZVGmFSJcDYFSYDsMDKwyhs4hONNMFidX+Avw\nFCT1njlDbzIMRF4BZgdEgmyIx+MA4HsXN1dnr1cDT6ssdoVQEEfHvJzOlyMWnJwlu7ObM7DfyVZI\n1+WcK9HdrIYaKdCG3mpMJJl+oaN2QeVZqC5X4li29GjGiYVXTFle9AJb0WYzKKqeRENwDhOHJwzG\nHNHsdGPg2GCOa88MeZo4T7mwNAaC0lkGyAT38PCwr+tkmknAceIEtxxmXyIW2uGW6i/qRjGpmDnY\nX+X9ps5ZyPvNkadJqTwNsTdl8pSFA16CmdoYUiMHGLrW/UBHKYt0Oo1IJILNmzf7uk5XrPFCUVeM\nSAuEOiRjGTqilgFXeHw2VOCqVAH4wn6cCW4uwckZeks0y4WpjQLpRVHPp/ELHaUsNE3DnDlzsGXL\nFl/X6W+66gPEcV1OwZmJ8awta+ArDJ6FHMQjqaSpwNXHAwDxME8+jnPPfanG+7wlWyH1nDkbEf1A\nRykLoFE+Oz4+7usaXJQIPfFGDH2kSBtPBlrLdmlf5ggTCyrAVw0lw185YiUFtHoWXMUbPKG3WMhA\nue7QehdNZbGbOBadpyxSqZTvCW71QhFbu13xZoKbOFcC8CX1uagYAM+roVZUKlfCoCxiFg9dN1cX\ntQRX+A3g4QDzAx2pLPL5vK9rJJnCE7FQY10OymwuUr10TFaA0XcUy/tNb2U3nzODN9U6TpYyJBNm\n9CwAIBOlP2fSowiUBRN6enowODjo6xqyiSdP3MHNNZgG8BKQ1ONk00wNkAAQD/FUn8WZ+JkAr5jB\ncQVpSCbMWCIN8HgWXiPi7qEtOk5ZzJ49G4ODg75aRYoeIE+bO5BhKOrmIYAv8SmVxTgDV5Hcc6Fm\nkzaLyfJVDgUJtPQdFOmMIZWbYgpDyeZPygQ7Zz+NH+g4ZdHf3w/HcTAyMuLbGrGQgZCpo2q7pNZf\nmomTCvB6S6g5/zn3bBo6umIWhKAtZpCVZ9QFFBIqzErYa5EM8yX1AZ4CDouR98wPdKSyAIChoSHf\n1tA0DX1J+u5errp/wPOmBom9KbnuAHFHsYTXgEknuHuaYzZHiBWzhFRWlIUUMlfCcbYBL+RYIAxD\nSd4zDg4wP9BxyiKRSAAACoWCr+tIwjXKJLdKuDIkuOc0e0u25Gh7S9S6xD0tEj0MvEHdzRJpai/O\nW79JU064vhdupPcgASAsw1CEykoVEzDkpvxAxymLVCoFwP8BSFE55J3wcKWiDWXB05TXECDUMzxa\n6aM5ZlJ7ZdJ0L7QqoGASIhxVd70JnjygRDJMX+EoDU6u0Fu7ESiLba0TlZ4FnfCMWgZMXUPNdslp\nEbxGMeoObhOxkIGa7bK8VByehbcmj+CUPQ+U1VCep87jWXA0YKYiPFWVfqHjlEUsFgPgP02516RG\nJ7Q1TWNrXsowUo30N+kYhvL0oag0Q/y+O8FTTCCRYWA37m3ueZih0g/godLhDr21Gzs17891Xdx1\n11145ZVXcPTRR2PlypU7/J2NGzfihRdewMKFC3H44YdPe03pWfjdmOexodIK7Z5EGLmKjeFCVYWG\nKMA1IAZonUxIv3aCIQyVDJswdQ3FmoOq7ahEKNn6TSuf8lkrz4Ip9CbDjZTvc5cM7TIYYH5gxp7F\n22+/jWXLluHss8/GjTfeiFWrVuHMM89ErTa55VAoFPDRj34UBx10ED7ykY/giCOOwIknnrjNz28L\nyWQSgP/Kgou+OsXUPe5ZXhwUFDIRyEhTTni/NU1T3tRAlj4UxcEPxR1645gz70UJeCrA2o0ZKQsh\nBC688EIUCgU899xzeO211/DEE0/g/vvvx8033zzp71x88cVYv3497rvvPtTrdfz0pz/Fvffei9tu\nu21aa0ejUQBAqVSayaVPGVwEdxEmjqaeeAia1iAxpJ5mxskbxPWcuea8Ay0DpwjzYl6nPo+VLRvk\nXMKzzUmS6QdmpCxefvllPPjgg/j617+OAw88EACwdOlSXHDBBbjpppsm/Z3rr78ezz77LD70oQ/B\nMAyceOKJsCxr2gyyuq4jEon4nrPg4rJRNfDEL5Vp6EiGTQhB7zZz8VIBfC+0omZn2LNsFqsSNotx\nPmOAp5tazcVhYJH2AzNSFvfffz9mzZqFVatWTfj+0qVLsXHjRtj21hbiYYcdhlmzZqn//5d/+RfU\n63Ucf/zx014/FouhXC5P/8KngQhDXTYAJMJykhm9lc1Fc8LprktlQd04xVGRJKEm9RHuOWzqMHQN\ndUewDEBSngVheXZXnGfipl+YkbJ46623MG/ePGjvImrv6emBbdvbpRAvlUq44oorcP311+P666+f\nNMm9du1aaJq21deCBQsANBrz/G7K4yL1U4KTQYhkmBJyahY2Qw2+nGJGGZ4AvMY4Dh4wDoI7TdNU\nRdQAceMn4D1nyhArR/Ojn9hhNVShUEA+n0e5XEa9XsfChQuRSCQmzRlIAS7LW9+N559/HmeddRYG\nBwfxox/9COecc860Llb+/Xg87ruykElAassvpgj9+JK91HXhXYorid4C4yJ7U2R+DPxQnrKgXXdu\nJoqBXBWbsxXM655cRvgFDrpwDhYIP7FdZeG6LhYuXIiRkRGYpolkMok777wT/f392Lx5M1zXha57\nzsmrr76KhQsXqiR0KzZu3IgVK1Zg6dKl+PWvf43Zs2dP+2Lr9YYwsSxL/dsvhJkGzM9i7HTlGgbU\n2sVNDV0JEdrnzNFRzA05CZIjhq8xKMh4iI+K3g9sNwyl6zoGBgZg2zYqlQqGhoawatUqHHvsschm\ns3j00UcnfP4Xv/gFli5dOunfuvHGG9Hd3Y277rprh4pi7dq1EEJs9TU2NgYACIVC0y65nS50pvBE\nn2pQ41AWPPMd+pPNMlKG8IQUItRMI9EQ3wAkp7lZnXje56xkw5saYgi9eTule9AZpvHMfmFGTXkH\nH3wwlixZguuuuw6333475s6di3/8x3/EI488gs9+9rOT/s6jjz6KpUuX4qmnnsLY2BiKxSJSqRQ+\n+MEPIhwOT2t9Cs/CMniGtah6dAbrK86UdJUhP44JgVzoZpxdIg0gg5i/oZcxN+Wqedh0CjLd0mwq\nhCBd2w/M+Lh873vfQ6FQwH777Yd0Oo0vfvGL+OxnP4tTTz0VAPCDH/wA4XAYb731FgAgk8ngjjvu\nwKpVq3D66afjkksuwWmnnYYvfelL017bMAw4jr+ChaMuG2ihr2YQIly1/7Lun3IwjYQMP1G/x2kG\n7jEJ6VnIM04Fztkl0qOg3HHI1JGMmHBcwZKPazdmTPdxyCGH4He/+x3uvvtujI+PY+XKlVi4cKH6\neSaTQSqVQiTSCDH87//+L/785z9j1qxZSCaTME0TIyMj20yGbw+6rvseY5aHipoHlbOCIsWUkOMq\nX3kkm7gAAB1PSURBVAV4LE6gZRgPw55l6WqI2LWQ9BccZ1sGCKgV5Nx0FBsrebwzXlbvdqdip7ih\nLMvCGWecMenPTjrppAkDimKxGA444IAJn+np6ZnRuq7rwjR36tJ3CKkkqB1HLoENeI1T1P0OivGW\nobtXqPg97brSm+JoypONptScVN2MXrPtNvZsEitI2WTL1bneTnQc6ywAOI4Dw/D3oMt6bJ1YioRN\nHZahoea45GEZrkl9HokhX7KX2uLk9KbkmE/LpN1zD6PXLKsaTeLnrPppdoNei45UFrZt++5ZKEuE\n+HBpmsbGD8XBGQQ0FKSmNYoJqHmpbEcqC9pXQZZmUzMEAK1hKFrPIsZYAcYVetudGvM6UllUq9Vp\nV1BNF+pwmfS3KMRUieUxc9Kuq2ma2jP1cHu5HrUQiTJ6FjLMKPtqqJBkYlQGPAUVJd4zN4FiO9GR\nyqJSqajEuV+QyiLMoCxk2a5N3BDI0eUqoSqiiIkbZec2tQcZYvQsZAWWFN5U4KyGkiFdOYubCoq+\nZzdgnu1IZVEqlWZURTUdSEtEhoQoIePn1CEZoSqDSJcF4CnIOrFXYzsy8UmsLJi8RwCo2DxWtiQT\n5BgbLI2QMLEHuTtNywuUxTYgW/Rlwxgl2JRF878aeQ0YX8e8rAyiNgrijHQfas/E1VCc4Ubpzche\nIiqoRkSmoU/tREcqi1qthlDI35plroQYAAjwNIpJFlLiXC8ALwzkEMfAPA+SL2dBzUslh0xJ0kpK\nSA+OOsSabVr2lKOKAaC3yXvGNSGwnehIZUGR4JaDYahjnAAgIzHU3D22Ki+k37NifyUWIl6yl9aD\n1HVNDSGiDkXJEuUoQ4iVK/wmZ6xTJ/U5y8LbjY5TFrZto16v+x6GqjK56oAXfqKu/ZfelMXgTUn9\nRDljAWhJfDIUMsizRT2NUU5hpLaygRbPgjg3JWe0ZIjDUIkwD+2/H+g4ZSHHqcbjcX/XqfJYIkBL\n0xSx0Ob0prhmLMgGxDCHlc3U11JS+TiGMJTOU+lXYMpBco+TbSfos7c7idHRUQBAV1eXr+vIxGOC\nuLwQ8Lo9f/HcZuzTHUM6ZiEWMhC1DKSjFlIRy5fO8jpjnuaNkcYwrS/e80e8py+BkKnD0jWYho6o\npSMZsZCImEiGTURDBpIRE7GQiXjYRCJsztgLy5UbzzlNbHEC3nNe89PnMCcdgaE3EsCmocEydFiG\njrCpI2IZCJk6QoaORNhEJmYhHjbREw+hKx6atlEhz7YczkOJt8cb45Cvv+sF7Ncbh6lrMA0Npq7D\n1DVYpo5Ic8+NLx1hy0AyLJ+3gWTEQjpqTeuZjzYpRqj5mWThxFipjq/+6mU4roDtCriugOMKuKLh\nTbcWs+haI0xp6hoMXYehQ92fiGXgr46Yq0YZUKJjlUVvb++0f/e/H30dmwYLCJs64mET3fEQYiET\nqUhDAEUtA6mmMP7jlhwAYE6a/qFIXH/XC9v8WTxkYHY6gt5EGMmIiUwshO54CP2pCHoTjX3FQo0X\nLhE20RWzkIpazW7pyV+yFzc39pxiUJASv/rjAH71x4Fp/Y6uNUIqDUVqYnY6gq5YCMmIiXTUwqxk\nGLGQiahlIBoyEAs1nnMsZKjnLEd+cuD+F6e333cjbOrojocQbQrYeLhhVMRCDcWSiTaefVcshGjI\nUN3EnM/5wZcGd+r3DV1DV8xCxDKQijSecTxsIGqZSIQNpGMhZKIWuuMhRCxdDdbqIlYWrYbXV3+1\nqS1/89XhIv559WFt+VvTQccpi1yuKdBSqWn/7gMvDWL9xqEdf7CJ2akIjpjnrwezPRy7fy80TUO2\nVEO57qBUc5At1ZGv2ijWHPxpqIg/DRWn/XdDZsNCjVoGwmbDcotaOp57OwtdA844cm8fdjM1nHf0\nPOzdFUPNdmG7LmxHoFRzUKjayJXrKFRtlOsOChUbxZqNYrXxs9FiTQnB3/952zPgJ8OsZBhL53f7\nsZ0p4bL37Ye9u6KwXYG6I1B3XNiOi7orUKk7qNQd1GyBmuMiX6kjW66jWLUxUqhhrFRD1XaxOTu9\nwVFH7pNh8SwkLly+L+Z1xWC7Qu3VdRt7L9UcVG0HlbqLcnP/xWrjWRdrNvIVG9lyHcOKkLAMbN7x\nmkv27VI5BCpYLf07Vx23EBHTgGlo0DUNht4Ivzb+rUHTGr1O0tNo9ULqrsDPnnkbb46W2PIfHacs\nstmGIEin09P+3YuWz8fxB/WhXHOQr9gYK9VQqjnIleuo2A1hLA+i4wpcc8L+5ElmAPi/a45F1XZx\nxLzMpD93XYF8xcbmXBmjhRryVRvjpRqGCzUM5CoYKTSUS7nmNARr8+e5iq0aokbtyblqznjvXtiv\n19980GRY/+njsDlbwfKF02cirjsuxko15CuNfQ7kqur/x0q1xv1o3otSi4IpNhXPNR/YnyWp/+tP\nH4eBXAXLFsyMfVmiWLWV0pBnO1+po1izMVZsKJdsuY7x5nl3XIHLVy5o0y6mh515zq2o2g3DqVx3\nMF6qY6RYRanWeIcLFRvj5TrGijWMl+so12zUHIGrVi3c8R9uMzRNw8+vfh80DTh0r+nLrFac8d69\n8JtNQ9i3h/79BABNUBd57yRuvfVWXHLJJXjttdcwf/587svpOAghUKm7KFRtVOqeBVepO7BdgSPm\nZVi61gMECLBro+M8i0KhAABIJBLMV9KZ0DStkZ9hqPIKECBA56LjSmfL5UY1RTQaZb6SAAECBNhz\n0HHKIpvNwjAM35vyAgQIECCAh45TFvl8HslkknxmcoAAAQLsyeg4ZZHNZpHJTF4lFCBAgAAB/EHH\nVUMBNDO4/YIQAtlsFiMjI8hmsygWi8hmsxgbG8PIyAjy+Tyq1SpqtRpqtRrq9TpKpRKKxSLK5TJq\ntRps24bjTKQP0DQNhmHANE2EQiFYlgXTNGFZFizLQiwWQ3d3N1KpFJLJJNLpNOLxODKZDNLpNCKR\nCCKRCOLxONLpNCyLrwbfT9i2jfHxcRQKBRSLReRyOXVvy+UyKpUKCoUC8vk8SqWS+qrVaqhWq6hU\nKqjX67BtW325rgvX9dhjpdcr73vrvQ2Hw7AsC4lEAul0Gul0GqlUCqlUSv27r68P6XS6Y73nfD6P\n0dFRFItF9VUqlZDP55HP59X9lf+W97RSqaBaraJer6NWq00445qmqbMdCoUQjUaRTCbVV+v9y2Qy\nyGQy6t9dXV27xXmuVqt45513MDY2htHRUQwMDKjzW6lU1FmtVqvqTMuz6jgOXNfF4sWL8a//+q8z\nWr/jqqGuueYaPP/884hGo8hkMuju7lbCLxqNIpFIoKurSx2c7u5udHd3Ix6Pt21ut+u6KJfLyOfz\nyOVyKJVKyOVyyOVyKBQKGBgYwMDAALZs2YKRkRH1s7GxMWzevBmVyvYbqDRNUy+FfDHi8Tii0SjC\n4TAMw4BhGNA0DZqmQQgBx3FQrVZh27ZSMpJ0USqc8fFxuFMkcItEIshkMujp6UEikUA8Hkd3dzd6\ne3vVS9jX14eenh7E43H1ssqXNBqNtl3Y1Wo1DA0NYXR0VAmakZERjIyMKKFTKBQwNjaGXC6HbDaL\nfD6vBFahUMDw8PCU7wHQKKSIRqMIhUIIh8OIRCJKEcsvXdfVF9AwCOQZGRgYUEqoVCopwVirbX8m\ncygUQl9fH2bNmoW+vj7MmTMH/f396O/vRywWQyaTQW9vL7q6utDb24tMJoNEIqGuYWchhEC1WlWG\nihT40tDZvHkztmzZov67ZcsWjI6OqmcxFYTDYSQSCUSjUZimiUgkopRpKBRSZxxoGIiVSkUZUZVK\nRb1/suhle4jFYkgkEkgmk+qe9vT0oLu7G7FYDLNmzUJvb6866+l0Gl1dXUrxtOO+CiFQq9VQKpVQ\nKBSQy+UwNDSEsbEx9f9yT9KA3Lx5M4aGhjA4OIihoe03FMtcbjgcVvKi9awahoFSqTTj6+84z+Ka\na67BU089hUqlgtHRUYyPjyOfz29laU8Gy7IQDocRCoUQi8WU1RcOh9XN1HUdruvCcRz1UtfrdSVs\n5Au/IxiGgb6+PvT19SlllslkMHv2bMyZMwe9vb3Kuk+n0+ju7kZXVxdSqRRM0/TFqnRdV1l44+Pj\nKBaLGB8fRzabRaVSQaVSUZ6OtA5HR0eVFT4yMoLR0VHkcjlUq9vn5zcMA/F4XCk7KRCkp6PrulJ6\n8kV0HAeO4yiFJ6+pVquhUChMSQhJQSqt9mQyiVgshng8jmQyqZ5JPB5X35MvlvySQiUSibRN+L4b\n9XoduVwO4+PjSkhks1lks1kMDAxgcHAQg4ODGB4eVgJ5cHAQ9fq2u3c1TVOKWgpcy7LUGZfCV9cb\nlC/SI6rVaiiXy0qISat0R6JB13X09fVh7ty5mD17Nnp7e9Hd3Y25c+eip6dH3fd4PI5YLKa82kQi\ngUQi0TZr33GcCcbB+Pi4uq/j4+MYGxtTciKfz6v7OjQ0hPHx8R0KUHlf4/G4uq9SjkhhLCMdrWe4\nWq2iWq2iXC4rb3Yq4tY0TSUv+vv71b3da6+9sNdeeykjob+/H+l0Wskxy7J89UY7TllMBiEESqUS\nyuWysiyz2SxyuRyGh4cxNjamLCMZ4pEum3R9pasmhFAhndYXTh5waeXHYjHlAkvLOpVKIZFIYNas\nWejp6dklwgj77LMPLMtCPB7HH/7wh7b93VKphMHBQXVvpaBrFX6FQkEJImlRyy+pkOU9B6AUiAw3\nyPBNKBRCIpFAd3e3sgCl0Onq6sKsWbMQj8d9Fe67AlzXVWEHGYqQnlXr/ZfhB2noyDMu77X8kooj\nHA5PUJTyfMuzLv9fnvOenh6ldDnv98EHH6zOwYMPPjjjv+O6LoaHh5VX1BoaHh8fV0ZpsVhU51ca\nMdKDl95q6xkOh8MIh8PKgEkkEohEIkp2yHvZ3d2NRCKhlOn2vPLvf//7GBoaQjabxdq1a2e855lg\nt1AWU8Vjjz2mLIJFixZxXw4JWg/dnvKoDzjgAKW0puIF7g64++67VQhw8eLF3JdDgj3xbHPueY9S\nFsHhCva8uyLYc7Bnv7H7+uwBAgQIEKBtCJRFgAABAgTYIQJlESBAgAABdohAWQQIECBAgB2i45ry\ndgbXX3899yWQI9jznoFgz3sGOPe8R1VDBQgQIECAmSEIQwUIECBAgB0iUBYBAgQIEGCH2GOUxR//\n+Eecc845WLJkCS6//HL8+c9/5r6ktuCOO+7Ascceu1WDzjPPPIPTTz8dS5YswTXXXIPBwcEJP6/V\narjhhhtwzDHH4LjjjsOdd965yzc2CSFw991346KLLsKFF16I22+/fStSwE2bNuH888/HkiVLcOml\nl+KNN96Y8HPXdXHrrbdixYoV+Iu/+AusW7duSrxiXKhUKrjllltwxRVX4Prrr8fGjRu3+swbb7yB\niy++GEuWLMEFF1yATZs2Tfi5EAI//OEPceyxx2LZsmW48cYbt8sxtSvhC1/4Ao455hjk8/kJ33/5\n5Zdx3nnnYcmSJbjsssvw5ptvTvi54zhYt24dVqxYgRUrVuDWW2/dZZ/z448/jvPOOw8XXnghzjnn\nHJx55pk4++yzcfbZZ0843xs3btzhnm+55Rb/9iz2ANxzzz3CNE2xbNkysWbNGnHooYeKrq4u8dpr\nr3Ff2ozhuq5Ys2aNACBSqdSEn912221C0zTx/ve/X3zuc58T73nPe8TcuXPF4OCgEEKISqUili9f\nLuLxuPjbv/1bcdFFFwnTNMWaNWs4tjIlVKtV8bGPfUzoui7+8i//UnzgAx8QAMTnPvc59ZkHHnhA\nWJYljjrqKLFmzRpxxBFHiGQyKV5++WUhhBCO44jTTz9dWJYlLr/8cnHVVVeJaDQqLrjgAq5tbRe2\nbYvDDz9cRKNR8eEPf1gcfPDBwjAMsX79evWZxx57TESjUXHYYYeJNWvWiGOOOUZEIhHx7LPPCiEa\n5+TCCy8Uuq6Lj3/84+KTn/ykSCaT4q/+6q+4tjVl3HnnnQKAACDefPNN9f37779fWJYlli5dKtas\nWSMOP/xwkUqlxCuvvCKEaDzn0047TViWJa644gpx5ZVXimg0Ki6++GKurWwXGzZsEADE8ccfL84+\n+2xx3nnniXPOOUfccMMNwnVdIYQQ9913nzBNUxx99NFizZo1YvHixSKdTk/Y86mnnqr2fMUVV4hI\nJCI+/vGPt+06d3tlUavVxN577y0uvPBC4TiO+t4hhxwirrrqKuarmzk2bdok0um0OOGEE0QsFlPf\nz2azIpPJiE996lPqoBUKBbH33nuLz3/+80IIIW644QYRj8fFSy+9pH5v3bp1IhwOi4GBAdqNTBEP\nP/ywWLBggXjooYfU966++mrR3d0thGgI1gULFoizzz5b2LYthBCiXq+LI488UgmJO+64Q+i6Lh5+\n+GH1N375y18KAOK5554j3M3U4Lqu+OpXv6oEpeu64swzzxRnnnmm+v/FixeLE088UdRqNSFEQ2is\nWrVKnHHGGUIIb3/33nuv+ruPPfaYACAeeeQR4h1NHZs3bxY9PT3ilFNOmaAsbNsW8+fPF+eee+6E\n53z44YeLSy+9VAghxI9+9COh6/qE/f3f//2fACBefPFF+s3sAL/5zW+2UoitqNfrYt999xXnnXfe\nhD0vXrxYXHbZZUIIIX74wx8KwzDEo48+qn7vnnvuaeued3tlsWHDBqFp2lZexJe//GXR09PDc1Ft\nguM44qtf/apIJBLqez/5yU9EOBwWw8PDEz776U9/Whx44IFCCCGWL1++laIslUoiEomIb33rW/5f\neJvw0Y9+VOy///5CCCGefPJJAUD88Y9/nPCZr33tayIejwvXdcXZZ58tTjnllAk/d11XzJs3T1x/\n/fVUlz1juK4rzjvvPKUINm7cKACIxx9/fMLnvvOd7whd10WlUhGf+MQnxMqVK7f6W4sWLRKf+tSn\nSK57unBdV5x66qni0EMPVVa3FKRS0W3cuHHC79xwww0imUwqhfpuz8l1XbHXXnuJf/iHfyDbx1Tx\n4x//WBiGIf7nf/5HnHPOOeK4444Ta9asEWNjY0IIIR599FEBQHnIEl/5yldEKpUSruuK1atXi9NP\nP33Czx3HEXPmzBFf+MIX2nKdu33O4uGHH8Y+++yD+fPnT/j+ggUL1GS6ToWu6xgdHUV3d7f63sMP\nP4xDDz0UPT09Ez67YMECvP7666jVanjiiSewcuXKCT+PRqOYO3cuXn/9dYpL32l8//vfxw9+8ANc\ncsklABr77uvrw0EHHTThcwsWLECxWMTw8DAefvhhrFq1asLPNU3Dfvvtt0vve+PGjfjMZz6DI488\nEj/5yU/w//7f/wMA/Pa3v0UkEsHSpUsnfH7BggVwXRdvvfUWHn744a2etfzMrrrn73znO7jnnnvw\nrW99C6FQaMLPHn74YcyZMwcHHHDAhO8vWLAA+XweY2Nj+O1vf7vVnnfl57xlyxY4joPzzjsP9Xod\nBx98MG655RasXr0aQGPPc+fOxf777z/h9xYsWKBmdkx2tnVdb+ued/umvEKhMOnM7lgsBqAxqjCZ\nTFJfVtswMjKC/v5+9f+FQgHpdHqrz8ViMTWIxXGcbd6TXZ3Su1gs4lOf+hRuueUWXHnllbjuuusA\n7Pg5yyl627o3u/K+77//fqxbtw6jo6M4+eSTlULM5/OTjl999563dV+y2az/Fz9NvPbaa7jmmmvw\n6U9/GsuWLcPjjz8+4edTfc6ddL6HhoZgGAbuvPNOnH766QCA888/H8ceeyx+//vf7zJne7f3LHp6\nejA2NrbV90dHR2GaJlKpFMNVtQ+jo6MTlEVvb+829ytncFuWtc3PvNsj2ZXwyiuv4KijjsJdd92F\nn/70p/jGN76hJpRt7zlrmqbGj3bivq+++moMDw/j7rvvxvr163H55ZcD8J61eFcV2+joKIDGPdne\nfdnV9lyv13H66acjn89jy5Yt+OQnP4mvfe1rAIAbbrgBzz///A6fsxwF3Cl7BoCPf/zjeOihh5Si\nAIAVK1YgFArhxRdf3O5+dF1XI3b93vNuryz22WcfvPPOO1tZUc888wwWL168lZvbaSiXy0j8/+3d\nX0hTbRwH8N/UnXP2D5tSmNIqCiqCorVcOSGjrlJDIiIQbwKjf8wioi6iiBCHs7qoRiPwqiC6ENqQ\n6KaLMIgIBjVz9BcMw5UuK+3snMrvezF83nev811/zO213+duz3kGz3eP46d7fmdareKxw+Ggly9f\nTmqNjEQi5HK5yGAwkMPhoFgslnY9Ho/TmzdvyOVyzci6fxQAqq+vJ0VR6PHjx2lvLKJU7qGhIRoa\nGkobj0QitHz5crJarRlz67pO0WiU1q5d+9sz/AqDwUC1tbXU0tJCt27dIqJUZl3XJ33MEIlEqLy8\nnObPn58xMwDx85BPdF0nl8tFdXV1FI/HKRqNUjQaJSKi27dvi4+U3759KwrihEgkQitXriSz2Zwx\ns6Zp1Nvbm3eZiVL76PF40sYm/tshAHI4HBSPx6fMbDKZMmZOJpP05MmT6cs8LScfeez9+/cwGo3o\n7OwUY2NjY1iwYAEOHDiQw5VNj8bGRmzbtk087u/vBxEhFAqJsUQiAbvdLg5xvV4vVqxYITorAMDv\n96OoqAiJRGLG1v4jHjx4ACLC/fv3M14fHR2FyWTCpUuXxFgymcSSJUuwe/duAKmMpaWlGBsbE3Ou\nX7+et10ysVgM58+fTxtrbW1FWVkZgFRXX0lJCdra2sR1XdexevVq0TEVDAZhNpvFYSnwd2fQVK9l\nPpk40J444P706RMURcHly5fFHFVVsXjxYjQ3NwNINa/MnTsXnz9/FnOuXbuW8WA8HwwPD2NwcDBt\nrLOzEwaDAQMDA/j48SNkWUYwGBTXVVXFokWLsGfPHgBAW1sb5s2bl5b56tWrICI8e/ZsWtY564sF\nAOzduxc2mw3nzp1DKBSC0+mEoihpraP/N6qqIhAIYP369Vi4cCF8Pp9on9yxYwdKS0sRCATQ1dWF\nZcuWobi4GAMDAwCAvr4+SJKErVu3oru7GydPnkRBQQH279+fy0j/6caNGyAieL1eNDU1oaGhAXV1\ndfD5fKJF+NChQ7BYLGhvb0c4HIbb7YYkSXj06BEAIB6Po6SkBFVVVbh58ybOnj0LWZZRX1+fy2hT\n6unpARHh2LFj6OnpQTAYhM1mw4kTJ8ScU6dOQZZlnDlzBt3d3aipqUFhYaFoGx0ZGUF5eTmcTie6\nurpw8eJFWCwWbNy4Ubxu+WyiE+ifbaVerxdWqxV+vx/hcBiVlZWQZRnRaBRAqu3WbrfD4/EgFAqh\no6MDkiRN6hbKF0ePHkVFRQXu3LmD58+fIxAIwGw2Y9euXWLOwYMHYbVa0dHRgXA4DJfLBVmW0dvb\nCyCVec6cOaiurkYoFILf74ckSdi+ffu0rfOPKBaapqG1tRVmsxlEhA0bNuDevXu5XtYvefHiBdxu\nN5xOJ9asWQOPx4MPHz4ASP3ldPz4cUiSBCLC5s2bEYlE0p7/8OFDuFwuEBFsNhtOnz4NVVVzEeW7\nPH36FFVVVaiurkZDQwMaGxvR1NSELVu2iCKp6zra29thsVhARFi3bl3aDWxAqt104oY+WZZx+PBh\njIyM5CLSd7ly5QrKyspARLBYLGhpaYGmaeL6169fceHCBRQXF4OIsGrVqrR7KgDg1atXqK2tBRHB\naDRi3759ePfu3UxH+Sn9/f2oqKhI2yNd1+Hz+cQ+V1ZW4u7du2nPi8Vi2LRpE4gIiqLgyJEj4v2R\nbxKJBHbu3CluQJRlGc3NzRgdHRVz/p3Z7XZPytzX14eamprflvmP+tbZ8fFx0jSNTCZTrpcyI759\n+0ZfvnwhRVGmnKOqKsmyTAUFs+f46nv2OZlMktFoFAfk+Wx8fJyGh4fJZrNNuZcASFVV0SGTiaZp\nVFhYSEVFs6MJcrbt8+vXr2lwcJCWLl1Kdrs945xcZv6jigVjjLGfM3t+nWSMMfbbcLFgjDGWFRcL\nxhhjWXGxYIwxlhUXC8YYY1lxsWCMMZYVFwvGGGNZcbFgjDGWFRcLxhhjWf0FCrlrV9F7OwEAAAAA\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc3cd990>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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RSC1vUUZKlqaVpykC+mOVZ5ZmrteDkex1QM4CAGIcRk6JGhEdMH8bEFBZiMgP\nxSscDM/CIv7b7rAz0J6atEQPvQG1kEzGIv9i5DYcoCzCkyr4zHIwlMfxO2DuOFDjexrN1A+fOm1U\nsnC76O7uBgCMjIy0eCX8oLCDlXCIcNastzuMGcUcoUIKQ4muIAH+oTi1cJX4ykKWJSPMalbRZghO\nxRlWdqj6rpp5kaQgRWdjIAi3C1IWExMTLV4JP8iStPIsYoZnIbayoFwFY5WeCzOEjdCN+PF7Xs4g\n6uh3gmcB1Dxns3top0JOBNB8CiLMnA5U4efSfbQIFIbKZDItXgk/aFiKatHxWUv2im1lSxKftQlM\njvOLryxCXmsBAkwSrg5IcAOTBKeJ8rMzLVIEGO80R5+FWw3VIkSjUQBiTcsLcpYXxgJUDSW2ZwHw\n049TzsIJ1VBxzmS9k+4zAHRW4/cTFsR6gHNG6NY8C+vQm1MqwITbRVdXFwBgdHS0xSvhR4hm9loo\nCxI2PIPg2x1G3sKijJRYS52Q4DYquyx6RmJBZ3iQBGo6M7uHvMzLooDuodm7atCyOySpL5yyoPkX\nIiW4DbI8izBURzVnMZ5The/uJW8qZ1FGGuZkLRUBRoLbwrMIOYjiBKiRA5rl5CSnEShyzPFwWrmw\ncMrC5/MhEolgfHy81UvhRoizMzvsVxD1K1DLuuUUrnZHyFAW5gLR8CwcEIaiPVspAYphi04YSYhw\n8EP5OD1NUcCTs6gx7QonZqeFkLuIRCJCJbh7I5WY7kjaOqbbHeEbrNLuIGvTquKHt9xUBEQ58y+0\n50RO7HtM4DEMvA4qFwZqs8fNiARVTuZlUSDkLnw+H1RVnBeNSmJ5YtR9UT76hHYHbzVUR7CiHBO5\nkvChtzAnqV5flK/rWRTw9BFRyWzZIZ4FT/kzMQs7ZQKkkLsIBAJC0X3YoR