{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Function for T-S plot with improved high and low tides markers. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import glob\n", "from salishsea_tools import (nc_tools, geo_tools, tidetools) \n", "import netCDF4 as nc" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jan = sorted(glob.glob('/results/SalishSea/hindcast/*jan16/*1h*grid_T*'))\n", "Feb = sorted(glob.glob('/results/SalishSea/hindcast/*feb16/*1h*grid_T*'))\n", "Mar = sorted(glob.glob('/results/SalishSea/hindcast/*mar16/*1h*grid_T*'))\n", "Apr = sorted(glob.glob('/results/SalishSea/hindcast/*apr16/*1h*grid_T*'))\n", "May = sorted(glob.glob('/results/SalishSea/hindcast/*may16/*1h*grid_T*'))\n", "Jun = sorted(glob.glob('/results/SalishSea/hindcast/*jun16/*1h*grid_T*'))\n", "Jul = sorted(glob.glob('/results/SalishSea/hindcast/*jul16/*1h*grid_T*'))\n", "Aug = sorted(glob.glob('/results/SalishSea/hindcast/*aug16/*1h*grid_T*'))\n", "Sep = sorted(glob.glob('/results/SalishSea/hindcast/*sep16/*1h*grid_T*'))\n", "Oct = sorted(glob.glob('/results/SalishSea/hindcast/*oct16/*1h*grid_T*'))\n", "Nov = sorted(glob.glob('/results/SalishSea/hindcast/*nov16/*1h*grid_T*'))\n", "Dec = sorted(glob.glob('/results/SalishSea/hindcast/*dec16/*1h*grid_T*'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Test & Sanity Check" ] }, { "cell_type": "code", "execution_count": 271, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 271, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qFby3ah+fbcrl3vMGM7xbYqPXjeyRxGkDO7FyVyFPTh3JL8d0b8MoQ9uRCXFB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\n+dTpFxHxbd1K6MaYWOBmYIHHsm8BWGufA2YDDxtjWoHTwBz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Jan) as f:\n", " t = f.variables['votemper'][:57,:7,558,155]\n", " s = f.variables['vosaline'][:57,:7,558,155]\n", " ssh = f.variables['sossheig'][:57,558,155]\n", "lows = []\n", "highs = []\n", "start_point = 0\n", "interval = 9\n", "target = 'low'\n", "while start_point + interval < 56:\n", " if target == 'low':\n", " low = np.argmin(ssh[start_point:start_point + interval])\n", " lows.append(low + start_point)\n", " start_point = low + start_point \n", " target = 'high'\n", " elif target == 'high':\n", " high = np.argmax(ssh[start_point:start_point + interval])\n", " highs.append(high + start_point)\n", " start_point = high + start_point \n", " target = 'low'\n", "list_of_differences = []\n", "for n in range(4):\n", " difference = ssh[highs[n]] - ssh[lows[n+1]]\n", " list_of_differences.append(difference)\n", "list_of_differences \n", "fig,ax = plt.subplots(1,1,figsize=(8,8))\n", "k = 0\n", "for m in highs:\n", " ax.plot(s[m,5], t[m,5], 'ro', markersize = 6*(list_of_differences[k]+1), alpha=0.7)\n", " k = k+1\n", "for n in lows:\n", " ax.plot(s[n,5], t[n,5], 'go')\n", "ax.plot(s[0,5],t[0,5],'y*', markersize = 20)\n", "ax.plot(s[:,5],t[:,5])\n", "ax.grid('on')\n", "plt.title('T-S plot for January over 4 days')" ] }, { "cell_type": "code", "execution_count": 272, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 272, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nz4wQCQfZHqm29LhWU0rRUhuSzUkKIO/grbVOAx8Cvg+cAP5Ra31M\nKfVBpdQHcy/7ZeAVpdQR4EHgXl2sLXfEJU4WuSzqfK21FWysr+BgCYL3TCbLke5xrt+8bvkXl1Br\nructvZWFaa3pjybsEbwLsN5ba82zZ0e4ZVtD2c73z9VSE5KljwVgSfcrNxT++LzHPjvn738H/J0V\n5xJrl5jJ0DU8yS/uaytpO27cUs9Tp4bQWhf1w+dEX5TETJYbyjx4VwS81FcF6JGe94JiyTRTqQwt\nteWbaW66oqmahqoAz58d5ddu3GTJMc8MTTIUS/K6MqxnvpCW2hDPnZGBVqtJhTUXOT0QJ6thTwl7\n3mDUOR+ZTHFmqLClI+c71GVUdyv34A3G0LkMmy9ssMzXeM+llOIWi9d722W+29RaG2IwliQj29xa\nSoK3i5zoN5LEilnTfCE35oYSi73e+/D5MdbXVcwOS5ez1toK+qRQy4L6J8q7NOp8N2+rp3ciQfeY\nNV/GnjszQktNiC02WYnQUhMindWMxKVQi5UkeLvIqf4YIb+n5GVBtzVW0VgdKPq89wvnxsp+vtu0\nvq5Cet6LMAt+lHu2ucncrvNZC+a9tdY8d3aE1223x3w3GPXNQQq1WE2Ct4ucHYqzrbG65GVBlVLc\nuKW+qBnnvePT9E0kuGHT6td2l0JrbYhYMk20TPY/LyflXhp1vh1N1dTn5r3z9epAnJHJlG3mu2Hu\nNrcSvK0kwdtFescTrF9XHkPGN26pp2d8umi9y0O5fcT3b6kvyvny1ZbbGlSGzi83EE1QE/KV9XK/\nuZRS3Ly13pKM82fPlPf+3Qsxv2TJ7mLWkuDtIr0T07TVlkdv5aYiz3u/cG6MCr+3pMvkVsMM3jJ0\nfrn+iQQtZXIfr9TNW40vqxfyXO/97NkR1tdVsLHeHvPdAA1VAfxeJcPmFpPg7RKxxAyxRHo2KJTa\nntYawkFf0YbOD58b49qNdfi89rjlZwu1yPrYywzYZI33XLfkesr53O/ZrOb510Zt1esG8HgUTeGQ\n9LwtZo9PMpE3c76ptUyCt9ejuH7zuqIkrU0m0xzvi9piiZipKRzC61HS817AQDRpm2Q1086mMHWV\nfp7PY+j8RH+U8akZW813m1prpVCL1SR4u4RZ8GN9Xfl86N20tZ7Tg3GGC7yE5Ej3OJms5oYt9gne\nXo+ipSZEr8x5XyKT1QzF7VEadS6PJzfv/drag/ezZ+y1vnsuo0SqLBWzkgRvlzB7cOUybA7wxh3G\n3jTPnB5a5pX5eSGXrHb9RvsEb5BCLQsZjhvFPpptNucNcPPWBi6MTjMynV3T+587O8Lmhsqy+h1e\nKbNEqlTFto4Eb5foG0/gzc09lYur2mppqArQcaqwwfvwuTF2NFVTW+lf/sVlpK2uQua85zHnTe02\nbA4X13ufGM2s+r0Zc77bhkPmYPS8EzNZotPpUjfFMSR4u0Tv+DQtNaGSr/Gey+NR3LYzwtOvDhWs\ndGI2qzl8boz9NhoyN7XWVtA/kSArZSVnXVzjXf51zefb3RJmc0Mlj5+dIZVeXe/7WO8EsUTalkPm\nwOzqgL6ofBm1igRvl+idmJ4tllBO2ndFGJua4eWeiYIc/8xQnGgizfWb7Be819eFmMnogucE2MmA\nzaqrzeXxKP7L2/fSO6n50s+6VvXeH50YBLBtz1sKtVhPgrdL9I4nynKu7I07IigFTxVo6PzwOfts\nRjKf+f9Ldhe7qD9qTP80VNuv5w1w595mrol4+dQPX53dYGU5rw7E+MxTZ7hzTzNNNvzSAhdLpA5I\n8LaMBG8XyGY1/RPlGbzrqwLs21BHx6uDBTn+oXNj1FcF2NpY2nruayH7el9uIJqkKRwsq+mf1Xrv\n7gAzGc0nvndy2dem0ln+4JGXCAd9fOJdVxehdYXRFA6ilNzLVpLg7QLDk0lSmexs4Y9yc/vOCEcu\njDM2mbL82C+cG+P6Tetss4nDXOulytplBqIJ2/Y+Tc1VHu6/bRv//GIPP1+mzsGnfvgqx/uifOJd\nVxMJ23O0AcDv9dBYHZyd9hD5k+DtAuZa4bYy3QqzfVeErIZnOoctPe7oZIqzw5O2HDIHqKnwURnw\nylrvOfonErTYMFltvt+/4wrW11XwX//lFdKZhZPXDnaN8tmnzvBr+zdy15UtRW6h9YxCLXIvW0WC\ntwv05XpurWXa875mQx11lX7L573tPN8NxoYWTeEggzH5wDMNRBO2TFabryLg5c/fvoeT/TG+9vz5\ny56PJWb4o398iQ3rKvkv9+wtQQut11wjJVKtJMHbBS5WVyvPnrfXo3jjjghPvTpk6bKow+fG8HsV\n+zbUWnbMYmsKhxiKSbY5wHQqQzSRtv2wuenuq1q49YpG/tcPTl22ouC/f/c4PWPT/M2vXkN10Fei\nFlqrtTYkm5NYSIK3C/RNJKjwe6mtKN8iJbfvjDAcT3K8L2rZMV84N8aVbbWE/PbYOnIhkXBQgndO\nv42XiS1EKcVfvmMvU6kM//PfTs0+/v1j/fzjoW5+t327bbawXYnmmhAT0zNMpaRQixUkeLtA7/g0\nbXWhsk7aum2nUSr1qVetGTpPpbMc6R637ZC5KRIOMijBG5hTXa0M6xWs1RVNYX7n1q1889AFtvx1\nO76/rOcDX+2gdV2aj7x5Z6mbZylzrbcMnVtDgrcLGMG7PIfMTU3hEFe21Vg2732sd4JkOmv74N1U\nEySeTEtvBWbn/u22KclymlteIKNGSY79EvWp/0hWBziW+hP+6cQ3St00S5lfumTo3BoSvF2gdyJR\ntpnmc7XvinD4/BjRxEzex7J7sprJrEU/KDsyzfbY7FgadSkfe/qjjPo+T1DvoDJ7E+P+LxLLnuaj\nP/poqZtmKXO6Q3re1pDg7XDJdIahWLLse94At+9sIpPV/PR0/kvGXjg/xoZ1FbbvpTXl1vYOSYlU\n+qMJqgJewqHyzd1Yi/MT55nyPsWU51kmPT8l5v3u7ONOIj1va0nwdriBCeNDv1yXic113aY6wkFf\n3vPeWmsOdY3ZvtcNzBbmkJ63cQ3suBXocjbVbgIFQ4GPMxz8BCh98XEHqQz4qAn5pOdtEQneDlfu\ny8Tm8ns93LqjkY5TQ3nt+9s9Ns1gLMl+BwRvs+cta72NHptTMs3n+vibP06lvxLm5JNW+iv5+Js/\nXrpGFUhrbYUUarGIBG+HM0tr2mHYHIwlY/3RBK8OxNd8jBfOG/Pd1zsgeK+rDODzKMk4x5grtfs0\nyELuu/o+DtxzgM21m1EoNtdu5sA9B7jv6vtK3TTLtdSGpESqRZyx+l8sqm8iV13NJsONt++KANBx\napBdLeE1HeNg1yhVAS+7mtf2/nLi8ShjuZjLh82zWc1gzJnBG4wA7sRgPV9LTcjSWg5uJj1vh+sZ\nT9BQFbBNoZLW2gp2NYfXPO8dS8zwnSN9vHFHBJ/XGbd3Uzjo+oS1sakUMxntiLrmbtZSG2I4nmRm\nkXruYuWc8ekmFtU3MW2LZLW52ndFONg1Sjy5+rXNX3nuHBPTM/zeHdsL0LLSiIRDK9772anMDGWn\n9rzdorU2hNbINJAFJHg7XO/4tC3WeM91+84IMxnNs2dGVvW+qVSa//+Z17h9Z4R9G+oK1LrikxKp\nzM6TOjHb3E2aZ6usyTa3+ZLg7XC94wnbJKuZ9m+ppzLgpePU4Kre9/XnzzM6meI/vumKArWsNJrC\nQUYmU64eahzIzfk7MdvcTS6WSHX3l1ErSPB2sGhihngyTZvNhs0DPg+v397IU6+ufMlYYibDgafP\n8rptDY7azAGMEqnAZTtPuUn/RAKlLq57F/Zkfvnqk5533iR4O5jdlonN1b4rQvfYNJ2DK1sy9k+H\nLjAYSzqu1w1SIhWMYfOGqiB+hyQhulVthZ+Q3yOFWiwgvwkO1jdu/IK02mzOG+DOPc1UBrz8ybeO\nkpjJLPnaVDrLZ586yw2b1/G67Q1FamHxzJZIdfG8d380QUut9LrtTillFGpxeQKmFSR4O5idqqvN\n11Ib4m9+9RpeujDOnz368pLD599+sYee8Wk+9KYrynrb07WaLZHq4uA9EE3KfLdDNEkCpiUkeDtY\n7/g0vlyRDzu6+6pW/vDOnTz6Yg+fe+bsgq9JZ7I81NHJ1etrad8ZKXILi6OxWkqkDkQTNEnwdoRI\nOMiwBO+8SfB2sL5cOUmvx7690Q+/+QrefnUrn/jeSZ48eXn2+XeP9nFuZMqxvW4wEvjqqwKu7Xkn\n0xlGJ1PS83YIWfpoDQneDtYzPm3LIfO5lFL8z1/Zx56WGj78jRfpHIzNPpfNav7uyU52t4R5y57m\nEray8JpcXCJ1UJaJOUokHCSWTDOdWjqXRSxNgreD2bG62kIqAz4+91v7Cfo9vP9LhxifSgHwb8f6\n6RyM8/t3XIHHxqMLKxFxcYlUKdDiLJFqWfpoBQneDpXNavon7FegZTHr6yr47K/fQM/4NO8+8Dhb\n/nYb7//6t8DbzzhPlrp5BdcUDjHk0gzdi6VR7Zm7IS4lCZjWkODtUEbxf02bg3or+7fUc8+Nk5zp\n95MY+iABvY1hz9f54L/ez9de/lqpm1dQZs87n33O7cpcEyzD5s5gJmDKvHd+JHg7VI+NC7Qs5dGu\nPyHq/Tah7JXMqH4mvR1MzUzx0R99tNRNK6imcJCZjGZsaqbUTSm6wViSoM9DbYW/1E0RFpitWyDD\n5nmxJHgrpe5WSp1SSnUqpR5Y4HmllHow9/xRpdT1VpxXLK43V6DFacH7/MR5xvwPM+H7FqP+B0Fl\nZx93MrNEqhuXi/XnVk04dTWB29RXBVBKet75yjt4K6W8wEPAW4G9wHuUUnvnveytwI7cn/uBz+R7\nXrE0s3aw3XYUW86m2k2gsoz7v0jCe/TSxx3MLJHqxg+8gWhC5rsdxOf10FAVcOW9bCUret43AZ1a\n67Na6xTwCPDOea95J/BlbXgOqFNKtVpwbrGInvFpqgJeaip8pW6KpT7+5o9T6a+85LFKfyUff/PH\nS9Si4jCHGt24XGw4nrRtoSGxsMZqWeudLyuC93rgwpyfu3OPrfY1wkJ94wla6yocN9R439X3ceCe\nA2yu3YxCsbl2MwfuOcB9V99X6qYVlJszdIfjqdkkJ+EMbl76aJWy65Yppe7HGFqnubmZjo4Oy44d\nj8ctPV45O3VhmqqAWtW/1y7XZz3r+eK1X7z4wAhFa3cpr1HICy+c6KTjku/B5cXq65POaiamZ4gN\n9dLRMWzZcUvJLr9nhZSdTNI9mlnwOsj1WRkrgncPsHHOzxtyj632NQBorQ8ABwD279+v29vbLWii\noaOjAyuPV87+00+e4JZtzbS371vxe9x0fdaqlNeo9VAHgdoa2tvLN9/T6uvTNzENP/gxN169m/ab\nnZHXIL9n8Oz0CQ7+pIvbb7/9stFBuT4rY8Ww+UFgh1Jqq1IqANwLPDbvNY8Bv5nLOr8FmNBa91lw\nbrGAxEyG4XjKlluBisVFwkGGXDbnPRwzquk1VAdK3BJhpUh1kFQmS3Q6Xeqm2FbePW+tdVop9SHg\n+4AXeFhrfUwp9cHc858FHgfeBnQCU8Bv53tesTizqIXTlom5XVM4yLHeaKmbUVTDk8aXFZnzdpbI\nnLXetZWyfn8tLJnz1lo/jhGg5z722Tl/18DvW3Eusbze2WViUpHKSZrCIZ6MXr6zmpOZW0dGJHg7\nymzwjiW5oqm6xK2xJ6mw5kBOLdDidpFwkMlUhsmke4Yah+PGsHljWIbNnUSqrOVPgrcD9eZKo7ZI\nz9tRmly4XGw4nqQy4KUyUHYLY0QeItXuLTpkFQneDtQ3MU1jdYCQ31vqpggLzZZIddHuYsPxpMx3\nO1BNhY+A1yPBOw8SvB2oZ9w5W4GKi2ZLpLpoqNEI3jJk7jRKKWP1hATvNZPg7UB949O0ypC547ix\nROpIPEWD9LwdqVGqrOVFgrfDaK3pHZ+WnrcD1VX68XuV6+a8ZdjcmSLVsjlJPiR4O0x0Os1kKuO4\n3cREbqixOuiabUEzWc3oZIqIDJs7kgyb50eCt8PMrvGWnrcjRWpCrvnAG51MkdXG8Kpwnkh1kNHJ\nJJmsLnVTbEmCt8OYy8Ta6mTO24maXNRbGY5LdTUni4SDZDWMTLrjfraaBG+H6ZXSqI7WFA66Zs5b\ngrezza2yJlZPgrfD9I5P4/cqKSfpUE3hEKOTKVLpbKmbUnAjcdmUxMkkeOdHgrfD9I5P01wTwuNR\ny79Y2I75gTfsgiU20vN2Nqmylh8J3g7TJwVaHM1NJVKH4kkCXg81ISmN6kRmvXpZ6702Erwdpmd8\nWnYTczA3lUgdjqVorA6glIwiOVFlwEd10De7Z7tYHQneDqK1ZjCWoEXWeDuWm0qkDseTskzM4SJS\nZW3NJHg7yNjUDDMZTXONfOA5VUN1AKXcUSJVqqs5X6Q6yJBLig5ZTYK3gwzkhlKba2TY3Kn8Xg/1\nlQFXzHmPxFM0VEmmuZNJlbW1k+DtIGbwbpKhRkczPvCc3VvRWjMyKcPmTifBe+0keDuIOZQqPW9n\na6oJOb7nPTFtTAHJsLmzRcJBook0iZlMqZtiO64J3slkH/ARksn+UjelYMwNKyLSW3E0N5RIvbjG\nW4bNncwsJuWGugVWc03w7ur678DLdHV9rNRNKZiBaJK6Sj8hv7fUTREFZAbvrIM3dBjKLR+SSoHO\nJlXW1s7x1Q+efrqCbDbBF175EJtq3sqb+Qx9fZ/B4wlx223TpW6epQaiCZnvdoGmcJB0VjM2laLB\nocFttuct97OjmdMiErxXz/E975tvPktT03s5ObqPU6NX4fFU0tR0Hzff/Fqpm2a5gVhS5rtdIJJb\n6+3keW8zeEu2ubPN9rxl2HzVHB+8g8FWvN4a6oKjjCcbyGYTeL01BIMtpW6a5YaiidkiHsK5Zqus\nOTh4j8RTeD2KdZUSvJ3M3HRGet6r5/jgDTAzM0BLXT0TyV20tX2QmRnnJa1ls5rBWFIKtLhAkwvm\nCYfjSeqrArLBjsP5vR7qqwKOvpcLxfFz3gBXXfUo2187zvPnX2PnzodK3ZyCGJ1Kkc5qGTZ3gabZ\nYXPnrvWW6mruYVRZk+C9Wq7oeYMx1JjIwGQyXeqmFIQUaHGPioCXcNDn6BKpQ/GULBNzCalvvjau\nCd7mkhOnzhOa/64m6Xm7gtMrUw3HkrJMzCWcfi8XimuCt9O3UhycrWsuH3huEAkHHTtsrrVmOJ6c\nTWYSzhYJBxmOJ9HauXULCsE9wdvhWykO5IZQpbqaOzi5ROpkKkMynZU5b5eIVAdJzGSJO3RKs1Bc\nFLzNnrczP/AGognWVfoJ+qS6mhs4uUTqcMwsjSrB2w2kytrauCZ411X68Spnz3lLprl7NIWDTKUy\njjaU1/cAACAASURBVOytSHU1d5HgvTauCd5KKWqDyrHzhIPRhCSruYiTczhkUxJ3kSpra+Oa4A1Q\nF1SO/XY3EE3SLD0V14hUO7dE6lBcNiVxk4jUN18TVwXvWocG70xWMxRPzvbGhPM5uUSqOee9Tuqa\nu0JthR+/15mfzYXkquBdF1SO/LAbnUyRkepqruLkEqkjk0nWVfrxe1318eRaHo+iUaqsrZqrfjvq\ngorRyRSpdLbUTbHUxepqErzdorbCT8DncWQOx3AsJZnmLtNYLVXWVstVwbs2aGxyMOywm8T8AJcC\nLe6hlDJqQjtw6aPUNXcfqbK2eq4M3k4bOjcLtEi2ubsYVdacdS9DLnhL8qWryOYkq+eq4F2XC95O\nu0nMwjOSnesuTQ4tkTosm5K4TiQcZCSXuyNWxpXB22kfeAOxBA1VAQI+V/3vdD2jJnSq1M2wVGLG\nKDwjw+buEgkHyWQ1Y1POup8LyVWf9uGAQinnlUiVAi3uFAkHGZ1MMZNxTgKmFGhxJ6mytnquCt4+\nj6K+MuC4ecKBaFL28XYh8wNvdNI5vRVzJEF63u4iwXv1XBW8wcxqdNaw+WAsIZnmLuTEylSyKYk7\nmfey01YCFZIvnzcrpeqBbwJbgC7gV7XWYwu8rguIARkgrbXen8958+G0rRQzWc2QbEriSk7srcim\nJO40916uL3Fb7CLfnvcDwI+01juAH+V+XswdWutrSxm4wXlbKY7Ek2S1LBNzo0Yn9rxzwbtBSqO6\nSlXQR2XA66h7udDyDd7vBL6U+/uXgF/K83gFZwbvrEOWJMyu8Zaeius4cTem4XiKcMhHyC/70rtN\nJCxV1lYj3+DdrLXuy/29H2he5HUa+KFS6rBS6v48z5mXpnCQtIOWJFysriY9b7cJ+b2EQz5H9Vak\nupp7SaGW1Vl2zlsp9UOgZYGnPjr3B621Vkot1p29VWvdo5RqAp5QSp3UWj+9yPnuB+4HaG5upqOj\nY7kmrlg8HmcwfgaAx5/8KRvD9s/Xe+bCDABnj73A+Jn8/j3xeNzS6+1E5XaNqrwZjp29QEfHUKmb\nAuR/fTq7p/FryuoaW63c7qGykUjQNZkl3pqV67MCywZvrfWdiz2nlBpQSrVqrfuUUq3A4CLH6Mn9\nd1Ap9c/ATcCCwVtrfQA4ALB//37d3t6+7D9ipTo6Orjjqn38/UvPsmnX1dy+M2LZsUvlxSdeRR0/\nzT1vac97F6aOjg6svN5OVG7XaPOpZ9Ea2ttfV+qmAPlfn//xwlPsaKqmvf0G6xpVZsrtHioXP554\nhc4jvVRXB+T6rEC+Xc/HgN/K/f23gH+Z/wKlVJVSKmz+HbgLeCXP866Z07ZSHMxVV5PtE93JqLLm\njHsZZNjczSLVQcanZphxSD5SoeX7if9J4C1KqdPAnbmfUUq1KaUez72mGfiJUuoI8HPgX7XW/5bn\nedfM3DbTKSVSB6NJ2QrUxZy0G9NMJsv41IwEb5cyEzCjSQneK5HXOm+t9Qjw5gUe7wXelvv7WeCa\nfM5jpYqAl3DQ55gSqQNSoMXVIuEgsWSa6VSGioC9M7RHzOpqYVkm5kbml7aJlATvlXDlWKuTeisD\nUSnQ4maNDqpMdXGNt3wZdSOz5z0hPe8VcW3wdsKweTqTZTgudc3dzPzAc0LVQDN4R6Tn7UoSvFfH\nlcG7qSbkiJ73cDyFlupqruak+uayKYm7NeR2kpPgvTLuDN7hoCN6KlKgRTQ5qMraxe1AJXi7UdDn\npa7SL3PeK+Ta4D2VyhBPpkvdlLyYpVElYc296qsCKHVxNy47G44lqfB7qQrmlUcrbCxSHZSe9wq5\nMnjPzhNG7T3vPRCVnrfb+bweGqoCjul5S6a5u0XCQVkqtkKuDN4X13rb+wNvMJpAKdmBye0aHVIT\nemQyJZnmLhcJB2XYfIXcGbxrnJHkMxgzqlH5pLqaqzll6eNQTKqruV2kOsi49LxXxJWf+k0OWV4z\nEJUCLcI5uzENx1OyTMzlGsNBUhmYtHk+UjG4MnjXVvgJeD22X+s9EE3SLKVRXc/cB1lr+/ZYMlnN\n6KT0vN3OSUsfC82VwVspZXzg2bxE6mAsMTsFINwrEg6SSmeJJuzbWxmbSpHVskzM7cxkYidUDCw0\nVwZvMKus2fcGmclkGZlMyaYkYvYDz869FVnjLeDi/38738vF4trg3WTzEqnD8SRayzIxcXGo0c69\nFXNTErPKlnAn6XmvnHuDd429k3ykQIswSc9bOEV9VQCFve/lYnFv8A6HGJuaIZXOlropa2IWaJFh\nc+GE4G22PSLB29W8HkU4oBxRdKjQXBu8IzavCW3O10vPW9RW+PF77f2BNxxPEfB6qKmQ0qhuVxtU\nDMVSpW5G2XNt8G6yeYnUwWgCj4IG6am4nlLK9lXWhuNJGqoDKKVK3RRRYrXS814RFwdve5dIHYgm\niISDeD3yYSfsX2VtOC5rvIWhNqgcsdFOobk3eNu8ROpANCnz3WKW3ausjcRTNEqmuQBqgsr2RYeK\nwbXBuyG3laJde96DsaTMd4tZkXDQ1strjGFzuZ+FMWxu96JDxeDa4D27laJN13oPRhM0yRpvkRMJ\nBxmZTJHJ2q+3orXO9bwleAuj5w2y1ns5rg3eAJFwiEEblkhNpY3qalLXXJgi4SCZrGZsyn5ZuhPT\nM6Qy2dkVIMLd6nLB287TQMXg6uDdZNMSqWYmptQ1FyY7l5WcXeMtwVtgDJuD9LyX4/rgbccPO3N5\nm8x5C5OdC7WYbW6S4C24OGxux3u5mNwdvGuMJJ+szeYJzdKokm0uTHbeStEcSZKetwCo8oPPo2x5\nLxeTu4N3OEQ6qxm12TyhuaGKbEoiTHauGCjD5mIuj1I0VAdk2HwZrg7ekdkqa/a6SQaiCbweRUOV\nrIsVhqqgj8qA15a9lcFYkqDPQzgopVGFwe5Fh4rB1cF7tkSqzZaLDUaTRKqDeKS6mpjDrmu9h2JJ\nIuGglEYVsyLVQYbj9hoRLTaXB29j2Nlu3/AGpECLWIBdq6yZwVsIk91r9ReDu4N3jdnzttdNIgVa\nxELs+oE3FEvKVqDiEuYokt2SiYvJ1cE75PcSDvls94E3EE3IshpxmUg4aM+EtXhSahaISzRWB0ln\nNRPTM6VuStlydfAG4wPPTnPeyXSGsakZyTQXl4mEg4xPzZBMZ0rdlBWbyWQZnUwRqZb7WVxk59UT\nxeL64N0UDtoq21wKWojFmB94IzZK9DHbKnPeYi7zfpCtQRcnwTscstWc90CuulpLrfRUxKXsWKjF\nHPWS4C3mmi33Kz3vRUnwzq0ntMvesX0TErzFwmZ7Kzb6wJMCLWIhdi73WywSvGuCTM9kiCftsXds\nfy54t9ZUlLglotzY8QNPgrdYSE3IR8DrkZ73ElwfvGerrNnkA69/IkGF30tNhVSjEpdqqDYq7tkx\neDdWS7VAcZFSSqqsLcP1wdss1GKXpLW+aILW2pBUoxKXCfq81Fb4bdVbGYonqav0E/R5S90UUWYa\nw1JlbSkSvG1WIrV/IiHLxMSi7NZbkQItYjGR6oCt7uVik+BtsxKp/RNGz1uIhditRKqURhWLsWut\n/mJxffCuqfAR8Hls8YGXzWoGognJNBeLsluVtUEJ3mIRjdVBRuJJMlIidUGuD95KKSLVQVskrA1P\nJklntQRvsSg7DZtrrWXYXCwqEg6S1TA6KfPeC3F98AZjuZgd5rzNZWItMuctFhEJB5lKZZi0wdLH\nyVSG6ZmM9LzFgsxCLTJ0vjAJ3tinROrsGu9aWeMtFhax0QeerPEWS7Fj3YJiyit4K6V+RSl1TCmV\nVUrtX+J1dyulTimlOpVSD+RzzkJorgnNlh0tZ/1SGlUso9FGH3gX6/TL/SwuZ6cvoqWQb8/7FeBd\nwNOLvUAp5QUeAt4K7AXeo5Tam+d5LdVSGyKaSDOVKu+hxr6JBH6voqFKClqIhdmpvrn0vMVS7PRF\ntBTyCt5a6xNa61PLvOwmoFNrfVZrnQIeAd6Zz3mtZs4hm8PS5ap/IkFTOITHIwVaxMLstJXikGxK\nIpZQFfBS4fdK8F5EMea81wMX5vzcnXusbMwG7zIfOpc13mI59VUBPMoevZXBWBKfR1FX4S91U0QZ\nUkrRGA7IsPkili2QrZT6If+3vXsPbuu68wP+/eFNEg+JJAhQb4mUJXtlx2lkJ5v1bukkzTrOazcz\n3cmO2yZNpmqb3c62kzZN4un0MfV0ZpPpbKabdqPZZuNOvcl4m3XjxoodP0LbediS7fhN2ZJFSqJE\nkAQfAAES79M/gAtBNEkAvE+Q38+MRyRwhXN9fH1/OOee3+8A8TXeulcp9SOjT0hETgA4AQCxWAyj\no6OGfXYmk1nz86YyFQDA6PMvo3DZuTXDLySWsT/sMrRPGq3XP3RNJ/RRyCd45e0JjPqmLG+7nf55\n7VweIS/wzDNPm3tSDtMJ15CdGvvHX8nj7csJ9tcamkYqpdRHdLZxBcDeht/31F5br72TAE4CwPHj\nx9XIyIjO5q8ZHR3FWp+XzZfwtZ8/hp27DmJkZMiw9oyklELqyUdxy/A+jIyYs2Rgvf6hazqhj3a/\n8ix8oQBGRm6zvO12+ud746exBwWMjNxh7kk5TCdcQ3Zq7J/vX34BE8lljIz8jr0n5UBWTJufAXBY\nRA6KiA/AZwE8bEG7LevxexAKeJBIrdh9KutKr5SQK1a40pya6pRCLSyNSs30BzurYqCV9KaK/b6I\nTAL4TQCPiMhjtdd3icgpAFBKlQD8MYDHAIwBeFAp9Ya+0zZePBxw9DPvqXT1iwVzvKmZTgreAwze\ntIFoyI/5bAHFcsXuU3EcXQ94lVIPAXhojdevAri74fdTAE7pacts8UgACQcXapnSqqtFeLOjjWmj\nFaWUY7eOLVcU5rIFjrxpQ1qVtflsgbsprsIKazXxcADTDk4Vq5dG5cibmoiG/CiWFVIrRbtPZV3z\n2QLKFcXgTRtilbX1MXjXxCMBzCzlUHLo9EwilYMIOM1ITXXCDa9eoIWbktAGOqlugdUYvGti4QAq\nCkhmnLmDTSKVQzToh9fN/2S0sU6osqbdjDnypo10wrVsF0aCGqcXapniPt7Uok4YrbA0KrWin8F7\nXQzeNVpgdGqJ1OlUjluBUks6atqcwZs20OVzI+j3sMraGhi8a64Fb2fmek+lVlgalVoSDnjg87gc\nP/IO+j3o9jm3oiE5Q6ekPlqNwbumt9sHr1scmS6WzZeQzpUQY/CmFogIokFn3/BmMyzQQq2JBv0c\nea+BwbvG5RLH7uutPYfnyJta1e/w0cpMOseV5tSS/pDP0deyXRi8G8TDAUc+89byz+Nh5nhTazjy\npq3C6deyXRi8G8QiziyRqlVX48ibWhUNOXuqkXXNqVX9QT/SuRLypbLdp+IoDN4NtJG3UsruU7mO\n9oWCqWLUqmjIj7lswZFFh3LFMpZyJQZvaol2nTi1BoddGLwbDEYCWCmWkc6V7D6V6yRSOezo9iLg\nddt9KtQhBkJ+KIcWHWJ1NWqHluud5NT5dRi8G2iF75323HuKOd7UJicXHapXVwszeFNznVC3wA4M\n3g3qud4Ou+El0iucMqe2OLnoEEfe1I5OqBhoBwbvBtpoxWm7iyVSOS5Wo7Zos0hOTH2cqQVvbrJD\nregL+gBw2nw1Bu8GA7VpPCeNvAulCpKZAtPEqC19PVrRIedcy5rZpTxEgN4en92nQh3A73Ej0uXl\nyHsVBu8Gfo8bfT2+emqWE0yzQAttgsslGAg5c4/62aU8+np88HCHPGpRf9Dn6NRHO/D/nlWcVmVN\nGzmxNCq1Kxb2Y3rJOdeyZnYpX19BTNQK1jd/NwbvVeIRZ1VZS7BAC21SzKEVA1ldjdoVDQUcmfZo\nJwbvVeIRh428UyzQQptTnUVy3mglyepq1Kb+IOubr8bgvUo8HMBctuCYUnxTqRy6fW6E/Nw6kdoT\njwSQyZeQyTun6JBSCrNLeQyE+GWUWhcN+ZHJl7BScMZ92QkYvFfR0sVmHDJi0XK8RcTuU6EOE3dg\n0aHUShGFcoUjb2pLvcoaF63VMXiv4rRCLczxps1yYq53vUALgze1QbteZjh1XsfgvYrTKlMlUjnm\neNOmOO1aBlhdjTYnypH3uzB4r+Kk+ublisL0Uh7xCG901D4n1jev1zXnyJvawPrm78bgvUo44EGX\n1+2IG95cJo9yRSEe4cib2tflcyMc8HDanDpeb48PIgzejRi8VxERDEYCjgjeWqW3Qe4oRpvktLoF\ns0t5+DwuhAPMnqDWed0u7OxmlbVGDN5riIWdUVZyijnepFMsHMC0g0Yr1TQxP7MnqG3RIKusNWLw\nXkM8EnBEffNEagUAgzdtnlO+iGpmWKCFNika8nPk3YDBew2xcAAzSzlUKsrW80ik8/C5Xejt5u5L\ntDnxcACztbUTTjC7lOdKc9qU/qCPO4s1YPBew2AkgGJZYX7Z3lq6idQKYhE/XC5OMdLmxCIBlCvK\nMSMW1jWnzdI2J1HKGV9E7cbgvQanpItNpXL1dB+izXBSlbViuYL5bIHBmzalP+hHrlhBliVSATB4\nr8kpxS2m0zmmiZEuTsr1nqvtCsXgTZvBXO/rMXivwQk3PKUUplgalXSK1Qr8OCHXm9XVSA8teDvh\nWgaqM0n/5H+9gKfOTtvSPoP3GqIhP9wusfUiWVwuIl+q1KfwiTajv8cPj0tsn0UCgJml6jkM8Jqm\nTdAGMk4J3jNLeTz+5rRtm1gxeK/B7RJEg35bb3j1Ai0ceZMOLpdgIOR3xLQ5q6uRHk5Zi6TRziNm\n0z2awXsdMZurrGnfLpnjTXoNhAOO2OJWC979QaY+UvtCAS+Cfo8jvogCDfdom2aSGLzXMRi2t6wk\nR95klHjYGeV+ZzN5RLq88Hvcdp8KdahY2N4Z0UbaeTB4O0zc5pF3IrUCl3BxD+kXjzijytosq6uR\nTnbflxsl0jn4PS7s6Pba0j6D9zpi4QCWciVk8yVb2k+kc4iG/PC4+Z+I9ImFA1jK23cta1hdjfSK\nh7sc8UUUqI6845GAbXX6GRnWoe2hbde3vKkUc7zJGHZfyxpWVyO94hE/ppecUe43kc7Zmg3E4L2O\neLgaOO36lpdI5RAP80ZH+mk3GDtHLEopzKSrO4oRbVY8XC33O+eAcr/TaXsrYDJ4r6NeZc2m0Uoi\nlcMgR95kACcUHcoWylgpljnyJl202Ui7Z5G0Ilp2ZgMxeK/DzhteJl/CUr7ENDEyhN1fRAHmeJMx\ntPuy3Vs2Ly4XUShVOnfkLSJ/X0TeEJGKiBzf4LgJEXlNRF4WkRf0tGmVLp8b4YDHlrSEBNPEyEDd\nPg9CAY+t0+YztS8ODN6kh1PK/SYcUIfDo/Pvvw7gMwC+08Kxdyqlkjrbs9RgpMvW4M3SqGSUmM25\n3lcWVwAAu3fwURBtnlPK/Wr/L9l5j9YVvJVSYwBsWypvtlgkYMs3vKlU9UbH7UDJKPFwANM2Vlmb\nXKhe07sYvEkHl0uqX0TtDt6pzh95t0oBeEJEygC+o5Q6ud6BInICwAkAiMViGB0dNewkMplMW5+n\nsnlcTJYNPYdWPHOuAAFw/tXTmHBZ98Wo3f7Zjjq1j9RyHpfmzb+W1+ufM2/mEfELnvvFs6a23wk6\n9RqySrP+6UIeYxenMDq6aN1JrfJc7R499tJzOGfhPbpR0+AtIk8AiK/x1r1KqR+12M4dSqkrIjIA\n4HEROauUematA2uB/SQAHD9+XI2MjLTYRHOjo6No5/NeKr6NXzx1Dnf89u9YWizl/1x9Cfv6UvjI\nh+60rE2g/f7Zjjq1j87kz+K5py/gt3/n78Jt4s1mvf45ee45HIqVMTLyW6a13Sk69RqySrP++Zsr\nL2Eskba1Dx+dexX9MzOW36MbNQ3eSqmP6G1EKXWl9ueMiDwE4HYAawZvJ4mHA6ioanEJK9O2xpNZ\nHOjrsaw92voa82Pt2JLzyuIKbtmzw/J2aeuJhQP42VszUErZ9sg2YXOON2BBqpiI9IhISPsZwEdR\nXejmePXKVBY+X1FKYSKZxcF+Bm8yTszG1MdyReHq4gr27OTzbtIvHvFjuVDGko3lfhMpe6urAfpT\nxX5fRCYB/CaAR0Tksdrru0TkVO2wGICfi8grAE4DeEQp9aiedq1Sr0xl4Q1vdimPbKGMQ1EGbzJO\nPdfbhoU+M0s5FMuKwZsMUS/UYuOitUQ6Z3sqr97V5g8BeGiN168CuLv28wUA79HTjl20qXIrCwJc\nSGYBgNPmZKi4DV9ENdpKc6aJkRHqBbRSOdwQC1nefq5YxuJy0fYiWqywtoGd3V74PC5LpxonasGb\n0+ZkpL6gH26X2DJtfqUWvPfs7La8bdp67C73O+2AHG+AwXtDIoJY2G9pZarxZBY+t4v5sGQot0sQ\nDfqRSFmf6z25sAwAnDYnQwyErV+L1Kie483g7WxxiytTjSez2N/XbWo6D21PsUgAM0v2TJv3B/0I\neN2Wt01bT8DrRm+Pz75NoxxQGhVg8G4qbnGJ1PFkFgc4ZU4miIf9toxWJhdWsJujbjJQLBywdbtm\ngMHb8eJhPxLpHJQyf/P3ckXh4vwyDjF4kwmsnkXSXGGaGBlsMBKwbWexRDqHoN+DoN+qAqVrY/Bu\nIhYOIFesILVSNL2tq4srKJQqXKxGpohFAljKlbBcsC4/tlJRuLLA4E3GioXt2XcCqC5Yi4Xt3x2P\nwbuJfb3VFbIX55ZNb2tcSxNj8CYTNKbYWGU2k0ehXOFKczJUPBzAXLaAfKlsedtTqZztU+YAg3dT\nh6JBAMA7sxnT25qYqwZvTpuTGexIseFKczKDViBlxoad8qZTOcTD9l/PDN5N7O/rhscluDCbNb2t\nC7NZ9PjciIbsn5KhrScWsb5Qi1agZQ9TH8lA2rVs9RqOSkVhZilfL51tJwbvJrxuF/b1dVs28j7Q\n37Nl90cne9Xrm1uY612vrsaRNxnIjkdAAJDM5lGqKNtzvAEG75YMRYOWBO9xbkhCJtJWyFo98u7r\n8aHbZ+/KXNpa7KrVr7Vnd3U1gMG7JYeiPZhILqNcMS9drFCq4PL8MoM3mSpmca735MIyn3eT4cIB\nD7q8bsunzbX/d6zcIno9DN4tGIoGUShX6otvzHB5YRkVxZrmZK54JIBpC6usXVlkgRYynoggHrG+\nbkG9rjmfeXeGIQtWnI/PMk2MzGdlZSqltBxvpomR8eLhgPXT5ukcPC5Bfw+Dd0cYqu2t/c6MeSvO\nmSZGVoiHA5hZyqNi4iMgzWwmj3ypwmlzMkU8Yn3wnkrlMBDyw+WAvScYvFuwo9uHvh6fqSPvC8ks\ndnZ7saPbZ1obRPFIAKWKQjJr/orzepoYgzeZIBaubrRjxRdRzXTaGQVaAAbvlg1Fg6bmek9wQxKy\ngLZKdtqCdDFtH+/dOzhtTsYbjARQLCvMZQuWtZlwSHU1gMG7ZUMDPeY+82aaGFnAyiprzPEmM9W/\niFq4aG06nXdEmhjA4N2yQ/1BzGULWDDhW95KoYypVA4H+xi8yVxxCytTTS4sY2e31/bdl2hr0q5l\nq3YXW8oVkcmXHFGgBWDwbtnQQDWwXkgaP/rWFqsdjDJ4k7n6enxwCSxZcT7JleZkokGLS6RqI3xO\nm3eYa+lixj/31nYT47Q5mc3jdiEa8ltyw+M+3mSm/qAfbpdYlvqolRXmyLvD7NnZDZ/bZcpz7/pW\noJw2JwvELdgLWSmFyYVl7OaGJGQSt0sQDfotmzZPcOTdmdwuwYH+blNyvceTWcTCfvTw2SBZIGZB\n8J7LFpArMsebzBWPmH8taxKp6gJMLljrQNV0MXNG3hx1k1WsKG5xLcebz7zJPPGwdSVSE+kcdnR7\nEfC6LWmvGQbvNgxFg7g4v4xCqWLo504kszjExWpkkVg4gHSuhJVC2bQ2tBzvPb0ceZN5rKyylkjl\nHfO8G2DwbsvQQA/KFYVL88ZtUJJaKWIuW+BiNbKMFbne2iY+fOZNZopHAsjkS8jkS6a35aTqagCD\nd1sO9Ru/QckEF6uRxa7lx66Y1sbkwgoiXV6EAl7T2iCqfxG1YPQ9lcpx5N2ptKltI4O3ttKc0+Zk\nlX291efQE0nztrjlPt5khZhFwbtYrmAu65zqagCDd1tCAS9iYb+hK87Hk1m4BNjby4U9ZI3dO7rQ\n5XXj/Ix55X6rBVoYvMlcVhVqmVnKQ6lr7TkBg3ebDvUHDa2yNp7MYvfOLvg9zljBSFufyyU4FO3B\neZNq9SulagVa+IWUzKU9AjI7XUwb2ccYvDvX0EAP3pnJQCljtqFjmhjZYXggiHdMGnkvLBexXChz\nsRqZLuB1I9LlNXX9BnAtePOZdwcbigaRzpWQzOjfoEQpVU0T40pzsthwNIgriyvImrBKV1tpzmlz\nssJgJFAvXWqWenU1Bu/Oda3Guf5RSzJTwFK+xDQxstzwQPU6NmOPehZoIStZUTFwOp2D3+PCjm7n\nZE8weLdJWxVuxE1P203sAIM3WexwrBq8z80sGf7ZV7iPN1loMBIwvb55IlXN8RYRU9tpB4N3m3ZF\nuhDwGrNByXjtC4CWP05klf19PfC4xJQV55MLywgFPIh0OWeUQltXLBzAXDaPYtnYypeNEqmco9LE\nAAbvtrlcgkP9QUOC94VkFl63YNcOZ10UtPV53S7s7+s2KXhzpTlZJx4JQKlqOpdZEmlnFWgBGLw3\nZWjAmOA9kcxiX283PG7+ZyDrDQ8ETUkXY443WUlLF0uYtOJcKVUN3g5KEwMYvDflUH8PJhdWkCvq\n29hhPJnFQU6Zk02GB4K4OGfsRjvXcrwZvMka10qkmjPyXlwuolCqcOS9FQwNBKHUtQVnm1GpKEzM\nZXGwn9OLZI/hgSDKFYWLOq7j1bJFIJMvMcebLKMFVbNyvetpYhx5d74hrca5jjKpU+kc8qUKR95k\nm+FoCAAMfe6dXKmO4vnMm6yyo9sLv8dlWrpYvboaR96dT8vL1vPcu76bGEfeZJOhgep1bGzwscK4\nHQAAEbRJREFUrlYe5LQ5WUVEqvt6p82ZNufIewvp9nmwe0cXLugI3heSTBMje2nXsZGL1uZy1eC9\nlyNvslAsHDBtwVoilYMIMBDym/L5m8XgvUmHoj14R0ehlvHZLLq8bsTCzrogaHsZHgji3LSx0+Yh\nvwfhLo9hn0nUzGAkYNrOYtPpHPqDfngdlhWk62xE5BsiclZEXhWRh0RkxzrH3SUib4nIeRH5qp42\nnWIoWk0X2+wGJS9enMfRwZCjKvbQ9jM8UN0lr1IxZqOd5IrC7p1dvK7JUvFwANOpvGEbRjWaSjkv\nxxvQP/J+HMAxpdQtAN4G8LXVB4iIG8C3AXwMwE0A/lBEbtLZru2Goj1YLpQ39W1vcmEZr0ym8NGb\n4iacGVHrhgeCyBUruLJozJRjckXxeTdZLhYOoFCuYD6rf8Oo1abTzquuBugM3kqpnyqltG2JngOw\nZ43DbgdwXil1QSlVAPADAJ/W064T1Dco2cSK80dfTwAAPnaMwZvspW1QYtSiteRKhSvNyXKDWqEW\nE6bOE+lc/fOdxMhJ/C8A+Mkar+8GcLnh98naax1tSNuVKdn+Te8nrydw02CYG5KQ7YajxgXv1EoR\nKyWuNCfrxWrB1eh0sVyxjMXlouNWmgNA01UlIvIEgLWGiPcqpX5UO+ZeACUAD+g9IRE5AeAEAMRi\nMYyOjur9yLpMJmPY5ymlEHADT//6LezLT7T89xZyFbx4cQWfOew19N/NCEb2z1a1Ffso5AOeffUc\nDlcu6fqci+lqxcGFKxcwOqrvs7ayrXgNGWkz/TNXqy/w9OlX4UoYtyHOdLb6uQtXxzE6OmnY5xqh\nafBWSn1ko/dF5PMAPgHgw2rt1QJXAOxt+H1P7bX12jsJ4CQAHD9+XI2MjDQ7xZaNjo7CyM+74Y2f\nI+/zYmTk/S3/nft/OQHgDXzpkx+sT1k6hdH9sxVtxT668a1fIVtRGBn5oK7PeeyNBPDLF3HXHbfh\n5j0Rg85u69mK15CRNtM/5YrC13/xKLy9uzEyYtySqucuzAHPPoeR29+LOw73G/a5RtC72vwuAF8B\n8Cml1PI6h50BcFhEDoqID8BnATysp12n0Fact+PUa1O4IRZ0XOCm7evwQBDnZzafOaGZrO3jzWlz\nsprbJTgcC+Jswtj96S/NVcOaE69pvc+8/xxACMDjIvKyiPwFAIjILhE5BQC1BW1/DOAxAGMAHlRK\nvaGzXUcYivZgKpVDNl9qfjCA2aU8zkzM465jgyafGVHrhgeCSK0UkczoW6n72uQidvgFO7q5jzdZ\n70gsbHjwfnMqjW6fG/t6nbcIU1clBaXU8DqvXwVwd8PvpwCc0tOWEx2qLfYZT2ZxbHfzacKfvplA\nRQF338xV5uQc2izQuZklRHVUkTo9Po8bdrqY4022uHEwhB++NIm5TB59QWOKX51NpHEkHoLL5bxr\n2lklYzrM4dpN77kLcy0d/5PXEjjU34MjsZCZp0XUFi14v6NjxfnkwjKupnK4YafbqNMiasuRePW+\n+pZBo2+lFMamlnA0Hjbk84zG4K3D8EAQHzjUi2//7DxSy8UNj13IFvCrC3O461icIxNylHg4gKDf\noytd7PT4PADgSC+DN9lDC95GTZ0n0jmkVoq4adCZgy0Gbx1EBP/uEzdhcaWI//bUuQ2PffzNaZQr\nCnffzOfd5CwigqFoj64NSs5MzCMc8GB3kF9MyR7RoB+9PT7DRt5jU2kAwNFBjry3pN/YFcEfvG8v\n7v/VBMaT61dbO/X6FPb2duE3djnzQqDtbai24nyznh+fx20HeuHirBLZRERwJBbC2UTakM8bm6p+\nCdBG9E7D4G2AL//uDfC5Xfgvp8bWfD+1UsQvzifxsWODnDInRxoeCGI6nUc6t/Hjn7UkM3lcmM3i\ntoO9JpwZUeuODobw9rQxG+2MTaWxZ2cXwgFnZk8weBtgIBTAl+4cxk/fnMYv30m+6/0nx6ZRLCvW\nMifHOjxQHV1sZtHaCxPV5923M3iTzY7GQ1gplnFpfr2yI60bm0rjRodOmQMM3ob54h0HsXtHF/7z\nj8dQXvWt79RrCeyKBHDr3jV3TCWynZ4NSp4fn0fA68KxXayqRvY6UlsZrnfRWq5Yxngyy+C9HQS8\nbvzbjx3Fm1Np/PDFazVwM/kSnjk3i9/lKnNysL07u+Bzuza1aO3MxDzeu3cnfB7eTsheN8SCENGf\nLvb29BIqCrjRoc+7AQZvQ33ylkH8nX078KePvYVMreraU2dnUChVuMqcHM3jduFgfw/OT7cXvJdy\nRbx5Nc0pc3KEbp8H+3q7dS9aO1tbrMaR9zahpY4lM3n8j9HzAICfvDaFgZAf79u30+azI9rY8ECw\n7ZH3ixcXUFF83k3OcTQe0j3ydnJZVA2Dt8Heu28nfu/WXfjO0+dx4JvvxyOvX8RM+af4/ht/bfep\nEW1oaCCIy/PLyBXLLf+dMxPz8LgE793H9RzkDEfiYUzMZdu6jldzcllUDYO3CQ4fGEOxUkBp7p/B\nBT8SpUdx4v+dwAOv6d7unMg0wwNBVBQ2rFew2unxeRzbHUG3T9c2CUSGORoPoaKAc20+AtI4vSyq\nhsHbBN947utIef4WHjWAMhaRd72B5eIy7n3yXrtPjWhdw9H2VpznimW8cjnFKXNylGtlUjf33Hsq\n5eyyqBoGbxNcSl1C2vNDlGQaWffTgFTqrxM51aFoD1zSevB+5fIiCuUKbj/A4E3OcaCvB36Pa9PP\nvbWg7+TFaoDOLUFpbfsi+3AxdRFX/f8cCqXrXidyqoDXjb293S0vWjtTK85y/AAXY5JzuF2CG2Kh\nTed6O70sqoYjbxPc9+H70O3thpJCfdTd7e3GfR++z+YzI9rYcDTYcpW158fncTQewo5un8lnRdSe\nI3E9wTuNvb1dCDm0LKqGwdsE99x8D05+8iT2R/ZDINgf2Y+TnzyJe26+x+5TI9rQ8EAQF5JZlMqV\nDY8rlSt46eICbuOUOTnQ0XgIyUwec5l82393bCrt+MVqAKfNTXPPzfcwWFPHGRoIolCq4PLCCg72\n96x73NjUErKFMjcjIUfSprzfSizhg8P+lv+eVhb147fsMuvUDMORNxHVtVrj/PnxOQDgYjVypGsr\nztubOu+EsqgaBm8iqtOC968vLWx43JmJeezr7UY8ErDitIjaEg360dfjaztdbGyqM1aaAwzeRNQg\nHPDiIzfG8J1nLuCps9NrHqOUwpmJBeZ3k2OJCI5sokzq2NSS48uiahi8ieg63/rsrbhxMIQ/euDX\neHVy8V3vvzObwXy2wClzcrQj8RDens6gsmqL5o2MTTm/LKqGwZuIrtPj9+C7n78NfUEfvvC9M7g0\nt3zd+8+PV/O7uViNnOxoPISVYhmX5pebH4zqjNLZxFJHTJkDDN5EtIaBUAD3f+F2lCoKn/ur05jP\nFurvnRmfRzTkx4E+508t0vZ1pJbu1eqiNa0saicsVgMYvIloHUPRIP7yHx3H1cUVfPH+M1gpVHdp\nOjOxgNsP9ELE+VOLtH3dEAtCpPUa551SFlXD4E1E6zp+oBff+uytePnyIj5z8mEc+Ob7cGVxBY9M\nfIu75JGjdfs82N/b3fKitU4pi6ph8CaiDd11bBAff98yxiZ9KMx9EQBwtfAst7klx2tnxXmnlEXV\nMHgTUVM/nvw3SHl+CJ/ajwoyKMpFbnNLjnckHsbEXBa5YrnpsZ1SFlXD8qhE1NSl1CUoz/fgUl2o\nyAq3uaWOcDQeQkUB56YzuHlPZN3jOqksqoYjbyJqal9kHyAK877/jkXvX13/OpFDHa2XSd140ZpW\nFvWmwc543g0weBNRC7Rtbhtxm1tyuv19PQh4XU3TxbSyqJ00bc7gTURNcZtb6kRul+DwQPNFa51U\nFlXDZ95E1BJuc0ud6Eg8hNG3Zjc8ppPKomo48iYioi3raDyEZCaPuUx+zfc7rSyqhsGbiIi2rCsr\nZwAAe/70/TjwZwfeVZug08qiahi8iYhoS3rgtQfwjdP/CgDgVftxMXXxXcWFOmkP70Z85k1ERFvS\nvU/ei2x5CjuxiHDp0+gqHwfywL1/cxWPnn4eAHB1cQVA55RF1XDkTUREW5JWRCjteRhlLMCluuFS\n3cgXXcjkS8jkSwh3efEPP7C/Y8qiajjyJiKiLWlfZB8upi4i7X0Qae+D9df3R/bjoS992cYz048j\nbyIi2pK2cnEhBm8iItqStnJxIU6bExHRlrVViwtx5E1ERNRhGLyJiIg6jK5pcxH5BoBPAigAeAfA\nP1ZKLa5x3ASAJQBlACWl1HE97RIREW1nekfejwM4ppS6BcDbAL62wbF3KqVuZeAmIiLSR1fwVkr9\nVClVqv36HIA9+k+JiIiINmLkM+8vAPjJOu8pAE+IyIsicsLANomIiLYdUUptfIDIEwDia7x1r1Lq\nR7Vj7gVwHMBn1BofKCK7lVJXRGQA1an2f6GUemad9k4AOAEAsVjsfT/4wQ/a+ffZUCaTQTAYNOzz\nthr2T3Pso42xf5pjH21su/fPnXfe+WIrj5ebBu+mHyDyeQD/FMCHlVLLLRz/HwBklFLfbHbs8ePH\n1QsvvKDr/BqNjo5iZGTEsM/batg/zbGPNsb+aY59tLHt3j8i0lLw1jVtLiJ3AfgKgE+tF7hFpEdE\nQtrPAD4K4HU97RIREW1nep95/zmAEIDHReRlEfkLABCRXSJyqnZMDMDPReQVAKcBPKKUelRnu0RE\nRNuWrjxvpdTwOq9fBXB37ecLAN6jpx0iIiK6hhXWiIiIOgyDNxERUYdh8CYiIuowDN5EREQdRnee\nt5lEZBbARQM/sh9A0sDP22rYP82xjzbG/mmOfbSx7d4/+5VS0WYHOTp4G01EXuDGKOtj/zTHPtoY\n+6c59tHG2D+t4bQ5ERFRh2HwJiIi6jDbLXiftPsEHI790xz7aGPsn+bYRxtj/7RgWz3zJiIi2gq2\n28ibiIio422L4C0id4nIWyJyXkS+avf5OIGIfFdEZkTk9YbXekXkcRE5V/tzp53naCcR2SsiPxOR\nN0XkDRH5k9rr7KMaEQmIyGkReaXWR/+x9jr7qIGIuEXk1yLy49rv7J8GIjIhIq/VNrd6ofYa+6iJ\nLR+8RcQN4NsAPgbgJgB/KCI32XtWjvA9AHeteu2rAJ5USh0G8GTt9+2qBODLSqmbAHwAwB/Vrhv2\n0TV5AB9SSr0HwK0A7hKRD4B9tNqfABhr+J398253KqVubUgRYx81seWDN4DbAZxXSl1QShUA/ADA\np20+J9sppZ4BML/q5U8DuL/28/0Afs/Sk3IQpdSUUuql2s9LqN58d4N9VKeqMrVfvbV/FNhHdSKy\nB8DHAfxlw8vsn+bYR01sh+C9G8Dlht8na6/Ru8WUUlO1nxOo7sW+7YnIAQDvBfA82EfXqU0Jvwxg\nBsDjSin20fX+DMBXAFQaXmP/XE8BeEJEXhSRE7XX2EdN6NrPm7YupZQSkW2fiiAiQQA/BPAvlVJp\nEam/xz4ClFJlALeKyA4AD4nIsVXvb9s+EpFPAJhRSr0oIiNrHbOd+6fBHUqpKyIyAOBxETnb+Cb7\naG3bYeR9BcDeht/31F6jd5sWkUEAqP05Y/P52EpEvKgG7geUUn9be5l9tAal1CKAn6G6joJ9VPVb\nAD4lIhOoPq77kIj8b7B/rqOUulL7cwbAQ6g+6mQfNbEdgvcZAIdF5KCI+AB8FsDDNp+TUz0M4HO1\nnz8H4Ec2noutpDrE/p8AxpRS/7XhLfZRjYhEayNuiEgXgL8H4CzYRwAApdTXlFJ7lFIHUL3vPKWU\n+gdg/9SJSI+IhLSfAXwUwOtgHzW1LYq0iMjdqD57cgP4rlLqPptPyXYi8n0AI6ju4DMN4N8D+L8A\nHgSwD9Xd3P5AKbV6Udu2ICJ3AHgWwGu49rzy66g+92YfARCRW1BdTORGdSDwoFLqP4lIH9hH16lN\nm/9rpdQn2D/XiMghVEfbQPUx7l8rpe5jHzW3LYI3ERHRVrIdps2JiIi2FAZvIiKiDsPgTURE1GEY\nvImIiDoMgzcREVGHYfAmIiLqMAzeREREHYbBm4iIqMP8f3YZDOKW+6ceAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(8,8))\n", "k = 0\n", "for m in highs:\n", " ax.plot(m, ssh[m], 'ro', markersize = 6*list_of_differences[k], alpha=0.7)\n", " k = k+1\n", "for n in lows:\n", " ax.plot(n, ssh[n], 'go')\n", "ax.plot(0,ssh[0],'y*')\n", "ax.plot(range(57),ssh)\n", "ax.grid('on')\n", "ax.set_title('SSH - January 1-4')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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85Gqlfk9RWQUvj1BNoG4PTGBrQDxfT+mhdnG8kZLySp7fEKCe2KzG0VKfNbP6\n8uczfXCoJ+vS1oB4nBftIzL1erq7oU4WbJ0/AA25jKm/nmF/WDJjXNvx9hhnrqYVIIqwzjeGi0m5\nd/bBSEggCbpEK0RXU8Gyae58/IgLafkl6GtdN8MsWB/AzNVn+WZqD3558vrq0+8PXWHljOv5AV7f\ncoGnPTupR+s3oq0hJy6zsN5jQ50s2LdwEJ+Od8G4Hp/4Ed8eZ7P/ddu4k5U+258fQBcrfeatO8+v\nx6OYM9ie6X07AFApwof/hknp8STumPrdAyRum8pKkdjMQsKTcskqLEUUQQQQRcSq46Jqs+q/WPVa\n9f/atTJyghIw1dXETF+Jqa4mJrrKeu23d5OKSpHswlKyCsvIKiwlp7AMQVAlsFDIBOSCgFxW/59C\nJiATBFILK4nPKkQhkyGTgUImU71PXvv9MoFGM/4IgsCMAbb0szdh4d9BXCrOw8pAi+TcYvyiM+n2\nwX7+fWEgZ98bTt/PDwMwe40/r43sQnF5BT8fjVKbOn6Y5s7iPRdJyS1BEEApl1FUVkH/zqYNnr86\nsuMj7ta8ueYIR+IqKKu4Lshv/hPMtoB4Vs/si7ZSjoW+Fpvm9Oe1LRdYsjeC6PQCPvyfC3GZRZyK\nTOdsdCa7gpN4pEf7Bs8pIdEYt5RT9E5p6ynoxv5wkvAW+OksCGCio8RUT1kl9JqY6iox01NipqeJ\nqZ5mjddKdJQ3f05XVIrkFKmEOauglMyCUrIKS8ksKCO7sOZ2KdmFZWQWlpJTVMbdulV0lXLGurVj\nikcH+tg2ns6tuKyCL/ZFsPr0NYx1NMgqvO6VMmewPW+OdmLSCh+C41XJJkx1lex60YsBS4+oy70x\n2omraQVsDYjH0kCTAZ3NeGO0E+1vcFmsj2PHjtHJtQ9L9lzkQI0Y7dUcenWI2kRTWSny3aHL/Hgk\nkgGdTfni0e7MWH2Wq2kq3/mwj0ej24Ab5t3mfvyONQetsV9NTUEnCXozMvvPcxyOaDgTn5meJh1M\ntLE20sZCXwsLA03M9TQx19fErOq/3xkfnN37kJFfQkZBKen5JaTnl5KRX0J6fgkZ+aWq/Xkl5N0Q\nX6QaHaX8uvhX2YmzCkvVAp59E3HWVMgw0VVirKPERFeJkY5GrW1jXSXGOhrqJBLllSKVlWKt/xWi\nSEVF1f9K1V+lKBIaFo6jk7N6X62/GmXjMgvZE5JEQWkFdma6TO5tw6Re1rQzvLm4HruUyutbgskp\nKkUhU41zt08lAAAgAElEQVSyqzn5pjf/hSTVWqF58ZMxfLlf9SCo5sfpPfl0dzgZBaUsGNqZF4Y5\noKmQ3/y8Ne5Fn6h0Ptt9sc6D/dPxLjzlaave3no+nre3BdPBRIdPHnHlyZV+AEzv27FOoLB7xf34\nHWsOWmO/HghBH+A1mIyCEtLzSkkvKEEhE7DQ16KorIKU3GJS80pIzyuhtKKSikqR8gqVsBSXVVBc\nVoFSIVMJ0I2CVGu7spHjqjpFEbVwVYoi2YVllN/GopFPB2rz1P+GNalscVkFGQUqsc/ILyWtWvCr\nxb+glLQ8VcCoajE20an+r1ElzrWFWltD3mIJjm/li1RYWs6ekGS2+MfhF52JTIBBjuZM8bBhZDfL\nBkU2I7+Et7YGc+hiap3Ren1sXzAAc31NvL44qt732QRXAmKz2BaQgJOlPt9M7YGrtWGT+1VRKfLP\n+Ti+2HeJzILrLonOVvpsXzAQbaWq7X5XM5i77jwCMG9IZ5ZUPWwOvDKYLjV85O8VrVH4mkJr7Feb\nF/S5v+xn/7X6R6i3g7GOBub6mshlMpVN+AYbcH2v5TIZ8io7skxQ2X5lglC1XfVaEFS25huOV1SK\nZFaZO6pH4y7tDZjYLo8xI7ybrV/3E7f7RYrJKOCf8/FsPR9PYk4xhtoaTHBvzxSPDri0N6jzABJF\nkfV+sXz2XziiqPJauRlDncy5kpJfKzqjub4mn01wZdGOUPVo/cVhjrX81hvrV35JOSuORfLz0aha\n+2sK9rX0Amb9eY74rCKc2+mrzULRS8a22IO1qbRG4WsKrbFfbV7Qf9l2mKVnVRHrdJRyOprooKOU\nk5ZfQmpuyU2/xC7tDehuY8S19AICYrPUZR0t9OhrZ0JfOxP62ZliZajVLG29FVrjzdZU7rRvFZUi\nPlHpbPaPZ39YMqXllThb6TPVowMTelpjoqusVT4yNY+X/g4iPCkXXaWcghuSPbc31CIx5+ZRD395\nshcHwlPYFpCAs5U+X0+pO1pvrF/xWYUs2RPBfzUWH739kDPzhqhS7WUXljJ/XQBnrmaoj7tXxYa5\nl7TVe7E19qtNCXpqXjEnLqdjqqfEUl8LSwNNLpzzYZj3zUey6fkleHx2CICHu7cjLDGX6KrATdVU\n55YsKCmnsLSC+KwidezrTqY69LW9LvAdTLRbfNTUGm+2ptKcfcspLOPf4ES2+McRHJ+DhlxguLMl\nC7w7093GSF2upLyCbw5c5rcTV1EqZHUWEjlY6NXyG6+PXh2NeN7bgXe2hZBXXM7yJ3vh7WRxy/0S\nRZHvD13hh8NXANWvgONvDEVHqaC0vJL3d4Sw2T9eXf5Gu/vdpq3ei62xX00V9PtjOr0R9ocms+iG\nfIxyAaz8jmBpoImlgRaWBqpJRpXgq0S/elLsy8ndmeqh8vmNyyzk1xNRrPONBVQxPG7EQEtBWYVI\nTEYhMRmFbDmv+pJZGWgxpIs5o10tGdDZDC2Nm0+WSbQchjoaPNW/E0/178Sl5Dy2+MexLTCBg8tT\nWDjckQVDO6OQy9BUyHl3bFcGO5rz2pYgUvNKak0IR6bmo6epoJOpDmGJ9XsoBcRmM3uNP2tn92Xp\n3gieW+PPV1O6M7Fn4zlPayIIAq+M7MIYVyse+uEkaXkldPtgP7tf9MLV2pAvHu2OnZkeX+xT2dIX\n7QxDR6ng0SbkVpWQgFYyQhdFkSup+YTE5xCSUPUXn8UNv6BvSh9bY3KKyriccvPRWFPRUcrxdrJg\nlIsl3s4WGGg1nHThVmiNo4em0tJ9yykqY9GOUP69kIhHJ2O+e8ydDiY66uNZBaW8vS2Y/WEpyKvm\nMWry1hhntZgCPORqxb6w5FoPgBFdLSksLccnKoP3x3Xl2UH2t9Wv4rIKxi47qXZXfN67M2+MVsWi\n2ReaxLx1AeqyNQckd5O2ei+2xn61KZNLfRw5ehSbbh4Ex+cQWiXyYYk5FJfdm3yN1kbazBtiz2gX\nKywMbt/23hpvtqZyt/q2MyiB97eHoqkh5+/n+uFYw2NEFEU2+8fx0b/htdwaq/lkvAsf1Pg1uHFO\nf/44Gc2hi7X9y8e6WbEnJJm5g+3pr52MdyPmv4ZY5xvD+ztC1dvhn4xGR6kgOD6bR346rd5f/fC4\nm7TVe7E19qvNC3p9F6W8opKotIKqEXw2wQk5BMZm1yrTyVQHN2tDsgpLSc4pJiqttk29uXC00OPX\np3pjb1435sfNaI03W1O5m32LTM1j+u9+VFaKrHu2dq5QgKtp+by8KYjg+BzM9DRr5QMd7WLJ/jCV\ngOtrKvhqSnf0NDV4b0cIMRmqcABb5nmyMyiBdb6xDGyv4M/nR6Ihv71IGvFZhbXcJrfO96R3JxMS\ns4tqLX767rEet2zmuRPa6r3YGvvVVEFvU7FcFHIZTlb6TO5tw8fjXdm+YCCRnz/EvpcH8dXk7szw\n7ISJrpKD4SmcjswgKq0AzXrc0G56jgaW4N8Y0+NKaj7vbAu57b5I3BkOFvpsmtMfDbmM6b/7EpqQ\nU+u4vbkeW+cP4HnvzmQUlNRKeLE/