6f3VFRFtuS4uxvOtRm\nc5hb2UGfB/GgF6qmm3bDioBeTiXQ4aBCBmCysqj/fPNWx4kCMgzMvCnqMfI4pFzYVRYzADt19bPj\nQQDAjmS+qWtqNiicxqMAaKax6MLT4ElKFU29JFIqQ4J7jwQyhnImzzfR7zuhkAGwR2njFAipLEQL\nQwU4m7WAWkme6F3cvENxAOc0I0YDXkT8CvIlzbSHojNUC705ATGOvBNPl7dIoDAUD6WNUyCkslAU\nBeWyOMI0zFGHTuipMs+OCB7P5p3hAQC9EbK0xd4zwNdrEQ86pxERqDGwmlW0BTjKa0WCJNWGWFmB\nwRneh5De+PRXAAAgAElEQVTKwuPxQNPEsVB4KcqBmuAcE7waipc8Eag1IzqBTLA2Oa7+va7NrXaG\nsuAJs/L23YgCIwthNm9d5lcoIkBYZSHS8KOQzwOPLKFY1i0TfFHDShNbcNoRiAbNtQO6uHl6Diaz\nC4teAQZMajI0CTFR+WiRIxQrAsizMLt7lNh2Sl5DSGUhGiRJMjqVrZrPgpzNbO2OoI0YNXELid5b\nAvD1jfgUGRG/grLOHMEPZcTvTQwhar5MO8AgAGrMymYd6bLDkuBCKgtd1w3NLgpotKJZxyfgnClq\nQRtdyp1GnF9sbwrgV3xOGXQF8FUG2Sl4EAFSNRBl5hg6rVxYSGWhaRo8gpFz8brhUY6Ytwjoi/GX\nh1JSWHSKE6A2QW3cojubyoVFz00BkxruTJRFyGHKgmBms/JcF5Gg7MqX8/k87rjjDrz77rtYtWoV\nPv7xj5ta/IVCAb/85S+xZcsWHHHEETj55JMb8hBEVBa1kZsW85l9/A187QzqROep6iLKbtFLZ4HJ\nZcB8lB+i95YAfESCBi274EYQgafCyUkTEYFd8CxefPFFLFmyBNdccw0efvhhnHTSSVi9enXdktZX\nX30V++23H6666io8/PDDOPXUU/GpT32qoX4JXdchy2I5Rd1hqnIyF55UYpgvmc80bncYYRYOYRhz\nUCmpEUa08CBr4Srxy4V5chZGU55DPAuNozvbSbPWgQaVRblcxllnnYX58+dj8+bN+Mtf/oINGzbg\nD3/4A371q1/tdLymaTjnnHMwMDBgHL9x40asX78et99+u+3zl0oleL3eRpbeMtDLYpXw9SkyfB4Z\nms6EzlvUvAVr4RDh5FQSAUa40YKOnkqkRznIJdsdFG4xG6FrpzFVBFBiWzYZE0vkiVZ5SlHQUBjq\nySefxKZNm/D73//emC+xYsUKrF69GrfeeivOP//8Kcc///zzePnll/HKK6+gv78fALBs2TKceeaZ\nuPXWW3HJJZfYOr+IyiLos+aSIdDD9Ys/vW0IUqBSVeWRJHg9EnyKDEWWq/+t/Dvk8yDkUxD0eir/\n9nsQ9iktmXscDSiQpEr1i6Yz0zVQ6ewbQxms+9sQ1LIOVdOglnVoeuXFZGyq4y+h8qJ6JAme6v59\nHrl6HRQctGdHS8ZZKpxJzVqnfgllTUdW1ZBTy8irGvIlDYWShryqI6uWUdYYyroOTWcoawxFTZ/i\ndUqoGBkn7NuP7qoSmkkYKzGxsnmVqBkKJQ3pQhmZYrlSdgyGJbNiRrhnJkGEiGaeBe1Z9JAyoSFl\n8eijj2L//ffHwoULp/z+oIMOwsMPPzzt8fvssw/233//nY6/9957wRizlbsol8szoiz+dySDkXQR\nh8/v3uW/RSRrdqyM7z+8aZfP65ElXHPSEnz+qPlcxw+lCvjbthSOWdy7SxVnJV2HIksoaQwlTYdH\nri+4A77ay/6FO//c8DknY/VBc3DTmQdyHfvSuwlEAgoW9EZ2+bwT1cS2VU6T4vw3P/Ymbn7szV0+\nLwActXA7/uNzh1kel1c1PPHGMPbqDqM77EPQ50HQ62mYHfW9iQqPmc9jJjgr+x3NFPHWSAbZYkU5\njmVVjGWKyJc05FQNYxkVw+kC0oUy8iUNeVVDpljGRFaddizxmkP2wPf/brnlGrcn81j/xghCPgUh\nnwedYR96I35E/AriQa+phzAdtoznAJgPNrIThsqpZYxlVOSq+00XSkjmSxhKFTCWVTGRVTGRK0EC\ncOkxC3Dwnp221rs70JCy2LZtGwYGBnb6fWdnJ8bHx3cS/mbHZ7NZlEol+Hw+4/eDg4P41re+tdPx\n8+bNw9tvv418Po9AINDI0m3h+BufAACcsnwAi/oiUDwyPHJlRKQsSZCkilWns4r1q+kVwaiWdRTL\nOlRNR6GkIVUo44k3KpP9Dt+bX/F8dEE35veGIUECA4POAK0qfEs6Q7l6rrLOUCxXXracWnnBVE1H\nrlhGVtVw65Nv4aIj9uZ6IY763v+Fquk4elEvjlvcC41Vwgsaq5yvWNaRLWrIFEvIqhqSuRImcurU\n86plI9wwOx6wtPAne09HLexBxK/Ar8jwemR4ZAmSJEGWaqM5gcr1pmte1hlKGoNarngjT24exX+/\ntA1f+cRizOkImp47Wyzj0z/9EwDg5ANmIexTEPR54PPI8Coy/IoMv+KBR67MMKB7DlQsap3BuC5l\nTcd9L7wHADhuSZ/pebvCNWNHlireVcjvQcBbEdwkwEM+j3EdFFmCZ5I3Ofla/PeL2/Dk5lG8sGUc\nK/bqMj33Xc9uwfUPvbbT7/1V7zRQPX932IeA1wO/UllH2K8g4q94r35vZQ2yJOE3f34XAHDi/rPr\nnpMoQZ59axzHVd8ru/B6JIN/KxpQ8PqONH73l/dx+XELMbcrZPrdb/z/f8Wjrw9P+5kkASGvB8Gq\nIgl4ZQR9CmIBBbGAF0GfB35FRsBbuRc+Rcb9L74PADj5gPp7JkVy+T0bcfSiXsiSZDwrqXwJiXxF\nISRzJVtGZMjnEUdZxONxbNq0s9WbTqcRiUR2skjj8fi0w4rS6TS8Xi+3lxAMVl78fD5v/P9M4Pcv\nbdstf+fw+V3Ys9v8oQaAuz53GLYl81hzyNxdOh9jDIf/y6MYShWxeTiDxbOilt+hh3b9GyNY/0bj\no2s9soSIX8F5K+dZHhvyKbhpzXJ0hLw4bkl/w+ckXPofL+DhV3fg4b/uwOeO3Nv02Mn9EA+9smOX\nzw0Ae/eE8Ymls0yPOfmA2RjNqPj4fv3Yp2/nd8YuIgEFP3viLdz35/cslcWW8azx/z0RP/JqGbmS\nhmLVyAEquaO3RrJ1/sLO6Iv68feH7Vn380PmdeGK4/bB+s2jGM0UEQt4EfJ50BHyoTfqR6iqHDvD\nPsyKBRAPehH0VRR1NKCgI+RDLKBMuU5X3LMR97+0Dfe/tA3/37H7mK6PvJ/5PWHM7QphIqdiLKMi\nXSghVagYVdN5LmaY0xHE6QfvUffzK45biImsij9vmcCDL283/Vs+j4yeiA9hv4KQv6ao+mJ+9ET8\n6Az58H4ih41bE/jogh5b69xdaEhZ9Pf34/3339/Jg9i8eTMOOOAA28fzvih+fyUeq6rqFE+k2Tj3\n8L0QCyooaxVLVmMMjMGIo5OX4ZGqsfOqNeqrWqaxoBdRv4KD9+KzBo5cuHsehkrnuAKgCF4vO+zz\nIKtqWDIrio/s3QW5mhMgy5aszEhAQbj6UHeGKg85WeSV3InHlgBcbfLS2QX1ePDseTIdyY/OOhB5\ntZIvUCd7iFXvTdOn5k4kVK6x11O5Ll6PDL9Xxsf267fME0UDXksBZweL+iqGAE9RBPWz/OisA/Hp\nA+cAqDzLhVLFK8yXNGSLGhI5FYWyXs2faEgXy8gWy8gVyyhqOjSt8i4AwKeWDZh6kD5Fxj9+fDH+\n8eOLd3WrBpYOxHD/S9u4yo8pPPirLxxmjAEglDUdueoe86qGQtVLT+UriiSvlo1ngZ4HnTF8Yuks\n03zJAXvE8dvLPopX3kvitR0p+CflGaPV9yYaUNAV9sGvyG3faNyQsjj22GNxzTXX4NVXXzXyEOVy\nGQ899BA+/elPT3v8l7/8Zbzwwgs45JBDAFTKXx988EEcc8wxOx0/ODiIwcHBac/NGEM2m0Uksuvx\nZSsEvDIKJR1fP2mJwXUkGkgYhjjXv6AvgpffS+K7py/DgXM7mrm0poGKCEIm8eQPHrt8j7ghOEWE\nMZWNQ0OOV2eMUGMgUFF6QZ/HNAbfbvB6qNHV3CPQdWY0P07eM0HxyIh5ZKOCb3fjgD3iOGCPeFP+\n9kyioYzWoYcein333ReXXXYZtmzZgkwmg4suugjvvPMOzj333J2OX7ZsGQ488EB88YtfxFtvvYVs\nNouLL74Yr7/+Os477zxb587n89A0DdGodUhlV6CWdRRKlSQtj9BpRzDGMFYVDN3TvCTTgSo3aCyq\niCDrmqcaiur+RTUGCDTv2ctRGUShN+r9ERWk2KyGik3kVGg6Q0fIayTaXdhHQxJBlmXcd999yGaz\nmDdvHqLRKO6//37ccsstOPjggwEA3/zmN+HxeDA2NgZJknDvvfdC13UsWLAA0WgUv/nNb3DzzTdj\n5cqVts6dSqUAALFYrJGlc4OEiN1wSjshUyyjrDMjacmDbLFqlXvFFZ7E2EtsqGagAUTURCgqqOLG\nx1HRRP0s1G0uKkKGsjAPvVHXeLM8hw8LGn5ali5diueffx6PP/44crkcjjzySHR11RJrBx10EPbZ\nZx+jamnx4sV45pln8MQTTyCdTuOII45AT4/92HwikQAAdHQ0N0RC3D6dnBZ5O4IqkoI2+g0owe0X\n2LMYryqAyRVH9TDhgPsMAHm1ZtxYgYSn6MpCqbI4lC0qiYifjMbeumgMu/S0KIqCE044YdrPVq9e\njdWrV0/5ncfjwXHHHbcrp0QymQRQqbBqJtIOsEYM78jPrywo/stjobYrRqt8VL0R6/Lq4ep0vr6o\n2IKEci9WhkG6UEKmWIZfkYX3pnhoRoAa5YzI73I7QDiJQGGoZisLqrAQ+YUi+mvel4QxVksO21Aw\n7QZK6kc4LOftyYrVOSvW/L6dZoLi9lYJ6uGqIp0VDwgbXiXwUKMDtRyN6N5jqyGcsshmK7Xf4XC4\nueepWuURgROfNGiJdw+qVikRpRJZUUEkfn6OZO/2ZKX+frZF8167o1aYYH7fyMoWPQQFTBouZNEt\nP5a1V+ThYnoIpyzGxsYAVLq/mwlKAopcJWOEJjirufKcoYx2BmOsZmVz7GNHyhmeBSXqaTZIPQxV\nw279UbH3C0yag20Bmvst8rvcDhBOWQwPV1r2iZCwWaCXqk/gpBjRofOWSFKzlsjuOpXN+hSZi96E\n8hs9EXH3DEwqF7bwCJN554RkeAn80w5J6LcawimLRCIBv9/fdLoPqpIR2XWl+c68eRcn5GkMwcBh\nRWaLZaQKlWTvdM1aIoG8QqswVKZaGi1yeJVAzLtWNgGVg7uexa5BOGWRSqWa3mMB1ASnyBUUGSPv\nwttjIX6ehjd2D1QYUIEKP5Loyd5CmUKO5q90gTMRLgKot8RrUbmXNgo9xH2u2wHCKYvR0dEp/RzN\nAlnlNHdARNjtIcgY3cziCpKUjYYzJ4QaCQUjqW9+7yh+L3JeikBd61bzLChEJ3LRRjtAOGUxPj6O\n7u5dny9hhZF0JfHZK3AikEITYY5OZsAZNBB2KsCcsF9CpshXkEGVYiLTuRCoGc9rEYcib0rkRtN2\ngHBXL5vNNr1sFqhZ2SInxfI2XxIn0EDY4YUiK5s3TNfOMDjALBL1FK5ygpVdrvZXWA1toveAh/7F\nRX0IpywymcyMMM46ISlmN2FNVrnIe66FHKwfbd5GtnaHpteaKSMWAjFX5GfkbXfw5izs9N24qA/h\nrt7Y2FjTcxaMsUkJbnEFp92EddoB3pSdBDdvBVG7IzXJKLAqF07kqR9D7OovYBJjsIXiI74zK6Xi\nwhzCXb1EItF0ZZEvaciXNPgUWejKILtNeU6olLGjAIwCAMEFZ4ZTaAK16+MEzyJrUNOYv6NEB8Iz\n68NFfQilLEqlEgqFQtNnWWQm1eqLXFKp2qwCsTM0qF2RVfkrurIO6Tmwk6cxWIUdEJIplPieV1IW\nVtMLXZhDqCdmphhnndCcBkzus7BXDdURFNfSNmgvOO6dUUYqsHIEJlf7cCgLzji/CKCkfqcFxYmL\n3QOhnpiZIhF0QuwesE9RvoMYWOPilgvbmXznBE8KsKcg1Ul0KKIjbZNV2cWuQagnplCoCDMaqNS0\n8zgg8ckYM2K6vH0WRJUhskeVK/HFsQHnNGtRJ3oXB78Vlc6K/GwTjPCb4MpeFLjKYho4oaSyPClO\nyxOrnVwBJrJHZVRDcVjOTkjoA8BwtYGUh0m2rDkn2Vss8w3qqg7Ug854qQddTAehlMVM5SyyDghP\nGHFsznBDTq1UgAW8YleAGVPROLwjp4wXHc9W9mzVkAcAZb1ijSse8ZVFvsSX2JeqZOaurtg1CKUs\nZmr+9kQ10SsyE6mdmQ7A1KS+yBVgec4KGWBS/F7wZC9vvwEA0ARSj8D3mEDvqVWCm5wo17PYNQj1\nlszYlDwHDEsxass5LUi7lVPtioksfyVbsWzP+2pX2EnqGxBfVxgGjlWDoVxVjBbTV11YQKi3hMJQ\nzfYsDMZZgassarFpXl4omlst7p6BSfO3OQSnEwoZAOeE0+ygMi++Wu1n4VFRV7vrWewahFIW6XQa\nAJrelJe0EfduV9B7wakrkMhRj4W4ewbsJa2d0qBW2/OHR1lM5EooaQzRgGKp7KmnhMKOLhqDUG9J\nKpWCLMsIhUJNPY+dGHC7g9eYmjwISGSkbVCUO6Wzl9fCdhK2JfIAgIG49cRMui7UV+OiMQilLMbH\nx9HR0QGZ11xuEHaHBrUj7OYvx6rJQpFnUTPGbFFfOEVZkIfEk6in50IX3MimIVc8uSlSFhSidNEY\nhFIWuVyu6V4FUIsBi5yzIPB6FnmbpIPtCFXToekMiiw5gs6CF8bAJ46cBSmUkia2thi3UbFIYUY3\nDLVrEOqNKpVK8HqbL8BVGzMR2hV2k3qGshA42UtJfV5FUbtGTVvSjMAObQl5UZrgmyZqmn6OkbiU\ny6HcjovGsFukIZuhKoOZUhZkdYnMn2O3tpzcepGT+mWbVNR0XFnwmEzJxrwGKqUWfc+jVRLB3qi1\nsiCjL+/mLHYJDUtDxhjuu+8+LF68GF6vFytXrsSTTz5p+p0XXngBq1evxqJFi3DiiSfi0UcftXXO\ncrkMRWl+xYedl69dQU1XvNGGCRtkdO0KvaosrAYAEZxiZdvhACMerEJJbGWRs9ELRU179Iy7aAwN\nS8Obb74Za9aswbHHHou7774bc+fOxfHHH4+NGzdOe/zdd9+Nww8/HKlUChdddBGy2Sw+9rGP4cUX\nX+Q+50yHobwCUyLQXGJeC9JO3LtdYd+zqF4jTVxlwRizFTaleeNU8ScqMjYaEalQhcrDXTSGhpRF\nOp3Gtddei29961u45ZZbsGbNGvz617/GRz7yEXz3u9+d9jsvvfQSvv/972PdunX4+te/jsceewxe\nrxd/+MMfuM+rqip8vuZX69gdGtSOoBBakdOCzNloZmt38FaCUUhG5GRvaRIxII9HRVViecHj9wUb\ndDaB6ntcdBPcu4SGJMPjjz8OVVVx+eWXG7+TJAlnnHEGrrvuumm/873vfW/Kv//6179CVVXMmzeP\n+7wzFYZyAue/12ZsuuiAPRN4U2ihathG5Pp7u+W/TglDpW14wkGjz0Jsb6rVaEgybNiwAfPnz0dn\nZ+eU3++xxx5IJpNIpVKm33/11Vfxd3/3d1i4cCFOPfXUnT4fHByEJElTfgBA0zR4PM239kvEzClw\n/X2tRJJxxeSdUAFmt7fEV1WoqsCeBRUwyJybp3GzogvOrA0uMyqBJ2YGF42hIclQLpennSlBgrxe\ndRRjDP/2b/+GQw45BN3d3Xj00UcRDFp3YE7+frMb8gD7JHztCEmSDBedp2TQmAMhcOksgTcDYXgW\nRXE9C4MDjPNZpQKGhODJ3kSevyCDGk1pDKuLxmCqlnVdx1VXXYXR0VHkcjmUSiVcd9116O3txdjY\n2E7Hj4yMIBwOT8vdVC6Xcf755+M3v/kNrrvuOlx99dUNJatngj6bDHFea61dEfDKyJcqcyqsEoEF\nB+RpjFJYTk/B763mdcriKgu7ngXN6RY9fk8kkDwTEenZzwocbmwHmF5pSZKwcOFCDAwMQFEURKNR\n7LXXXli4cCHee+89DA0Nob+/3zj+2WefxSGHHDKt9f+LX/wC9957Lx555BEcf/zxposaHBzE4ODg\ntJ/NRE8HnUNsVVFJ/k2gxFVfXjQ8C3HDUN5JoTceUBOb6MlegD8ER96m6GGooo1ZJNTlPVblP3PR\nGCyVxaWXXrrT748//niEQiHccccduPrqqwEAW7ZswX333Ycvf/nL0/6t3/3udzjttNMsFYUVZkRZ\nVP8r8hAgoMLzvy1ZwEROxdwuc5qUkm6v+7kdYVSAcXoKTmAjrXE98b0XJDgnBC8jtVMm3Vmdd5Fw\ncxa7hIYkQzAYxDe+8Q1cc801uPDCC/Htb38bhxxyCCKRCL74xS8CqJD+XX311SiXKxbM6OgoNm7c\niJUrV2LJkiWYO3culi5digcffJD7vB6PB5omvhU4U6DkX5YjJk+hG5FJ9ZRJ9B08Sf2AAyqDyKDh\ntaFqeSxx9wzYa8AMeGXIUsUo4A1RutgZDdehfv3rX8fSpUtx/fXX4+mnn8aaNWtw7bXXore3FwDw\n3e9+FzfccAPOOeccLF++HFdddRXWrVuH3t5eRKNRRCIRbN++3VbeQlGUGVEWsiRBYww6Y/AIHIwK\nVMMsBQtLW9eZkacRuQJMkiQEvDIKJR3FsmYksOuBQm4icwYZXeic2oJKTVOCW9m0Xx7jRpIkhH0K\n0sUyskUN8ZC43nMrsUtNC6eccgpOOeWUaT+7/vrrcdJJJ2H58uUAgLPOOgtnnXXWrpwOPp8PxWLz\n444eSYKGSsmpyMVBcaPyxTzkMPnFEz30FvR6UCjpyKvWyoKSvSKXztZoXfiURX+sUsW4I1Vo2ppm\nAnbnp/fG/EiPlLEjVUDcYma3i+nRNBXr9Xpx7LHH7ta/GQwGkc/nd+vfnA4U+xZZiABAb3WQ0Wia\nLz4ttpqowGg648hDBBTxPQuvzS50YmkdSYub7NV1ZuQseCl5+qMVJSnyvlsNofyxcDiMbDbb9PP4\nHSBEAKCjakEl8nzKQlyGpBqMCieOah8KyVA3sIhQPDI8sgSd8SmMaLVBLSPwnmvlwvxFKNSM6A5A\nahxCKYtQKDQjngU1pvHyKrUreMdJ0us2U1TzzQSFGHiazqizV/T4vR0PKTxpapyo97uRPiii3ne7\nuBuHUMrC6/VCVZtf8ud1AA0EUGtGsupQNipqmr6i5iNogyiPrGya5SEqvDYmwSkeGT6PDJ2J35hn\nJ70WNrr1Xc+iUQilLHw+34woC6L3Fn3OAdXUj1o0I1FBCWPiexe83hQAdFdpIGhEp6jwGnT0nM2I\nDqEpt/Oo+h2Sh2wlhFQWzRZoNdoIsQUnVUNZxeQlSTL2zNv93K4wKLg5lAX1oWQE5oYCaoKQN2wa\nEpym3O4USKD2XIjeX9JKCKUs/H4/GGNGo1+z4JTRkwa1Q8n6ejllahx16/J0KFOfRVFQoUmoVe/x\n7SPg41eo7QjPpOZLXsMx6HMT3LsKoZQFERRaUaDvKqh2W/SYbthGB7dBfSG4mx63kciM+Kuel+Dh\nGOpEz6t89050ym5Jkgzvgjf0Ztf7crEzhFIW3d3dAICJiYmmnocqJ0SvkjFKZzms7KDg1iaBRmhO\ncOQhYkFndDPbUZDAZH4ocfdtjA3mDJtGAxRyFNswaCWEUhY0bGl8fLyp54k5pErGzgvit1FR086w\nIzgnj9vkJeJrR0RsCsKaxymu4PTbJI10Spl0KyGUsojH4wCAZDLZ1PNEHdCsBVTCaYosoaQxyxp8\nSvaKriBnVekstiet6SxkWbJVatuuqO2B73mlgUEiM8/6bc7VNqIFgj/frYRQyiIcDgNA07u47ZRf\ntjMkSUJvlI/eIe6Q0NuseEVZDHFyHznhXhueBadx0+mAMJTdHIRTwqythFDKYqY8i6CN8st2B28o\nyikT1HiVI6FG+SGu4LQ7KpUUpMh0NkGbg6sUm+y8LnaGUMqCEtyjo6NNPU+8Wn4parXIZBhzpi1K\nBkWvvSfEAgr8ioysqnHF5CnZK3JjnjEJjnMPpCxEzlmEbZbCygY7b9OW5HgIpSzi8TgCgQC2b9/e\n1PM4IaZL6KxWRI1nzRUf9RyI7k1JkmTQcPOEouxa5e0Iu53odqun2hF+rz3vyOjNELiQodUQSllI\nkoTZs2djx44dTT2PHWHT7ohUq0CsPIva/GrxTS8qieWpDqL4/bjAhkFXuBJ641UWxJMksmdRq4bi\ne17Js7DT9e1iKoRSFkClfDaRSDT1HB02mEvbHYa7btGY54REL4FCbzzKIuKAMlLaA2/exeCGEvhe\n271vRDroqorGIZyyiMViTU9wG2ytAr9MhDCnIOmgofYCW9iEsI3KF9o3TxNfu4KGXPEm9ckqF9mL\npL4J3vJ2J9HwtwpCKot0Ot3Uc4QdwsoJ1CajWY3R7KlWEQ07YJJY0IaX1GkMiBLXi+yK2AulOSHk\naOceA65nsTsgnLLo7u7G8PBwU88RncQZJLol0sc5TnKWg/I0YRthqBBnmK6dEfZ54FNkFEq6ZW4K\nABTZHlVGO4JCxSJ7hKJBOGUxa9YsDA8PN1WIB30eRPwK1LKOlOBd3FQpM5Yxf6no5RO5QobQV/Wm\nhlPWXhKRCYrsRUqShNnVZsRtCWtl7wSGYTKChtN8xk0j0/VcTIVwyqK/vx+apmFsbKyp54kH+Un4\n2hk91Xi21QAkp1CcAA3SlHNyDLUrKIbPo/ScEJKx+7xOntvtojEIqSwAYGRkpKnnIevUSsi2O7rD\nfIIz7iDunD4bITXiGBJ9KI6dGD455SLLzV6bOTbyolzPonEIpywikQgAIJPJNPc8fmdY2jUCNYsO\nbh/fvG4R0GeD8sPvEM+iNvXP+nmloV4egc1s8ix4w4c0AZIGRbmwD+GuXCwWA9D8AUgBmx2i7Qq/\nIsPrkaCWdVOBGPErkCQgo5ZRFrhKBqgluHmoS2rNWk1dUtPRU81N8cTwaQCkyMrCbrkwVX5RJZgL\n+xDuys2UsnBKDF+SJC5iRI8soSvkA2Ni8yQBNW+BR9HXRnSKrS2oi5unkbRU1RaKwIIzxjlfnkDs\ntD6B99xqCHflQqEQgObTlDvFswAmz2g29xjiDug5AGqswTx5CDKuRVcWdowbGnDlF1hw+hUZslR5\npnk8YSopplJpF/axS0+Lruv4r//6L/zgBz/A+vXrub+naRp+9rOf4emnn7Z9TvIsmt2Y54ShOARj\nvvxMWjAAACAASURBVLYFjw659qOCN+bFbYyTlYRO89Zgh0mWnmnywESEJEm28orEIUVGoAv7aPhp\nef/993H44YdjzZo1+OlPf4pVq1bh9NNPh6pav6Bf//rXcemll+Lmm2+2fd5oNAqg+cqiljB0jrKw\nqqt3AhspUMtZ5EqaZT8OE7qAtAYqkR7LWiv6EnkWgid7+21MRXSCgmw1GrpyjDGcd955yGQyeOWV\nV/D222/j+eefx7p16/Dv//7vpt9dv349brrpJsydO7ehBQeDQQBALpdr6Pu8cEqVDFALtVgpi2ig\n1rkuMjyyBJ8igzFrVlKnNGvZCUMVDWUhtpU90FGRBdsSectjaQIk9aO4sI+GlMUbb7yBxx57DP/6\nr/+KxYsXAwAOPfRQnHvuubjlllvqfi+dTuOCCy7AhRdeiEMPPbSxBcsyAoFA03MWxoxfwevv7SBg\nIzHc7uClsHZK/X3QRo6N4vdBweP35E3xFGRQ4p8aNl3YR0PKYt26dejt7cWqVaum/P7QQw/Fpk2b\nUC5Pb9185StfQS6Xww033NDIaQ2EQiHk89bWxK7AKZ29QM16tiqVDDloTnFN2ZvvhRLbIpeRApML\nMqyNm1S+8n6KbmUbI3Q5Gmep/4RIQl3YR0PK4t1338XcuXMhfcAa6+7uRrlcnpZC/KGHHsKtt96K\nW265BZ2dnaZ/f3BwEJIk7fQzf/58AJXGvGY35QUc0tkL8FvPIQcMxSH4PJW9lixCb0SmJ7qysFMu\nTPH7oE/s+D31lvD0WlAersP1LBqGYnVAJpNBOp1GPp9HqVTCggULEIlEps0ZkACn8lbCO++8g/PP\nPx8rVqxAd3c3nnvuOUxMTCAQCGBoaMig8OBZCwCEw+GmKwsn0ZTzNiRR3Ft08kQA8FSVhVVZJXUz\nez1iKwvDuOHwhA1lIXhlkEFRw1GQQfNc6Bl3YR+mV07XdSxYsABjY2NQFAXRaBS//e1v0d/fj+3b\nt0PXdchyTQC99dZbWLBggZGEJtxzzz0YHR3F6Ogojj766CmfzZ07F++88w4GBgYsF1sqVW641+s1\n/r9ZcALnP8EgUbMwJO0OlGlnGDTcFp4FlROL3qxlJ4SYK1LPgdiCkxiVRzlyFmPVY4grzYV9mL4h\nsixjaGgI5XIZhUIBIyMjWLVqFY466igkk0k888wzU45/6KGHpk1cX3PNNSgUCkgkEhgeHsZ7772H\nE088ESeddBI2b968k6IYHBwEY2ynn4mJCQCAz+fjKtHdFchE4+yAykpegRjwOacR0Wi2s1AWxBkk\ncjczUGu85JlJTeXgosfvjXJhjpxFMkdhKLHzNK1EQ2/IvvvuixUrVuCqq67Ce++9B13XMTg4iKef\nfhpnn332tN/x+/2Ix+Po7e3FnDlzEA6HEY/Hsddee9k+/4x4FsaAGLE9C8aYMWvZypIMKM6phqp5\nhlbKwhmehZHQ51AW1KwoemVQp42RuJQE767Soriwj4bfkDvvvBOZTAZ777034vE4rr/+elx99dU4\n5ZRTAAB33303/H4/Nm3aNO33FUWBojTmBns8HmhacwWawfkvuGehajo0ncHrkSwZN3lpQUSAJPFx\nPjmlWSvg5SOMBGqVQdR4Kioo9JazMG7Kmo50oQxJquU5XNhHw0/LfvvthxdeeAEPPPAAEokEjj76\naCxYsMD4vKOjA7FYDOFweNrv33DDDQ17B7IsN33cqTHgXfAOX6Ic50lmOoVUD+Cf1UBelOicQZIk\nIeD1oKSVUVB104Y7KmCICS44o5NybIyxnaozCZSDi/gVI7zswj52ybTwer34zGc+M+1nJ598sumA\nokY7uIFK4r1Rr4QXJC5F5w6ikkHRBUOzQLO3w4Ine4FKKCqNctWzqH+/qTJIdM/Cp8gI+TzIqRoy\nxbKhPD4IGmBG3GcuGoOQvremafB4mmsJUhWNInhJJU1O4xGGtQlqYu8Z4B8ZWjDCUGJ7FkCtkdSM\n/JIxZswmJ24lkUEKL2vC4UYsynE3ub1LEFJZlMvlpnsWRLamCO62Uvw6wBGTp/CT4MwXAGpVUFbN\ndqQseK5Pu8PIOZkkufMlDaqmw6/IwtN9AHx7JjqQLsET+q2GkG9IsViE399cl9IpZGtkcfHU1DuF\n+gKo5ZqsutaJM8gJiU8vR28Jxe/rhWxEA1WxmRVlUO9JSPCwW6shpLIoFAoIBJrrQjvF4kzkK1YV\nT325Wq6G3qy69wQAL43HhEPKSAHAq1T2amZlU/yeqDJEB49nUav+EtvwazWElAq5XG4nSpHdjRp/\njtgPGOUseKqhyDoTvYwUmJRzslAWFKJwhLLwkGdRX3BSwYMTPCmgllPk2bPoxImthpBSYSaURdYh\ntehEstYTtQ7bGclewYfiADXyRCvPwqiU4bg+7Q7Z6C2pf4wRv3cI7QV5wWbNl0OpynCkPgck9FsJ\nIaWCqqrw+Zr7sFPOwqqRrd1ByqKPQxg6pZsZ4CdPJOoL0Y0CgK+3ZCLnLPZV2Wiera8syLuOOuAe\ntxJCSoWZSXBXcxaCJ7gpuRfmeFFo0JMT5hRnOecXpPLO4QziKRfOOix+T56j2RRIuscRl3F2lyCc\nsiiXyyiVSs3PWajOEJyU4OaJUeeNpL7Ye9Z1ZlBAmFWBlTQdqqZDlpwReitzhN4ooe8Uz4J6gswU\n5VCa+krEDzW2EsK9ITROtR6NyG47j2GZim2N2Elo1soqxd5zVi2DsQqFh5ngzE3q3q5HFSESNN26\nN8jwNAUv3CBQibTZ3RvPVpRFl0siuEsQTiqMj48DgOW0vV1FuugM13UsU+Xx5yiVpNnMovMkURll\nTtWQzJUQ9numpSDPOmQWNWHrWGUg2b0b3sXr29PwKhJCPgWdIR/Cfg86Qz4jZ+GUnoPNw5UhaD9+\nbDMOe3scikdC0OuBX/Eg6JMRUDx4d7wygtkJ3mMrIdwTQ8qip6fH9nf/45l3sHk4A78iI+xX0BX2\nIeRTEAsoCPo8CHo9iAW9iAW8+Nu2FABgdlzsCopUlQfo6TfHMJpWEfBW9t4Z8iEe9MKvyAa52htD\naQDil1VObtBa/k+PAKjkJOJBL6IBBbNiQXSGvNg6njM+cwKIIPDu57bi7ue2mh77/kRzZ9jPFKip\n8k9vjuFPb46ZHnvvhnfxjx9bNBPLciSEUxapVEWIx2Ix29999PVhPL6pPrnhB9Ef8+OguR22z9NO\noNLCf3rgb3WP8XlkhPweJHIlhHweHL8v35jbdsXknpKIX0FWLSORKxmC5a/vp6Ycv+9s+89SO2P/\nOTEsmRVDSdORKZSRyJeQLZYxllUxki5CkSX0OSR+75ElaDrDR+Z14SN7d6Gk6yioGgolHYWyhkJJ\nw9NvjqEn6scxi3tbvVyhIZyySCaTAIB4PG77u+evnIfjlvQhr2pIF8qYyKnIqRpS+RIKZQ256u+T\n+RI0neHK4xcJP0Ht389bgftf2ob/Hc4gp2rIlzRki2VM5EpI5UsolitJXjVXscbPWzlPeM+iI+TD\nfZeuRF/Uj726w9B0hkRORTJfQjJfwlCqiImcikyhDJ0xnHqg9UhfEfDk147F1vEcjtjH3Os2o/MW\nDX+6+jhsGkpj1SJXETQbEmv2YIjdjNtvvx0XXXQR3n77bcybN6/VyxEejDEUyzpyqoayrqM34neM\nIHHhwsXug3CeRSZTSWhFIpEWr8QZoKE5opfLunDhorkQLsaSz1cSc8FgsMUrceHChYsPD4RTFslk\nEh6Pp+lNeS5cuHDhogbhlEU6nUY0GnXj6i5cuHAxgxBOWSSTSXR0iF3O6sKFCxeiQbhqKGBmZnA3\nC4wxJJNJjI2NIZlMIpvNIplMYmJiAmNjY0in0ygWi1BVFaqqolQqIZfLIZvNIp/PQ1VVlMtlaNrU\nmcOSJMHj8UBRFPh8Pni9XiiKAq/XC6/Xi1AohK6uLsRiMUSjUcTjcYTDYXR0dCAejyMQCCAQCCAc\nDiMej8PrFbt8th7K5TISiQQymQyy2SxSqZRxbfP5PAqFAjKZDNLpNHK5nPGjqiqKxSIKhQJKpRLK\n5bLxo+s6dF03mE/J66XrPvna+v1+eL1eRCIRxONxxONxxGIxxGIx4//7+voQj8eF9Z7T6TTGx8eR\nzWaNn1wuh3Q6jXQ6bVxf+n+6poVCAcViEaVSCaqqTnnGJUkynm2fz4dgMIhoNGr8TL5+HR0d6Ojo\nMP6/s7PTEc9zsVjEtm3bMDExgfHxcQwNDRnPb6FQMJ7VYrFoPNP0rGqaBl3XsWzZMtxwww0NnV+4\naqgrr7wSf/3rXxEMBtHR0YGuri5D+AWDQUQiEXR2dhoPTldXF7q6uhAOh3fb3G5d15HP55FOp5FK\npZDL5ZBKpZBKpZDJZDA0NIShoSHs2LEDY2NjxmcTExPYvn07CoWC6d+XJMl4KejFCIfDCAaD8Pv9\n8Hg88Hg8kCQJkiSBMQZN01AsFlEulw0lQ6SLpHASiQR0kyExkxEIBNDR0YHu7m5EIhGEw2F0dXWh\np6fHeAn7+vrQ3d2NcDhsvKz0kgaDwd0u7FRVxcjICMbHxw1BMzY2hrGxMUPoZDIZTExMIJVKIZlM\nIp1OGwIrk8lgdHSU+xoAlUKKYDAIn88Hv9+PQCBgKGL6kWXZ+AEqBgE9I0NDQ4YSyuVyhmBUVdX0\nvD6fD319fejt7UVfXx9mz56N/v5+9Pf3IxQKoaOjAz09Pejs7ERPTw86OjoQiUSMNewqGGMoFouG\noUICnwyd7du3Y8eOHcZ/d+zYgfHxceNe8MDv9yMSiSAYDEJRFAQCAUOZ+nw+4xkHKgZioVAwjKhC\noWC8f1T0YoZQKIRIJIJoNGpc0+7ubnR1dSEUCqG3txc9PT3Gsx6Px9HZ2Wkont1xXRljUFUVuVwO\nmUwGqVQKIyMjmJiYMP5NeyIDcvv27RgZGcHw8DBGRswbiimX6/f7DXkx+Vn1eDzI5XINr184z+LK\nK6/En//8ZxQKBYyPjyORSCCdTu9kaU8Hr9cLv98Pn8+HUChkWH1+v9+4mLIsQ9d1aJpmvNSlUskQ\nNvTCW8Hj8aCvrw99fX2GMuvo6MCsWbMwe/Zs9PT0GNZ9PB5HV1cXOjs7EYvFoCjNIbbTdd2w8BKJ\nBLLZLBKJBJLJJAqFAgqFguHpkHU4Pj5uWOFjY2MYHx9HKpVCsVi03H84HDaUHQkE8nRkWTaUHr2I\nmqZB0zRD4dGaVFVFJpPhEkIkSMlqj0ajCIVCCIfDiEajxj0Jh8PG7+jFoh8SKoFAYLcJ3w+iVCoh\nlUohkUgYQiKZTCKZTGJoaAjDw8MYHh7G6OioIZCHh4dRKpXq/k1JkgxFTQLX6/UazzgJX1mWIUmS\n4RGpqop8Pm8IMbJKrUSDLMvo6+vDwMAAZs2ahZ6eHnR1dWFgYADd3d3GdQ+HwwiFQoZXG4lEEIlE\ndpu1r2naFOMgkUgY1zWRSGBiYsKQE+l02riuIyMjSCQSlgKUrms4HDauK8kREsYU6Zj8DBeLRRSL\nReTzecOb5RG3iqIY8qK/v9+4tnPmzMGcOXMMI6G/vx/xeNyQY16vt6neqHDKYjowxpDL5ZDP5w3L\nMplMIpVKYXR0FBMTE4ZlRCEectnI9SVXjbpbPR7PlBeOHnCy8kOhkOECk2Udi8UQiUTQ29uL7u7u\ntggj7LnnnvB6vQiHw3j55Zd329/N5XIYHh42ri0JusnCL5PJGIKILGr6IYVM1xyAoUAo3EDhG5/P\nh0gkgq6uLsMCJKHT2dmJ3t5ehMPhpgr3doCu60bYgUIR5FlNvv4UfiBDh55xutb0Q4rD7/dPUZT0\nfNOzTv+m57y7u9tQuq283vvuu6/xHDz22GMN/x1d1zE6Omp4RZNDw4lEwjBKs9ms8fySEUMePHmr\nk59hv98Pv99vGDCRSASBQMCQHXQtu7q6EIlEDGVq5pXfddddGBkZQTKZxODgYMN7bgSOUBa8ePbZ\nZw2LYOnSpa1ezoxg8kP3YbnVixYtMpQWjxfoBDzwwANGCHDZsmWtXs6M4MP4bLdyzx8qZeE+XO6e\nnQp3z+6emw3n+uwuXLhw4WK3wVUWLly4cOHCEq6ycOHChQsXlnCVhQsXLly4sIRwTXm7guuuu67V\nS5hxuHv+cMDd84cDrdzzh6oayoULFy5cNAY3DOXChQsXLizhKgsXLly4cGGJD42yeO2113DmmWdi\nxYoVuPjii/Hee++1ekm7Bffddx+OOuqonRp0Nm7ciNNOOw0rVqzAlVdeieHh4Smfq6qKm266CYcd\ndhiOOeYY/Pa3v237xibGGB544AGcf/75OO+88/Cb3/xmJ1LAzZs345xzzsGKFSvwuc99Dlu2bJny\nua7ruP3223HEEUfgox/9KG677TYuXrFWoVAo4Oc//zkuueQSXHfdddi0adNOx2zZsgUXXHABVqxY\ngXPPPRebN2+e8jljDPfccw+OOuooHH744fjpT39qyjHVTvj2t7+Nww47DOl0esrv33jjDZx99tlY\nsWIFPv/5z2Pr1q1TPtc0DbfddhuOOOIIHHHEEbj99tvb9j4/99xzOPvss3HeeefhzDPPxOmnn441\na9ZgzZo1U57vTZs2We755z//efP2zD4EePDBB5miKOzwww9na9euZfvvvz/r7Oxkb7/9dquX1jB0\nXWdr165lAFgsFpvy2a9+9SsmSRI79thj2TXXXMP22WcfNjAwwIaHhxljjBUKBbZy5UoWDofZFVdc\nwc4//3ymKApbu3ZtK7bChWKxyD772c8yWZbZiSeeyI4//ngGgF1zzTXGMY8++ijzer3skEMOYWvX\nrmUHHnggi0aj7I033mCMMaZpGjvttNOY1+tlF198MbvssstYMBhk5557bqu2ZYpyucyWL1/OgsEg\n+8QnPsH23Xdf5vF42OOPP24c8+yzz7JgMMgOOOAAtnbtWnbYYYexQCDAXnzxRcZY5Tk577zzmCzL\n7MILL2SXX345i0aj7NOf/nSrtsWN3/72twwAA8C2bt1q/H7dunXM6/WyQw89lK1du5YtX76cxWIx\n9uabbzLGKvf51FNPZV6vl11yySXs0ksvZcFgkF1wwQWt2oop1q9fzwCw4447jq1Zs4adffbZ7Mwz\nz2Q33XQT03WdMcbYH/7wB6YoCvvIRz7C1q5dy5YtW8bi8fiUPZ9yyinGni+55BIWCATYhRdeuNvW\n6Xhloaoq22OPPdh5553HNE0zfrfffvuxyy67rMWraxybN29m8XicnXDCCSwUChm/TyaTrKOjg33p\nS18yHrRMJsP22GMP9s1vfpMxxthNN93EwuEwe/31143v3Xbbbczv97OhoaGZ3QgnnnrqKTZ//nz2\nxBNPGL/74he/yLq6uhhjFcE6f/58tmbNGlYulxljjJVKJXbwwQcbQuK+++5jsiyzp556yvgbjzzy\nCAPAXnnllRncDR90XWc//OEPDUGp6zo7/fTT2emnn278e9myZeykk05iqqoyxipCY9WqVewzn/kM\nY6y2v4cfftj4u88++ywDwJ5++ukZ3hE/tm/fzrq7u9mnPvWpKcqiXC6zefPmsbPOOmvKfV6+fDn7\n3Oc+xxhj7N5772WyLE/Z3//8z/8wAOxvf/vbzG/GAk8++eROCnEySqUS22uvvdjZZ589Zc/Lli1j\nn//85xljjN1zzz3M4/GwZ555xvjegw8+uFv37HhlsX79eiZJ0k5exHe/+13W3d3dmkXtJmiaxn74\nwx+ySCRi/O4///M/md/vZ6Ojo1OO/epXv8oWL17MGGNs5cqVOynKXC7HAoEAu/XWW5u/8N2Ev//7\nv2cLFy5kjDG2YcMGBoC99tprU4750Y9+xMLhMNN1na1Zs4Z96lOfmvK5ruts7ty57LrrrpupZTcM\nXdfZ2WefbSiCTZs2MQDsueeem3LcHXfcwWRZZoVCgX3hC19gRx999E5/a+nSpexLX/rSjKzbLnRd\nZ6eccgrbf//9DaubBCkpuk2bNk35zk033cSi0aihUD/oOem6zubMmcO+9a1vzdg+ePG73/2OeTwe\n9utf/5qdeeaZ7JhjjmFr165lExMTjDHGnnnmGQbA8JAJN954I4vFYkzXdbZ69Wp22mmnTflc0zQ2\ne/Zs9u1vf3u3rNPxOYunnnoKe+65J+bNmzfl9/Pnzzcm04kKWZYxPj6Orq4u43dPPfUU9t9/f3R3\nd085dv78+XjnnXegqiqef/55HH300VM+DwaDGBgYwDvvvDMTS99l3HXXXbj77rtx0UUXAajsu6+v\nD0uWLJly3Pz585HNZjE6Ovr/2ju3kCi7L4w/42FmHJ1M7eCBLO0ogZGNh9TQqKvUEImoxIsCxcrU\nKMuLKCJEUTOiskSTLgoiwmhMIoKoGKEiGKrxUFmComjqqKmNM6bP/2Lw/f6TmvV9lpPt392793ph\nPXu9w5p39tqzoNPpEBMTYzMvk8kQEBBg17rfvn2LY8eOISQkBFVVVcjNzQUA1NbWQqlUIjQ01MY+\nMDAQY2NjaG1thU6nmxDrcRt71Xzt2jXU1NSgvLwccrncZk6n08HHxwerVq2yGQ8MDMTAwAB6e3tR\nW1s7QbM9x7mjowOjo6PYvXs3RkZGEBQUhIqKCiQlJQGwavb19cXKlStt7gsMDJR6dkz2bDs4OMyo\n5jl/KG9wcHDSnt0qlQqAtVWhWq3+3W7NGD09PVi8eLF0PTg4CHd39wl2KpVKasQyOjo65ZrY+196\nDw0NITs7GxUVFUhPT0dOTg6A6eM83kVvqrWxZ90PHz7E1atXYTQaERcXJyXEgYGBSduvfqt5qnXp\n7+//9c7/JM3NzcjKysLRo0cRERGB58+f28z/aJz/pOe7q6sLjo6OuH37NhITEwEAe/bswaZNm/Dq\n1Su7ebbn/JuFl5cXent7J4wbjUY4OTlh3rx5s+DVzGE0Gm2SxYIFC6bUO96D29nZeUqbb99I7Imm\npiZoNBpotVrcuXMHly9fljqUfS/OMplMaj/6J+rOyMhAd3c37t27h8ePHyMtLQ3AP7HmN1VsRqMR\ngHVNvrcu9qZ5ZGQEiYmJGBgYQEdHBw4dOoTz588DAEpKSmAwGKaN83gr4D9FMwDs3bsXT548kRIF\nAERFRUEul6O+vv67ehwcHKQWu79a85xPFv7+/mhvb5/wLUqv1yM4OHjCa+6fhslkgpubm3Tt7++P\njx8/TiiN1Ov10Gg0kMlk8Pf3R2Njo818Z2cn2tvbodFofovfPwtJJCQkQKlU4s2bNzYfLMCqu7u7\nG93d3Tbjer0ea9asgZub26S6LRYLDAYDNmzY8Ms1/BdkMhni4uKQlZWF+/fvA7BqtlgsE35m0Ov1\n8PX1hY+Pz6SaSUrPgz1hsVig0WgQHx+Pzs5OGAwGGAwGAMCDBw+kn5Q/ffokJcRx9Ho91q5dC5VK\nNalms9mMuro6u9MMWOMYFRVlMzbe7ZAk/P390dnZOaVmFxeXSTUPDw+jvr5+5jTPyM6HHdPb20tn\nZ2dWVlZKY0NDQ1yyZAkPHjw4i57NDMnJydy+fbt03dLSQgDUarXSmNFopIeHh7SJm5mZyaCgIKmy\ngiSLioro5OREo9H423z/GV68eEEAfPbs2aTzg4ODdHFx4aVLl6Sx4eFhLl++nPv27SNp1ejl5cWh\noSHJ5ubNm3ZbJdPY2Mhz587ZjOXl5dHb25uktarP09OT+fn50rzFYuG6deukiqmysjKqVCpps5T8\npzJoqrW0J8Y3tMc3uAcGBqhUKnnlyhXJxmQyMSAggKmpqSStxSsLFy7kly9fJJsbN25MujFuD/T0\n9LCjo8NmrLKykjKZjG1tbfz8+TMVCgXLysqkeZPJxGXLljEtLY0kmZ+fz0WLFtlovn79OgHw/fv3\nM+LnnE8WJJmenk61Ws2SkhJqtVqGhIRQqVTalI7+aZhMJpaWljIiIoJLly5lQUGBVD65Y8cOenl5\nsbS0lFVVVVy9ejXd3d3Z1tZGkmxoaKBcLue2bdtYU1PDkydP0sHBgQcOHJhNSd/l1q1bBMDMzEym\npKQwMTGR8fHxLCgokEqEs7Oz6erqysLCQlZXVzM8PJxyuZyvX78mSXZ2dtLT05ORkZG8e/cuz549\nS4VCwYSEhNmUNiU6nY4AePz4cep0OpaVlVGtVvPEiROSzalTp6hQKHjmzBnW1NQwNjaWjo6OUtlo\nX18ffX19GRISwqqqKl68eJGurq6MiYmR1s2eGa8E+v+y0szMTLq5ubGoqIjV1dUMCwujQqGgwWAg\naS279fDwYFRUFLVaLYuLiymXyydUC9kLOTk59PPz46NHj9jU1MTS0lKqVCru2rVLssnIyKCbmxuL\ni4tZXV1NjUZDhULBuro6klbN8+fPZ3R0NLVaLYuKiiiXy5mUlDRjfv4VycJsNjMvL48qlYoAuHHj\nRtbW1s62W/+JDx8+MDw8nCEhIVy/fj2joqLY399P0vrmlJubS7lcTgDcsmUL9Xq9zf0vX76kRqMh\nAKrVap4+fZomk2k2pPwQ7969Y2RkJKOjo5mYmMjk5GSmpKRw69atUpK0WCwsLCykq6srATA0NNTm\nABtpLTcdP9CnUCh4+PBh9vX1zYakH6K8vJze3t4EQFdXV2ZlZdFsNkvzX79+5YULF+ju7k4ADA4O\ntjlTQZLNzc2Mi4sjADo7O3P//v3s6ur63VL+FS0tLfTz87OJkcViYUFBgRTnsLAwPn361Oa+xsZG\nbt68mQCoVCp55MgR6fNhbxiNRu7cuVM6gKhQKJiamsrBwUHJ5lvN4eHhEzQ3NDQwNjb2l2n+q/51\ndmxsDGazGS4uLrPtym9hdHQUIyMjUCqVU9qYTCYoFAo4OMyd7asfifPw8DCcnZ2lDXJ7ZmxsDD09\nPVCr1VPGkiRMJpNUITMZZrMZjo6OcHKaG0WQcy3Ora2t6OjowIoVK+Dh4TGpzWxq/quShUAgEAj+\nHXPn66RAIBAIfhkiWQgEAoFgWkSyEAgEAsG0iGQhEAgEgmkRyUIgEAgE0yKShUAgEAimRSQLIvMq\n1gAAABxJREFUgUAgEEyLSBYCgUAgmBaRLAQCgUAwLf8DHd+S0EHHmG4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc405df0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def square(size, f, phase):\n",
" return (((np.arange(size)+phase) % f) > (f/2)) - 0.5\n",
"a = 0.5 * square(500, 100, 0)\n",
"b = 0.5 * square(500, 100, 33)\n",
"figure()\n",
"plt.plot(a)\n",
"figure()\n",
"plt.plot(b)\n",
"figure()\n",
"plt.plot(a + b)"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0xae75530>]"
]
},
"execution_count": 193,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ihSwSdYhk5lHY6zFcJRTNP1+LpaSkRvn+lwrFP2M7DRnBaCTj+ecp+f4HMVNn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\nTCgYDAaD0S7/D7MC2W/rzVVHAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc56d050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = np.arange(100)\n",
"figure()\n",
"plt.plot(data)\n",
"data += np.roll(data, 10)\n",
"plt.plot(data)\n",
"data += np.roll(data, 50)\n",
"plt.plot(data)\n",
"data += np.roll(data, 5)\n",
"plt.plot(data)"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WrTJcav2/ffv24XQ6iZcodlzOhJ9fB4B3+bL+oamPGHolkc77r7X0OybwxJOg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\n9/NklWiU8Pr1AFScnem1yd4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omjTbD6qaqbSJS6SKVG81ymOzdXv07u1hfOHDvQlNEbVS\nU0RVFYVk8/6Mwusgo07zoVdiFTpdz5tuJgx1J/pVabXtCaIqKhOmeLE7rYaOVagrjqzIXLfuOrrj\n3SxuWMyqxasGvPH0tkfpaY3icFuNDu5C0L0HPb8DWtkuwIQpuUl+XRMrEU31U1u1W+yGFzXSnEYw\nnuKh1/fxyftf5bQ7XqA3muKeS2ZT/9TnAcUwqJ5KB3jrCK1dqynHnnwStvp6euI9/GDjDwD42sKv\ncWz9sUCmrHgsIzzZMz7UVIrQas1oVJx7TsHn6PsZV9a7kdrbcVld2MSx7bQfCeVrzgpgQlpyuKOj\ng9ra2hKvRiM72al3TGeX1I2E3kceAaDy0kuLet6+rDGeFouAEotjKUSwUFVh26Pw7E0QboNTvk7L\nE9out2F2JaSHD4EWylCKNN6ZksXMDVbv09Br2Ishki7R1MNEsS1bUBMJFOvwzqlPjKuaVFiZrrsi\ny9PoYzSad2ifweQ5VSQaG/HUT0sfmySpJGkMNDLLP4ufn/7zQW8Yehf45MOrihp65czKU+jocfns\nQVCp1lYsvgpsDguphEwyJuXMgvFYPeDQXqeSKP66TskKL73fwWObD7B2exsJSaHCZeX//+zxrPA1\nw4OnQ+ggsnsikd5dIGS6wQPpAhC9BPi2TbfREevg2Lpj+fJRXzb+xkgr8IZCVVW60nPLJzR4ibz6\nKnJvL465c3HOm1f4ifpcjoqsosTjeO1e02iMFbrR6OkZHbXVkaIomSR4/WEVdKcvrNHIaSR27SL2\n1luIbndOPLcQ9Fg6kPaJC9CJ6mqEp74Nu1/U/j3nbBKu6XS37EO0CIYirTHrOC5jGWBuwED05pEc\nV+XhhxYykhPpXfya57BNmZzJkxTZm1JM5RRkupZDXfF+RkMfyTr58Ep6/nIfdd+7CQTtBmcXHEzx\nTuG+M+/DZx98ZK4RmiqwakpH/5wSMcnwHrJvfDqBJ56g4uyzcVXYSXVojX85RsPmIZbuQVGThYVd\nVVVla3OAf7zVzL+2HMyRHf/0idO48dzD8b39ADzyI1AkmL2SWFhBVVRcFXasNgupgweJvv46gsNB\nxTnnsL55Pav3rsZldXHrkltzZDfiaW+qWEHIQgl1xUnFZVw+G+4KO83pzZz/wguLOk/f61GWFJAk\nvDYvbltx/USHknFtNPTwVHiM68ULpaclgpSQ8VU7cVfYjYs2Fh55TqPnbw8DUHH++UXNwpBlJcfT\nUFV1cDVAKQmv/BpeugPkBLiqYOXNcMzVHNzWDao2O0Mf5qOXscbDqcK8lyyy5ysb6003ZhUbSgII\nduqaUw5NtnrdOiZ88QuZZq8iT9l1oDijoYecwj0JyGruk1OK0Q8xcZaf5jXPUXPNNbh9dqLBJJHe\nBA+c9QATPRMHPb+iqIYc/fQjizPQVrvFmBSneRCa3IrDbcVTmTYCqkrg8cfxnHAiLq+NYEeMWCiZ\nY9QdVgdxw2gMvhna0xnhiS0H+efbB9jdkfFC59R5ufjYKVx50jT8agie+BK897j24ElfgzNvIbRX\n21DoXmPw6ae1fy9fjuS2c9NTNwHwreO+xVTfVLIxPA3n2Og3ZasYqKkUoRdfAlEsvGoqTd/Qn5RU\nUCUJn91HpWPkQ9LGinFtNHzpztRy6QrXSyr10aeZRPjIPA0lHifwuPalqvpU/oqagWhtDJCISjg8\nVhIRCUVWEaxWVFnuL6mx/w3413XQsV3799GXw9n/bSS4W/II5OnjVPuWjg75mmTFkDDPNhojaczS\n515U1LiQWltJ7duH6PWidGo5DbEIQyTLSqaHpKEwo2GzW7A5LaTiMsm4gtOjvb9tTUHklEJ1gwen\nx4bU0UGqtRVvlSNtNJJMmTVlyPN3NYc1CfMJzoLzLNk4vTbCPQnikZSRr6me5DF2vPFt20juakQO\nBXH5tHxJNNT/2tUbJFUpV8JbVVV2tYdZva2VZ7a18l5LJndW47Vz/sIGLj1uCkc0pHMxe1+Gf3wZ\nggfA7oUL74EjPgFAT5vW8V6VLnUO/OsJAPznn8dft/9VG906+VQuP/zyfuszVAWG2eszFBmj4SOx\new+kUngWLy5ahytbhwwy6/bYPGZ4aqyoTgvPdXZ2lnglGnpl0aT0TVWX0o7l+eIVQ/CZ1SjBIM4j\nj8S5YOhO02z0GPj0IyYYE/EEUURNJhH0bvJEGJ7/MWy6H1Chagac9wuYtTznXIZRTA/8URUFkjHj\nRpmIyTg9hd2Yw70JFEXF7beP2pdbzx15qxxEXtOGE9kmT0bt0B4vJjzV0xJFkVUqal1FSZh7/A56\n41EivQnD0zRUZOdUIrVpUv5yTw9Or/Y+ZucZBkMXFiwmAZ6Nw5M2GuGUYRCrsvpPev/+KACiz4fb\nl/aS8zWnpiuqVElLlL+1r4c177Wx5t029nRmPAqvw8pZC+o5f1EDS2bXYNNzMFISXvopbLwLVAWm\nnIGL5VIAACAASURBVAAX/w6qM3po2SN2pc5OEh98gOj34zx1Mfc+ugy/w88ti2/J+5ka1XJj5Glk\nFxCEn/8noEUAiqXvZlJbt4Db5sZjG/lkzbFiXBsNPfnd0dFR4pVo6GJ0ese1EbqJjmyoSu9DDwFQ\ndUX/XdVQ7Hs33YiXPUbVYkFNJMDlgl1r4YlvQWAfCBZYfB0suxFsuTtZKSVrlWFCZkpc5OWXsU+b\nhstnJxWPGf0phaCHkvzD2DEPRHY3eODXWj2/fdo0lDc1pdZiEuG6XHvt1MFzDH3xVTvobYsS6o4b\nCWY9pDRlXjXh9dpMdzkYxOnRQkyJaGFGQ+/PmDRreKELt89GF5oh6DUm4mk3JyUaNXog7NOm4dit\nXTf5DJrhoUoy7x0Mcsm9rxqPVbltrJxfzzlHTmTJnBoc1j437s6d8PcvaKq0CLDk27D8JrDkXjd6\nkUTVRA/hjdoGoOJj57Ku5SWiUpRfnfYr6tz5d/Z6tZze0DjadGRJ+QduW43gdlNxVuEzbQYiEZMQ\nLCIV9gpznsZYYbfb8Xq9dHd3D33wGBPuiRPs0Hbd1ZO1L6JesZIocCeZj/j27cS2bEH0+YYc6tKX\nVEKmfW8QQYCpCzSvTJFVBIsFORrFsvomeO0e7eBJC+GCu7X/56FjXxhFVqlu8BiJ0Z6//JWar12D\n020lSOE7ZsjMvOir8JoZ1VnMK9WeZ+hO1bro2LwZW0NDujmtpbiTkT1NsLi5I049XJd+L6SUbFTU\nNcyp5MD3/wSAHAhmktMFbipadhc2D3wgsj3f7j5J/uDqZ1HCYVwLF2KtrsbhDhprU1WV91qCvLKr\nixNnVDEznRxSFRm7VWRqtYuV8+s5a8FETjisCmu+qi5VhTf/AM9+H1JRqJwOF90P0/OrGuiaXP5a\nF4G7tdBs5cWX8Niuu7li3hWcMW1goc5UOsxjGabo5WDEIylCXXEsNpHKGiftu3fjLzLPCLnCkTMX\n1bL77Q5ScRnBZcVr85rzNMYSr9dbFonwbLVQvRQyp2JFUYcVp+/+858B8H/iEwWLE+q07Q2iKCq1\n03yGAZMlBcFuR4lGYedqsDi0nd4p3wDLwJeD3n9Sf5iWr0m1tBB+6SUqP3kZbv8EIEQkUHgJptED\n0Wcim2I09xX3XoW64yiyFu4SEzHUaJSKq68etpqvYTSK9DT0QU16Q+fBD3qRJYWaqV5sQpLk7t04\n5sxGiUZw1Kc3FQUYjUhvWuzQaTG6kItFNxrRUJLe9PuvJ7mNcu5PXoaqqobHmIimePztg1z/t7cB\nuOPSo5mlXyeSzGE1HtZ/d/ng73O0Gx67BnZqvQwcdRl8/C5w5i+cUFWVYFdmLnvPjh045s6l57Bq\ngk1Bbjj+hkFfZyIydtVTej5jwmQvqb27IZWi8qJPFH2ebK9X/26m4hL4bPgdI9OGG2vGdXMfaN5G\ncogqjkOBHoLIlnYQLaIWolKHV0El9fQQfOJJEASqP31l0c/X8xkTZ/kRRSE97hQUQUSJRGHKSXDN\nRlhy/aAGA6Ajq9MdoOfhh0FRkFrbcuQzCkUvt82e/ayqKvIwpdGNWdIT3SQ+eB/A+DLrTV59q1UG\nQlFUIwRRO704o+Gq0HMB2jW5Z4uWbzvsqBqir2vzTPwXXggpyQhfFuKJ6puSiTMqht3prBdmBDpi\nmtSJVcBX7SD+/vvENm9G9Hhwn3U2q/71bkZHqyfBBK+dyZUuLjl2Coum+o1RwaqiYLOIgxuMvRvh\n/qWawXBVwaV/gEseHNBggFZ9JiVknF4bNpLIvb1UXnoJq/eu5ufLfj6kmJ/u5TnHYACa8T2Y5iP2\n9hZs06fhOv74os8jiAIrP7+A+adOYso8rXw6EZMQHXYqhNEL2Y4F495oOJ3OspAR0ZOd+gWgY1RQ\nDSMZ3vv3v6Mmk3hOW4L9sMOKfn5zeob3lMOrEAQhZ4ynEgnDhb+B2rkFnavdCNdUoKZS9D7ydwDs\ns2ZmJMGLmB2iGxhP1gAhVVHRK4KL1Q3Knm2QaGzEffzxxnum39TUAiXKeloiSEkFX7XTqA4rFEOC\nI6Ilifem514cdnQNPf/zv1pp5vkXoJLJeSViQ3sazX1Gsg4HXT9L7+r317pJKio9f/2r9u8LL+TZ\n3UFe291tVGcFu+KcNGMCG/9zOXd+ciFz6ysKEwSUEloo6o/nQWA/TD4Ovroejhxa/iY7dJbYsQPB\nbsd3/nksmLCAyd7+Aop90eXf9Rnco0n7Ps3jrp3uI/7uu1RefMmwvdnDT5rIGVfPz0yYjEmIPh9y\nGSp3Z2MajVEg2Bkj2BnH7rLmqIVC7k2kGNRkkp7/1UJT1VddVfSaUklZ6w0Q0jcaRcrIYydlbepa\ngXFTKSnT2xrRZi5P9hBctw65sxPHnDnYZ8zI7EqLKC3O9FRkzVfWb0bD6AbXG9WqJrpJ7t5N5WWZ\nrvnM2QrzNPSeirrDius7UWXZuAHEwil626KEuxO4fDZqJzqIvPEGnpNPxlZfh2Cx4HBlbhZD0dqo\nj2Qt3mjEkjJb9vcaMieZJLMbGwrBdDlr1RWX47CK3Hf1sUauKdKbwG7N9SbUVPpzHmg2Ses78MAZ\n8OpvNDdv6X/AF57VxrEWQE+W8nFi1y58Z5/NQTHEyQ0nD/lcVVENGZFiOuYLRZeSr5vuI759O/5h\nhKb6kh3Gtnh9yGWm3N2XcZ/TKIfwlB4GaphT2S904BxAAnsogs+uQWpvxzFnDp7TTit6Ta27Ayiy\nSs1UL47wLojZsTmtxEIpkjEJoYgxud0tEVRVu8lYbCI96TxL5RWXI7pceNIh2EL7UVJJWQuPWLTw\niI7uCYjD2LnpWkA1k70k9zdTe/31xmP6jrhQT0Ovn68v0mjI0aghK56IpDKSH3OriL2zFSQJ/ye0\nrmHBasHp1b5+Q3mhyZhEd0sE0SpQN23ocJmsqLx3MMj6nR28vKuTfzf1MLXKxd8/fULOcb5qJ6nG\nRpRoFPcJJ+CYM4ez0o+pqopoEUglZKSknFMWrXeCi3Y7qqpmDIoiw4a74KWfaJ3dVTO0UNSU4sI3\ner6rss5N8o09VF3+KRy+oftYIONliFahn0zHSIkEEgQ749gcFiqrrMQbJmGrG/mMdEO/LSYhVvhI\nHTiIY86ITztmjHujYbVakaSRlbSOlGyj0Zd8mj9Doaoq3X/4AwBVV19VvPuryJnegMOroOVtmPcx\nnO4ugmizn+2xwr2z7iyNIiUYJPbvN7UxoOmqEZdPy0NECzQaugF1+ew5YajhehqqouaMjQ3OnYPo\nzHgwetKx79S6gcjeTRa1jnAYh1t7TjySyulrCb/wNKLHg+/MM/VFZaqZhthQtDcFQdWayQaqCDrQ\nG+P57W1s3NXJq41dBOO534lJfle/xLC/1kXoBW1wUNWVV+Q8JggCnkoHoa44oe54jhIxcvrcVisp\nJaXlGALNWrJ7rzbulBO+DCtXgaO46jPIhKcqJ7pRk0kcxywquJpIyiq3HclI43wY18VhPpI73qPy\nkktG5byZogMJi99P7O0to3LesWLcGw2LxYIsj96Qo2JRVZWmd3Wp6v6hA7ur8Li1TvT1N4i/9x6W\n6mr8F1xQ3IK6GiEVoXW39p40zK6EBReC1f7/2DvvKDnKK+3/qjrP9HRPTsoJgQJJIkogECJjDDYm\nGhtsExyBxXhZ8GIwGCfwOpBtDMZmDTbBJkkEoQQCCQQSyhZKSJrR5OkcKn1/VFd19UzHSbK+s885\nOjDd1TU13dXvfe+9z30e04QoFk7iLLJUA5mGM5H3dNe0yksuwZ6ayDc0lwwabSEYkteGEJ0BVR6g\nGm1HDDmpUl7pwh7rxd9HzsGYBDfKFvkgJRW69uoS5qU2wZVIhLIGffYiGkqavYPmyZVEHvuYirPP\nMhlwoq8iQ+wxH/bvzGSugS7898GubpZt7WDZvzrYsj9zunhMtYc5k2o5+ZA6jp1QTa3XhaZqiKJg\nBueqpnKif1qNvaGBigX9zZ58tR49aHRlBo00LVogoSRwblkI//w2JENQXqdTaSefVvwbZ0FfMUDl\nyOIDBlinwYe+NGX9HJI71+Iv0Z4gF5xldhD0oCGUe5Ha9g/JeYcL/18EjQNpwtTdEiEaSFLmd1I7\nuv+uqlQuPkDX438AoOqyyzJ2zAWx9q+w8D9R/2MzHbs/BHSdKOz6jtYoncRCEv4imUSAKbxY0+wl\n+KdFCA4H1V/9ivl8WZmAzSESC0kkYnJBZ8BQioNv9fEGLBpRpe0QrcNWUut+PIfPzHjensMfOxva\ndgRQVb2sV8okOACyrC8A6LTPRETGXe6gskqgc8MG6r9/c/qaamrSjfDULESunbExCd44yceqHV08\n8e4u3v20k1AifU+VO22cNKWO+YfWc8KkGsZU9xe8E0QBl9dhlhGrGsto2b6dqssvz+qd7qnIniVr\ncupnu52oFKVi7V/0gHHoebqSgHfgJZtIb9LUxHLbk4inlRZ8jM+4VPZdMdhvygT5ETsqi7J0LQai\nKODxOoiFJGIhCTX872P1kA0HfdA40EhP+1Zl/dJbU89ikNi+ncjyFQhuN1VfvqK4i4h2w8IfwPq/\nQ9OR9HRqJOO6cKJh9gOZ0t2Cs3hWkMHp9zd4COzYjv+Cz+NoaDCfV7o68dd56G6JEOqK4Rqdf4fe\n25F9RsPwry51l2id3hazVEOMko6xC82HfansYNQAGs6arCBISWx20Vy8Rk2tIv7BapyjR+OZlfb6\nttfUIqoyNoeIIqnISTWrSZSiqBk9lm8+9QHbO/QgPrney6lT6zhlaj2zx1f1n77OAiujqMznRAmH\ncyoNmIKbfaVEUpm9YLMTlsI0NMzQZy9mfqn0qUwLWsItJPfq92XNKC9qby/2MWMKvCoThp3tQAQv\n80FVVHNWqXGiH8e40mm2+VDmcxILSURDSbTEgWeD5sNBHzRUVcVegu3pUMPgz+daZAylzWIYMgDd\nT+oTw/7Pfx57VREL146l8MK1ut+FowzO+YXJ/mmYkNnINcpBkUASwVdcBiMnFYKdMQRRwF/jomP3\nZ4z61a8yjlFjsVR9PlJUX8Nk7zT02Q0PcLDPWFTrxlbgHNv/PUuzxgpnGqYz4SEDkOpQFdRIBIfb\nhhLWf9fY6dVElr5E5UWZ1Ex7bQ1qKITTbSMmqSTjshk09nRHeW19K2s+6+H+c2cQCyZxldkRvQ7G\nVnu4es54Tplax+iq0uWzjcE30MtLlRdeiM2ffZjMYFAZk/YARDrRJP0cgt1OKBmCk24eUO/Cis5Y\nJyv3rWTCPn0xrh3txeYrfcjN7GkMsVhh1z6dhu2rdeNUY9gqh1aF1sqydMiFNzeaprFs7zLmjZ43\n5L2bQjjog4aiKLhcB8ZPV1FU9qRkx7P1MwAcqRKHFC8cNOTuboJvvAGimFH+yQpVgeW/hKU/AzQY\nczxc8BDUTKJt+RagP2XUtCMNJLEVOVXcsz8KGlQ2eFBa91F+/PG4Jk/OPEjTzFJGVoG7PshmvgT6\n+wmllac0TbNIflRk9U03FuNCmYaqqLTt0s9l6IcVC1mR0RIJtEQCh9NGHP19GDutmv0/eZfxT/0p\n43ib34/c0WEy2qS4wt/+tYenV3/Guj164Dp7RmPG3+Zx2Xji6mNLuq6+6Fuiy3efGT7rgc6YTj17\n70EId6Al9c9fcLv1oDHIgBGX49y45EbumXMP/3onRboY7cXmL429BgzYpbEQzBLhRD/0VYceAlgt\ndu1S4e/QM1uf4d5V93L+pPP5ydyfDPn15MMBm9NoaWnh3nvv5Uc/+hGbNm0a8HkURcE2DB9iMej8\nLIyUUKhsKMspVe20mBTlw65POtm5Q2L8c3+n9lvfxDVxYu6Dw+3w5wth6U/1n0/+AVz9GtRMSl1X\n5vS2Aav2kOgt/EUPJUNpz4v6MpK7dvVfZFLTeOnSV/5MQ9M0yzkz3zNtAK59wc44iaiMp8JBuT/7\n3IARNAz101xo3x1CTn2ext9TLJ7b9hyapuFobs4gBHir3LgnTcJem+mfLng8qJFoOhONy/z5/d2s\n29NLmdPGeYc38f0zpqYn08dWYB+CGrrRBDfgHJt7dqIsVdqMBpPQsQXe+CHYHboEDSB6PASTJVoH\n94GiKvxg+Q/Y3rudsRVjMmQ6BoLBOD/mw57UoOyoQ6qwFfHdKRXGex3p1f3ltTzknu292/nVh3q2\nP2/0vCG/lkI4IEHjL3/5C1OmTOHhhx/mmWeeYebMmfziF78Y0LlUVUUcooZUqTBKU/mkqq2LQi4k\n4zILH13PG3/YyJsvdVP+1WtyHsv2t+GRubBzmc5UufIFmH+7OainKKppHtR30LDMQvG0+Xx5TXQU\nVWHxZ4vT7nr1HtRgkLIT+gjMqRKC05kOGgX0pyK9SaS4gqvc3o8Cmu7NF/+FNz3Zx/kQc2wejIZ2\nIQabYVZVqivesj3LWPzZYkhRv42/o7zShdzdTeXFaQ+UaFLmHx/vIxCT0KRkOqDFFeYfWsdDVxzN\nmh+ezgOXH82kei+de1LeDWOGZqEaO01nd9WM8qIUsOf1mDNGSb306R8LR1xu3jeC00lEGlzT9r4P\n72PJniVcNf0qZEnTh0hFgeoiLXb7wnR+HMKgoSpqugw9iIn8fDCMsKLBJPaqauS2tqzHJZQEtyy/\nhbgS5/xJ53PG+DOyHjecGPHVdvv27Xz961/nuuuuY8eOHWzZsoUHH3yQW2+9lR07dpR8PkmScOSa\nTB1mWH0SciFdGsldT9+/PWDSQXev72LNa7v7HyTFYOF/6hlGuA3GzdV1oyZlqn0G2mIoskpFjbsf\ni8kUrAsksNfVIbW357ymB9c+iNvmTktoN5ThGDO2f/1UlhB9PrPhXijTMI2NLOY/JoygUeT3XZOk\nDE/2XLCylPLhsxR1emwJrnidsU7uWHkHgiCYmZKBurEVuqTJiSfw3o5O/uNva5l9z1vc+OxaOkIJ\nNCU9NCdLKjedPpVzZjbhsdTjO/emmGEFyAXFYsFVh3H0meM4+/qZ2HIps2oabHjRMmMkg7cRvr0K\naiahRvVMUfS4CSQGLnnxzJZn+Mvmv+C2ubl6+tV0t6SHSB2ugVXO1UGYeOVCz/4oiYhMeaWLiprh\nKYWbVYBgElttDcm9e7Me97uPfse2nm2M843jtuNuG5ZrKYQRDxpPPfUUjY2N/PKXv8ThcCAIAtde\ney2jR4/mj3/8Y8nnO1BBQ5HVtN7UYdU5jzMWhXw9DWMXY6Bf7b1rOzx2Kqx6BEQ7zP8hfPUlqOhv\nD2py3LOk9x6vA9Em6BRPjxdpf3Y++OLPFvP79b/n8LrDM3y8+1JZAVASiF5v0ZPv1nJXXxi7w76L\nby4ogYA5cNW36W+FIeWeL2gk4zLtu0MIosCoIpvgqqZy24rb6I53M7N2JpokZVx73dgKBIeDZz/c\ny2WPreKFj/YRTSocNbaSCrd+TbY8dOB4RCLcncDuEPv1fwYCTVHo/K+bOaRrKY69W7If1Pkp/PkC\neP5qXE59KjwZk5FxgFO/BiWov+c2v5/2aO6NRz68tfst7l11LwAPL3gYbW+LKQZYqrKwFYPxmM+F\nTMWH4Vkyy0wFYgl7dXVWKZFVrav406Y/4RAdPHveswfMqGnEg8bixYs5//zzM/oQoihyxBFHsGVL\njhs5D2RZPiBBo31XEFlSqWoqz6C19oVZfsiTaRi75VFT9cUqo4m37hl4dJ5uwVozGb7xFpx8S07d\nqPRkdP8bShAFU38o2BlH6enpd8yOwA5uf+d27IKdxvJGc5GvrC/rbw8LoGmIAuZ7YAzu5YK13JXt\n+qC4ITxNURDKK8xGccO4PEGj3Mg0cge01u0BtJSMfLHzGU9tfIr3Wt+jylXFlYddieirMIM26HMo\nzslTeHDpdkZVevju/Mks/f4pvPitOTT63SDasNly/83GZ1ndXD4ki2DozTcJv/UWPX/7G57DD898\nMh7QBQYfOl5n5LkrETTJZNwZrogAWly/JwS3h0AyQFwujSK6oXMDt664FQ2N7x71XWY3zkZu3Z9u\n+pc4VGlFeiJ8aJY2JRhMVxQGwqgrEtZ+o72mtp9oYTAZ5L/f/W8AfjL3J9i27ab7L0+jHICZjhEP\nGi0tLTQ3N/d7vKqqKquZ0p133okgCP3+TZgwAYBYLIa7lAG4IcLeIm8kk+4pZW9sKYqaFsgbqy98\ngk3QpRpevgFevE4fnDrsfLh2KTQflff3WR3PssEYqAt1x9FisYznwskwN7x9AxEpwi3H3IIm67td\nQQB3RY7ALAigJKhInTdcQB7d8AXPRhwQzQW0MDU2um4dXe0JZEnFX+/JK4NdTKZhCgIWaaW6sWsj\nv/n4NwDcM/cewjEnjvp6Wralv+yKrNIuC/zq4iNZ8YNTufmMqYyvTX8ugs1m0cXqHzR6+hglDQaa\nptH56GP6+a76anoDoMjwwR/gd7N1gUFVhqO+DN/5EJzlpqCklXarpdg9gsOBpEglZRst4Ra+vfjb\nJJQEX5jyBa6ZeQ2J7dux19eZ1Oli9LVyQUl9z0rxg88Lu4O9/xq8wnAhpJmNCWx1tSh9LKx/vvrn\ntEZamVEzgzPHn0nX43+k7Z576Pr974ftmnJhxIOG3+/PapoUCoXwlsBK8KTkGGKxmPn/IwmrGF0+\nGFmDKmv9mCug9yCkuIK3ymUufKIowCfPwpondZOk838HFz8FrsJfpl6L2Fs2VJiZRgzNsjirmsqt\nK25lV3AXUyqncOmhlxLsioGmG+HkVAzVNEiEcTo0bA4RKa7kbfobmYa/rv9nZitB7iP56adpbacC\n9FinW1+cpYSScyp837/6+6HkQlSK8p/L/xNZlblk6iXUiEdw5v8sh8Zm05IV9An35soyjp1QnT1T\nsInp7CrLvWHKtwyQSZRxze+/T2LzZmy1tWnNpO1L4NGT4NWbIdIOY46D65bB5x+Ecp3tZWQa0WB6\nM6BGDPaUm4SSoCveVdw1SFG+8/Z36I53c3zT8fzw+B8iCAI9f30GYdQ4ulvCCKJA7SCCxlCyp+TO\nTnp7FBIRGW+VK+s9O1RIWyhI2KqqkVrTbpNv7n6Tl7a/hMvm4r5596G0dxB8/XWw2ai65OJcpxw2\njPicRkNDA/v27ev3+LZt2/j85z9f9HmM2YxkMomzhOnmoYCqqGZJKR9zCvQBKmPqV5FVxD5DR4Y+\nf8N4n8UHQIRQq16O+uLj0HxkUdelaRrBHHRWA77atE6Utdz04NoHWbZ3GT6nj0dPfxRpzz56uvRj\nKxvy7HQFAeIhVNlJud9JsDNONJDMWuKxOrJlyzTy1fetiG3ciL221uKZXfgzcJXZiYclElG5H502\nGZdp26Hb4hYKGrKi8osPfsHu4G6mVE3h+pk38sWHPmBsdRkasG9bOmgUypgEmw3RpqSOzZNpNA8+\n0+h68kn9XFdcjqgl4JmvwRZdrJDKcXD6j3WNsj7kBKPWbpW9Nym3Xi/htjDBRGHaraRK3LL8Frb1\nbGO8bzz3n3I/DtGB1NJCYvcuOveE0DSoHV2OYxCDeeoQsqfimzaxT9ErGs2HVA7rEJ3NLuLxOYkF\nk0TDMmqKodYabuVHK38EwE2zbmJUxShiOz+h8Ye3I/p8OLJUbYYbI55pnHrqqSxcuDBDZHDHjh1s\n3LiRY4/tP7h05513omlav38ff/wxmqYRiURKylCGAl0tEaSEgq/WnbefYUDMUbeWOzrMOm7t2Iq0\nD4BD1L26r1tRdMAAvfwiJRQcbltOq8syX2rnGJIQnPoxi3Yu4rFPHkMURO6bdx91ZXUkNqynp01f\ntKry0R8FEeIBtGSyoHdINJBETii4yuwmo8kKu6O4ye2uP/wB9+GHmyWlpsmFswPr8FRftPyrF1XV\nqB/vM0tZViiqxtKt7bzw0V4+bF/N89uexyE6+PlJP+eNDd388qIjeO2GkxC1zPNnyx6sEOx2MwPJ\nWp7an2NyvkQkdu4ksmw5gstF5SWXwOOn6wHDUa4r0X57NUy/IKsEiFk2sQQNzdCYFwRUTaU73r+s\nbIWqqdy+4naW712O3+Xnd/N/h8+pl2I7H3mUspmHs3+HQWgYnNWpoV822OE+NRpFcLlMmaCByMqU\nCqN0HOyMI7rdaJrG7e/eTigZYt7oeVx+6OUogQCuQw/jE+0otnFY0W6UQ4kRDxqXXnopgUCA73zn\nO4TDYXbu3MmXvvQlGhsbOeOM0jjHsVgMRVGoqBgaOmKxMNRLi54aNuQx+jyshMMZE79G0BBEAaac\nbrJVikW4Ry8heCtzBzJjEYj0JrD5/aiybO5kbp51Myc0n4DU0oKaSJi+Bv4cg4uA3pCPB0BRCgYN\ng25b1ZiFbgvYUv0fY6o3G6TWVhJb/0Vc9BIJ6PIaxSyqplhjuD8l+LPU4NaYPiy4T9tD3Pf6Vk7+\nxRLueXUz8w71cufKOwG4/ojrmeCfxOXHjeXYCdUIgoDDaeOsa2aYry+0YxbsdvOm6PvllxIK0WAS\n0ZYmLwwUPf+rO/P5Pnce9o739UG9wy+B734Ic28CR+7zGyXThDXYGvezIKBpGmGpf7nZil9/9GsW\n7lpIuaOch057iPH+8QAkP/uM3hdewHPUkWapsWli6VPgVpjZ+iANmHqeex7n4UewJxU0xkzLzZAc\nKhiyLeHeOILTSVgK88H+D6h2V3PniXpvt/ell4nHNTYs28e6xXtHXEIEDkDQGDduHM888wwvvPAC\nPp+PiRMnEgwGee6550ruTQRT1D+fb3A3WqnYsyW1yBR5I5keNZbdpNTaiq2uLj2IN9qbFuwbIPPD\nmEQ2br5sKLf4edtr61Da26lyV/HFKV/kymlXAtD9p6dwjh+flvtozLMoi3aI9YCmmdLruYKG2W9p\nyP4522yiKd2dq0TV8+yzlB17rLkDbJpcWRQn32QB9fRv1O9erzcdx82oIS4p/HX1Z5z/wDss+NVy\nHljyKS2BGPd96Qge/uQB9oX3cVj1YVw9/eqsE9oTj6rjqz89kXmXT2Xqcf0p0RlwODIWYCuMK6Hg\nSAAAIABJREFU3o+v1jMo5pQSDhF48UUg5QC57U24eiF84THwFS5tZN0IGKrSooiKmjdoPL35aZ7Y\n8AR2wc7/nPI/HF6XZm11PvIoKAqeWbNo26kHjYYS5Vv6QhuE+6N5Dkki9tFHdO3Xvcr99Z4Mh8nh\ngjnrFEgiOJy4bC4EBH560k+p9dSiJpOEly0zv+fGQOBI44BoT11wwQXMmzePd955B5fLxamnnjog\n2mxvistcOcTiYfmgqprFerPI35tlNxB49TVcX7iCZEyXzy7zOVEHmVqbvtt5Mg2vNWg01JPYto2T\nRp3ED475AYIgIPf00PP3v1NzzTfo7dAp0Lma6gCIDoh0QI1gmSDOkWm0pjONXHC4bXqZLa5g82a+\nD2o8Tu+zf6PxrjvZsKW06W2D3RXqymSMWa16/aPLOe7etwikJscr3HbOmdHENSdPICrs5G9b/4Zd\nsPOTuT/BYct9v3qr3Mw4ubCXtWCzm4tb31KW1ZJ1QOjaDh1b6X2vHTUcxjN7Fu4Jo2Dqr0pSos3m\nY67JacFCRVUIJ7MHjUW7FvGz1T8D4Ecn/ogTmtNqAsnPPiPw0ks4J08mFNYbwG6vY9DNZiNjG8wG\nPLhwIe7DDmXXZkNXbvizDMik3doqK7HFknzziG9yYvOJAIQWLsRe6Tdp8Lmki4YbB0ywsKqqis99\n7nODOkcgxWX251DpHA507Q2TiMpUVLvx1ZT2oQkCkIyiyiqJrVuIWMyNBEEwG6cDbeIZdWejb5EN\nbq8Dhyu1MIse1HCYG0+40VwEe/76V7RYDNFfaS7+RjM0K0SbHjREm0W0MPtUeHcRFFKn204iKpOI\nyf1otIF//BMlFKLshBPZc/daAEYfVmTQyEIdjSZkUzpkzGFVvL+jm0BMZta4Kr58/FjOntGE22FD\nUiQue/XHaGh8ZfpXmFI1NF6cgt1uZhh9exrBlOdIyYtotBuW/RzWPYv2nY/oflI3Cqr5+teLYt/1\nhTOLH4zVT0NSJWJyrN/r1nWs4/YVtwPwH7P+gwsmZ3ppdz78CMgyNVd9lTaLGOBgyy3m6wdY6tdU\nla4nn6TpRz9iz1up0lSR99hg4U1ZHwc64jjHjUENBLj+iOv169I0up/6MxULFrDP3HwNfuBzIDio\nVW6N8tRIBg2DmplL1TYbzPtYBTb8ncCnHhwNjbT1md7WcpQqikU+OqsV/noPnXvC9HZEKVdVvE59\nEVeTSXr+96/YKitJJFQ0VcPpsee0GDX/uGgPgtOR0WTPBsM2tipf0PBkl5JXEwk6H3kEz4wZ9PRo\nxIJJvFWuomcYjL5AuDdJeyjOHf/YyJdmj0Y2522q6ASWfv+UjFkKgD+s/wNbe7YyyjvK/BIPBQSH\nPedGwQhuhitiQagKfPhHePseiPfCid8luGQlclsbzkmT8J5yyoCu0fSDsZSntIS+KRCdTpJKsl/Q\n+Cz4Gd97+3sk1SQXHXIRV02/KuN5qaWFwMsvg81GxVln8dELnwGFmYhFIUePqFiE3noLac9ebFMO\nY/9j74JQmFY/VPDX6UEg1BXDMWc0SiiEI7UWRD/4gPjGjdR+61v07ExloUMwvzMQHDCV26FAJCW4\nVp5LQ2cYYMxnlHKDi5YShHbIOXQ//keckyel2TGpHYNRxxftAwwa+7NLjluxK7jLzJBCXXE0i+th\n8NXXUDo7KT/xRHPRKqqWG+tCcLvTk9dZehrRYJJoUBfo6+vYZ0VaFTgzaPQ+/zzy/v34zjknHbin\nZje+6gtZUTMMqDpCCd7c3Max46sz+lOnHlrfL2DsCOzgD+t1J8W759yNxz50JQHBbk+XJPsEZiMr\ny8tcM7Bzua4a8Nr39YAxcT7a/P+m6wldlqf6qq8OeCOSrTylpr53otdLRIpkBI32aDvXvnkt3fFu\n5jTP4bbjbuv3u7ueeBJkGd/ZZ2MrL08bmQ3B8JyYZ+6lEDRNo+sPj1N27LHs3xlCVTTqx1bkZCIO\nNSqq0303R2OjKdcC0PX44wC4D5+ZptUfoPLUQR00urr0oaKqYsyKhgCqktabKno6VJHNG1gQIbJ2\nK8ndu3FPn053H8kPY3ddss1oCqbkR46gsWjnIla1rqI8K41So/uP+o1ZefHFBM3J7SKCRiKM6HTm\n9bw2LGOrm8vzNq7N6W2LWZAmSXQ/ri+AvnPOTrvr5fkMJEVlxbYO/uuFTzj/gXfNvzkSSDKq0sOv\nLzmCeEc87+CWpErcvuJ2kmqSCydfyDGNx+R9G0qGzZbONPq8J8GO/EOagN63ePpi+NPnoG29rkJ7\n8Z/hyheIrllHYtNm3We+hPmnvjAYYHJSNe9jLaH3zgSXi4SSMINGRIpw/VvXsy+8jxk1M8xZDCvk\nnh56//Y3AGq//S2CnTFCXXFcZfZBaU4ZMPXLihgQ7YvIypXEP/kE79y55j1WSkVhsCjzOUHQ/eUF\nfyVqagg6sW2bTpl2OrHV1Jj9rmz6bSOBg7o81Z5SaW2wWI8OJzr3hknGFXx1nsL9jGQUlvwETvnP\n9MCRKNDx1FMgCDjHj6d7/0oAqpv08lTadaz0WJ6IySSiMnaHaPYWrFi5byW3vXMb1x5+LRO8aUaM\nkLrvIitWkNj2KfaGBspmHU3o7RaA4uiemoImCmk/9CxBw/BJyOajboU7tbONW3SigoteR9q3D+fk\nyYhV1bRu1/1X+hIRokmZFds6eX3jfhZvbicQ089hT3ljizaBWDBJmSjyuSNG8dHruprwmGnVWXfi\nf1j/BzZ0baCxvJFbjrml8PtQIgSbjWTK48Nq9arIqh7QhRykhngAVvwK3n8IlCQ4K2DuDXD8t02a\ndvdTTwFQdfnliIMYfhVEAbvLhpxQkBMKTo/dHDwTU0EjoSRMRQFjeO/hBQ9nFdTr/dvf0RIJyued\njGvCBHat0kUzi2XBFcJgMo2uRx4FoOLMM9j72A7zukYKok3E5dF7esmYYqoJdz78MADVV19NLCiR\nTFkLZPuejwQO6qDR29uLy+UaMRkRYwq8sRCXfPvb8MpN0LMLTrsjY9I7umo1zkkTiUVU5IQ+22A0\nfCVzASn9YzFmIPz1Zf0WwI1dG7lx6Y1IqsTkysm4Oy3c+xRDqSu1k6++8ssIdjuBjuL6IwBoeqaS\nLUswYJgJ9fX46Iu+OlGaptGVUj+u+9536WmzylS7aQ/FWbqlgzc2tbFiWwcJC1V3Ul0558xs4pyZ\nTdjtIv46Dz37owTaY9SNrWDvltyui+s71vPoOn0RuWfOPVQ4h2EWSBTNmRS7Ix00gp0xNE3P8jKY\ndKoKa/8Cb90J0ZR0xxGXw+l3gbfePCy5dy/ht99GcDiouvSSQV+mIxU0pKQeNAzfEGw2FE1BUiTu\n+/A+lu5Zis/p44HTHqDS3X+x1WSZnmeeAVL0Xyh6qr9YGJpTSomZRmz9eqIffIBj/HhkVwXtu4LY\n7OKw6k1lg6fCSSIqEw0lsasqyb37CC56HRwOqr/6FdpMwc/+3/ORwkEdNILB4IjOaJgy3ONz3ODh\ndl0pdL2eftMwA2xOjAFa0SagyTJVl19usTxNL8rpRnjp1xZoz16aag238p3F3yEmxzh34rnMHzuf\nT1MZWiwsIbrdxDZsJLpqFaLXq08MA6GUqmm+/oOJlOJu2reif0/DMBMqVILw+PSgYZg5hZcu1TWT\n6mrxzp/PppW6OU3TJD+rdnZz6WPvZ7z+yDGVnD6tgTOnNzC5PvN3+evL9KDREaN6VDmtn+qsndFT\nMymVMTnGbe/chqIpXDntSo5rOq7wezAQCELantSR/tCzSq3sXgmv3wYtH+s/jz0BzvgJjJ7V77Td\nT/4JNA3fOef0cwwcCNKT+ikVB1EERQFVRUTkk85P+KTzE+yiPosxzjcu63mCi15Hbm3FOW4c5XPm\nAKSH+oYoaJiqwQWkaPqi+0ndjrf2+utNSn39+IpBSZoMBB6vg942vS9ok2W6n3gCVBXfeedir64m\nsEmvAOQtWw4zDuqg0dnZSXX1yHCoAVONtqGv4Y+q6OKCi+/SSwd2N8z7AZz4PTTNMnAkCCAI+M46\ni/2bDEplmeU0A6fcpmc00qWI7ng31755LZ2xTo5tPJa7T7wbURDxlKcd/AS3W78xgcovfQlbaro+\nPShYRNCwOUCwNLETCpqqmeUGOanQsz+KIApZJdutMIXbUnTfzocfAXTKaE9cMXtKzVMq+efmNlx2\nkTmTa5l/aD2nT2ugwZf7eo3GYagrTsfuELKkZrV2vf/D+9kV3MUk/yRuOPqGwn//ACEIglmStFky\nDYPq7KlwghSFf34HNjyvP1nRBGfcAzO+mHV3IbW16T0DQaD6a18bkus0goYi6fex75yzSe7+rN9x\n98y5h2ObsnuY6xmj3jOr/trXEESReFiiuyWCzSFSn0favhQY72M+VYG+SOzYSXDhQnA4qDh9ARte\n0xfmkSxNGTCqDtGghCsUpPd5/XOv+cY3gDQVu6he4zDhoA4a3d3d1NQU77I2GCRiMj1tUUS7kFmX\n37sGXv0PaNXnBpi8AM65D6p1oTNjxyOKuty576yzsFdX09v2KZApLDiYRnivJW0F3RbyhrdvYFdw\nF1OrpvKrU35lzmJ4LNastsoGgosWgc1G9ZV6ycAqLFhRTKZh9yAgQCJu1r+TCcXscXTuDaOpGtXN\n5aYpVS6kS1wSSm8v8U8+QfT7KfvCRWh2m+muN25GDaf2uvmP0w+hzFnc+2VKqAQSpvFVcx9p+1Wt\nq3h267M4RAc/O/lnuGzD49RmwFz3LdUUg6Dg8Tpg7V/1gGH3wNwb4YTvgCt3X6j7iSfRkkkqzjoL\n99RDhuQaDWaXIqvISYXoJd/XTa9S5SmA7x71Xc6deG7Oc8Q++ijdmL9Ab8wb9gKNE3z5ad2lXGuK\neSjLKpqqIhRhmtT9xB9BVan84hexlZen77HpI7chNeCx9BuTO3ehxeOUz5mD+xD9s4ymZqDKitC8\nGy4c1EEjEomMWHmqfWcQNL28YnOI+hDV4rtgzZ8ADXyj4Mx7+ymFmnpSNgFNUai64nKADEc889hB\nyDqbOlH1HlRN5Y5372Btx1oayhp4eMHD+F3p9D+tcZPAUV8PioLvnHNMxcxwjy6f4KlwFEc3dHkR\nACUex+lO1b/jshk0CvkkRJMya3b3sK8nxslV+ucZj8jIKU+B6iuuYGuvRJOqpokItR7mlEg5tLLG\njB1bk0W2IpwMc8e7dwBw3eHXcWj1oSWdfyAwS5KWtS1onfjt3gGHnqffW1XZyz4GlHCE3r//HYCa\na74xZNdo1M63rt7Purf2ADDxyDrOum6GqT91zcw8vvZAz9NPA3o2K6YUqvdsLk2OpxiY9rlJBU2W\nEQqQAOSeHgIv62q/1dd8g1goSc/+KHaHOGjxxIHAuqFrqNNLi1WXX2Y+HzMGePMN3A4zDuqgEQ6H\nsxo6DQcySlMdW+GPZ0GsW5fROOHbuptelh2gMW/gdNvQEgk8R+qqtek009LTMMRDB8AisZ7v8fWP\n89rO1yizl/HgaQ9SV1aXcayrzK77S8QVNJcHHA6qUlkGWGYE8sh9ZMDtQ9A0tGQy7VSYSKsYd6Tk\n3+tSJYiErLBmVw+rd3Xz/o4u1uzuQVI0JtV5OfOK2YA+TyG43QhuN1Vf/jJ11VWsWbQLGDif3/RI\nDybMQUOr6ORPV/+UlkgL02qm8bWZQ1PaKYQMkcpQG0Q6CHTo5SlfnQcaLoeG6UWdK/DC86iRCJ7Z\ns/BML+41xcDYAxkBA1JuiJqGiK4/la8pK7W3E3zjTd3/IdWY1zTNYmQ2dM3mDKVktXCJqve55/Td\n/Mkn4Ro7lh1rOwDdc36wSrkDgak/FZKw19Rgb2rKGMw0nDGN6fEDgYM6aHR1dY1YT6N9d8pdb7wP\nVt6tB4zxJ8G590Pd1Jyvk+IWSqUo6nIhqkZvm77IZyi0DlA3R0oohHsSKUVUJw8teshsSk6t7n9t\ngiDg9jqIBZPEQhKOxgYzmAHFCRVaUVYDZAYNq7y5mWmMq+Bnr23mqfd3E7X4oIsCzBzl56TJtWlB\nxUASW20t/vPPx16tLyq7PtHLBn3VaIuFQR/et1UvTXkqHGZ5cNHORby0/SXcNjc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RAAAg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\nSQXdlpyjTnAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb1582d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = 1. * np.arange(100)\n",
"figure()\n",
"for _ in range(5):\n",
" data -= np.sum(data) / len(data)\n",
" plt.plot(data)\n",
" data += np.roll(data, random.randrange(len(data)))"
]
},
{
"cell_type": "code",