LIUNz/bj0KtDsDXTZd66AHYGJfDvC158PtEVE10lU389Q0lZ\nJU/278jpxHLmrj1P0a3YAGtgY6xD1OKx6gxLj644wzvbQmhnqMXCGlmZXtl0ge2B8Q1VIyHROiZF\n7wSFXIazlQHOVgZMqbJDlldUEpmWrzbX7A1NVi/AaYzqxUKDHM1qTahWL2Ax0tFg/pDOOFnp1/K2\nkLj72JvrsXmuJ9N/9+Xx3335a3Y/3DtcvyYachlvjHZmkKM5r24KQiET6N3JmKC4bB7/w4/H+3Xk\nr1l9WXkqmuXHIvGLzuS7x3pw7I2h/HQkktWno1HKZZhqCRyJSOXJlX6snOGBkY7yJq2qH7lMYOMc\nT/aGJDF/fQB/n43l77OxhHw0CkNtDT7ZHQ6oRD01t4S5VS6PEhI1aVMj9KZSLfJTPTrwyXhXTr7p\njbfT9TjXHp2MG62jpphraVz/GLMLy1iyN4J5686z2T+OggaW50vcHTqa6rBpbn+MdJQ8+Ycf/tfq\n5vHsb2/K3oWDGeNqhV90Jk5W+ox1s2Lj2VjGLjtJr05GbJ7rSWxmoXr0/O7Yrhx8ZQgDHczIKFY9\n5M/HZKmTWdwuD7m1I3DRSPW220cHcLBQPZiqWbI3gpf+DpTS10nU4YEU9BvR0pCzamYffnq8J2Z6\nSgLjslkwtDOhH49m9TN9Gn1/fROxxWWVLN0bgcuH+/nrzLXmb7REk7Ex1mHDc/3ILyln8i9n8K2x\ngKcaQx0Nfpzek2+n9uBqWgEnr6TzzEA79LUUzPrTXzV5Oa4rAP8FJ5FfUo6tmS6/Pe3Bm320cLZS\nTbxeSc3n0eU+dZJI3wrGukqil4xlvLsq8uLTq86y6lQ0fu8OVw8e/r2QyLBvjpGSe/OFURIPFpKg\nVyEIAg93b8/BV4Ywsac1y49F8ciPp9DRkHNt6TiuLR3HyTe91bkpb4UPdoax1jeGnEbiiki0HEdq\nBE2b9psvGfl1TWyCIDCplw17XhqEo4UeK09F08VSn9leduwOTmLFsSjGulkhlwk8s/qs+tdXN1M5\n/700iCWT3DDVVZKYU8zkX86oU9ndDoIg8MO0nvz9XH8A9oUl02/xYU684a02G8VkFNJv8WGOXWo4\nIJzEg4Uk6DdgrKvk6yk9WDu7L6UVlTz2my/vbg8ht7iMDiY6/Di9J9eWjuO/l7zoYNJ4aNVqFu0I\npccnB7B9+z/W+FyjrOLeuFc+qEz16MBjNXy5+y0+zHN/+bMvNLnO6tGOpjpsnuvJwuGO7AlJ4kB4\nMh+Pd8HaWJs9IcnIBDh3LYtnVp9Ti7pcJjC9b0eOvjGUuUPsKSyp4Mk//O7Y5ObZ2ZSLn4xRb/dd\nfJjnBtkzsae1et/M1edYsveidE9JtC23xeamsLScbw9cZtXpaMz1Nfl0vCujXKxqlRFFkfisIvQ0\nFWwNiOez/y7e0jmGOVswqZc13a2N6GCizfHjx1udS1VTqb5mc9f6sz8shbWz+zLIsf4cnS3JpeQ8\ntgbEsz0wgbS8Eox1NFS5Rnvb4GZtWCu8w/mYTBZuDCIxu4gFQx3Q0ZTzw6Er6vg//exMmNW5mNE3\nBFSLSM7lj5PRdDbX40JcNldS8xje1ZIFQzvf1qQpwGe7w/njVDSgCkfQx9aEX09cVR/v2dGIZdN6\n1lpMdSe0Rve+ptAa+/VA+qG3FEFx2by9NZiI5DzGubXjo0dcMNevPx+lKIr4Xs1knV9MrUTDTaWb\nqYzBrna4WRviZm14V+LH3C2qr9miHaGsrcrXqa+l4Oy7I9QhZe8m5RWVnLySzj8B8RwMT6G0vBJH\nCz0e7W3DxJ7WWFYtEMsrLuPDnWFsC0ygV0cjFo7ows9HIzkbrZpgdTaRsf3lUWgr5ZSUV/DcX+c5\nHZmunrTsaKJDRxMdTkelo6epYP7QzjwzwO62+hyakMPDP54CVFEbd19IZNmRSPVxTYWMH6b1ZIyr\nFQfDUyguq7gtMyG0TuFrCq2xX5KgNzOl5ZX8diKKZYcj0VbKeX9cVyb3trmp2KbmFbPFP54NfrG1\nQrPeKkOdzJnSuwNejmbqxBKtkZrXLCgumwk/X18Juejhbsz2srtHLVMF+9odksjW8/EExGar468/\n2tuGUd0s0dKQq1ag7ghFFOGjR1woLqtg6d4I8kvKGdDZlJUz+rDrQiJvbg1m5gBbBncxo4eNEaZV\nSUYuJefx1f4IDl1MxdJAk4XDuzDVwwbFLS5IKquoxP9aFv3tTRAEgcV7LvJbjZE6wAzPTpRXqsII\nvznGiQVDHW75M2mNwtcUWmO/mk3QBUFYBTwMpIqi6Fq1zx34BdACyoEFoiiebexkrVnQq4lMzeed\nbcGcu5aFl4MZiye60dH05j9xKypFjl9OZb1vLEcupd5RKjdrI22e7N8Jb2dznCz1W9Xo/cZrJooi\nb/4TrA5+BuDz9rAmpX1rSa6m5bMtIIFtAar46/paCh7u3o4hXczR1FCZXILisvlfj/Y8792ZN9f5\nEJxewVP9O3HmagYachl7XvJq8Nqcu5bJ0r0RnI/Jwt5MlzdGOzHG1eq2r6Uoiry+JZitAbUXHdmb\n65KWq8ps9YK3A6+N6nJL52iNwtcUWmO/mlPQBwP5wF81BP0A8J0oinsFQRgLvCmK4tDGTtYWBB1U\neSHXn43li70RVFSKvDaqC88MtGtSIuf4rEI2no1j47m4WsvNb5fH+3XE28mCAZ1N75tclA3R0DVL\nyS2m3+LD6u2JPa35dmqPe/6wqqwU8b2awT8B8ewNSa439gvAgPYKXDp3oKS8kr/OxDRpib4oihy6\nmMqX+yK4kppPjw5GvDXGiQGdzW6rrWUVlcz5y5+jl9IaLDNroB2LHu7a5M+1NQpfU2iN/WpWk4sg\nCLbA7hqCvh9YJYriJkEQpgP/E0Xx8cbqaSuCXk1idhGLdoRyOCKVHjaGLH20e52YIQ1RWl7JgfBk\n1vvGcuZqBjIB9LU0kIvlZBbf3hDey8EMb2cLvJ3MbzmGzN2gsWv215lrtQJjVcc0uR8oKq0gMjWf\nqDTV39W0gloJK6qxMtDi5FveTY7rUlEpsi0gnu8OXiYxp5jBXcx5a4wTLu0bTnnXEIWl5Tzxhx+B\nsdlY6GuSWs/q5+l9O/L5BFdkTRh83A/fsZagNfarpQW9K7AfEFC5Pg4QRTGmsXramqCDaqS1OziJ\nj/4NI6eojHlDVImFbyVWemRqPhv8YvnnfBy5xdfd3OoL8XojmgpZvdmZOphoM9xZFdq3n53JfRG7\nvSnXrLisAq8vjpCer8rF2dFEh10vet23cwe5xWU8tuwQFzNV1+CbKT1uK355cVkFa8/E8NPRSHKK\nyhjv3p7XRjo1as67kayCUib/4kNqbgmjXa3453zd2C8Te1rz1eTujdru75fvWHPTGvvV0oK+DDgu\niuJWQRCmAnNEURzRwHvnAHMALC0te2/cuLHJnbgZ+fn56OndP6PQ/FKRvyNKOZ1YjpWuwDMumjiZ\n3FxESypEUgtFUgsrSS0UicurxCfxuqArZdDVVI6OBiQXiETn3NzPuJOBjJjcumXkAriayelhLqe7\nuRwz7Xuz/OBWrll4RgVfnru+CrKDvoynuylxNL73D6Ybyc/P52K+Fn+GlVBeCY93VTLYWnFbJqOC\nMpG90WUcuFZGhQhDOygY31mJgWbT68ooquQz32JEYHIXDTZfKiW3tHYZD0s583poNhhsrrpf99N3\nrLlojf3y9vZuUUHPAYxEURQF1V2bI4pio7aGtjhCv5ETl9N4d3sI8VlFPNm/Iy94O5KeX0JMRiHX\nMgqIySjgWkYhMRkFpOTW/klsoqvEWFGOZ1cb/te9PTuCEtkZlEBhaQVu1ob07mRMWUUlJ66kEZfZ\nsNeMnqaCfnYmHLucVu8I39FCr8o0Y4GHrfFth329VW71mlVWiry/M5QNfrHqfV3bGfDe2K4MdDC9\n5zb2aqr7lZRTxKubLnDmagZjXKxYMskNY93b8zlPyS3mh8NX2HQuDi2FjGcH2fPcYHv0mjhPcik5\njym/+GCmp8mPj/fkve2hBMXVDiXt7WTOiid7N/jr7X79jt0prbFfLT1CvwjMF0XxmCAIw4EvRVHs\n3Vg9D4Kggyo/6TcHLrPaJ7qOR4uFvia2prp0NNXB1lSHTqa66m1DbY06/cotLmNnYALr/WKJSM5D\nIRPwcjSjo4kOuUVlHAxPqZP8uCY9bAyxN9fjSEQqOUV1Qw/oaSoY5GiGt5MFQ53M7yg5R2Pc7jXL\nKijl0//C2RaQoN7X3caQV0Z2wVBbg5Uno7Ex0cbBXA8HCz06W+g1WwapplCzX5WVIr+fvMrXBy5h\noqvk26nuDHS4vYlOgKi0fL45cIk9IcmY6ip5cZgDj/frhLIJYZ/PXcvkyT/8cLbSZ82svny1/xLr\nazwcATztTfljhke9E+r383fsTmiN/WpOL5e/gaGAGZACfAhcAn5AFX63GJXb4vnGTvagCHo1wfHZ\n+F3NpIOJNp1MdelootOoJ8rN+nUxKZcdQQnsCkokMacYbQ05Ax3M0JALxGUVEppQf07MasZ1b4e+\npoIjEan1TpgBuLQ3wNvJAm9nc9w7GDfJc6ep3Ok1C0vM4d1tIVyIvx7b3FhHQx26uCbtDLX4dqo7\nnp1Nb/t8TaW+foUm5PDSxkCi0wuYM8ieV0d1QVNx++aioLhsvtgbwZmrGXQw0WasWzsMtTUw0lZi\noquBsY5S9QtPV4mRtobaPn4wPIW5a/3xcjRn5QwPtgeqfOlrhjvo1dGI1c/0rTNP0Rq+Y7dDa+yX\ntLColdKUflVWipy7lsmOoET2hCSRU1SGia4SB3M9isoquJZRQF7xzWOIzBxgS6UocvRSaoPmGyMd\nDYZ0McfbyYLBXcwxuU3zQTXNcc1EUeTfC4l8siucjILSOsfN9JRM7t2BHYEJmOopWf9sv9teat9U\nGupXUWkFn/0Xznq/WFzaG/DDNHccLPTrVtBERFHkxJV0ZqxqdMkHXdsZsOuFgSjkMjaejeXtbSFM\n7GnNN1N6EJaYy7x152stdnO1NuCvWf1qXeMH+Tt2v/FAZix6UJDJBPrZm7Jkkhvn3hvB70974NnZ\nlAvx2YQk5KClIcfaSPumAvynzzX+OhNDVoHKM+dZLzucLGuLTXZhGTuDEnl5UxC9PzvIxOWnWXb4\nCiHxOVTeo1jcgiAw3t2aE296M39o3SQP6fmlbAuIZ6CDGZeS8xjz/UlO1YhdfzfRVsr5fKIbvz/t\nQVJOMQ//eIp1vjHc7iAqt7icv2uYTDw6GWNnpltv2YtJuYQlqn6xTevbkddHdWF7YAJL9l7EzcaQ\nXS964VXDFHQxKY9tAVI2pNbO/b0SRaJRlAoZI7tZMrKbJXnFZRwIS2FHUAKnI9OpFBt2a6wmv6Sc\nX45HqeuaN6QzggA+URlcqDGJJooQlpBLYGw23x68jLm+JkO7mOPtbIGXo9ldtVkD6GoqeGuMM1M9\nOvDxrjCO1VhQk5pXwtaAeFytDUjPK+XJlX7MGmjHm2Oc7on75shulvSwGcRrWy7w/o5Qjl1K5YtH\nu6tDAjSFoLhsXtgQQHJOMe+N7cpsL7s6vuSiKFJYWkFmQSmlFZXY1xD7570dSMsr4feTqkBzcwZ3\nZs2svnxz4BJrfWPYOn8AHZspqJfEvUMS9DaEvpYGj/a24dHeNqTmFbP7QhI7LyTWEuZqBEG1iKDm\nQLu0vFIt7gBzh9ijqZBzNjqDs9GZlFZUoquUo62Uo5TL2BeWzJbz8erUbdWeM10s9e6aB4qdmS5/\nPtOXIxEpzPnrvDpFIEBoQi5mepo4W+mz6nQ0pyLT+P6xnnRr37TFX82JhYEWa57py58+11i6N4LR\n35/k6yndGepkcdP3iaLIylPRfLEvAgt9LTbP86RXx/ozagmCgK6mot55GkEQ+OB/LqQXlLJ4TwRm\neppM6mXDm2OceX2UU5MWGknc/0iC3kax0Ndilpcds7zsiE4vYGdQAjuDEolOLwBUI+5q6TPS0UBX\nqagTQOzX49cDPj03yA4DLQ0CYrM4FZlOWUUpprpKnK300VTIyCwoZeneCJbujaC9oRZDnS0Y1c2S\nQY7mzTqx2hDDnC0J+2Q0K09F8+W+S+r96fklpOeX4GChR3JOMeN/PsXro5x4dpD9XWlXTWQygVle\ndnh2NmXhxkBmrj7HMwNteWuMc72/HLILS3l9SzCHLqYwspslX0/ugaHO7f8SkssEvp3ag6yCUt78\nJxhjXSXeThaSmLchJEF/ALAz0+XlEV1YONyRkIQcdgQmsis4UZ0YO7uwjOxGsin9fjJa/XrmAFss\nDDQJTcjhaEQaRWUVGGprMNDBFG0NOWUVIjsDE9jgF4uNsTbT+3