"execution_count": 208,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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B6qT3rRNKUp+LadSkkE8aeoaBuq8ptXIjsEu2YaNxQHrNOjJBhKGEFxvHDRDHALGN0vDy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skF5HnXFasqZaz0ej31YbkfKwhqsWTCcZZAqIWpxFhvBjc6i3yDW9T1FPZuUQLO08WRCZDFQhrN\nUr0BylgOP/fBWNYMeLRswnGuglJLFblX3UBthl6vp2jDIAS9MHMWYRIpcu4VhrVEQaDGYkZpBzrk\nZiKGrqL0Q5YJw5jAyLmsmC4XRh4mJycRRRGsciWR7ZCigHmGC2M2xpoPwMzBhmm0NxqNUB1vob/r\nqo3MByGiMFAwWlPXEIVdbG7+x0KR2bZtdDod7O1GYGMWaFlHRwi4XKDKKCpUIIoGiMKuKvJ3whj6\nhF1wVoTSLLp3I1DTzCJeRtHpPAYej5SQ4yDJLDjnKDeacpZKw8K6l5EQ4nAHpjlRWFuCEFBKZdG6\n3oRVKsN1RcamingOemMACOJ4iDh2lIPnEElGNkRUnVBrBSCK83/YNuA41+A4S1hMjNdVV/YW5A2n\nNiHfgQgyocvUaKZHOjGQ54w257yglaTPzSltpnnLQBT1EQfXFRMsrVs4jgPBY3Wu8CK1d21GIUQM\nXa9jevrd2fOKbFhQu91GFMSZ0e0Hirp62DbhuctwnGs4kkb3Ix9xHMG25c+7rguhE9kvMQgUkwtI\nVaEJHPeK2pcRF+raYRgqGaCU3p0vrLveGjx3rSDFX6vVEAQBDLsEgUwSRwaBFGguAMGLm+nzUo6b\n0llYlvXi5D6ufB6tiW9WzVrDmEMIoZzF5uamYi5wJ0S11UKpUStkFpRaqFVvRxDsZNFfLrNIFzTC\nTHL6sC2dxfT0uzBt6iCQtY589BPHscwOEvxejEKV4lcYQxSNkp9zc/EbFJSjm5aERIiE0CjNwSqW\nCcddRq93RgkDbuYyg06nI6WzdQpiUAyS69aTzKJSuQWE5KRHCIHvOup83/ezYq3OwIWvIsZDtoFy\n5SSGw0vKWVzORU9M1yESgTxi0AJ8wVgFlOrKuTtcwkCEyAJudXwcvhMVRBgJIQXNoDDsYmX1D1Td\noJM49t3dXcniqhlgdUMxt2YsQw28CsOeKjR3owha0wYEV8/teV4mBeFHAGOqe7zKZFbT65/JMlku\noOt6MhOcQVAB1jQlRg5gzpQG0/M8GEQ2RMYC2AkjnDp1CqPRCKV6A2algu52pkUmuFAd3BXGMDH+\nRgASMtVyzDlKKfb29rD6QkdlFkSnBePleevwvHVV5F51A8RRWIyyk+xA5CTwCYjS00+z4PTID+3R\nGxlUysplxRZcsE1Y9hx8f0PVDjY8WQ9Mx+Wqmp6TzUJnICBEB0IXM9PfqQIagcxZbG9vQ/CMsYeI\nF2BSz1uDYUyoPomLjgem6YjDELYt96PruqAlORKYlss5GEo+r+uuZM5CCJVRRVEEMCJrRKEsnBeu\n7a7B86+rjP+6LwUzPc+DWS6DUlbILEzbBsr/L3tv9mtZdtYJ/tZaez7jnYeYMiLDzslOMG5cgLpV\nAtFVRTcYyVVqEC14oCRLSFa98YC7kfwf9AMPGJCal0ZNgWgEatN2IwsJWgxmsKFs5xCZkRnDjYg7\nnHvGPa6pH769194706gy0uq0Ul1bSjnlvBHnnnP2Xt/3/b7fsAf4bWjTB3X9/6ZYWGuB829jZ/pD\nGIuWlmisdXjsbDZrD55lhYObt1HJs16xUErhytX/EVLOeyyX0WgEKSUKWTo1dfdByPP7SOLrELbC\nQeDDgKaLBtaoqgpgvPUrKtpAm0RwaEM8eGOKHhsqyzLE4zHi8RhaGXptC0DbNu0uDmoc+39zD+KT\nUrnJYLFYkK35KAALRE81rnWK5z76BQBtRoQFUGVpr1jYet/ibZFtQgNtPDeIsFxIxNFVB8GdVUSf\n1VrDKAvhexBDHzz0WqsOTyDwp3jttdfaYqENgAzPP/880jTFYLoNrUxP3cu5wKxq1eeeN0VRPOot\nmeM4pnyJ3RgIKEjpSUdtrjUVZqkW2A7ayUJMQ+gaSmq+M9HsHWoIo7svUWqN+fyvHftuozSCICAn\nVm2gpYS3Gzv46zgKoE2JJ0+eoChKt2c5rxQ++clP1pPFBNFwhNVF7iAwaNtxQWWI46u4cuXnYKxq\nYZmawjqbzcAFSJ/CGWyHiXWjvk/T7E08V9vKvJIW8GsDRtT3WzNNdbO5LazD0bXO4TcF11p3nzX3\nGEBdNjh3Hf6tJMRk/Ank+UOnYXq73lukaUoEjka8uSo7rwtwHgKbM1RV0lv0Nwf2xcUFuA/3bAN4\nV4E8PPh0a5aZFbQvkNI519L79qFmOVjHqDLgHNZUsFZDUGw2DH0lvVx1R9G2cJqWjwwi+P4WyuIJ\njsN2sphMJvVkEZNospksLgsMd3ZR5CXg9TO8P4jrQ1ks3i8MBR6Alyk4KgwFhwFNFw0d9/LyEqwW\n5qnLAtvHV1FVFw4D3/I9VFWFnZ1/BaU2rljMlXZ/x2q1Iu9+j7cK0RqGiqJjcB66JXNjjgfQZGG0\naTvVQvcmiKZCMOa7RZrPGaqqQiUV4vEEm2XlRGoWLRZ9OwmRZnex2byCXZ8jYBSFmWqDyWQCKSWy\njPyDmOg/CIG/g+n0v6IsZ9tQZ4Eyy9whIKWElsSF9w8HsAhcJsWNOMSrr76K/f1/gy1BLKFLqSFC\nohLnmwrc88HrjIiuTiEID/D48eNesSjLJ/jUpz5FB+d0ir1ro7bApxW4EM7AcMf3cHz8b2FMiRAS\nISe6ZcVIA8E8AyVJY9IYLu6HHqqKyBOymmOrnixmUkFMQhite0WyuV/EDoUNlXVKX8gAzxshy950\nFNy01vWUJVllWGvgbUdOC3Mc+mAg0efFxYWbAh+XEleu7JBHFBgY85AtK7dcB6OpCyBYhjGOm8/8\nB3Dmoa698GqtzOPHjxENA4iRD283xlsl4f9XIx+RmUOpFTabV/GiM6zMESSJOzTTNAVvnA6MaRlA\nYEB9XxqT9yaaLlzZFQQa23bZN6IAQbANMN6jkm5tbWG9XkN4fkcLJNHMNJxRDDBUgbfeequzK6H/\n3dragjGGdi01xMsC4Yw4PzIIkReP4fsTXIsCMJBDgeVkud6bLGKPmIY1bRegCdgYeg/Wmt7r207B\n8qaUiyEZwbAMwIuDCNvb/zUAOBufuzlN3VprSnyMk1anMcsxPTjC4smj/7Lgfq+X53lPnUPLGAO8\nENYfABCdqUDDFwJRFEFKiTRLIcYB1Cwn2qxad2ANgbIscffNE/jBjqM3XkrlFoDL5RJiGoKFwnVN\nz8QhivwEQmxhPp87PPhOrZBtfj/GWOsXVOl2kS04jClw/dq/hxCho9TGnFSzm80GQZQgnRd0cDIA\nnDkY7Nk4xHT6gwAMyuKk9/qN39HFxQWlv4Wix3AJI9KB+P4OQQ0AZTh3YKiqqqC1Ah8G8K8M8aDU\nkNbSYr8qcXJygt3d/xZaLRyF9XFJU5UsNcpUQwx8sJC7104ERxgcYLFYuCVtrg2MqXDlyjHW6zWS\n8RReIHoGjoxzZ2C4F3iI4+s4Ovq3UGrVYSUpRFFEXTYnx97Tsg17ygsyObRWud3BrFK1wt8iqJXa\nVVWB10LO4HDQg7845zg6/Ay0zjH02mLXTBbcavq+t6KeFoaLCA8ePMD5+XkLx5QSRfEQx8fHWK1W\nUJWhKbIpFpz1ptCqqvDaayfgPGp3B/U99vjxYwy3QohRCG87wr2iuUcibDavgfMAUXSlx0oK4rjX\nYTOf3g8D64UuhdEVHB/9D5RdX98r1sJZxyul6LviDDwUOJMKhbHY8T0MBMef/dmfIY6vtd5tG9pt\nbTYb0uNMG8ae7r0u5z5gLV5//XX0r1Yj8uTJE+dSwBPP0YVfHMSoKnJG8EACUgPgUSXh+b5733me\ngw98ykJnrJdbwkWMINhDZWmxHzAGZi1ZjVe1hfxuDG87woOygrLUGAh1hvH449ja/hE3Td3LK4wn\nE7BaGa4UgIA7GEtYgeXFGb4X14eyWAghaCH8tNfkClaFAsBbJpNUKPPUQVFnZ2fwDwfQC5LXW1P2\nMoaLoiABnRi45edCaofpEs0uhI48PCwrMBBub2yJzSbFfD539NmTol0SG2PARYvLWm07OwsOpVNc\nv/7vYW0/44JzjtVqBVlqbOYkzOPDABeKis3UE0iQ4dbN/wCAIU3vuBvzYVE5C+zZbAb/YAAe8B4M\nlcTX8Oqrr0KIGIHjsFsIz3djtjEGVmvwgQ9vL+nBGovFAmEYghkPlZy5934/r5AkCZQ0SJcl4eAe\n7wnq4vgaZrOZO2w3WkOIGMbMYIxBPBoh+/rX6SAMOJo297SGlBoywf7ev4bqMZuIVXV6egoREDHg\n3OV3eEhTOnS2tn7IiShPKwmlJHl4dTrl5uD0DpLOfSKQZRmGwxdgTIHQibWI+y+lxOIP/gDC9+FN\nQ6fmvREF8MQIT548QZqmHSW1hLUK0+kUy+USxlhce3HbFSp0MkuiuoF4/fXXwZjnvrOyVr/PZjMk\nkwB84MHbjVxD08Axg+QjOD76d5jwCjHnWCmDDXivWLgKxFp6d8gZBoPb2Nv7V3jnZd1UzACQ1iJ6\nbtstt69FAbTWeO211xAGu86G/05GFOvVaoVwMKAwoFEAJrq7LU6Z2uGQ7uEO7AbA2dJcXFwQXMmo\nWHQbOaMLLJdLZFnWLrmzEsLzHaGBJgsBvZL1ZNF538kt7O/9m/b9dt67lBImz12xaBq4W0mIsjqD\n542wNf0XCMwK2z6JAmfaYjQa0WvSB9fa2mwkivUaafX+XLe/m+tDWyzeV/jR+Aol0EnpaHJnlUSV\ntSEzjx8/hn99BCsNdUeM94LhsyxDmqZg3Hce/kul3cO0Xq/h7yc4qSR03UHY6hS+v43VaoXNZuPM\n4h4WFaxtVZt6tXLYplXGPYjNAx8E+7DWOO56oxRdr9eQpXaHrrcTddLmAlRyBiFiRNEVFOWJo0We\nFJWDzxaLBcR2BBZ5PaFVHD9DVhNMuNctjUX4DoW5BSASD2Ic4K2OuO3i4gKDwQBWaSi5dMK8RyXh\nwUZbrM5z8JGPHBYGhLtzW8KYEMvlsqOkNhDekJaJnocgjqFnMxhtKa60nooybRBzhgHTeOONNzAc\nvQClNy6gZ1PvHWazGRgjLLvN7/CxXn8bABBF1xwUdFYpKtTeO4qFV082ier9HavVCr4/Aax1S1dj\n6cCsqgr6cg4uPIhx6HYWV6MAvr+NxWIBrbVLCXxYVGBMYDQa0d8bcGwfDsBjej/M487Qb1hbZp+e\nnoJz301lpbFIkqROp6vAa8iwSQZ8fhghTd/AcPgcRqOPIy/u41ZC39WbWengmKIoCF6JBBETOuyj\n8fhlRNEVWFP1GovuzkKWRAUNb0/xSgcKWq/XtBcQMa7HBAedlBXC4RBpmsIPI+g0hbcbU4ffET8y\n5kEl+9Q0NToLzmCtdvTw+XwOUee+PzGG4GdfYMw24CJClmVYLBYtCywrwWrEASDIkSe+EyN2lfpR\nfA2D4XM92m6XDaXTFGIcQmxFve/aGolXXnkFYbiPPH/omIr38xLT6RRpmkJ4AJTsCHYLyKrE/fV9\nfNDXh7JYvO9rfAWnp6eoqsqFvF9UClrJHn02OB5SRCoMBI87XaeP9XpNXyKP3KJ8VVMiASoW3m7c\ns47I8/uI46vuELjeUXEbU+Hg4IA6kNUK8ODSyJqLgcHzxi4utT0AqFNdrVaIhgHytaTufhriYQ2r\nXI9CWEP/PkhuoSyftFh41arPLy8vwRMPYhQ4Zs1IcPh8hNPTUwDCiRkzrRHEcY/lwhiD2I5gUODt\nrKUlnp2dUbEoNLQpOsInYppM92OsZjTidx9AYwqs12uUZdnTKXhihDx/CN/3IfwAuiypW4ypUDUW\n5wehD2MoL9yaCayRvd1HEFAhY6A/e9nZc5TlKZLkFjwvcffJeSXBGAfjogdDMZ8heGaMPH/gcsv3\nAo8opt4Y2pRusmi+r7Is4e3vgQFgiXB/7jj0oZR1U/O1TlMhBO0N1us1PJ/D8yxY3fAwj7dsKE9g\nsVjUhdBH0KEdN9YyZ2dn4JEPbz/BnZS+q+cHETabVzEcvQjfH6Msn7jAqzs1BbzLAvN2Y/BQtKwg\nzjBIbiOOr8Fa3WMGNTCU1hpKaohJCP9w4IrFi4OYzPOsReBvw5QPcTMOoS3wVkx7qVgAACAASURB\nVF7V37UPsyZPLDEOet07rMXF7JJEf+516T81E/9isQALBLy92BFPno0jZNlbCIIdbDYbPH782C25\nX0nJ+6rH+Gvoxsb27FUGyS2Mhs+7AuZ1FNxKKZjNBmIcUNhYx1GB85BsY1iCsnzS2qyU0lGGzXoN\ndXrasbSpYLTGc1vP44O+PpTFwhjTE/u8l8taCwx2cX5+jrIsHbxA0YasZyPi7ScQ4wCVPEcQ7LqH\n+SDwsFwu64Ng9C7jMICKhZiGvaVlWT5BHN/A5eUlrLU9TjXnHvb398mxkzEwEI5Ndtdt9+R7RCHk\nTPThICFI3+FzCI/Rgb/d7WB8CJFgs9lgMPgIiuJx7/UblstqtQL3BXjsuUM7FhymqiClhFLKUUAL\nYxEmw96hKTwPYhrC2ta99SMJde/D4RAmVzCmckaKZ5VEGIYIIg+mZnH1i0VF75dzDGsjxVQbWJ6g\nKB5hPB7TsjUZgHMGHgmIUdDbPVhLxn2r1QqMee73zwx9X7PZDAB5M3WddpVcYjz+PgBo9Q6VAhcC\nqtLufZdlCSY4wpsTVNUZzssW/sqyDJ43gdZZj/rbkDO8/X3AGqysRWEsBoIjYtKJTQeDgZsAHxYV\nPG+M4XCI1WoFqzWslG7RzDzuVPdjIXq+aQ1NQjC46Xk+n0NbC28nbkVxcYgsfxuj4Ytk0tm5Tx8U\nFWDROzi9nQg88dyhzQGcnDxGURiACXSv5tmoqgqwBKmIUYC3nHKcjBInkwkY81EUj3uFcjQaIcsy\n6CyFmAQQQ7+XLwNjMJsRNNnVOgDcFYuzszOAAcG1Ee709EdvIYquYD6f480333TBTd+sJ67mu5ZS\nOnq4NbajgeJIkmcxGHzU/U5BncsNNMUiBR8F75j4Q4QhZV7QZzNzKu63a/fZzWYDW5TQy2VraZNK\nMACVfh/Iynd5fSiLhdbadbVPdYUjXF5eIsuynvBH+J4bVxeLBcQogNiOUOQPEYZ7jilzENIBk+c5\nhEh6sEyvWAx956R5HPooikeIoytYLBaQUuIw8OAzRrYCiHB4eEjFzxI9VQx9glRUy533vFHNNw96\nb2k8HpOojjEk44DghaOh6wafiUMEwT6+8Y1vYDD4aM2hbx5E6Q6A1WoFeAzM5zDugGGwFcU5Sik7\nBowGQRy7Udta60SBnAt3AN1KIlxcXBCLJ5MwunB7hNOSlMmMM3ihBx75Pa2AMRJlSXnfDAzTjleS\nlHNMp1NiuEwn4NyCRZRodtqZAhkjOxQpJbiIOu61VGQbyjDzRY+yq/QGk8kP4O233+4pvxnnUKXu\nQRMQDMH1EYwpXRzsYeAjTVMEwS6Myd/VVBhj4G3vALpq9yuBD6U3WCwW9BkMhziOSJPzuJSAmLhi\nAa2BMHAxwMxjjt499DgWiwWx7Kwj0YEBPcjRaosiIhWzzxj2faAoHmM0ehF/93d/ByEGPRElGOst\nqsVW5FyaAYIhHz16RAQPHvbcaJvGTmsN7tURwKJv3Pj222/TM6gtKjlrF741I2qxWABSwtsmPZHf\n2dsBVAyMMT0oiDGOwPfh+/R95HmO4NoIbziWICnWk/gGzs7OcP/+/XZfkpYw1jiIuCxL8JrWzjjr\n2Y0UBYMQSUcs27KgpJRggQ8xCuAdDHpiQGOGNOVxUt13m7jJZELFQlawVdXzxfLCEMH34OT+rl4y\nz3P8+q//Oj7/+c/jK1/5iqum/9xVFAV+4zd+A5///OfxpS996T/78//c9X6KBWMM8BPMZjOs12sc\nRy3TxA8jxGEIz6OdRGUl/KMhsvw+rJjgUlIQ0JZHXdtms4HvTzsdY/v7bDYbsKCFFg5DH2V5Cj/Y\noV0HY+CVcXj0g6LC4eEhifLCENAKYhyCBaIXlen723Swa9sbwY+Pj+uHX2Oyn0AMfARXh/hmnUH8\n8WEMzshxdDh8DmV51uvum997vV7XByfv0QJtbb/cLRYbRRnlzeEhpaSFd+LBoMXgb0QB5vM5LbIv\nCzDuOVhnVttYWK0xPUzAY9FjuFirkaYpdnZ2YLXpKam1zjAej7FYLOAfHYFVKXjkwZuGeNRoFkIf\nnJOeQggBTyQdV1DyBJNSIstzMI9jUcNQU09AygWmk0/iL//yLxFzhqHgqKzFShvISvd2FtYYeEcR\nOA9x4gKMfOR5Dk8MYS1DVB9geQ1DVVUFsTUFZOGYW/uBB2sq6oBBIV++tDiq2TknJdmULJdLgDFY\nhlZ1z1t2zqBeYh8dHcFq07FogaNpN112N0NDlieI46uQkgwHw/DAGezdyyswht5E5U1D8Ej0hJoP\nHz7Eer0G52EPnmruMSklgljA249RGob7eQXBgBuRj8vLS2xtbcEqA6XWvcliMpnQ+/Y8eNu0s+jZ\n9DOGi4sLalrq56JeqcMCvUbQ2407YllSrEfRVZydnSHPc0w8gV3fQ24MnlS6R23vEgq67LPT01NY\nbTtkgn6xEMMheEAaqq6+4+HDhzTZW6LdNjqkk4JgqM1mQ8SROO45SieTKfL1h8ii/Bvf+Aaef/55\n/Mqv/Aq+/OUv4yd+4ifwmc985p+ltH7rW9/Ciy++iF/+5V/Gl7/8ZXz605/GT/7kT74vvUTjm/K0\nV1oQtLFarZwI5lFJ1MDl2WnP/jy4OkRVtRnWh6EPYS3W63X9Hr0OFt0utNI0BTir4a26WFRniMIj\nrFYrBEEAvaqcT9KbWYHpdEK0wjAEFKmCedziwT5nEGKM0WgEU2p3+BTG4Pj42MEKu9dG4AlpFpoO\n5vYgQiUlHj9+jDi+DdWhr55VEtrS4tMYSiYD7zqYAszzkOeUZ9wo31ea8j6aB8JaS1BQ4uOJ1FCW\nIDuuqdAMBgOoWQEG4URuM0n0VRiDo5sTWLQMk4AzMEYsr93dXdhS92jKxpKJ4Ww2g9jeBvJL8FDA\nPxr0hIhaE/0wjmP4/rbr/KS1PSxb14aQHMBIMFhrkCTPUrCTte7zelJJwKIHv1lrkZV3EQS7neyQ\ngAgYjHZNMW/hO9/36QAZj4Fq01uKW1g8efIEjDFsb21BzYvWMygvEQRUfOF5ENZSsfAYqhrK8hgQ\nMYJSDw8PAWU79GvmltTz+Ryco2ecmOX3MRp9HPP5HGdnZwiCQ0fEaAKBulYn3v4A2uSOGKXrz3K1\nWgFgrfurMX3xJrPwtgi7NyDVOq9NBre3t99VLBrLj+VySYfmJIAYBqg6ho1gpE1pms82NZDkCL0l\n9yh4hwjxAaLoCMvlkr5XC9fhP6qzV5rfvSkWFrZtqFhdLCrtCnPzTAA1XTgZAEZhZg3WmjLFt4TB\nnTt3aGdoaApyMFRBMNRqtaJ7aG+vFTNuKgwmUwpl+4Cv91UslFL42Z/9Wdy6dQt37tzBP/zDP+Bv\n//Zv8ZWvfAW/8zu/866f11rj537u53B8fOx+/utf/zr+/M//HL/927/91K8vpXRd7Xu9rDEOyy2K\nwlXxJ6WE5wdYnD5yvkMNjVSptcPAD0MfqP15Gk2E6xibLqNmRBlj3CGw63uoqgtENQzFOYeeF27c\nfTUtYMwGg8EALIoASeIfbytqMXzOkaYZuGGwhWpdc7XF0dERjDFYr9cY1JTIU6WQG4ttX2DICc9V\nSmGzKRBF18D1HLs+RbZeSO2W+2VZwlrVo0PywQB5niNNU6dTWCkN/s7JTlXgkejRIdM0dZ+LXpTg\nIniXR5MVAl7EYbRpiyMj4dl6vSZRVSpbvYNUABhGo1H9eRogm4OFAt7+oHUSjUMydvQ8jJIhOOvD\nhk0872q1cl5SE0/A6BXG449BKQOtNcqybEWUeQXusb5FC2NYLv8BUXTkbDtoUa0AYxEE272DUwjK\n1+CDAaBKx7TbCzww0E5sa2sLnuBQZ1kPmmj0RZs0Bcvn1K1uRT3RKGMM6/Xahei005pwz0xzHzbC\nyauRjyJ/iMn4+3B+fk6LaGWx4zN4tYgyr9lUzX3ibYXQOu8px5VSdSHySaQH6vCbSUxrDWUUeOI7\n37RbSeiCzLa3t2GlgdHt89kUi8ViAW9ri6jhoejE19L00JgFAugt142pXLFYLpeAz3u59EptwPkA\nZVnS+9O2Z/bZFNiqqijrxmOQIN2Kzyhc6/LyErbUPaSkB0NFISAz92zciAIABvfv38doRMxLwWOH\nNjwqJAajEU1pSQIxGXR2FgrxaPyuULYP4npfxeIv/uIv8Nprr+E3f/M33WL4k5/8JD7zmc/gt37r\nt97181/72tfwT//0T/jiF7/oDqaXX34ZP/MzP/Mdf/4/d72fYtF0HwDJ8AeCaIa5sVgai3SxcO/l\n4uKC2AdWuRvrKPRdbORwOASUxUC0cZ8A3LLYWus497uBD2MqGEPKXSEE1LJ0is238hLGFNjZ2QET\nAlAZjdnT0BkYjjyBNE1hCw2TtxYO2lpMp0OEIVFMmSpgPY5XNq3VBmMcjx49ot8zyzAcfBRVdYG9\noGX5NAdnc7N34SBpDIwxyLLMsZKWSoOBuSnS8zygSslnqGh5+wRJcMLpMwkGr2eREscxHZwyhzWt\n9brHGDgn+ulW3WEfdAgJvj8FY4RBQ0vASLBAQEwC1wVfiwKcn59je3sbZl4C0nSCcaw7QLIsc8vh\nxqJjMvkk6QlAk6KjGpcSfijexQJL09dR8TEupUbAGLYFqaWtsoiio/YWROcAsRoQvrtPdnwPQsRY\nLBZ0aIJBXeQ9YR5An9lisQDyOeBx+HuxC4yaekQpd35nqnN4ASRMrH2HtNF9l93yBOPx9+Hk5MS9\nN60Wrtu9W2segJZGCuieiLIsS2IdMb+nd+guiTnjYH57jz4/iCjrAgSTmULBWInb7/ARu7y8BA88\nMKbAh34bN8y5o/M2zV5Xh1RV5+7MWa1W2FjSL8WcY8QqBMG2e64HgwFMpTrK+cqdM0VRgAcc3k7k\nsjSaCNf5fA5TKLwTVB8MBlRkggAoNzhpzpLIB2MBzs7OHFoQhvvw1AzHoY/KWpxU1Ijw6RRsdQJv\nN8bWzz2H6advYby3D/N+dGbf5fW+isVXv/pVfOxjH3PqyOb6xCc+gVdfffU7/vzt27fxsY997Dv+\n/NPuLpRST18sAMd+SZIE1po+hVUrh08uFguwSIDzDgc+DJwf1WQygal0xyCuP1lwznuqb4D3vKz0\nqsJzNS3xlU0BzgM6IDgHZEnFYhz2cjTKsoTJJGzVHnqlMSiKezg+Pqb3Vq7B0HpSfSSJYLV1OLiU\nEsPR8yir805in3LwGx2CrIc3N/nbDZ4LwC1Tu9g9dAUmuNNYPFN39kEQgFnSjXAeQJgMQ8GhLbAx\nlj6XBaXtOVgL5PfTdNnqPO/FXobBHoricQ31cABk1IZQ9HIhTk5OsLOzA3WRw0rjkuNyYxy8sNls\nerkhWheYTn6ghlNQi+MaY7uKFOOdxT4YQ1UtesFJq+WScjcKhSi63uP+N2QB6ArwQnefbPkCQhA1\nluAYCzUrHPf+Xl7CmBKj0YigqHQG5nF4+0knrMpzjdRkMAIY3E7BZwx5fh/PPPOMuxce9qyyH2E4\nfMGxc6y1MLrswWDdZS98sp5padYCVVXVBdRzU1z3sy7LEoGWPcbc84O4po8yDAcDmEzB80YYYUPi\nRm0ws/U9ZjVQbQDf9hh7zQR7eHgIaNtOkNaiqi5cM6SU6qjliaWYJDep6QA1gSaVbrIgfQuxuaqq\nAjyO4JlJZ7lN4uAgCGAr7SIFKM/C4Nq1azStA4Aq3eR5JSRGnDGmZgpKRNFVZNlbrS9W/Xmv0hRY\nn6Eylzgf/wEurw7wfy0L6Jd/EB/09b6KxaNHj5wysnttbW05euh7/fk0TV1lb64vfOELDurp/nPz\n5k0AdHA1+OnTXPP5HADdFIyJViBWU1ibhyHPcxhLbJamG7gS+W5cnk6nMJl0S7ZmJE6ShGAmMGw6\nGLgQsbshhRBQsxzP1xS917MCTIxdVwTugUcCPPF6ttNVVUGnElbqnotpXjzEwcEBFQRVgHHmlmjX\nowDaGFcsPM/DaPgiqurcTRZnHa1FFEVgzEfeyQpopofNZuOKxUJqgKG34AZjAGd4M2v9qE5PTwlq\nkgYmVQiCHVoe11DUXGkqFid/B+4xVL2dBUE5YRhCnec9n6QwPERVXVCgDg8A7oMnPh5LhdJY7Poe\nYk4+SDs7O1DnOawyvUzqrsjMTRaCEgnH4084yJJElC3/nQvmiiQAaF3A2qrXpc/nc7Ii30jE0RH4\nOxT3ZVkCRgF+0rNT15o0FltbWzC5gl6U7rWbfUgT3ASZ0kG2F7eNSSCQ5zkODg6gznKwgLtCmAiO\nLHur9xx2BWKMeRAsIqimvk+FiNxu70nZOs8SlHYfQsS9KbRqbOuNRdgYCZp2P6S1BvIFjCkdGeB6\nHGA2m2E0GlF+d64QhYfIsrecmvrNjCZyDQGoAkqljuXFAfds7e7utvQv9/1krljxjnFhY+45SG65\n53o4HEItSnyky4iqp/7mTIuenbqM+olH9j++78OWbRNXWTI8uXr1KowhOBNB0kMpuq+p1xXi+Cry\n4oHbZb5dC2YvLy8BlSNL38QmfQ1fW6b47Lfexv/y9hN80Nf7KhYNreud13q9rg9i9p5/3q+pbe/l\n6pp6Nf/+NNfzzz+PT3ziEzSWajhb4IeFRDweu5vKWouyPEUYHnR2FoHrNsfjMXVAHWwUoMM2juMe\nZ1+rJaLwwHU/QRDArCWG9euXxuJBaRwjCn4IPgxgIB28sF1j0XpVwUjT2VkYlOUpDg4O6AARdKOd\nlN1DgLmJajgcYjT6GGR16TKpL6XGYDBAHMfwPNl2bJxQ54aAsF6vOzbf2n1OQDfgxroH4moU4NGj\nRyTIqzT0qkQY7kOppWM2LeuYUTz5JjhnLstiJARBGb4PGAu97uszgmAXVTVDkiRYLJbAYBt80Fqy\n0wPHcHZ2ht3dXcgLgrm6k2Bzz5Vl6V537AkYq8DswB2aZVk6n6R7eQlrC3f4Ef//zjuW236doieg\n0wpxfK0tgoygOzrcyKts2Tl4epNrJqFXZW+5zpjAcDik79qPSTW/HTuX3V3fQ5qm9J5Ps54ppM8Y\nsvytFqoRoofdR+ExbO1HBJCmQohxz9Sved9JkmC5+kcwHnUyuMlmJI7jHjOo6hQLKWUd2sN6OqTV\naoXxeAwLigbwgx1k+T0Hgd2vGVEXs0sAAlpvepqc5mzZ3d2FlaazmzJQKnXwsOd5jnhyFPooykdI\nkluuiRyNRlCzopflwVirwWIA/ONhLyc+Tcl92ZQKzKAngrxx44a7hxBN3Hu+EgW9Z9KsKvAqQlmc\nugJ5Nyuwvb1dP9cB8vw+gmCvo/l6emTlu73eV7E4ODjAycnJuyaIO3fu4OMf//hT//x7Fdh1jesa\nHPRprufyHP9SKUyHQ5hS43pzCBQlhtvbrsMWQlCxiI7cwXsU+i7KdTweQ7/DJhmgQhDHses8pp4H\npZaI4mvu8GlGVpPKHj1wa2uLioWIIQYkKLtULZQ1GAzoNZXp6AWoWBweHhKOXYe4P+zQRy1q7YcQ\nGA2GYFkEQGDb+VoRDn50dITN5vWOErhmenVgqG4uNFmW0+/BGKsLlXUd41HoY7FYENOq0LCFBkcC\npdJWkS01TS4JwQQN7Dapx/vRaASrLPSy7C0dw/AQUi0QxzE9TIM9iEnfZsQY2kccHR1BPtqQIKuz\n4AZazUOT3zHyBDgLUJXaHUCc884DXIIx4e6T4XCI9eYVRNGxo+we1odfEARQswJheLVNz+McWmva\nhwgBcK9tLDzhXnM8HsOsKuhV1U9W5CGSJKH8+a2blDw3CXouu8vlEtvb21CzvGfHoa1FkZ9gPB5D\nCAHm+TivFDiA/UBgOHrBNQZxHIOVBpx5zib9SU3dbX6/5fIfO2Z6DLbelQwGA4L8OtHFDTxbVRUg\nAlgW9g69psm0UsKkdTNQnjtNznlJeTGXl5eAH0OpTQv9Cu6erZ2dHZhKd8LNDGV61LHHg8Ggx1Ks\nylPEyTO9g1vNcuc+e1JW0Aixt7fn0A8x9XvT4GKxgBACVhpY1dd5HB7ug9deXdYL8bhodTgPHpBZ\n5Wg0gt5IqFkBY6seE2symdD9nWyhKB/XzWvf9+yDvN5XsfjRH/1R3Lt3D9/61rfc/6eUwp/8yZ/g\nU5/61Hf8+dPTU/z93/+9+/+MMfjSl770HX/+C1/4Amzt2tj95+tf/zqstUjT1N247/Wy1qL45jfx\n+H/6n6EvZjAb2QaOFBLJeIqg9oIZjUbIi4dI4httRnAc9BZxalaAwzorZmktoihCFEW9tDcpl0ji\nZ1yh8X0fVhroVTvuvpYW8DxyqIQfgQUcjIleYt1wOIRelLDadkLpCZPd3d3Ger2GEQGsNS4h71YS\nudfd2tqCWVRQZxk8b9jztQrDEEdHR8iyuz0GFtAWC2NMzzix6yZKbyxCpsnEL2AMx6GP5XJJxSKv\n6dTKwtjSBQotVY3f79ymaa4DQ0lJD4uVGnpduYeDlN/7qKoLDIdkHme9CGIQ4LU6J+C5QeQYPzvb\nO9Rle7xnk6LUGteuXYMQouer5PtTGGXcJOj7PvY8gYHgmCuNhRbu8KOJ+RXE0dWOjUNrnqhOU4T+\n3rs8g/I8B0QIy3gnRrZVXk8mE6hFAVtqJGDYCzyUxuJJZdyyVw8oClgM+r5Ws9mMisUFTSkOKgVQ\nlDTpDYdDJzTdCzxoeYmt6b9wh+5oNIJeNTBR092XDvqdTqdIN6/29gaNRUmSJMTYq184020UblVV\nQDTFWU2v3g88eJZos8PhELYsYQuNKDwkqNRvp8nhkARsCImlaDo02Twna46dnR2YXPWIJ8aUQP33\nTyaTFlYOAxTFYyTxDUd8oS5fImAMV6MA2gL3S4nj42PS1ACoVCffRgiyX/E8Vyy6k4WUT1zIl7Ua\nj6smt6QtFsPhECaTUBc5OA/acLKatrtYLIB4uxYIH7iQrg/NZPGDP/iDeOGFF/BLv/RLuHfvHjab\nDX7xF38Rb7/9Nn7+53/+XT//8ssv4/u///vxuc99Dnfv3kWapvjsZz+LV199Fb/wC7/wVK+d57nr\nOp/ushBbtMi1RkMtC7fgfjsvkYzH0KsVptMpptMpqvICaxtjpQwSwbHjCXdTTadTqDNiyzQMF1Pb\nIYRh6DDwoUfhQUlywx3aQghYZWAy5TrWt/MSSm/o4PRjWAYYFrbcf87qyaLqdW2FsWBMoKoeYmtr\nC0VZ4aTS2GiDXd/DTucAaha9al7CD3ba/UMdyHNwcIAse8vZQzT8+QYa8X2fgnU4CdRSY3vBTUaE\nrcYhCoC602zU2/S5W1ijMKinlrWuJ4vpdQC2R50tS9JSmFLDbCS2hYDPGC6lhuZjVOUFxuOx+05Y\nIJzI7Jnak2pnZwd2KQFtwYOOjxFjkHKO69evI4qiHr00DA/AOHOY8mg0AqRpseSOqd5kMsF6/W3E\n8Y1W4BYHRPP0PPLxWcoeXCmEgJQSVb3oamGotksdJIk77K0yPduP5vBZLFe0ywvgoNL90MP5ObF/\n5GlK1N0OJFOWZwjDkD63xhYl9CHlAr6/5dTjo9EIel3BGO38ik4KEnCGYYgkEaiqs46VvXCddxzH\n0KnspVEGATkUV1UFBHEH/mpJI8PhEKakZoirGFKtcBS1ENx4PKZ9KBMAs24aHNZ7g93dXfDSwpa6\nB9MaU8HW58VoNHIT4JXIh7ESDFHvfZusgjXGPZtvZaUjgABAWZ72YKgGtoOxQKeRk9Yizd50TCwL\n3k4FgV/7rdUMrExBnpM9zD9XLPLiAaLwsAfffdDX+yoWnHP8/u//PtI0xTPPPIPRaIQ//uM/xhe/\n+EX8wA/8AADgV3/1V50lMmMMv/u7vwtjDJ599lmMRiP83u/9Hn7t134NP/zDP/xUr93dGzzd7ywg\nJvRnbJ5DzYtezCcPI+g52UgMh0OAcbzReMjEIRhj7qaaTqeQM7pJmptDWYswDBHHsesWp54HqZaI\n4xvu5ojjmHySCtVTkVsjyZXTMpTlww5LxkNVlhT1qQys1D1DPGLQfNNZhtyprQw+OogAZd2ITdBE\nAb0oEIWH7mFeK1Ik7+/vY5O+3uuMADgKaZIkgLE9r6SmY5RSwoC1VttxG04VRRFMVk8WFrBWd9xf\niZaL8RH59zeLdUHd92QygS004XyFdnsLemAMBoOBm/aYx3vK3Pv37+Pw8BDyMUE7zOc9aqNSSxwc\nHGB7e7uvK2ERgkj0ioWptIMM7xcVhKBumfypXkeS3MSbeeOHRRYnvu/DVhpqVb3DIZU+3zRNYa3F\nSrdT6Hw+p/taa9fZW2UcI+n1rHCU37OzMzBGwTtuXxJ06MYXdH86vYOl92wtYeHdfYW1ErC292zp\njYQsC+z5ZDkykwoGDMfHx1hvvg3hDXsTdPN9B0EAs5E9mrVUc+zv0ySkrewp3RvoLUkSQBFxQl2S\ngLNr9pkkiSNqWNNmcDf5HTs7O9RMVaYHQ1lL2fZNsTh1inkfQgwAhncsmyWMbr/vh/Wh3XxvZXWB\nefN8+yRY9TwPVtNk0TWNTDd3cOXKFXieh5k0kNZiyxOIapah53nwOIfNFdRZhig8chPDaSWRDAb1\n5ByiKB4j7BSLww9LsQCAl156CV/72tfwp3/6p/ijP/oj3L17F5/97Gfdf//EJz6B27dvuwPlueee\nw1/91V/hq1/9Kv7wD/8Qd+/exec+97mnft3ugf00l7WW1L4ATFnCLEokXOGo5jU/LKWbLIbDIQSP\nWggqCZ2Z3mAwQOgF0Je0qOt67zSTRRvDymF0Cc/bcpNFFEXEJc+VY5o8LsnRFCCxz2Zzp8e/d8lq\n0sCWurXsVhqeGGC9+TaOjo7g+35PZ2CNIXwbtPxT5xnUvEQcX0PcERQKIbCzs4U8v/curngDx9Ci\n2rQPsFQ9/jxgeyE+DXzleR5M0RQLUqq2D7OmYhHvAGBO4BVyokOORiP3Z7s7nntFCc+bOJtxggj6\n2cZvvvkmrly5gur+mjInajNCgGqPUivs7Oxgd3e3tyy12oB7/cnCltodzL6ugwAAIABJREFU2Hey\nAlJe4oUXXoAxFyQetBFWiogHYxhsNpu2KUilcyjlHZ+kLMuQGQttiUzgMeOKRUNmAACrLF6smXPf\n2hRumjs/P693gNx951eigNT0lXUUvX4utIeieIi9vf6ilHNKLWxgqMlkArOpUGUZBKMO2oK0MS++\n+CLW629CiEEPvmu+7yiKYFLZZpdLhao8x7Vr12qLlYXbqV3pkEbiOAYfDQHOoOcFuAixWx+cM9nZ\nWYCihRsJScCIjryzs0PTUKk7+ScGFpRtPxwOMRwO8cR19x4CfwuApUAnxjBIBvRsatVGGJQSnFNj\nYkwFrTbu+Z54oi0W0gLG9hiS6823ce3aNQRB0H7eoe/iFZIkIVNIYyFPMwwGz8Iza0w9AWWBRS2E\npBClGbzgsEde+aCv78obyvM8/PiP/zg+/elP90Y1APjMZz6D1157zd3cAEEwP/ZjP4af/umfbqmi\nT3l1b+inuVgtmwcAk6YwGwlrjdM7vJYWsDX0EUURfH/SxqLGoeuwt7e36wU13XTdiNMgCOD7fo8h\nwnmdqV37AgnGSSylrOuUTytJqWacgzMgz9/uZWg0XZtVprfAy7QBFzHW62/jpZdegrWZU+VeiXww\nwfHw4UMA5CFVnWwAqcEQ9aAszjmUOkUXCmrgi6bza/jge9/BV0prDc6YMy98NgndnwuCoN1ZMAbG\ng3ay0ARVWS+Eseh9bq5Y1H9Wb2SP0hgEe1TA6o74VCrkps4o8ATOz8/JzfdJSspb2xIRGAAplxiP\nx/VkUbPZOAdM2/UPBgOwgg7em05EWUHrAi+//DLS9A7izl7rVhK4+7MpFrZSHZVz+7hlWdYRXZJL\naZ7nBHsJ0RIoONoJOC3cnqhpAhTrLKp9D2EYQm9qKjpnzhSS19z/oiDtyWkHhvL8Kay1vUbMZDRZ\nGK2x67eH9ssvv4zV6h8heNT73LqTpN5UmHYyz5Va4dq1awSl6qJX1Bsm0mAwgKjPCjUv4Xmjjj08\n7Rza/ZnsQYrGGOzu7sKsK9je80HiUXBOYkQukBsq6gNWIU5uOBhpNBrBpgowgDG2zaqvJIyh3PfV\n6h/hecOeNqah8ZtCvWuyyPMHODjYq4tFm/He0NHJF4q0OmqWIwqvoqzOekLMo6MjSHkO35/gQlko\nS4SXhtn3QV4fOtfZphN52mIBAF49wrMwhFpVYCxwVg4PCsI2mw7E8yYOg79R49BAvSiuNGBo6d7E\nTojaldP3/V7sqRADd3NEUQRbt0SmosnCuYryITzPo4Vd8dAxXPaCNkLWGgtbmp77qyeG2GxeoRFa\nb5zO4WYcotLSWV7s7+1DPk4Bj0NL6QRqRW33nqZvgvO412UD/WKhV91Fs3LFoqooEfBbta3zS8PY\ndYGMMdiqVpsygLPA7Swa5hVAfjuONcSYIzGYlA41k0l8JGlSzAqE4Z5bNGut8Uba2F1HDgc/ODiA\nfJKBBdQZtxniDEqtEAQcg0Gfgm2N6TUkekmiqlsdLy8uQty8eROb9A4GybPOavtGFLo/S780YCv7\nHUNx8jzvZJ3TxEE28gOAMZg1vW8eiNoegu7RRnPU7GoeFBUsqNOsilpjUUNQABz3n16b7L/39/dd\n7sdh4MPnUzDO+u87U5BlAVWVzqKlMX9cLr8Bzx+3E3QdNwzUk2Qqe7YuxkpcuXLF0eq7wrimWDgq\nvDLQ84Ky3z06oJZKQwRk9GmtAmO8l1SnlMKVK1egFiVspd2Ce6MN7SU80lC17tEeKnmO4eCjfeht\nWYJx2mk60WqpYIzCSy+9hPnibxAEO46qvOOT8WgcxzCprF+7vbc5E5DyEYxZ46yzV2r2O77vg9U7\nTBgAElBy1QtHOzg4cK7VD/KWRPG9uD50xaILizzNZa0Fr5fi/vExubemLTb5IK/A47jWIgwRRUdu\nsrhRL0wBkOdOZQAOmNrVktf/NJNF14rA89qOKI5jujFA8ILH6IazAC6Uxng8RlncA2d+L0e6iVyF\ntjClcjYDG63h+1uQco6yfAyAu9/5docJtb+/D1QG0BaMM8iycLsJWTtkZtldcOb1LDeAPp4rz7MW\nU63tJ8IwJBjIWryetjYjzS6hu7NgnIGL2DGtCk2FStcdYMOgtiAWVhSGtLMAYHLllsx38xJhdATf\n5xCCwohe62RozOdzjEYjJFECs65c9Gk3e6HpsqvqosfCAlqoczKZQC8KMAa8UHf3r6cFAp+m4jR9\nA4PhR/Gt2rripWHsDvEoimBKBat1azPSsa6uqqqH+QM0TRE0YanAehzWZz36bGP82ByyXS+uRW1Z\nI2vyRXMPAgQ3ch6hKE4wnU5d9sZ+6EMvaCfW3C/b29uk85ASVVH09lRKZSiKBwj8nY5yvF30+r4P\nvZaOmn0pFTgLMJ3G2NnZgRCxKxbd5yqOYxQpETjUZYE4vgatlk7bcynJaUApcrVtCy0xsba3t6Ev\nC5hCYVw/H2ulwSAAzjEajdpp3fcgq0skyUfcTo++a4J7GWOOiXUuJRhj2N3dxWr1DfjBjmvkdgPS\ntTTF4p0aKC4irFb/CZWcu0K1H7S2QZ7nAZw7IaGp7/VmsjityFWiqi4QxVfd59YINT/o60NXLJov\nt1n0vdfLWgvFDAY/+qNgWzuAtdCLor+4nEypw9ALxMktR8V8YRA5GwSi51Fg0jsv3/fJ5rwDp/j+\nloOwoiiCrdkvTNC+o6tMttZiNvtzBMEuzho6ZA0BWGthlYHNVW95GIYUaLPZvAbPm+Be0TCCAucJ\ndXBw4Dp0cIYyy3rdLgCk2Zvgog8tAG2xGI/HUGe5W8o/LCpoTQKw0WiEuSK9wqhmjjWHQANLAJS7\n4HujjlMpPZir1QoM7ZTGGMF2WilY0zxIyonjHhQV4ugKKjnDYDBAkiSuUH0koUK1t7fnPmseCFeI\ngLpoMCDP71Oh7SjWGe8TGdScAo4SqzFyXmICSm2QpW8giZ/B3Xq5fXsQOtfYIAhgS42+A2v9OnUX\n3Wast55OTVAUAIhxAFUUiBlNAJW1OCklrl27VmtEyh6kc3FxgaOjI1QP1+69NlMcTaEDFMUJhBDt\nged7UGe5M4v0fR+jmJINVVWhzFK3O7iQCmVJxXAwuN1hBXk92FEtyl6BCYIdrNffxu3btyHEqLdc\nb9h6cRxjc1mQ6+ysQBzfgJSX2OlY2m9vb0PKS3JE6IhHoyiC4BxWW5hcY9KBwLiIwED7gS60q3UO\nblpx3HQ6ha6/a61U7/dnLKjhzn9C4O+2VGW/Uywy1ZssGvLJavWP0Dpzz/N+0E4WQgiym6/RBltp\nCJG0UG8psbW1hbx4WMOddX53/F8mi/d0NYdQQ0l7rxfnHB7zcPgrv4LVeQGrLaonmVNrvpEV8I8O\na/OvGR5VxM7ZDzxMPOGKxf7+PkymwHzew9it1YjjGEEQtDey4AiCPTfeJ0lCUwmoy2ZAz86hKE4w\nX/wNwvDAURv3Q1JvW2NgjYXJVU9JHYTU5Z5ffBVL4yOtD+wpbw0E9/b23AHEGEORbjoRqQbGKGTZ\nW+DMb/1tOHOalmb5J8+yXpdrTIWbN2/i+Pi4R5tlYL1R2xbEcrEM8P2tTkgMXIaIMS10AtS2KGXZ\nQljS9GNGgyPkGXkd+b5wxnQvDWO88cYbhGHXy3EWClhjeg6pRpeYXf4/qKrzd9wozHXtW1tbUJcF\n4HPkqxWOOoSEy/lfI83eQpLcxN3sO/hhaVqS8Mhz1hfNBHPr1i0wxuo0N4IwG6hxOBzC1lRjMfSR\nb9ZQsnJF+kkpcfv2bWJ6ybkrFg1ld2dnB9XDjbvHBh0ygfAGWK2/CWutOzh3Ag9ynrtDe3d3t6Xt\nWosy3WDLayGlPH8bAJAkN9ti4bXssTAMoS+LXmhUEOzi4uKrAICNDZBqglLHgrs/53kegsSHNRbq\nMkcUXYGUCwdnzaXCZDJBJecQ3qhjhcMdM5JxBpNL9/suJB2+xEiMOwWybsCkeUdjUNCCXam2QFYK\nnEfIsrswpkSJCKk2iDhDAlsHoQmYSsMUutfIed4YF7M/A6zuaWGa/Y4QAtYaoEEbtIHvb/X2JZPJ\nhJI2o6s9S5nvxfWhKxaN4On92H0wxnDvLEBVKEBb5N+8wO04hGDkP1OFEQXyWOlomLfi0C1RhRCY\nTskyG++IPbW2cnYf3UAYgYGbLMIwdDAUABgYNzmcVwrL5d9jPv9LhOFhz3SMMQajKSjeZKqXGhcG\newAYVqtvOBz6KCRf/sZB9Pj4uJ0sAOiqalXgloRLeXYPjHm9xWEjtBoOh0CqoFeVOzAflZTl8KlP\nfQrHx8c9zx1Y66C3MAxhSw3mcyhZgbOB80oy1tZjdgWtM3eYEnznQVYlrKyLq8fBS7KuVhZ4WBrM\nF3+Nn/qpn4Ixxlle3x6EePSI7OZdgfQ5jNY9mjPjHh49+j1U1WVPW8IY6wkZ9UUOHghky0UbWJVX\nODv9P6F1iiC64SaLjyQRzs/P6+Je/52x5xgypv7nR37kR6ipMG133HU+bRbUfOBjM58hWyx6B8jt\n27dra/rS3afXooBcXTmHbb5rxno05Si8gjx/G9YazFWLu5tC94vFWQZYgHEOWZbOKXguNfLiYf29\nHjnbl2m96PV9H0wDZlNh6nFwUHdvxQgPHv4O0vRuTxQHUEHyfR9WK4SxRx2EskDJAYjOvU5BRGXx\nGL437kF4k8kEjHOwgL/r+fC9CR4//j8QRVGvQAoRAdb2GgN9WZAmRwjEDE5TlFuBk0f/EWHY7nr2\nA98910IIorV3pv6V0kjiG8jze9CmwIVsYeUGsouiCEZrB49aacDsuLcv2d3dhVIbxPG1/jP2Pbg+\ndMWi8ZF5P1eZK/zF790Bq7vm8rU5IsFxLQpgQBGOnHNY2x4+N5OwZ1RWbhSstmAe7+UAK5XCGOrs\nGlfKgeCwhe7dHK5TFhyZynpW4Vl+D0qtEcfXXCzrUeiTz5CUYILBZLJn880Mx8H+f48oPHL89ePQ\nh+Vw2o7j42PoTrFQSvYspBljKKtTCG/Ys5xuOqDJZAK1LKEXrZCR4mh3UJZfw0svvdRmOSchYFvl\ndxAEMKUG8zh0VcHa1q6kMKRIVkpB6b53WBAE0FK64sp8js3lDC8MGhppjiI/AWMSl5pMCccex15t\n/7C3t+cKJAsEtFZOc2AsEAYH0HoDzr2eHUd3stje3ibOv8exujjr0Wej+Cri+DrulwrKks9XxFov\nrebisQdrjcs+KY3FeLzG9evXO6/buvsmSeJgOz7wsTx9gid37+AwaMVxw2GA559/HpwHrlA9m4S0\nPLd06DSLtC6RYWfnv4EQA+SWfg8SWTJ4gzaPnCaLvA7koSbFHb5SwfcJ/vX9rY6zMh2AYRjS/W0p\nTrW9txV8f4wHD/7XnsaioZD6vo+qKOCHbUaKmhWIoqNep76/v4+ifPyu155OpzDagIWCikUnVdH3\nt3Dy6H+HEML9mR1fwPO3AI/3GgN1WcBttmpmHUAQ2Pn5/40g2O/ZhTTQG7kyUHxAa5KpsLv7Y3Qv\n+zttoaqX4s09bpRuIVILPHnjdVcsTitibCq1QhRd7bkEfy+uD12xuLi4eBdN971eX/vju8hXFaKB\n145+qlXnvpWVkJIWaK/WGPgLg1bhubu7i2xNSzhY22LvtX7gyekf4fDwsMcoMoVyxSKO4xrHpk45\nk5kz9LuoFAJ/h9w//f0enzoIAvKvr2GoieAQDFgpg4pz3LjxS+RP1HHIpSAj6tw5AFYPNNZaqKp8\nB3WWlrdRdKVX6JoDrMFzbUWH3l5AwUln0uLk0e8iSZLeiGxZq/yOoggmV2C+gCxLcC56MFQQEEym\nVercezlQY/K6N1msLs7w4pB+129vciTJDSxX33BL/Wei0BEgtre322LhcRilOjRSYDCs7fUZb3cl\nALTRtENhDJPxhKAJwbC6OHf3yb2cDAIHg9u4k7Z28M3hx2v8HABY5MEa0zHWM7h//7eIyulS7FoL\n+zAMYZrJIvGQLReYPXzQmttlJYryBNevX4fnT1oYKgp7kyur7ysHNxqD6fSH4PuTnncZNCXX9Q7N\nWWunL4vCqf0baAUAPG/oJovtDiuoISTA2B4UFcfXAaAXN9z9vIxS0Eo66wB9mSPw912xWCuNZ599\nFkV+ghIhcmMRMIbQGlpua8pSN5nspSoGwQ6y7C6kvOztWKLgGEbY9rueNN81TaFW695E5ftThOG+\n2z0cBH7PP8wqS6/dscQZDp+DEEP4/lYn38Zz92gYhjBatUa5DJg9vO/8uM4qCWMKVNUc1j8gFT0D\nrgSt6/EHeX3oisXl5aXzp3+ayxqL1YyYLYNp6B5mKOtG4kdlhcXib8B54B7CZ+KwZ5nBGLGSuj4w\n0lhwHuDRo/9IfPmOyZmt2skiSRKi3QIAB7airXeI3HbILEwaF02q84wmEsbqIkXirv0OK2k0ep5M\nD91k0YqdDg4OUOUZrG4P3SrP3QHJGTGDAEDr1HW7UeNhhKbranYK1lE57+UVjM4h5dzZot+oTdh6\nOwtJMJQxFOjSFYoVxWOiI9uylyshhACsbQkBAcfy9Ale6Fi7J4PbyNI3nNL+ozULKwxDJFEEU7aU\nXaO1E3IJxpDEz9TvP3BamZAzp7GYTCbApob+jEaxWbepdWWFKDxCHN9w2SG3B6E7/BhjaD5gHglY\nax3/vjAWl/O/RFE86sGVzQESxzHMup4sYg9FugEXvCfgVHIFpTbYmLAnBmyEk83rAmh3Fsog8Lex\ns/0ve35UVht4u/G7bGGsIThGlWUvx8T3Gmdm3ROOpmnqGgP677anybly/LMIgl1nebHf0Rv4vg9Z\nlZBF3lqMW/o7GhhtqTSsNZBq3r5uDelMJhN6LgLRS1W8lAphWKdAVme9RETkrMd6E4w7tqC1Bla9\nA87yJwiDg45Niuf+fMN8o31iu2MBOPb3/jWEN2nTDL12svB930G9zRUNRh1HaAUwH9YWeDMrHIVb\nbL5zdPX/19eHrlikafrUtFmAll//3S99HD/z/7L3plGXHPd53696u8u7r7NjFsxg3wiChAgSIkiK\nEhPJlCzbomlGjtbQii1bkRwryYkc2T6xkziKj30i2WZMeU/saKEoiZQI0qRIgsS+LwNgBjODWd/1\n7rf3qsqH6q7unmGOLUAGD45VXwDM4N7u2131X5/n+f+P78aRVXlDa231by7GWYEW6TS0fl5//XUA\n9u3bx0IQGgMmRMXMFQKNJgzPIGXYKOVopW0EUj/MKI3v+PZA7RaokXatkbW/ZUhe7XYLB2ENProa\n/XgpycjzaUMKYH/bt85ibW2NOJxa4wWQp5UEhTHcRe/F7TbuvbxvY0BMPVcIpzGbudXeh1JxhXBp\nm37JNUrCAoTjosKwwv4rTZrtIGWCkklDTtvMjBAVIMBzmfR2raM6H6V0Otehdd4gA25sbLC2tkY0\nHlWGMzBZTauGSnIc8/yEaI7oLBuupdEs1XXT6bSBf+90DtHtHrF15MPtlnWQRlm4uHbLRQinMX8B\nFDs7XyHRVRkqDEOTGUhpDa7T9kjDEMf1bL/kUpLieXNsb3/JOqrrC7jw8vIyqihfGiKibk43TIYs\nLd3XaExrqdHzHjs7O1aOu9SVchyD1pmt6Ty5bnn2VKV2GxgD2BCN1DQmDK6tfTdBsNaAhNeJfGkU\nkUYRonhHWmmEUvb+J7kiDM+SZ6MGBDZJErJwihcYYmNZphWYjECLNkK4KJnYpvii5yKnWaNfoetp\nrQZdc5Imo1owwJMaP6U+CZJcF/ySSvpfAEtL9zGSGo1RdHBpZt0yTasylNLMra3hpylzrkOuYSQF\n83N3cqoGiZf9KvN7K9fbzllMJpM/tOJsuYQQzEwuoSbTanNQNYzORQnd7lHwVzkfJwhMen/mzBnA\nTOIaP/igOfha24entMYR5jui+ILlKrQcB1FDfNRhkcJzEFo3NpfvLzaUbo92DckrT1JTI7GdMKzh\nuhynaBSt1p6KdFRTpFxZWSGZTqCAUJroybHRvblXcyjMMBtzoDpONYHMZhZFFlJHJc3O3oTnLdUa\n8r4RQqyVGGyU7TjIXq+mhKpBKx599CO4btvq/cwUmYXWqsqIfIc8y5rvqnOE7sz1jVLQ9vY2a2tr\nhMNBBSbwHNI4qpXelJXLd5xWQ2akLMdYvoIjUFIyHQ2qcmWUELQPMdM9ZhV+r++2rBEwfZoKiQUV\nhyPVGs+bJ4zONoY9xXFssgolbUYkWi5JFBJ0Og2BuVZrL7u7X7mGCW34EZWjkVI2yjhMd5mfv6Mm\nR+PiBC7D4dBmU77w0KlCeA55niEc5yo4aAfX7RJpj1Ca/tNMUXY0zqLojSlt73kzyXDdNq3W3gZk\nt16eTcOpATSU5TtXoMbjRsN4OHwKx21Zh7NawFDD0dCUaQtym8gVi54hYvbznLW1jxgNtXIcqucC\nuiGFUweeCCHQWVY5i0zie/NmznpcBUWlFH255KTKarZTo7flut1aM978XWMOjKD6zZ7D4p69qCiy\n2cVulrO09B5eKgivN820yXaayMG3ar3tnEUpwfxGlpYaORyCWxkwNBa/fy5KWFn5Ts7Fpml5uBPQ\nFgaB5ft+ke5qyBXCEZQJpCtEEakK0Mr2MpTWOHN+g6tQNi9xBSpJGqluu32ATveIZQQf7Zg51jLP\ncD3P4rGBmmJuiud0WZh/h9W92VvIg0PZlJ9SD221lLhoBCVCR7C4+B58b7ESQfTdBmtd9pKinqsa\nhmtt9UNMtE+sNLOuw4zjoLQxxo7jFM4ChOuYMZ8XL1YlMExGFsXncd3ZmoqpU7B1NfWGQtDpsOSY\n+QljqZhqn4X5uxpN3nJ/RONR491ncVRNMlMakUXc885fx3U7jeuW0abR0ooKVJBAZjltmbPim37N\nTqaZn7+r0aupi+KpMDdseWkMbp0ct3/fD+EIv5ZJGWJZu902fJqi7u+0PNIoZHZ5hRVhIL+DXJKK\nGWbnbmlMRByNRrR8vyJAtlxkljbk4EmGtNsHKi6N6yA8xza3y3kQgLn3NCVotxvDhIJgnVZrf5Pg\nVlOcLR2dzpVFcF1O0kLs7322ybwaeI0IO41jstroYYQg7/crR6UMb6F1VZPZwHunBgyhSr6CavQC\nD+z/OL6/0NB08pbaFoa/vr5ue5glf0rn0optjnKJH6wU6sKJfeaDgZmponXRL5mkjbIyKJaXP9CY\nxAjNEq3hWRTXdh06rQ7CcRq9j4WFd9hS640zf5xZ/AevcqD9G1nx6T7e2hpOtyoHCVdwrJx7Wxx8\nK3Xdbtkm7+rqKgiBu7jYiELs0nDDDX8d31+s/xGi7dmSkJFAruqNyeuvNyInIdpcd+jHG+Sb0Whk\nZz2XqYXWujZ+MUHEAxyn1VDUfOihh8y/r68TTSdVVlKuWplICDh+/S9z4MAnGiMjR6MRnucVUh8J\nQphrl8icK0lGp3O4Ss1bPnKUNIxAzTPgtzrEzz3XuI0gWOXggR9mZub6iqTmmWE1Ks8rrXQN+2+4\nCdnv2+ziTJgg3HnL8TjaMc5icXGRJKwcpHAgGo0b0T0yZXbuTubm7mz0LOoGJNsMQWpcz2flwEHU\nZFJBWJMMLbwGEKF8z91uFzXJcFouWZoipKxBlTX793+c5eX3NdBQpbMQQlRZSdtFZjnX3XQbOkls\nw3gzzdm756O2DHWsyGpM6a10NC7haGiDkV5m5qT3MtnoleR5bvsVy8vL6LjKfGWesXbkesu4N8AN\nn1tu/n8b2lJ1JFcdom2hxnGK73lEUd5oipdlqPJdZ0nTCObb25XoZK7odo9x7NjPNEpBJW9IKWn3\nms5kQ7F2afHd+P5yA27rFHLu5btWZXlYgOv7qOnECnZOpWLvnv+KmZmbOBeXqg4BvV7PQPi1NlD6\nWmaxk+bkWvDiiy81MjmkbmYWV53L+NlncWZnG+8tCFY4H1dqEnKY8O1YbytnkWUZcRy/gVkWZk2+\nfgl/fR18r9Y4dZnTio4jCKVikkuLrjnabdmyxL59+wBwl5aN+qvUzbGqQnBo+ftw3bWG5k+UROhC\nosHzvMpGS0309NN0lMIVpvGZAzs7vYZ662QyQQhBFseIwGwgnarGuEuUGRY/zCWugEXX6PwsLCzg\noMmT5me9luFClMYzU4Zc9NprZxvy6nFs5g8LaptawKFOdW0hHCsdsRYYXaDSCPi+bz+npSbodIie\ne76BIuu0j5EkP0iWycbUOM/zGuxWXMHe4zeQnjnDsW6l03QpSZHaGI4sNPPcjbMIsU0lIZAya0wY\nxGvRn2ZIKcnKalVNht7yDYTRi1o9dBg5HDaatuej1AIRWpmyjctSRFC0XIOwGgwaLG7P7RJFR+zz\nj5WysyIQopZZuKwdOUr2zDMI162GdSUp7fa+RmahlCKejCu0XeAy2t5uIHoQDiuB15CjGY/HDdhs\nHRTguB6zQasxjtZxHL74xS9yJa2g3Vfrh5WfP1xoGJ2PUoSWuK7bmAVhNc+K85PUe2sCyPJKFFBJ\nWjM3Mpk4DUdlYLehUW/Nq8xib42XIsIeCs/cP9Apgp66vIl9br6D6/tQK79NpeLs2bPs5pJRbkiv\ny0VPr8wG7TwLYdCCCtjKJIcOHWqqGivVRIHJvJKjySThE08iXNcSb8vzWC85ynHlkN/K9bZyFm9U\ncRbM5pj9jn0QtC27Fs/UDPPt7Qa2+XUbqQa2X7G2tgZa4R/Ybw6Urh6eAoSWsPUSaZraUZZKV0J8\nCwsLhlhXLgHJq6fQUdTYlOvr67ZperRjIkYDd00RXrmpVKMpT3eZXi1iiyPjoFZXV0nC6TURW9m4\nLAl4rhCsrK41Z3EURKvl5eVaCcugfOqNS8BGensCHxxhnYUhOJbRvYAkQWdZQ1LEcRy+8IUv4Po+\no1whMONNXddt9DuEIxCbW6g45vpOpQBb6QwFjYZlGoW2LIEjkFlW0+3RIDPGSdZw4Boz8bHT6Vi9\nHwr5h7Ujx1BRVNXh08w21m+aMf9vs8EtEZ7A9QPkaFSDC+tCuHHSti94AAAgAElEQVRqyYkaE2W2\n220c4djsQLRcjt55N6Pf/Ryi3W6U/wCbWRztmnkraRTaMpIIHMJB3zqL3SyH7ipkYW3Yk8NgMGgQ\n8mzWLDWduXmyjY1aUGT+qjE8KfCb8yAKZyFcpyE6KXFotVoNVFDZswiCAJkXhMLSVwiBf90hW75L\nlWacG8RXqax8sG3GGGfFGalnFnvqz2r75YbaQp7nhGFIHMcEQWCAJyXk2BF4QQtvZaUmdS7Zu3dv\nRdTtthrZlLloVdaun4+lxYXG2F7hOQ3C6tXnOn7xBYBGc72f5XYI27Ln4M7/Mc/i37veqIggmM3X\nuW0Vx3dt9OS0XMhz5M6uPYjno7RGHKr0lVZWVsiSBG91FR3nhppfi1SlBlKjbV/j2NiDtLi4aOQr\nLG/ARccROs8tPLCX5fSynEFuZJYXhYn4HbciKwGgtGVSbyQZkXZqCJcKmre2tkYynZKnaSMzmLlq\nFohGM4pzo/FUfE/pLNbX1xtNR+EIloUhdJUbeSetMgt3NmgMwqlBxlCTiZlpUfyRLPomt99+e8UG\n9lxD0PLN/PByh2qlmT76KN7aOvuKrOpMlDSysDKYmJmZIU+SqgwlQOW5ha+GUsHwAnNtU8bIaplg\nnucmMCidlCeQecbS8irC82wJ7nyU2ub2kU6AVk3WuopzY3h8HzkYWJh1JBVsvcT+/fsb+kYl+1o4\njjX4TuCy97qjjL7wBYQQtgR2LkrpZ7kpAzqCfZ4xxHmWVeXVwCWajGxZZDPNULN74Mpz9YSL4XDY\ngM2W0DCdSboLi2QbGzhF5g0GEbVnj8H8gyGAlpnJ3NxcVSIRAr+3y4GWkZA5HWdMpSLVmo4jLEwZ\nsKUc1/MboARnYcFmNePCWAZBYMEU+1u+mcyXS6MjVgrypaoiMSYZZNNGXypNU06dOmV/s+M41A+t\nW5SbZ2uw3dXVVc4XzvlQO7CObmZmBo2uuBJU5bezUYLIwkYZStTIrjbzVtX5UqMxOq8guFtJVg0V\nK67bPv6Hm+XzR7XeVs6iUQt/E8sikloecjRCZSl3z5sI4eHBpHIWrcoAra2tkUYRzsyM+bzUBMrI\nLOcaTsUZrF5vpl/VylNlHXtpaYk4DGvIB4O4QCk73Oa5cVRNuismrgG4rncNFNW7eIE7ZjtkWvPN\nwcRiz5drox7n5+fJ04Q8y6gTK+aWV9FxbKPOrTRnGBm5EpuhFE5nfX2dii0ncBwX2e9z97xx2F/v\nTxqaO+5c0FTVtIxYjQojso0Ni6Y6EyagJDfddFPt/s11yzp2C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InuvPNO3nHXXUZivPy8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cQNcjNlRVsZDJZOC4izjDMvBorYn/fmgO//r6HcjumoK5Y1TcM96bEUjK4rxLotBEXmNzoud0\nYPp9F0OxtJg3VKvVsGFDmKx1lpDP51FciTyL/U0Hdxyax63X7UTQ8mL3jEMIIb8Ox1nCOfkcHgxL\nd+9dLOFd15wLb6UF88zRWHl6JpOB5/MybwWmQsS9Lnk+nqg1ce6uaYxPZGBuGRLCmr8fYJ4Vf9a+\nz3JzBiEouj4+f3QRr3vxmZg8pwBj81BsnZmi2m8WQXCRMKZ+HSa5/5+5Ffy3F50FfWMO5o4RKEYk\nSE3TFGFLzytDVwhGNBVlz8eK68MOKL5Zr+GN118EktFEyTYQlhq3PWvbPo6x3AgMQlDyfNyzsIIb\nX78D+RdshHHGcOyeBZSXh7OZ9LOzs3jecBbfD8cX3H18Ge976XM79jV7TpFSNww2MdP0o2qo9QR3\nQmSz2ZPyLLSJDKznjIkFrWma6PQEIPj3HWcBM22DXn5UrLEO5g7K4MiKKJfLmJ+fj03WmnNcEF2F\n9ZzR2LGEJ/2oA1VVmQAJj3ui3oRPKQ63HPzvSg2Z88ZjC8owWBVSdN7MI/K9qrD8ll0PNz15GO8q\nLeE3VvfelOjcWZmkbc+K+Op9S2U0chqMbcOxDQxIpbPEQLVaFULraMvBiKZi2fXx8od+hcw5hZii\n4Mew73ZFzkJVVYyEYaiy5+MT+4/j7Uvz+M1IfGMYwgNchmWZKBaL8H0fColKlh+vNbFIA1hnjnYo\nCgCi9r5efwrTIv7uIaAsuPaqh3+NfxshMUUBsLAG8yw41YkOy7LQah4ThsXPq018cWmFCQ/pnvFy\nSBo+6/n5eelZt8Qm/EW1CX06F1MUAEuk60Z8Yp7vN1DQAjFA53NHF7F3YaGromD3mCuLJmx7MTaZ\n8WeVOtwwbt/ex5TJZOALQkBmDfO8xaLjwQ4ofu9nT+BbQzSuKCAbRK4IH2ezWcbaGxoYTzVsXPnY\nfphbO9eZEXqBnlsCpVRUFf0iDEMtex6IriJzTiGmKABgaGgIQaCBEANB4IDSQDzveceFD4r3PXEY\nf+VUY4qCQ9M0UdWkKCYcZxmeu4SpkGL8K7PLeOmjk7uBmQAAIABJREFUv8H+CaPjnnF6FIWwsPns\n7GxsnnbR86EYase+ZveY5+UaQlkMh55F1ffFWjodWFPKQtd14c6uBjRNi5eghiEl32/CoHUMScJ9\nq9X9IUXEeAqKxWIsxABIU73awHscgsCFqqoolUrYENJVF13WvAMAfpeDDcNApVKRurgZX4zn1QVl\n+LLrYdHx8L3lCrJdhCajzY43TbVaR4XgA4AhTRUJ067XrGioVCpCWRyzHSjhxuHEhZ3XzevII2Wh\n67pQciuuj0XXww+KVWTbJr8piglNGwalPoKgikqlIkpa5WlmE0bvJKBpMGXRbB1FJmQxdcNS5ayq\nwKEUj9c7DRJN00AIDRvsFFCqwbIsNJsHRX4LABvy48efGSFR7byqqiiXy5jUFBR0ZukuhWWoraB7\nEUWz2RQlv44TJv0BuM5CbGJfr+MBOXHagG3PxSa4DWkqgrIN6nVfa3xgFS+B5c9qyfGgEGDF8/HL\nLveMryvZMMhkmGDeKJ33UA++N0GWac+z0lVDQ0FXpQxQ7wbd4eFheJ4niDop9UTsf9nxxEzrx2ut\njmM1TYvRnBCiw/XKsO0FTIas10XXx5GWw6jZ2xARKGbhOA6OHz+OC4cihaST3ufNc0u+X2dehWkK\nZuaGHwgFfDqwKsriZCqU0sAwjFVXFrESVI9TLVDY9qJIaAGIbUoZgr5C0bGysoLFxfh4TIMoHTXv\n7P28nprVzfNGIG7Z/yKMy3bbEIqiwHEcoeS80CMKqC1KBEuuL6p8JnsIz0BqFgNYiKMgDcchhMRK\nhqOLjqqhXNcVQtejUeIz6KYhEQkcRsXM3pvJZES1SsnzGO8/EBvUwxF5UyXUarVQWZDY89GV3ptR\n16MKG0qpoKE/3HK6DpnjYM8oetaUUuTzedRqvxJNdgAzKjrzQZa4Zpli/8J85A31Q9yLZKFSouhw\nnEVhLQPd7xeH3OzVah2NzWgwCAH1qaCgl8Eqr6rhPRgCfIppM0pyc8Fnd7lp/Dv9wO5QFvLz6mWI\nWWHhSbN1FKOjo/B9X+QDgZCAuYfgFcoizNUEgSOKKJZdrxtPpICqqvEENyFwnSJcryw+A2AKe9ro\nvOftTZjlcjl23v3WJ/csPK8mlMWkVFTACzROB05YWVBK8bWvfQ1nnnkmNE3DpZdeivvvv7/n+9/y\nlrfgnHPOwTnnnINt27Zh+/bt2LhxIz7zmc8k/k6uLE6mMU8GC73Y0HQ+XCasrScqHGchNuBmupey\nEPQVOlzXxfDwcGwxHG45XVdkpCwcwaSrqqpwtRth1YbX41pZaWCU8OWfxWdqzDsuHEqRVZXYiFcO\neTiN6OS2FzrmOPM+h9hriHIW/FlwgXkwnC7YaztwwekHLWFk5PN56IQgpyrwKdAKKIY1BfkuVpuo\nZvIqqNVq4vWRHvOn2xEEClQ1H1J+uEJZHGk5Uqds5zXzUZkAe9bsmTXRaB6KDWHaljU7PElRO+83\nhbKQnzUXtEoPwcc4zJiy4IYBW6PLwloGehsFAETJZUA9eF41dm+PthhbQLeKP9M0hYLStVEEXhCV\nZ3s+zPCeOd2UhRoZRPxZZzIZgMaVxaZeykIiyxweZs99lzRMqJ8UGBsbg+u64hx8vxkLQ6l85kaX\n/RU1I0bUNI67DNddiRlTBV1j0wXbIHvejPTTFKX4ALDs9Dauo/VdZtfc8sUzXnI8sedPB07Yp/nr\nv/5r3HTTTbjhhhtw+eWX4+6778Yf/MEf4MEHH8SuXbu6HuP7Pt75zncy1zYIkM/ncfXVVyf+TtNk\n0+3Y5jn5emMS8jJpatyzIESD7Sxi0ogqM7a3zR/mkK0I3/cxMzMT+/ty2DHaDq4sWBybTRYjhMTy\nHUB8hKYM5ipHLiulAWhgC6HJ54mP9RCiiqIIxlxNG0IQ2GjZsxgZGix05WYrLgS2ZUw8VGngQEhh\n0c06BxA7Z35fuLU5pKqitHG6h+DjzWWuw/IV/DNkZW4HgRBi7fA8D5qaE93QWwX1hiPKjrsFc1ip\nbly5um4Jjj0fE3wbDB1oxPl7WNKShF25RFCVnJOP50V6PWvbtkWDmR2yIxMocJwlTBpRhdtMD4MG\nkKvvOvmFnqw3oW/fHJuBEZ27GoVVtBzgBlKDmyca1boJXVWJegZ4uJA9axrzgs7ooSx0vQBCDHhe\nBbpOQYgmPG8AaPXofQKYAbKwsCAUtedVsdFka2/WdkVPUzf1rOt6rPKN0dqU4LkVkT8AgE0mLytu\nz1lE4d0gCLBxI1N6o5qKksf403pBeL5umeVdmh5Gwiq3sudD03I9jz3VOCFlUa1W8ZGPfAS33347\nPvzhDwMA9uzZg2PHjuFTn/oU7r777o5jWq0WXvCCF+CWW2454ZMdGmJCvVKpYHx8/IQ/R4bneZJn\nETZxEQ2usyzKUAHELAMZfCNpWh62bWPz5s2gNMCkoYkwUDewmuosfL/BciRhTfXFQ/GqpUaPDWFZ\nFhzHhaqyzm3fr8MPXIy2hSJ6hc9UVRU9IoqSgW0vAqCxiNmi42KkSxcy9yx4lQ8NaFSpUueJ0u7X\nzas9Ar8lFGTGCpWFpmAujDKO9wip6G39BqOjzOKWwyBPN+wOpcvhui6jvnDm4XkNkW841LIxHQoT\np8tmZtUx7WG75Y5rVUmnxUuIAlXNwPcbCILIuzg3Fz/HZo9nzYZ+8QT3Ssi+bMBxi7H7tD3b3aBh\n5xDlD7hHyQMtx2w2/yRoU3LsOCJ5FiOg9SDKizmeUOrdQiucAkf2Inmj37jkEW3poSzY3PRx2PZx\nOM4SMpktgk4HQF+hyw1B0fXvVbDBZGtl3mZeNwAYXc47UhaRJ+m5Zbhu3JPb3CMfKTwLokUGJGV7\n+/6VTlZhGaKXyKuIDnqeF6n5AbDW+ix+8IMfwHVdvOc97xGvEUJw5ZVX4rvf/W7XY+bm5lAsFvGq\nV70KU1NT2LBhAz75yU9KnDuDwRXEysrKiZx2V3ieB12LOGhYjXXEAMkx1kN4UalMjlsRvt+MzSsO\neoaSeJlcJEDOyZndWCI6kM1mWQhNxDirUBRTVMdw9HLx2XmF565ocN0idL0gOH+AsDnQ6LJExOUQ\nWJaFwPZwVhhS4dw9PcNQ4ppZtUculwOtewBlA+0Hnbfg+3EWkc/nMTU1BVBgyYkE3W8avRs32T0L\nG5+8qjACDjb658JYzoILgXBuhleGpg+jLCXzFx2va9gx8qgawjA4N2vGkp29dgLjKlKhKGw2dRC0\nWBjKXowJr+f0URYClCKgLur1p0UYjIN0CUPFlIU+hsCLqormHFfkproJEhFylDwLZvCRWIi3n5KL\nGvNY8ckZpiIKTzzanyvO8zyRN3HdckTvYrtwQ+NCJ51nbhgGm/ooyuIteF4FrluKhWm3Zoyu+Ugx\ns0VhYxCmpqZAvQAXDWc73tsOkZvySjBNFtIkToDhsEil7K0xuo+HHnoIO3bsEFYdx+bNm1Eul1Eu\nlzuOmZ2dxb333gtKKT71qU/h+uuvx0c/+lF8/vOf73jvbbfdJqxO/nPHHXdgbIwJ9WKxeCKn3RXM\nglCghLMdWHhEZaGoBLkROa7p+z7Gx8dZ1YskBHgcvx2aNF/BstjG0lsBzpIS5L3i2LlcriPfQkBB\naAsZSVhtNnsrCzlR7bhFmMYk5iVvaH/D7lp+yju4QQgToi1fUDE8HQpqn6KrIdDeoWpZlmA6LUjJ\nw8kuiUMAMI2wAixUFjzsV5QE9tN9lEWj0RAVJ55XEuHFA01beCd6lxAWUxaRYQCwvIllbcLRVvR8\nZ223owSUXXekJDOZDKgXQG/6sYbCXkaCrutsPoPEYabpIyBEjRm2vRLcQRBEXiAom2FSfzJWtecE\nQdfzZrOwWREBIRqo68ea6pw+90wOQ3GhPjw8DIogpuQ29Mm16FLYkfoBfG8FF0ret9Nnj/pSqanr\nLouqvSMtR4TNunlE2Ww2jBhQaNoQCFHheVV4fj2W6zkjY4J2MYvkaIPjOJiYmAACigslb7d3eJkz\nDIQygbDBTBOhMbnUJ1pxqnFCysLzPCHcYh8msXu2o1ar4W1vexvuu+8+vPOd78Stt96Kd73rXbjr\nrrsSfWepVMLICIvndVNGJwrTNMOKqEjoKooB3RjDijv4wXDWWU7/kMtkQQhByYuOfaxHtUtkRZRF\n3N6v2LEyu14J7kwmA9u2Y81WRNHhuqWYF9QrfKYoisRrxcJuulEQ1NMA46hC17LbiN+p1WpByWo4\nwzJgEIJjYa6EAujGvK9q/HyjOnJenisnqXsJvqiaqQLLsrBhwwaA0tizerrZXVk4jsPON4xju14Z\n03oASyFYcj1B+2F2Wb+macIL+w14Z7DnlmGZMzjaiq50wXG7Sn05MZ/JZEADCr/qxMKOWg/DgBPj\nydeuKCZULY+6xCHVqzIoCIIYBQWlPmjgxcTcU/XOElIgGgmrqjmmdFTCYvVgTZhC6Hb56qgpripY\ngnO5HKuEk8KGWp/qIN4XY9vzoD6F45Zioahe+4Oduy9KTV2vJDjM5hxXKLluAtCyLClfEZFXel4l\n5llsMLSuClb2QNmsew0gEFQpAERur/N6N4TXO8d6UnQVQcuLlSufLvRVFkEQYO/evXjb296GPXv2\n4HWvex327duHyclJLC8vd7x/cZFZe/l8vuNvjz32GL785S/HJt1deOGFOHDgQKITrdfrIt55Ml3c\n7WC18tFGdL0yCFGhqXlBOtYLbKZ0WOKqWBgbG0NQ90CIipJk6T7RQ1nIrLGWZcH3ffg1J1Zm12sr\n5PPMahGWuleDqmbhedVYEq5XzkLX9agkUh2C65ag62MoSovxUNPpaEIE4s1WQRAgUAGdoiOs0S3J\nLSe4DYNRZvgh95Rcsz7TIwylcQXrFJHL5UJlwajNOXptxGKxGIYmOJV0C3ZrVngXPITWzdo0TTPG\nCwWwsKVpTgnWWoCFOLrdMzlcqKoqiK7Ar9r4vdFor/R61qZpxtiRHbcITc1D10djRkl/RBQtQCjI\npL8+0UNZ8B4LRTGYpW5pmNRVqITR2fCChG6KTpP2FOuo1qATFZQ6MaOkl5XNKokiZQHCvPCYZ9Gj\nksL3/bBhkw8kagLuIjYYOnwarRGzx7OWIwbs+AZctxQzaCYNXTAay5AbdQGW04NC4ErX2atcWm4Q\ntiwLRCMI6l6MrPN0oa+yIITgwgsvxGWXXYYrrrgCV199NbZv346zzz4bR48exdzcXOz9Dz74IHbv\n3t119OmWLVs6Xj9+/LjEbBnhtttuE30H/Oczn/nMKfEsLMuKxf59rwYCAl0vxAR+d8gzDghmZmYQ\nNDwQorNkVIhelq4gh3OXkcvl4LpslvBF0mboFZMdHh5uaygssVBY0BRNPEDvChnG4Mubh3JwvTI0\nbSgWEz3UsrtuBtFQSFlDYbPZBAhwwVA8+da1LFHcZ9Z0lMvlEDRdUOrHkrVTPcNQUVXQ8PAw8jqb\nQSEr9l5hqEhZRD0HzeYhQbPCN3A3wSc3pynSyE/DmBC9JQDLWXQNQ2nR+mLlqOxZXyaVgvayr03T\nDNmRo9yapuWhacOx8FsysMl3RNFj1n0vz6I9zKpkdPjeomA4eDI8zuqy53XJW7csC/l8Hn7DQxA4\nsXBnvUdiv1ariSowx10GURX4Xi3WUNirEbFaZeNYiRLR6jSbh4Wnzb19o8t5y54FEcqmhcBvxcrQ\nexlismIuFApsREBbr+YTXZoBAbYXCdERBE0oig9iaQhqToyX6nRhoLL4kz/5E+zduxfvec97cO21\n12JsbAyveMUrkMvl8MUvflG898CBA7j77rvx8pe/vONzeE+G7BGsrKzgrrvuwhve8IbEJ8sT3EtL\nS4mPGYRMJhOz0H2/EVoTQczC7Ca0A2lEaFQiRwHQmBXxs3J3T0ge7sLipD6CpoeLhiOh28tyyuVy\n8YZCvwZVMUADN1ads6FHzoIlTSOr0XMrLE8TyNZPC7TLChGduWH3eb1eByVBTMkB3S1GEZrwq0JZ\n0JaPILBFjwgQ7/CVEfEFzWFkZESw2nrSeS+5HmpdvMJmsxlXFtRBqzWLM8N8C88tZboJPl0H2hLc\nrlcJp65FAutIq0d+So3Tq/u+D6IoMWW+3CPEILxfKWfB1ijt2fwow3XdKM8EMIu37dn0WqOQwlee\n5wE6QbN5WJQc37PAkt/dennkHEsmk8Hw8DCCOjMMqtLzKfUI97I8TTSYDATw/KaYIQKgp7JsNllS\nXZA4EgWN5mGRTP9ByNOU63LeTFlEyW0gbCL1yjHPold5Nw9DKUTF2NgYnLkGfL8eM0L+dbHU9VhC\niBSKOg6iEPgNV5QoH/ttVRa9YFkWPvrRj+JDH/oQ/uiP/gi33nordu/ejZGREbz3ve8FwAT6TTfd\nBM/z4DgO9u7di1e96lX4+te/jr//+7/HZZddhlarhb179yb+3pGREViWhePHj5/IaXcFrypSRXy1\nAhAFxZWf4J2bIubObuWUcocnpRTnnHMOiEJQLu/DJ8/aBCtUNr1CsqJ23mZWMp95LFcFTfSwsPP5\nPFzXFZU9vleDro+jVn9KbORRTe15PAtDhYOb9BF4XgXF4gP48zM3irp3lSCm9DiIZJnzAS2eV42F\noa7ZON5RxgvEyQBzuRwuuugiOMfr8P1GLHnYq6+FC0zPK0PTCJqPLoIGFDdum459f6mLsjj//PMx\nOjoa8yxsex7bpbzOOTkLb5oe7TiWVzDJcJwFrJQexHu3TonXeicuw+sOcxYAQEw1lmcY7tETIwwD\nPaJoV9UsFhe/h2tnJroeI4PR0Ud02wBFceU/8B7pvHupHCoVQbDy4QaazSMxWpgL8xm8YarznsmC\nPpPJ4PnPfz6bj+Is4TWTEXtzs4dBVCgUhHfCFCSBpmZj3kA3owAApqenWQEOicgcm83DsXV1VtbE\n1RsKHcdms9nYdbP74MK257FRMr56Vi3SKOIwNDQEr9iE4yzj+aM5sTf7NZHK3fruQh206QsvZv40\nKosTbsr7wAc+gAsuuACf+MQnsG/fPlxzzTX40Ic+JKz/T3/60/jMZz6Dt7/97di5cyfuv/9+3HLL\nLXjb294GTdNw5ZVX4s///M+xffv2xN9JCMHGjRs7wl8ng507d6JUKsF1eXhjEQrRceDA/8BrXng1\nvnjBNtT8AKba+XAVxQxLZh0oCoX70yUYl0zhyV9+BC/c9DY88aK349tLlZ5WcjazDQDQaDyNc899\nL9RlDz6AxcXv4p5Lfg8/WqlhT5dNCACjo6OYnJyEbkT8OdnsDhw99o/4wNlvxriuxYRYOwjxQKkH\nQjTWdOSVsX//X+JFl12OBy47B/+2XIFGurvpMoHhrl27MDlUQMs+gIuzG3DtzDjOyVl4+9hIx3EA\nK31lTU5F6LqP0ZaF0rFZOI6Lq6Z24EBzEn+4odCzCowQFZa1Ca3WMbRaR9iUM59iqngX/m3nH+LH\nNRNlz8dMFyVpWRZ27NiB3/wmEmKl8sO4YtO78YapUVw2ksPbpwvQ9c5nPTY2hnIlUjIA4DorOLz8\nebxo89vxxIvOx9fnVnDFRHc6BisTUlc0D+OSS14DdcVHoBIcPfZV3HPJG/BvSxVc2UVJAcB5552H\nw4cPS5Vg8yBExdLS9/C8rb/E584/q6dBAjDh12hEDLAAcOzYP+LSmT/E/hddgK8vrMSI7mQQiTmW\neThHsLz0ffzRGa/CkuPhyukxvNbKIli0ga1xBa/rY2CjZIuwLBVnjZ6B6gNH4c0cglJ5BPfuuhI/\nK9dxVo8iDF3XYWW2hPftkDifAwf/J75+0bX4z3INu3uUoyqKgpmZGZRK4ZhWKFha+ne86cIb8F+V\nBi4fH8bVo8Mwsp17s1AooNFYFtfNZq+EM8cJcOe5W+EEFN6x2gCG3ya2b9+O0k9+Bd9ewRNPfhA/\n3PV5fG3BjjUXtsOyZlCt/gLN5hGY1W0IWh62ZgzsHMr0LFh5JnBS3FCvfvWr8cADD+Dxxx/H3/zN\n32B6elr87ROf+AR+/OMfY+fOnQDYgv/nf/5nOI6DZrOJf/zHf8S5556b+jvHxsZQKnV34U4EhUIB\nO3bsEKRljr0QdjS3sLD4Hbxs1sEeq9dGIlFljFeFt9wEySpotY7j17/5JAzi4hU/WcauYnc3O5Nl\nsxKazcMYGRnB0ld+CcVQsbD4HYwu/HdcP1WH2qMTmRCC5zznOZHL6ixAUUwUiz+CMv95fGxqom9J\nYvTowwFEbhmU+nDdIhQnwIvun8cLHlzuWmETDeJZxtlnn436A8fheWX84ufvwAcnDuHa/DAa/9U9\nVMiFPcCop/2qCyWrwXGW8cv/eiveM/wYntvFipevO59nXcu12pNsyBIF5ub/Xzz44MvxsiEbb9lQ\n6Jo345AtN88r48iT1+N/nj2GPzzmgS52TzwyvqCoCxpgQ3kAykJoCy38n4/XMfnD7l5vxtoSXvMx\nTE9PY/mrT0LJaJid/ScMz/8FPrhF72qQAKw34fzzz4/i985S6B1RPPbYf8NrC0N47WR3RcMhGuT8\npggj1mu/gv/gcbz5vyq4yOnFTBxPjDvOIhYWv4Pxla/iKzt34BVPN7HwVw915RBTFE2sz1brOJzZ\nGhSdlaE+9dTHMF39V7xrZKTvs+KDyWx7TpzLgQN34szGPbj5jA099wfA1koUcvRQqz2B2sGP4Qvn\nb8PrH6uicvdT3e+VoojrZTnTqDmPEILXezpe+3gNtZ/Ndz2eKwvPr0HxCZScDrt1HOXywzh84DO4\nhmTwPK+3Z5HLspk39fqv4S23ELR8XJhT8U/PdXHj1OqF4NPilLHOapqGF7/4xZ1fGIZaThTDw8Or\nmuDm4Gyktr0g3H3fK8M5Vu+gP5ahSptQn87B9uZBqQPDmAJxdNR/Oge/2D3hms1sB6Cg0TiIILBZ\nctxkm+nI0S+h3vjNwPPmTWq2vSCSecWV/4BfdbomWiPEhUCsRLLhorFvAfavujc/RkJrkb0QUHhe\nBdXqYzh67Ctwj9eAPs2WlsnzDsegmCrUnA7HXUa1+hgWFu/rykclI5tl3mijeVBMo2N0GrZI2veD\nLlFfE6KhWHwAjeZB1B+ekz6vE3L4CmB9Gvzz3MUmqj88Cr/c41mH51yv7wcA0KYHJavDdZdx7NhX\nE5131JC4FKOxID1T4xEia7cRI3P0l1uoPTAbm8wXRzxP4zhFABQrpZ+y63nwOKgbiPns7eBKstk8\nBCWrQclocMPwZ6P5NIJq/+oeVc2yZsDACYd8KaDUwcLiv/WuCJDAQ2FBuL4XF78D+BTV7x+JTUHs\n/F6eq2jFcpMA0HqiiOq/H4ba45r5d/peFURXoI1aaLVmw7/l0XpqBbTZu4otl2ODr+r1X7PJmLaH\nxcXv4mc/eyMOH/rc4Is+RVhTFOUAUxbVav+W+ROBaUYCMBow70DJqh08/TJUKXGpTVhiNGvG2gS/\nHlZU6N1vs6qayGS2AAjQaByEPpkBMSMuHp4U7XveoZJz7AWJEprx/PeDnNwGAE8oi6zYwEqPzSQ3\nxgGAmtfFLBBdG2ZKr0t/hjheGmpDDBVKThczOXRtFOjD+QMAmUzokTUiZdHeXd0Psmch3k99aGOZ\nvoaBzBRMKZUUbBZ+OezaHe6ea8mE4RTbnmXxcAIoOS3WHT0IhrRGBeV40AQGX3K8H4f3yYQhKbVg\nQTG7C77omtn1uUJBsjBjEAo9ecSoDKEkG0+zeTAZTeTKNHUoCu/3gTAu7FlRicdCqAmUJFcWoXcQ\nBA0h9fTp3h3VskfVvrb8EjMI2ueOiO8UjacNEIVAHbfQspmysKzN8Fe69y9xZHM7AACN5iGooxaI\nJhejJOjSP0VYc8pifHwcCwsLq/65MlFbVB9e6RiC0w45iaeOmGK2hGltFHOzSR8BxK2IWv0paNNZ\nKKYabaYEDJNcydnOYsQsGrjdaTokdGyAkLlW03LwKuFm6GFtynMGAEDJG4InSTcKCOpuTwUJALks\n2wz1xq+ZtZnV40JzQIFPdM9+zTY8iZd4DoKcbObXHwQe1LH+GzGy4CmCoBWOxDWgKDr8cnxkbzuY\nhVwILeRFJmj0AL5fAyEqVGXws45mWiyBECXWHDnwmkUhRF3ykFiHPh/x2eu8AYgek4iufJj1GdXZ\nGu9lZWfDZ91oHISS1aDmdLhOOIrYKAw0DAAWwweAVvMokOKagei6EdL4BIEDSjxAJdAmeysLoZQC\nB+3elbcclliPd5cNvOJPlKbnJWPIGINfd7vShHBkrK0AgGbzCNQRDURXJF6yNZqzOB3YsGEDFhYW\nVo2mnCNy8ZfjDVQ93XMGuZlPzRtwXCY0DX1cWF39rGwuOJuNQ9AKGSgZDZ4rzQ8YAEXJgU0DawqC\nOEr9vt/JjosUC4BYz4VfCgVfj2sX3kzIgKrkdTgui6UaxgT8Wv+KDe4ZtJrHoLR7Fkahd/lYiHyO\nzTtuNJ6GOm4BpNP66wcRJvBrMYubz53uCZ7spYEQmmrIWCzmu/dZL9nwuhuNg9Bn8kJBatoIMCD0\nJt4HBZ5XDZ8bf8aDjxWl4UFD8qYCQCHQN/QTmlE4BojmaTAPkAI+BTGUnp5slJc7BMXSoGS16Fnr\nYwgSXHeU4zomEu6JXBIAiqDEb8aUK1FIX+NAbqxrz9twz0Ib66UseLMt87bVERN2ixXlmMY0gqrT\nd3/q+jAMYwJB0ITtz0GfzkV8U+qANXoKseaUxfT0NHzf79pBfjKQm9uEZ+GuQMkPUha8o3gFSkaD\nYzMBappT8MNwDulj5Ytqj9YRaAULxNLEfIokyoLQiGyNCzBK3b5uLiCzkHrh5DkHAIGiWPDDEZvq\naPfNJLwZmyltNadHHpUxDb9i96adRRSSaTQPg5hqXIBoIwOVhaaNQlXzjGmXVKCYMkPoYM8i6nqv\nx0J3va63G2IDgQD4XFmM9F4vcmJfn87GhCbtM+OAg1AlVonWnkPpB/m9UQK2AWKoHfPZ48fpjBOK\n+mFOKAy9aTnB6dVvj0QVfwehZDQoOT0sDAiOHJbqAAAgAElEQVTp5hM0FfK56bY939EdPQgqV3a+\nHc/bGCq0Ps9bNPNRX4TrSKg4/LINKOipbGRZAjBvs9k6CgDIZDbDK7b6ehYAkM+z4p9a7QkYW4fE\niFd1rbHOnk7wiqvFxcVV/VwSqGETUSAsdN+rQcn0Fz6C6MwtgmhKnKEztLD7WRFRAjBUFobSYbX2\nRRApLO6q+n5roGdBiBYKAS9a1CrjteJJWq1HTFbThqCqeQRBC55XhjpqwrHZ8zCMcXHdPa85wyuD\njgK6Evcs9LGBiUtCiPiMZusIADYXBEgW05WFhhxmGeRF8gYvSv1YvgJgnF5A7zAUIIVTWkdhbBkK\nE7bMGwvsBGGVIIgJonTKIsq3RNfhiZh6P8j3S57HHbTYOav53jm9TGYzAMJyNboPddgU44t1fazr\nKNd2yFVgaLPyByGeq2F7OaAutMlM/7ye1IwYa8YMKEABdczqSusCRMqCK8VAs+F5ZRBiQFPGWGPi\nAMcoJ7znA9A35oXnz6vaTgfWnLLgvFPylLTVAPUCYaHzblfXK4OY/cMafBgPp1DmAkA3CiL23436\nmYNtJiZA9A05BKQJSl0oipUoPkkpFcObuAXk+/UEyoJIVNtcOYWVXQMSeECc4E3NG2iEdfCZzDZ4\nxVbfPI2mDYUVLi243iKMmZykZEdAtMGCIEpys+9tnzXRD3KSVE7gqvkBOQvhLQUiLKCqFrM2q9yz\n6P0ZWZGreRrmGcOiGMKyNoqQZT9QGp93kFRgsnNXOkJKPDmkT/WnzpZHfboinzYc5Sv6KEhFMWFZ\nm0LSyWPQCpb0rEd7T8mSEFG8LIIo6XIW8fHFUVNjt/4IGaSXIuYsu9O98zyRAcmiH1Fye4blMWnv\nohcO2YgkKpGiDYOLXk4V1pyy4OMVK5XKqn4u9al4yHwokO83BgpduZwRkBaGOQM/TIR1m23MYVmb\nQYiGVmsW1PDiGylJWoZGvEP8vIPASSRHRCVUqCwUJZxEuBwKwj4xfD7ystWaRRB4YRktYeG3sg1l\ngJLNiPj9ISgZXRKcm0ASjEjNSCGdIGAUEoSoQhH0g9wvIcZuBi0o2f7fG8W8A2lwlBXysbPqpr5e\nZIYlLlvNI+LcAbYGBnljAICAxphcOWiihRKv0gkvBMRSu45TlaFI3pfwLLR85E0NCN9lrMggojSQ\n1nih63S+dsjeu9qh8PojylnYEjVOtW9SH4jPXZE3E/cI+uW3oj6kYnje7HoNfQxBgxdi9D9vvlYa\nzYPSeUgJ+9OAdWXB4QdROSDlSd/mQKHbrixskbPYAHeRPeB+m1FR9DCWTdFsHo6FJgbFNQEAlApK\nBB7P5QtrMNjFxazygII6vqhc6QXTCpWFfTxUFKGytQkTngNWFk/2NpsH4ftNeF6FuelkdEB/CEMm\nuw0A0Gjs7wgJDUaUqI4RMfZp8ALiyd5oxKqBIMw3qIX+IQIrFJrNUDHKhkGQIGcBKieqmx1NgoPA\nPUc+9pNSr69X0H6c7zekSr3hqAJsQPiOC75m83Co5AJWcu6gZyhHhjwlUCyshAluuYJNnmPeq5KJ\nQx6Fy602SgOxJ7U+yXFNGwYhBny/xtZ2mOjW9NHIgxygLaJeC9aX43u8ACXpGl99rDllkc2ym7Wa\nNOVA6OKLngkubOnAWm65iorNB5fddA9EVwZ6J3J3byx2n0hXUFFL7vv1UKAFgjq9H2SufoARBNKQ\nGlPtUenBIYehmqGlnMlsFdbm4M3AYrK12q9g23PiMxNZ2IiqyBqNAx1zJgYhCkO5MbbhQZCFppgF\nQjTQMN+gDxBApjnNJtw5i/D9ZqxyjibJWSDyLHyv1lbeORhc2Ynwo99IpCwi8sca/IDTtGdFUr9X\nPw6HyC81D8cVZILQG/v+iLabr6uk3pRcJcev3w9aA72heNiOr8lA7EmtT+iOEAJTmugo96YEzcF5\nTIAZm9FaaYk9qq6HoZKDexanojGPJ4+4pZ0kLmqaYYOaPQfPqzBrTc1DIQbg0YEJcgDIZCOX0w7L\nUU1jMlEoiYDENnNkbQ4+dy78PDecPa5oonu6XyczEFcWohExs1kIkEGbIZd/LgCgXv+N6NEwjAkR\nBx8EUVlkH5d6RJJupCi5z4VOkMA6l8fgynOWuaAfdM8URUMu+xwAFLXar+LVUAmUBUWk4P3A7uiB\nGHh8eI18jrnnlXt2XssQ5I1uSQz7UhRLFEIMUjgi5Ng8JAnO0fBZDxb6CvRwkqUrlDpJWA2lSKNd\nZUXbr2pNHBvea+5FynuqX84CkHuRFoRnoWujIgw1aHayomjIZLYDoGg09ouiAJ4jPR1Yc8qCzfA9\nNcqivZkmyUI2jAlBliaS29owaDjBLMlmzOXOBsCsbC9FRy8AgMjx1aiWPLKGeiNigGULkRBdnHev\nGnIOubInVjcfCvtuczBkRJ7B0+J4FtNNpiwMYwMI0WHbcyL0l6TUGGAKlodzAhGSGfy9iqKF1iaF\n7zXEZ/FKJm1ycKUKT3I3m4diIUfqDQ6rsKIEHobxY8nbJOCGBA/N0MDrW3zBIXe8B0E0AMpbCXNb\nA9ZKzLPgzZth/D5JGIo6ASupBoRhkaREGoiPdo2mFZYHhhyBOJVPeCbsu3UFylD/3JghJeU504Fh\nTAgF248pgCOqGjwGx5bC06cJa05ZcHrnRiNpXD4ZGClgXIAkEbiEqIIsrVZ7EgCg6cPCQicJPAtO\nidBsHBTldqmUhcZncdS6LPDekEd9so8iot5fm+ov+CKys/2RtahFoYVB1R4sfq+gZR9Hy2bke0zZ\nJAtNKEQTVTKNBovrJqFH4eD3ice+eR37IHCDwvXYcyJEFdesTQyOJ0f0F/tFAtQwComUBUi8fDdZ\nBYR0OKfrFsOrnIGFCECcZTjyLEzRyTwoZ5EN10qjcUBUzVnWJnil/lVzHNQLRKhVNmySQB7UpYgJ\njwm7v3nhiJAHDohGoE1nB4anI2PqmOhYN4xxVg1FwOhrB8CSSRh5yDL0Ck8H1pyyUBQFlmWtes4C\nKkklaGXwBF658giAsMojFCBqH14pDkYoCDSaB+LWZpIcnqJIlCNVUeHE+w76IRoOzzegFimLASEV\ny5oBITocZ0GUrxrmpLCcBpUcK4oebgaKlZWfAGCWlFdKVuUCn4pmrVqdsYfyZsqBIOI/kjBJFveP\n5m+HCpZokrIY7FmIxGXtKckjKwwkTwy/TBgGnl+XdEWyElohYMMkLQ3607Jw6NJER7mfhdoBlJw2\n0ErWtBwsawsodVGpPAog9CLr7sAGTACgbgA9JPd0xFpNQIiFeI9IlLNItr/bc5iU+oBCYGwabJRE\nSf0jMc/br7sgppaI14qHWqu1J0CpB00bAqHJlOSpwJpTFgBLcjeb6QT6IBCViH6FKAyVrOKCJ6ir\nlccAMEvMD8MpSp+GJQ7L2ghFMeA4S2g0ngYQ5kIS8OYQlUgbogVCeH14gjCU6GQOQ3pEiZK1A2rv\nCVGRDSuSlosPsOswN8JbCi3PBOENTjW+tPR9drw1I6hGBoH6gfDo6vVfs+tJGoaSekxEo1bCJLHe\n5o1xia1ktURWOr9nTGgGTGHbZGCOh30JkRhNa6n4sIAo1CY80cBOWI0UJmvtJbGuFMUA/KBvX4kM\nft3l8sMAmIIM6l7fsnJx3n4Q9XqE8X8laRhKKkroVnbc/1geaYhymBToyynFIbPtyr0ptJXsmoGo\n4rBW+2V4/KgoQDkdWJPKIp/Pr3pTHjGULjmLZOBWRKXKrCZdGxFVPb3YOGPfTRSYIbNmpfJzAMyq\nSBTHVoiY5oWEjUocXGjwEAylHqAQKENGImHPqRw4VbdhjDPPQBnsWQBALn929L1gAsRvJstZUJ+K\nJHutxjwLHtdOgih5GYahEioL7r1wyuuAukxhD4jbc/Bkr+0wehTDYLQwSZQFUYjUK1GLKoISUv5z\njiNNCMFkXhwP97FwIQ07mQlAk3lTQFT9xoshTHMKfsVJtE5AoyY5UbmXkFBPUaQOfa292nHAsZym\nnDqhV0ZB4fZlq+WQWQoiz2IUft1NVPQCROXl1erjAMIS4nVlkQ65XG71lYWiiFguRxLrHIgohbkF\noumjUUfvAG4pDt5kxmFZmxKHpLsmOhMIEO5J8eM4C+mgGnQOLgA4eIJbyeiJ3Gye9+AwzEnQVrKc\nBfWpSCLyaij+ezKEgjOlgSAs+1DQ0oApi4EkhCF0fSSWpOQcYkli90QhMa4jrmSTWtn8mlURtky2\nh8ywAbPZPMzOg2hiXok2nlBZtD1r3RhHUHd6UqPHT5t2NpAmJNRjxxFQ6op7l/hZS2XV0XyL5sBK\nKEDqqWkei3jTzCkEVSdR0QsQGaEcujaSqInxVGFNKgtd1+G6qz+LVglDODTgAitZGIpb2ByamkdQ\nC2O7CcJQQBSfBFiNNepKonguEJURMksz+WISTUrh5qGUUTcPCkFx8Moe+fOChpd8M4SMpOLzMmck\n7rOgri9q2aPvT1gUAAgCQW4gJBUg3HvheS2uYPt1u7fDCkMUAOtu9outvmSTsfPmYZWgiTRMu0Ck\nVFRpcFKy890IQIlXzfF+nIRhKB5y5MhYm+Ct2ImumwZUCG6e0+P5h0Fg0/K4oOeVb8n2NR+Cxqjs\neW7LG1gJBbA8jWlMg1InNGYUqMowgnDoVaLvV8Zi9DWmNQOagHjxVGFNKgvDMOA4ycIGadDeo5CU\nBt1q8wpU1RJVPUk9C/kzMtYWxq+UJI6NaPGT0IICklmbPKTieWXxOYSQxKEFbj0h/HZVzbHu7wSh\nN3Z8dM2qmofiZxLrOsblFZ8xzjd3EnChy591Ui9SrgwCENKj96d/aAeP3wPMwvZryTwLAFAkmu0o\nZ5HwWDXelJekcRNg1rnsDQlCPfRn2ZXBw28chjHJqLqTXHcQNaNxZaEmVBaAlLcIrzfJZEEgMgza\nh2QlnfSZzUXelK6PAQ4jIUxqTFHbF6FWIMwdrXsW6XCqPIv2RZUUmpYXlUUAE0RBaAEMKivksMJk\nFsASW37JTswTJzdqRVTdgwU2b/CJ2GpD6ubEnkUkAJiiCBk5E3pTpiTsFcVgDKQD+jMEfNpRc26m\nCEOJqrHQ2kwsQMLKIG5ls6E6GMg1JCMjeRbcGxvUl8LBDRgCIixlkjR+zz3nUMkkJeMDolLQ8CzE\n2kzqWTCvL7pGVc0AhCSidoESGT/RDJBkxQxA5EXyKrAgQU8NIBtT8SFZScHzFkAYok1A6S6DtryY\nQZSxNq2HodJCVVX4/uq7Y9GCCMs/E8eCI2I9gFk9vBQy6YwE2UrPZs5IxHkfoVOAJGFf5YKPJ7h9\nvw5iqn15b2TELftAbPykm0Huwg0COxE1CgcNaEfNuZ6iu1V4kZz3J2HIkU+r4/F+P2iB6GoqZWFl\npJCjMYmg5iZL9AIx4kOeoE5qZcukekDycAwAUXnGjvNFiDSpR8Ws8fh6TnrNRFHE/IqIITk5RxIP\nNfJnnFRJ6hJLrTwwKyl4mTQQlgqHIdakxlTQ9GIGkGnNJKJ0P1VYk8pCUZTEIaJ0nxuP5SZhMOWQ\n4+9ECak+8npi4SeHZCxrBv5KsiYxIO4RBRJ19iBwwcc9Kd+vQzFUqANGyXLIjYy+3xA1+0m9KRn8\nu5PU/QMAgogYjkNP2mcBJCaiawenceCehZinnVDwAdFMafZ5U/ArdqKOXiAeKuV5EzXhjAOhVETo\nzUkRapU9CyLCKUmq5jjaDZikJaRQpK7z0CtI41mInhqRk0zqWYQhR28l6q9JmOcBgHzIzACw8+Xs\nBEn4uAAgaHgwzMh7zlhbUhiQq481qSyCIEgcN0wDbunKXapJIVd7KEQDDYLE5ZRAPAxlGJMsjp2A\nkoCdZ9RMyAVIkgQgD+O4Ye16ELigSjrB116xASTfDN3QdyBNG9rLJ5UUU8Si6WfJvw+IRspGHxRZ\n2UkRK2YwwhLShMpCKDkasOFFRBW9NYMQZyhQAASJGWvjyiL8vBSTBdn3x72BpIleKKRjPaspqLpl\nhmAgjRcZMhI7K9ClxtekyEnKQlWzYljUIOJFjqDpwdAjZWEY44nLpE8F1qSy8H0fqppukydBFMtN\nHsrhyMqlgURhNegpNlOH0EpICQDIhIBlAAEIMRJ5RapqhRYT3zwUAU2Xr+kqRBLGsbshqWfRbiyo\naj5d8u8ELTTL2hD7nUrx++SfESkLRbFAfZrYyo4YY7n3m0lsOMVmUIsQYLL7kI0lqAMgRSEER4dn\nkTDRS9Soc50j1RCgtul6ifNT0mAzMQwpYac/EOdx8ryKuN6kxhQNaEw5aFo+WY7nFGFNKgvP86Bp\nyd3f5AgHsvs8lJN8M3DmWPYpYcNSwhr0dnheFUrOSC0E3LCqSdOSW11yLBqIhFBSyMlajqQVMpTS\nDqs4cWii7dZo2lCqeC6fscyHGCUmplOzsWIGSpOR4cURxcxdtwglqyXPWYQCVx6FeyIQ5dYJlWZG\nKg9nHElK6vWttD/rhFVzRFc6BHyaMJTIRQpBn2xfRUOMlqVepuTKQt6/9cYB0fmdNExLVNKZX1lX\nFulg2zZM88St116ISmbD2GIKZZGL9RwQgFKoheTnKCcbfb8ONaHVBcSH8gDpNpJlxsMqnE01KQxz\nquO1NJ6F3lbumrS7tX3TKIqZylvgTL08rJCmmEEuZ6SBm7hHgsN1o8FdzdZRaGNW4uvma1RMTktT\nFSQS3K3YONkkYON/uYLxQImbuHmTHUPFSFSOfsO1ZBBd7aj4StVTw+lw+LNWkilmVc1DUUwEQTOi\nKU+hLGS0WkegjZpQcsnzmERXOvp/1j2LlGi1WrCs5As1Kdo58tPEReXF27KPQx21BtJ8y5BjoY6z\nDCVFklhR4oIm6RAgIC74AAh2y8THS66279tQRpJRhQBgZbZtlnESymwAHRtOVa1UJKxRM144zTBF\nMYMcenO9SqokLyCV3QKwW7PQJqzE3gmPu/M+jzRjNqPu7/RT9hTFiK0V369Dn0k34pPThYvPTFgV\nRHSloyBB9u4Gfy8f8hXSyic0DAghghWAU6OnLazJZuMsB6nyPEqnZ5HWMFlNrEll0Wg0xMS81UR7\nY1aaBSmj2TgIbSqTKsHNhx6xf8+njPvHH2OaeK7ZlnPwvHTjauWJZa3WUZjbU1QkAZBDAr5vQ8mf\nmLIw9AnQBMSLHFxwcnr1pB3BQHtSP0VvSAjeWAaw4VGDxrHKaBd0aSancUUTBE4sf5EUGam8m9Ig\nESW7DHmt+H4j8RrvFo5NszdFvkHQ4SR/XlxZcGPOD9J53vn82bHf01QKEtKpLBLRo5wirCuLGOJW\nQ5r5CDKqtV/CmMkn7lcAohg0EAqQFBVF7QIkzUZqT1DTFE1H7P2Rgm02Dyeib5YhKyfbPg5tOKEA\naVcWZrruVu7R8FkDaTqC5W5kmqKjl0N+1i17LlUhRLsnloY8UabrjgRm8nvGZ3Gwo2jyMufwa2Tv\n2bZTGkTkxA0iXkYuSuITzsIAIs+Z57b4LOzEx0vemOMsQUtAQiigKeJ7gdCrSWmYrCbWpLJwHAeG\nceLlmb3QPlqzvQIjKSqVX0DflE+V+OTUywBbVEmTf92QZpqWXPPPkM7Nli2fZvNwIpI1ARIns7Od\nxcRlhe3ueJrQG9CZKE5KTAe0Cc2wzyINZM/CcZYSNzECnR5QGooTuSdGPLcUpcMyfQWlXrqlQiJa\nGQCwnaVUVrYqVVIpipmYdRaQaOh5MUOKkKMRCntH9NWkNKZi++MIjJkUnqChCJZdIGyaXc9ZpMOp\nSnC3WxxpPQtNkMzVEjdZccgbyXGKyauC0FmSmMbaNNsS1GmqPYD45qnVn0pFqEepGxtnattzyStk\nDDUWPyZETVUpwrmhBNdQiti/XAFGabIBPjJkz8JxlqHmkocW2pst0xgGkbKoQ+76TwqZMNPzqqkE\nF6W0LS+XziCS6WvSNeRF+1rQm6fwLLjnzTu3k8xqj0Faoy37eKLRuxxKVheMtUD6EPFqY80pC8/z\n4LruKQlDtVuXqWq5EeeCSQt5I7nuSqqkaXuPRrowVJwE0UtBZwDELadGfX9iKgOgk+nVcZYSXzdR\nSEzBKkRL1bDEK914Qj9NCar8nD3vRAyDaNO77nLipD5wcoaBmLnuVSLySZJcBMhrJW04JggakF0R\n11lOFcaSlaSmjfZ5Zye4JxHRmyc3NDv39Il3ULeaR6AmDLMCrDKQz/8Aks9aP1VYc8qCj1PN5U4s\nRNQP7VZWGq4hIJ74TPtgXUmA+H4NVEmeeGx3jdtpMPpB0/LQ9YhjKa2bLVta9cb+xP0CQOc8hbQC\nRA7nAEhMxgd0zgDRUigLRTEkwRmk4lgC2g2DEqCl6A9ps4rTPeuoCzntlD2Al88ypPVA261i111J\nleuRlaTMdpDmWN/jg5NS5KdizMrp+LQAxHItjebh5KXhYN6zXDmXlBn5VGHNKYtikd28sbHkddZJ\n0b4R20M0gyAnSWX3MQl4opUjDa0AIVrMu0gjQIB4kjvN9wKITedz3WIqorV2ZeG4xVQCxHYWxb8D\n6qRSFu0lp1rKeybP8kg6RIgjPqmNikmDSdDuCaQxaHh5t+MsCK8uKVUIEA//NFuHEx8HdDEM3OTX\nzBBddzeKmX7gXmO19nj4e4pm27bvSpsxkEcF2PbxVKG7AHZMKadlw15trFllMTGRPFabFO0uftpF\nKTPH2vZCn3d2oj3plk5ZxEvs2ocSDYIh9YikLRdub46y7cUe7+xE+/1Oe89k5dxsHgFSFBS05yja\nJ7kNQlxop2NAbn/WaQRnuydgZTb3eGcnDIMplkbjAABmYafpL5HBp+YlRft5t3uFgyALeLnAIAna\njad0eZ74ftDbmI4HwZLCWMXi/5fqWJbPi9aZ567nLFKhUmE3bHj4xHog+kHXh4V3cdZzPtwxNnQQ\ntmx5h/h3GvceALZveS+2bPlj8XsS1lgZnA552xnXd9R2D8LQ8IUAmLLbuOHNqY7duPEq7NjxZ+L3\nVEy9xjbsvPD/EuR8aRrMAGB4+GIUCi8BwBRkGqtNLmncvv1GjI+/PNV38+8dGdkFpZXuvM8688PY\nsvkd4vd0lT1EVLBt2/Ye5CUa7EHQ9WjyWj5/Li7a+blUOQsgGrE6MnxJquOyme248IK/E0UgaWlK\nZO93ZuNVqY7lz1pRDJyx9U+xcfrqxMcqioJ8/lwA7JnPbEh+LADMbHwLZjayY3IpjTjUdOy88O+j\nc0kpE1YbhJ4Kru9TiG9961vYs2cP9u3bh0suSbdgk2Bl5T+haUPIW2enYkDlcJ0q6s2nMDL8vFQh\nFb/uAgGFZ6zAdUvI55+b6nvr9afhOIsYHb40NVeR61awvHw/JsZfAeIYiWkYOIKWB08pw3GWUp+3\ns1CHVrBQazyObHZ7qkoXv+YAOkGl+V8Yyp+XihOL0gCLi/8b+fw5sJTNqbuwfb+FpeUfYHzs96FQ\nPVWS22+6oE6AIFOF466kEvgAUK0+Ac+rYHT0stQ9HsXifyAIbBRGXwoEJHVy3nGKqNWexGj+MihG\nunvmlVjTZaX2CPL5c1M+L4py+WFY1qbUOQvfb2B+/l4UCi+E7k+mXt+12lNoNg9hfPRyUDeAmpQt\nN0TQcNGkR9io1TbGhH6gfgCv2AIdcdBsPo3h4UtOCdt2Uqw5ZfHFL34R73znO3HgwAFs27btdJ/O\nOtaxjnU8K7DmwlC1GkuU5fMn1l29jnWsYx3rSI81pyyaTVYRkMmcGP33OtaxjnWsIz3WnLIol8tQ\nVfUUcUOtYx3rWMc6umHNKYtqtYqhoaHTmuhZxzrWsY5nG9acsiiXyxgdTddAtY51rGMd6zg5rLlq\nKODUzeB+JsBKAMtYXl5GuVxGvV5HuVzGysoKlpeXUa1WYds2HMeB4zhwXReNRgP1eh3NZhOO48Dz\nPPh+21AUQqCqKjRNg2EY0HUdmqZB13Xouo5sNotCoYDh4WEMDQ1hZGQEuVwOo6OjGBkZgWVZsCwL\nuVwOIyMj0PUTZ739bYbneSiVSqjVaqjX66hUKuLeNptNtFot1Go1VKtVNBoN8eM4DmzbRqvVguu6\n8DxP/ARBgCAIBLEh93r5fZfvrWma0HUd+XweIyMjGBkZwfDwMIaHh8W/p6amMDIysma952q1imKx\niHq9Ln4ajQaq1Sqq1aq4v/zf/J62Wi3Ytg3XdeE4TmyNE0LE2jYMA5lMBkNDQ+JHvn+jo6MYHR0V\n/x4bG/udWM+2bWN2dhYrKysoFouYn58X67fVaom1atu2WNN8rfq+jyAIsHPnTnz6058+oe8/fZM0\nThB79+7FY489hkwmg9HRURQKBSH8MpkM8vk8xsbGxMIpFAooFArI5XKrNrc7CAI0m01Uq1VUKhU0\nGg1UKhVUKhXUajXMz89jfn4ec3NzWF5eFn9bWVnB8ePH0Wr1H2XJJnQZsY2Ry+WQyWRgmiZUVYWq\nqiCEhN3bFL7vw7ZteJ4nlAwnXeQKp1QqIQiScdtYloXR0VGMj48jn88jl8uhUChgYmJCbMKpqSmM\nj48jl8uJzco3aSaTWXVh5zgOFhcXUSwWhaBZXl7G8vKyEDq1Wg0rKyuoVCool8uoVqtCYNVqNSwt\nLSW+BwArpMhkMjAMA6ZpwrIsoYj5j6Io4gdgBgFfI/Pz80IJNRoNIRgdpz+3kmEYmJqawuTkJKam\nprBx40ZMT09jenoa2WwWo6OjmJiYwNjYGCYmJjA6Oop8Pi/O4WRBKYVt28JQ4QKfGzrHjx/H3Nyc\n+P/c3ByKxaJ4Fklgmiby+TwymQw0TYNlWUKZGoYh1jjADMRWqyWMqFarJfYfL3rph2w2i3w+j6Gh\nIXFPx8fHUSgUkM1mMTk5iYmJCbHWR0ZGMDY2JhTPatxXSikcx0Gj0UCtVkOlUsHi4iJWVlbE7/ya\nuAF5/PhxLC4uYmFhAYuL/dkReC7XNE0hL+S1qqoqGo10w5tkrDnPYu/evXjooYfQarVQLBZRKpVQ\nrVY7LO1u0HUdpmnCMAxks1lh9ZmmKRPR12QAAA7xSURBVG6moigIggC+74tN7bquEDZ8ww+CqqqY\nmprC1NSUUGajo6PYsGEDNm7ciImJCWHdj4yMoFAoYGxsDMPDw9A07ZRYlUEQCAuvVCqhXq+jVCqh\nXC6j1Wqh1WoJT4dbh8ViUVjhy8vLKBaLqFQqsO3+RImqqiKXywllxwUC93QURRFKj29E3/fh+75Q\nePycHMdBrVZLJIS4IOVW+9DQELLZLHK5HIaGhsQzyeVy4jW+sfgPFyqWZa2a8G2H67qoVCoolUpC\nSJTLZZTLZczPz2NhYQELCwtYWloSAnlhYQGu25tMjhAiFDUXuLquizXOha+iKCCECI/IcRw0m00h\nxLhVOkg0KIqCqakpzMzMYMOGDZiYmEChUMDMzAzGx8fFfc/lcshms8KrzefzyOfzq2bt+74fMw5K\npZK4r6VSCSsrK0JOVKtVcV8XFxdRKpUGClB+X3O5nLivXI5wYcwjHfIatm0btm2j2WwKbzaJuNU0\nTciL6elpcW83bdqETZs2CSNhenoaIyMjQo7pun5KvdE1pyy6gVKKRqOBZrMpLMtyuYxKpYKlpSWs\nrKwIy4iHeLjLxl1f7qpRSkVIR95wfIFzKz+bzQoXmFvWw8PDyOfzmJycxPj4+G9NGOHMM89ELpfD\n2NgYfvjDH67KZzYaDSwsLIh7ywWdLPxqtZoQRNyi5j9cIfN7DkAoEB5u4OEbwzCQz+dRKBSEBciF\nztjYGCYnJ5HL5boK91M1KOt0IAgCEXbgoQjuWcn3n4cfuKHD1zi/1/yHKw7TNGOKkq9vvtb573yd\nj4+PC6V7qpRpGlx++eXCo/3Sl76U+vggCLC0tCS8Ijk0XCqVhFFar9fF+uVGDPfgubcqr2HTNGGa\npjBg8vk8LMsSsoPfy0KhgHw+L5RpUq/83e9+t1B299xzT+rrTovfCWWRFA8++KCwCM4///zTfTrP\nGOSF92x53FNTU8IDerZcMwA8+uijwrN4tjAcPBvXN/DMX/ezSlmsL6pnz3U/G68ZeHZe97PxmoFn\n/rpPvw+5jnWsYx3r+K3HurJYxzrWsY51DMS6sljHOtaxjnUMxLqyWMc61rGOdQzEmmvKOxnceuut\np/sUTguejdf9bLxm4Nl53c/Gawae+et+VlVDrWMd61jHOk4M62GodaxjHetYx0CsK4t1rGMd61jH\nQDxrlMUTTzyBt771rdi1axf+9E//FEePHj3dp7TqsG0bf/d3f4e3vvWtuP766/Gf//mfHe/593//\nd7zyla/EpZdeio997GOJSd/WAv7lX/4Fl1xyScd1r6ys4Oabb8bu3bvx+te/Hj/5yU9O0xmuPu64\n4w7cdNNNXf/2ne98B1dccQUuvfRSfPzjH0e9Xn+Gz2718eMf/xg33XQTbrzxRvz0pz/t+Pv8/Dxu\nuOEG7Nq1C1dddRV+/vOfn4azPHnMz89jz549+OY3vxl7vV6v47bbbsOll16KV77ylfjud7/bcezD\nDz+MN77xjdi1axfe//73DyQgTAz6LMC3v/1tqmkafcELXkA/9KEP0QsuuICOjY3RAwcOnO5TWzUc\nPXqUXnzxxXRoaIi+5S1voRdccAElhND77rtPvOf222+nAOiePXvoBz7wATo9PU0vuugi2mq1TuOZ\nrw6efvppms/nKQD6la98Rbx+7NgxOjMzQ2dmZugHP/hB+rrXvY4CoHffffdpPNvVwV/8xV9QQgj9\n2te+1vG3j3zkIxQAveqqq+jNN99MJycn6e7du6njOKfhTFcHd9xxB9V1nV555ZX0TW96Ex0eHqY/\n/OEPxd+ffPJJOjo6Ss8880x6yy230N///d+nqqrS73//+6fxrNNj3759dMuWLRQA/cIXviBeX1lZ\noc997nNpoVCgN998M7366qspIYTeeeed4j1f/vKXKSGEXn755fSWW26hO3bsoJs3b6aLi4snfV6/\n88rCcRy6efNmeu2111Lf98Vr5513Hr3++utP89mtHv7yL/+SvuhFL6KHDx+mlFLqui696KKL6Jvf\n/GZKKaW//vWvqaqq9G//9m/FMceOHaOmadIvfelLp+WcVwue59GXvOQl9IorrqCGYcSUxTXXXEPP\nPvtsWiqVxGs33HADPeuss8R6WIv46le/SlVVpV/+8pc7/vbLX/6SEkLoP/zDP4jXDh06RHVd76pY\n1gLq9TodGhqKXdM111xDr7jiCvH7K1/5SnrZZZfRRqMhXrvqqqvoC1/4wmf0XE8We/bsoa9+9aup\nYRj0s5/9rHj95ptvptPT03R2dla8dvvtt9OJiQnaaDRoqVSiIyMj9KabbqJBEFBKKa1Wq3RmZobe\ndtttJ31ev/PK4kc/+hElhHR4EZ/61Kfo+Pj46TmpZwCO49AzzjiDXnfddZRSpkw2bdpEXdeNve9N\nb3oTfe1rX3s6TnHV8Fd/9Vc0k8nQ/fv3U9M0hbKwbZvm83n6uc99Lvb+hx9+mAKg+/btOx2ne9Jw\nXZdu27aN3nHHHV3//vGPf5xu27atQxm+5jWvoXv27HkmTnHVceDAAQqAfu973xOvXXfddXT37t2U\nUkqXl5epoij0nnvuiR133333UQD06NGjz+j5ngx836dBEFBFUcTaDYKAnnHGGfT222+PvXd2dpYC\noN/+9rfp3XffTS3LosViMfae97///fS888476fP6nc9ZPPDAA9i6dWsHA+eOHTvEZLrfNbiui717\n9+LQoUN4xzveAYDdhxe/+MUdA6B27NiBgwcPPvMnuUp4/PHH8eEPfxi33347duzYEfvbo48+ilqt\nhpe97GWx1/n71up1f+Mb38DS0hJqtRre+MY34r3vfS8eeugh8fcHHngAL3nJSzrow9fys966dSte\n8IIX4JprrsFnP/tZvO9978Ndd92Fd73rXQAYo3QQBHjpS18aO24tPmtFUVCpVBAEAQqFAgBgdnYW\nhw4d6ri+DRs2wLIsHDx4EA888AB27tyJsbGx2Hv4c6cn2SXxO68sarVa15nd2WwWAAYO8VlrOHDg\nAF72spfhC1/4Au666y688IUvBMDuw8jISMf7s9lsomFOv42wbRvXXnstdu3ahRtvvLHj7zx5337d\n/Nmv1eu+8847UavV8PWvfx2u6+Kb3/wmnv/854tZJf3W/Fq9ZkVRcOutt2Jubg433HAD7rzzTpx1\n1ll4xSteAYBdMx9SJGOtPuvl5WUAwPT0NIBoLbc/V0KIeK6neo//ziuL8fFxrKysdLxeLBahaVrH\n4lrLuPfee3HxxRfDtm08/PDD+OM//mPxt4mJiZ73YXx8/Jk8zVXDjTfeiH379iGXy2Hv3r34sz/7\nM7iui3/6p3/Ct7/9bUxMTABAx3UXi0UAWLPX/dRTT+HDH/4wHnvsMdx77714+umncfHFF+POO+8E\n0H/Nr9VrbrVauO666/DqV78aBw8exMMPPwzDMPDSl74U9Xod4+PjYr69jLX6rLmymJqaAhCdf/tz\nDYIApVIJ4+PjA5/7yQ5j+51XFlu3bsXs7GzHInrkkUewc+fO35kpaocOHcKePXuwZ88ePPjgg7jg\nggtif9+6dSuefPLJjuMeeeQR7Nq165k6zVXFzMwM3vCGN0BVVTzxxBP42c9+hiAIsG/fPnzrW9/C\npk2bQAjBr371q9hxjzzyCACs2et2HAc7duwQm9+yLFxxxRXiOvs96927dz+j57pa+MY3voGVlRV8\n4xvfwJYtW/C85z0PX/rSlzA3N4f7778fW7duBYCO637kkUdgmuaaG3bG54rn83kAQKFQQC6X67i+\nRx99FEEQYPfu3di6dSv2798Pz/Ni71m1537SWY/fcqysrFBd1+ldd90lXqvX63TLlv+/nfsJZf+P\n4wD++kyTqWXTRi0/tdhyEG07qR3UnERaEy2ZchBN/ixxJg6kHeUiYa2oFcqsFAfkMqVEK5IdULhp\nNLPP83vQb/3mq99+2X72xetx2/u92vPz+Rxen3o/219wOp1ZTJZZU1NTKCwsRCQSeXd/Z2cHRIST\nk5PEWigUgkQiebdR81X984AbAMxmM+x2e+KzKIqw2+3Q6/XZiJcRlZWVcLlcSWutra2or68HAAQC\nARARzs7OEvvHx8cQBAHLy8ufmjVTJicnodFoktbC4TCICF6vF6IoQqfTob+/P7Efj8dhsVhgNps/\nO27agsEgiAjn5+eJtebmZtTW1iaaTsDr4bVCocDLy0uiBLCxsZHYv7+/R0FBAcbGxtLO9O2HBQB0\nd3dDLpfD7XZjfX0dRqMReXl5CIVC2Y6WMT09PdBoNOjt7YXdbkdjYyOsVivW1tYAvNZLTSYTtFot\nPB4PlpaWUFxcDK1Wm1Q1/OreVmd9Ph+ICE6nE36/Hx0dHb/117+a0dFRKJVKHB4eQhRFBAIBSKVS\neDweAK9NuKqqKpSVlcHr9WJhYQFqtRp6vR7RaDTL6T/m4OAARITx8XHc3d0hHA6jvb0dMpkMt7e3\nAICZmRnk5ORgZGQEfr8fTU1NIKLfGlJ/ur29PQwNDYGI0NXVhWAwCADY3d2FIAhoa2vD5uYm+vr6\nEvfkb1arFSqVCrOzs/D5fNDr9VAqlbi5uUk7148YFtFoFBMTE8jPzwcRoaamBvv7+9mOlVE+nw8m\nkwkWiwU2mw0OhwM2mw2Dg4OJ79zf36OzsxMSiQSCIKClpQUXFxdZTJ15JpMJW1tbSWurq6soLS0F\nEaGkpARzc3NJb2dfzcPDAxoaGiAIAuRyOXJzc+FyuZKu6fb2Fg6HA4IgQBAE2O12XF5eZjF1+qan\np6FQKEBEICLodLqkt2hRFLG4uIiioiIQEcrLy7GyspLFxB8zMDAAo9EIg8EAg8GA+fn5xN729jYq\nKipARFCpVHC73UkV6UgkguHhYUilUhAR6urqcHR0lJFcP+pfZ0VRpGg0SjKZLNtRsioWixGAb3Ne\n818AoKenJ5LJZGkf9P0pTk9P6erqiqqrqxMHoW89Pz+TIAgklUo/Od3/IxaL0fX1NclkMlKr1e8+\ny+/4rN96fHz81+uLx+MUi8UoLy8vY7/5o4YFY4yxj/n2bSjGGGPp42HBGGMsJR4WjDHGUuJhwRhj\nLCUeFowxxlLiYcEYYywlHhaMMcZS4mHBGGMsJR4WjDHGUvoFMp8RhBxpRh0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc789230>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = 1. * np.arange(100)\n",
"figure()\n",
"for _ in range(100):\n",
" data -= np.sum(data) / len(data)\n",
" plt.plot(data)\n",
" data += np.roll(data, random.randrange(len(data)))"
]
},
{
"cell_type": "code",
"execution_count": 212,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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z/4LZPK7Xfk6fzB0lR5GBn6bFMS4sZMBjG+okSSIv70nCwsbhdNax/8BPkeWz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\noEGDCAAZDAZatWpV3GLUtsJ2U24BgUA
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