Zkao3kEi2FpkLOgqEOTOppw6ub\ng/CJup5qLjI1H1NdJXqaCpbsjeBIRCrfPuaO9T0IBNa1nQH/vuDF0r0RrD59DZ/IDJZN74mT1fU5\njNCEHOauPU9qXjEfPNyNZwbaNsuvHk2FnF+f6s2033xZsC6ADc/1o2cDI36J1ock6A8QgiDQ3caI\n7jZGvDeuK2eiMtgRlMC+0GTybyGzzp8+19Svn+jXEUcLPYITcjgUnkJucTk6SjkDOpshl0FidjFf\n7b/Edwcv08tChrJDOp72LbsoyMpQiw3P9efctUym/HJGvb/aK6adoRaBcdmM+f4En453Zbx7+7u+\nSElLQ85Hj7gwxMmcN7Zc4H8/neLdh5yZMUAl3H/6XCMhu4jVM/vg7Xxzs8ytoq+lwepn+jB5xRlm\n/XmOf+YPoPN9GPtH4taRvFweUORVC5S+ntID//dHsPyJXozqZnnLZoj1frF8tEu16Gdy7w78MM2d\niT2tCYrLZn9YCpeS8+hkqoO2Us7Z5Aoe/92P4d8eZ+WpaLIL67odNid9bE2IWjyWN0Y71dqflFOM\nZtXCnJc3BfHi34H3LN+rt5MF+14ejJeDGR/tCmfm6nOk5hUzb4g9GnKBXRcSW+S8Fvpa/DWrL3KZ\nwNMrz5KcIyWbbgtIgi6BloacsW7t+O1pDwLeH8mSSW63Vc+q09Es3BjEer9YHu1lzepn+vC0Zycq\nKsVafvFX0wr4dHc4/RYf5rXNFwiIzbptV77GkMsEnvd2IHDRSGxrBLrKKy4nr7gcfS0F/4UkMeaH\nE5yOvDfujWZ6mqyc4cGn413wvZrBQ9+fJCajkPlDOrMtMKHF2mVbNaGcXVjKjFVn2R+WzJN/+JF4\nB8lYJO4tkqBL1MJQR4PpfTuycLjjHdXz64mrPLP6HH+ciuaRHu3ZOt+T/3XWwNHi+k/7kvJKtgbE\nM2m5D+OWnWK9X8wtmX5uBWNdJcfe8GbLPM9a+/OKy9GQy0jNK+GJP/z4dHc4xQ3EPW9JBEHgKU9b\ndr/ohYWBFrPX+JOcW4yVgRbv7whtsTa5Whvy61MeRKblM3fteU5FqhYutfSvJ4mWQRJ0iXp5ZWQX\nAheNvKX3dG1nwLWl4/B9Z3itrPTLj0Xx6Ioz7IoqY4yrFXsXDuKN0U50t7ke8zs8KZf3tofS7/ND\nvLc9hPDEm4cxuF362JoQvWQsXSyvP1hKyyvVQcxWnopm/E+nuZjUMudvDEdLfXY8P4DnBtmx2T+e\n5NxiotMLWH4sqvE33yZejmZ8PsFVvR2Zls+za/wprbg3i8ckbh9J0CUaxFhXybWl4/B/v97IyHW4\nmJTLn6ej0dNS8N1j7lxbOo5z741gvPv1JMU/HonkoR9OssbnGjsWDOTUW9588HA3+tqZIAhQUFrB\ner9Yxi47yaTlp9l6Pr7ZR6eCILD/5cENmpYupeQx/qfT/HYi6p6siNVUyHlvXDfWzu6LRVUy8mWH\nr3AlJa/Fzjmtb0e6VSVnEUU4H5vFigsllFfcPGSzxP2FFMvlPuN+7pcoqiIJLt4T0WhZN2tDPpvg\nSncbQ7UHyb8HjnIww0g90Rfx6Zha/tdpeSUcupjCvtBkfKLSKasaIRpqazC5tw2P9+vY7N4YucVl\nDPv6eIPpAD3tTflmao+b5jltyWuWWVDKnL/88Y/JAsD3neFYGbZMRExRFLF7Z0+tfdP6dGDJJLf7\nJlRxc3A/f8caQgrO1UppLf1KzS3mxb8D8YvObLTsS8Mdme1lR6Df6Sb3LaeojKMRqewLTebY5VSK\ny1QjxQGdTXmiXyfGut1+UuX6uNHFsSb6Wgo+m+DKeHfreo+39DUTRZEJy33UK363zh9A704t4zue\nW1xG948O1Nr30jAHXh3l1MA7Wh+t5TtWEyk4l0SLYmGgxaa5nkR+/hBfT+lx07LLDl+hx8cHmHew\nAJ+o9CZ5tBhqazChpzW/PNWbwEWj+OXJ3kzsaU1IQg7PbwjgTI1FQ81BH1sTrnz+UL3H8orLWbgx\niJfukXujIAhsnz9AHd720RU+2L79HwUtMIFsoKXB1vkDau1bdiSStb6NZpiUuA+QBF3ijlDIZUzu\nbRSupSYAACAASURBVMO1peM4/NqQWhH8bqS4Ah7/3Q+7d/bw6qYgsqoW+izec5En//CjqIFEHdpK\nOWNcrfjuMXfOvz+S3S960ceu+ZNHa8hlrH+2X4PH/72QyJgfTuATdffdG2UyoY6HjsuH+4nLLGz2\nc/XuZMxLN3g5LdoRyt56kmJL3F9Igi7RbHQ212Pds/0I/2Q0Sye50bVdw0GwtgUm0PPTg9i+/R+/\nnbjKqch0un6wj9HfnSA1t+FFLkqFDFdrwxZLmzfQwYzoJWNZ/kSveo8n5RTzxB9+fP5fOCXld9e9\nsYulPs971w4ZPOjLo5y4nNbAO26fl4c7Yq5d26T14t+B+F5t3l9GEs2LJOgSzY6OUsG0vh3Z85IX\n2xYMqOXC2BiXUvLou/gw7p8cICwxp/E3tACCIDDWrR0XPxnDDM9OdY6Loiq2zfifThORfHfdG18c\n5khHEx3szXR5qr+qbU+vOssPh64063lkMoFF/WtPBJdXisz+8xyRqfnNei6J5kMSdIkWQxAEenU0\nrjKVjGBKF40mZz3KLixj3LJT2L79HwfDU+6J+6C2Us7H410J+3g0fW3rmngiqhJobL1Setfap6Uh\n57MJrlxNL8BUT8kvT6pS+X536DITl59u1hW3BpoC62bXNkEVlFbw9tbge5bgROLmSIIucVcw1dNk\nnL2Sc++NYOUMDwb9v737jq/x+gM4/jnZ24wQK2LHSMyGGAlBiNbooqpDW2p0oBRFzSat0dKi9av5\n+7VGa7RmrIiZEERCJEREhJAIEgSJ5Pn9cSOybnITN+s679fL6+Xe+4xzPPLNc89zzvfbUPPCyZ+s\nDcR+yk5WH71S5AeBUbcf0vNHPz5cdYLf/C7zV+A19l+4xZnou0QnJPPgyVO1wdDc2ICNn3YgbLZH\nnp9vu5yK/ZSdJbZkvksja15ztGWp72Ua2ljg+5UrAGei71Fv8k6tztvv1LBqrspQgVfvsjHwmtbO\nIWmPzLYolSh9PUH3pjZ0b2rD1YSH/BEQzfJDkQXvCMzYFsqMbaEM72LPex3qUquS5hV2biU95uKt\nB1y89QDfcPVjzjZWxlQxN6ayuVHmnyrmRthYmdCsphWX5vYmOCaR15cdy7VvR+8DTOjVmNFuDTRu\nV1FN7dsU3/A4vtkSwrpPnAmd1QuH6T4ANJm2m8MT3aitpQpE43o04sil24Rcfz4ENmlzCN2b2mBt\nqXnVJan4yTt0qdTUrWLOlD5NCZvtwfw3HTEz0qw83PJDkXT63pfRf5zmVMaCm4K8Yl+FM9N6MKFX\nYyzyqOjzzK2kJ4TGJnEk4jaHL8Wz6VQMC/ZeZOKmYDwXH6H5tz7M2RHKe3mMrQPM8wnHbtKOYs9e\nWM3ShEm9m+AfeYfNp69jZmTAFa8+NMuoxtT5B18Ohsdp5VyG+np5PiRuN3dfZsoEqWyQAV0qdSaG\n+rzRphahszz4d4wLPR1sNNpvR0gsry87Rv8lR/n37A1SC1imXsnciNFuDTg9rQdL3mnNex3q0rJW\nBQz1816gdDc5lftPnuJUuyJLh7Rm0SAnhjrXxVBPj79P5V9Q2dlrP82m7yYhxwrULWdiGLchSCtj\n3YPb1aF1nYrM2RHKnYcpCCHY8XlnPu+m+obwwaqTLNgTXsBRNFO7shlL3skd1BtN3SWDehkiV4qW\nMbraLyhc3+4lp7Dh5DW8dhWcZuCZGhVMeK+DHe+0r1OoUm2PU9MIjU0iKPoeQdfucehSfL4VnH56\n2wmP5tWJvpNMcEwiuwLOsz86/7H9dZ8442xfmf5LjnI2RjV0ETG3NwYvOP0y7GYSfRcfYUCrmszL\nssDL72I87688AYBDDSt2fN6p0Ctr87pekzeHsO5EdLb3WtSswNbRLiVe0q+oyuPPmFz6X07par+g\naH1LT1c4HHGbaVvPEa3hIhrTjDv+D1zsipz7JeHBE4JjEgm8eoclvuozHdpbmzOuhULfnm7cfvCE\ntnP25XvcGhVMiM0yHHNuZq98h4A04b0rjF/9LjOhV2NGudbPDNzX7z3CxftA5nY5c+cUJK/r9Sgl\njX5LjnDxVvapi72a2bB0SJtyEdTL48+YXPov6QQ9PUHXRtYcmujGka/dGPJKnQL3eZSaxn/9r9J9\ngR/DVp/kyCXN0g1kVcXCGLcm1ZjQqwlR3p5c8erDgfFdedc5+/kj4x8y5kAyXrsucDXhIZHf9eGf\n0S5qc63E5hhbb/6tD/2XHOWH3WGsPxFdpOmA43s2or+TLfN8wpm1PTTzGDUrmhI+5/nMnCbTdr/w\nylJTI31+eac1OeO2z/lbTPj7rBx+KWXyDr2M0dV+gfb69uRpGjuCYxm38azG+zSpbskwl3q85mRb\nqLvU/ETGP+DrTcHcTEgk9qHC03SFqhbGuDetRg8HG+pbWzBw2THuPNS8WETzmlZsHeVS6KGY9HSF\n2TtCWXU0in5Otsx7wxEjg+fHePPXY5yMUj1AXvF+W7o3Lfg5RX7X68+AaKZsCcn1fj8nWxa+5VSm\n79TL48+YvEOXdJaxgT4DW6vyx+z4vJNGmQfDbt5n4qZgWszwYeHei7keVhaFvbUFf33akdkuppya\n1oNFg5x4xb4y24Nj+WhNIH0WH6adXSXaFiIz4rnrSYz843Sh55Lr6Qmm93VgQq/G/BN0g4/XBpKc\n8nxc/69POzLRQ5Ux8aM1gfy492Khjp/T4Pa18WxRI9f7/wTdoP6UnaVWo/VlJwO6VK41s63AppEd\nCZ7Rky/dCy6bl5qmsHj/JdrM2ccPu8NIeqydwFPB1JB+TjVZ8k5rTk1zZ82w9pnFsgM1nFr5zN7Q\nWwxbfbLQ5fiEUNVP9R7YgiOX4nnnPwGZCdAARrk2YN0nzgD8E3S9UMfO61zfDWxBTTV54h1n7WH2\n9tBCfTuRXpwM6JJOsDIxZESX+mqnIOZl6cHLtJyxhy/Xn8l2N/uijA306drImrkDWnB8Unf+Ge1C\n35a572bzc+xyAm/9ejxbQNbUoPZ1WPZuG0Jjk3jj12Ncz7KCtUP9KkR+14ddX3Qp9HFzqmBqyOLB\nrdQOr6w4coWP1pyUVY9KkAzoks4wNdJn0aBW2QpR58Uyx6ySrUE3cJjuQ9d5vsQmanf5vp6ewLF2\nRX55pzWHJrhRt4rmqzdDY5NoNXsvVxMeFvq8vZpVZ+2w9sQlPeGNZceyla/T0xOY5ljE9dO+iyze\nf0ltCmN12tStxPiejdR+fib6Hov2azdxmKSeDOiSTunTogY+X3bht6FtcMxShDqr+2qGMq4mJNPB\n6wB2k3awPfiG1tPj1qlixsGvXFk0yCmzWIUmus47yKRNwYUeHnK2r8KGER14mq7wxq/H811Vezr6\nHgv3XsR9oR87Q2ILNSvo0y7188yD36S6JaCqIxsg0+6WCBnQJZ2jpyfo1aw6W0e78L+PXqGDfZUC\n9zHPccc65s8zNJ66m2+2hHAm+q7WshgKIejnVBO/Ca683ba2xvutP3mNljP2MN8nvFAPdB1srdj0\naUcqmhky5Hd/fPNIB3D+RiJnMoJ9bOIjRv1xmnf+E0DMfc2GSvT0BAvfcqRKjkya1+4k454xm+bt\n5f7cS5bj6cVNBnRJZwkh6NSwKuuGO7NpZEfcm1ZTu+1DNUMNfwREM2DpMbov9GOJb4TWhmQqmhnx\n/Rst2TDcmVqV1BegzukX3wjazNnHzG3nNW5LnSpm/P1pR+pbW/DJmkC2nMmetiD23uPMby3GBvrM\n7t+cCzeTmH7sETP+Pa/RjJVqViYseCt7KcKHKWlE33mY+QvVadZeOU+9mBUY0IUQK4UQcUKIczne\n/0wIESaEOC+E+KH4mihJL65N3Ur8/n47dn3RmdccbXMtjClIZPxD5vmE09H7AO/+HsCWMzFaeZD6\nin0V9o/vyhfdC56hk9Wqo1F08DrAuI1BRN0ueIzd2tKY9cOdaWdXmbEbzvLdzgvczxjCcXewwWtg\nC0C1KKuBtQW+411xrWXA2uNRuC04yLoT0QUGY9fG1RjexR4gcw78xVsPqGZljHHG6y4/+Baqn1Lh\naHKHvhrIlghaCOEG9AMcFUVpBszXftMkSfua1rBi8eBWHBjvyuD2tQs1KwZU1YqORNxm7IaztJuz\nj6/+OsuFhLQXKvhgbKDP2B6N2DeuK81rqi/bl5fNp6/jOv8gQ1cEFFg9ydLEkFUftmNQu9osPxRJ\ntwV+/BV4jfR0hcHt63BgfFfqW5vz7ooA/j17g6EORmz7rBMNrC2YvDmEfkuOcOrqnXzP8VXPxjjW\nqoCiKFiaqB4+/xN0g8m9mwCqdARbz7zYlElJvQIDuqIoh4CcV3Ek4K0oypOMbbSTp1OSSohdVXO8\nBrbk0EQ3hrnUwzRj9ai5kX6hZqLsPneT708+pss8XxbuCSfmbtGX1jeoZsG/ozvx/estNN6nqoUq\nH/nhS7fx+Okw7/4ewJlo9Q8/TQz18X69JVtHu1CzoikT/g5mwNKjnI6+i721BVtHu+DW2Jpv/z3P\nynMpNKhmwYYRziwe3Irb91N4fdlxxm4I4paauq9GBnr8PLg1xgb6mTNmjPT1mLvzAj+83hKALzcE\nkfhILjwqDkUdQ28EdBZCBAgh/IQQ7bTZKEkqKTUqmDL9VQeOfO3GZ90aoKcnuJqQTKs6FRnYqma+\nS9gfpqTx4MlT6lrpUa+qOT/7RtBtvh+zt4cWaf44qB4wvt2uDoFT3XFrbF3g9rcfPOE1R1uc7VUl\n8o5E3GbA0mMMW32S8Jv31e7nVLsim0d2ZOFbjsQmPmbg0mOM2xBEckoay4e25bNuDTh8/SldfvBl\nypYQ2tlVYv/4roxxa8CO4Fjc5h9k2cHL2WYCPUpJY+WRK5gb6+M1sAX6eoLZ/Ztz4pvu2FiZ8OO+\ni7zmaAuA48w9Rfr3kfKnUS4XIYQdsF1RlOYZr88BvsDnQDtgA2Cv5HEwIcRwYDiAjY1Nm/Xr12ul\n4Q8ePMDComiZ9MoyXe0XlI++PXqqcCA6FZ+oVJJSoGFFPZxtDbjzSGHHlfzvKptW1qOiscA/Ng0T\nA/CsZ0gPO0OMCzmsk1VI/FMWnMo+q8XaVBD/KPuPmp4AF1sDQhPSSHj8/LPONQ0Y0NCQyibq790e\nP1XYHpnK7iup6OuBh50h3esYEhz7kN/Dcre9dTV9TsepArmNmWBwEyOcqhkQn5zOhEOqB7WrepmR\npoBBxi/EqMQ05gQ8pnElPc4nqGbPeNgZMKhJyVc8Kg//D3Nyc3PTXvrcPAL6buB7RVF8M15fBpwV\nRVFf2wuZnEsTutovKF99e5yaxsbAa/zmF8n1e49oWsOK0W71qVfVnCG/B+SbLx2gdZ2KnI6+R3Ur\nE8b2aMjrrWsVOff5o5Q0OnjvL/CcoBq2qV3JNFeZvRFd7Rnl2iDf+e/RCcnM3RmKz/lbGOnr0c5G\nj2E9nPhkbSAFPSLo1qQa0/o64Db/IABj3BrwVa/G2bZZfyKaSZtDeK9DXdYevwrA/vFdi5ziuKjK\n0//DZ4o7OddWwC3jRI0AI+B2EY8lSWWOiaE+73Ww4+AEV+a/6ciTp2mM+fMMY/48w/iejQmZ0ZMf\n33ZUu//p6HsAPHzylK83hdB70WH2ht4q0nx2UyN9gqb3zCwvl5+IuOc1U7OW9PvNL5IuP/jyn0OR\nahN/1alixm9D27JvXFcGta9N4K2nfLQmkGa2FaiYpWBIO7vcycYOhMXhNv9g5pDKL74RXLyVfchn\nUPs6vNW2FmuPX8UzIxVC9wV+WpvjL2k2bXEdcBxoLISIEUJ8BKwE7DOGXtYD7+c13CJJ5Z2hvh5v\ntKnF3rFdWTakNZYmBkzbeo6OXgcIjknE9ytXlvcwK3BV6qW4B3yyNpC3fst/xWZ+No3syC/vtMK+\nqrlG2yfnmFuf+CiVuTsv0GfRYQ5fisdu0o48k3Q1qGbBrH7N+dHVjOl9HUh6nJrt20FwTKLaDJf/\nnr2R+feePx7KlUrAOWNO+o7g2Mz3BuZRcFsqmgJLpSiKMljNR+9quS2SVGbp6wl6t6iBR/PqnI6+\nx9rjUfzP/yqrjkbRoqo+4/o2o2sja/wjE3jn9wC1xzkZdZfXlx2jVzMbJno0KdRwg4mhPn1b2tK3\npS2xiY/o4HWg4J1y9CEtXSHy9kM+Wasa+vxifRC1KpnlGaDNDAXDOtXjg452+F2MZ9WxKA5djOfJ\n03ROXb1Lncpm1KpkyrHL6pf1D1t9knXDnbnzMIXp/5xje5ZA/syZ6Hv4hsXh1kT9wi9JM3KlqCQV\nghCCNnUrsWhQK45O6sZY90Zcu5/Oh6tP4rbgIKGxSZz9tidnpvXga48mao/jc/4W3Rf4MWVLCHFq\npgDmp0YFU6K8PZnq2VTtNqaG+kzq/bwNaekKDjVUwzaPU58v63992TGu5LM4SU9P4NakGmuHtWf/\n+K580NEOcyN9ou8k8yg1jaHOdWlfr3Ke+x6PTMBu0g56/uiHz/mbTOjVmPA5HthWMMm23YerTxY6\nMZiUmwzoklRE1SxN+MK9IfO7mvLz4FZYWxgzZ8cFnL/bz7w94XRrUo2Iub1ZNqS12mP8GRBN++/2\ns2BPeObKzcL4uLM9Z7/tmednj1LT8N4Vli1nTGhsEq+3rpVrW7f5BzVKJVDf2oIZrzXDf0p3Zrzq\nwL3kVP7rf5Urtx/Spm6lzBWhnjnSBd9+kMKILvUZ7dYAYwN9jk7qRs6a1U2n7y7w/FL+ZECXpBdk\noCd41dGWv0d2ZPtnnXjVsQabTsXQ66dDDF1xAiEgYm5vtn/WSe0xfj4QQYsZe1h55AopTwuXP7yC\nqSFR3p7Me0O1cKdejjH2DYHXqG9tTmMbVfbDTadjcG9qQzXL7FMGO3gd4LaGib8sTQz5wKUe+8d1\nZfWH7Whma8Wpq3d5ktH2HXkMrfziG4HdpB1ExN1HCEHE3D65tll6MEKj80t5kwFdkrSoec0K/PCG\nI/6Tu/O1RxOi7yTz6f9O0+UHX/wuxnN6Wg+2jOqodv9Z20NpNHUXGzOW5BfGm21rE+Xtie9XroTM\n6MnA1jUzP7sc/5DwW/dpXaciAPsu3CLpcSr9nGyzHaPtnH2FyoqopycwMdSnspkRB8Z3ZXgXexoU\nkI/efeEhjl9OQF9PEDjVPdtnP+x+sdW2LzsZ0CWpGFQyN2Kka30OTXTjt6FtqGdtzjyfcJy99vNH\nQDTbxnTiz09eUbv/xL+DsZ+yM1dmRE1Zmhiy8C0n1g93zvb+6eh7mePXj1PT+SfoBm+1zT4E4zRr\nL5fjH2h8rt3nbrL5zHU8fjrMlD5N2TeuK8cmdWN2/+Zq9xn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lon=599\n", "lat=125\n", "with nc_tools.scDataset(Jul) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2Pvl1o3ltkLhw0Wj1xo26TKVZEqux8tRlUaycHjhs5sKJSJtGy79+Ps57O0qH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\n2+OyWXEojYj4bDQC+nva8fRIX8zzTzNmRPC/um92UQXb4rLZFnue3Ym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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Jan) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cIGH+aq+GFYOxODOaf1w3oU/5AZdL5O2d5Ty7vhCVXMaLN0zgivExmGxO1hyq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Feb) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qMcTXnrVRGVRe5XiK0lzVd7aMfe1Xd2rG23+5ZL878Cdwn5TyssSv3BxbUwPe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\nB2/NF23Vc+OSdC7PTxr3kEMPbp/ES5sqQjpChRm1nJsTx6qceE4ZwKG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Mar) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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P3OzDjicnMMLDkjc3xXHLpwc4llbc4rhpAQ6EvziJqFcm86+p/Zqee297Iv1f3srA17aR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\n8I8wLN0wWro+GF6N7V1aKhrb+d+pKt7ZlUdJfRtjfBy5fXooi+J8DC6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Apr) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4kz8v0v87/ypVNSUk/suo1NxE4kUmu6CYpMwCbmUWkJRZQFJWAbcy84lKziH8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(May) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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e6Ep1nYLfTqWy41Im1Y2Kd2hpyHhruBdT7vHCpKZu2OMJ+UxuVNPUyUwPT2sD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\nGszazZwdF4h6mJzHFbJf7+CH3fhsYJPieDuAOuf80/6N6V3AGjQ9lxz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Jun) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aDo8CQXlECPpj4NLQGq9iuvgAfPn3ZYatOktEXMVbrY9qV4vZA504HRxDJ8eq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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Aug) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QgEXvP35A+OVfAairKArm5A8G3aXzEnei4tNw+8q52PcZvvEsZtNcuZuYTt3q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\nT+KRlVHs+dc4PB0NV/4Xf9dl0FtbOXi6tsdiarK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Sep) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Alw/05PKBnry3Jp1J72zkyWnh3DTM95LtvzkXUmfynRvvGJYd72Nos/0ZIAaY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\nxFkMbCzp3gDflb//ODx8oN6JzaTn2nPHjWTII0ISgxDirHP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Oct) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/f9VEmR+AGKXUYGwJ/0bg5lbuTwjhgCprzHyedJrffZVct+zxz/bbtY3xA/35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\nxXHhjAr1azBTVUW1mX/vMzZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Nov) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AxztOsz2jAntLE16Y1Jd7h/jrVa52hkRWPTSEQQGOfLM3l68Scrl7sK+e/3pe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\nrE9nW30x8sZWDfdND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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc_tools.scDataset(Dec) as f:\n", " t = f.variables['votemper'][:,6,lon,lat]\n", " s = f.variables['vosaline'][:,6,lon,lat]\n", " plt.plot(s,t)\n", " plt.grid('on')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# T-S plot maker with scaled markers" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def make_TS_with_scaled_markers(files,lon,lat, depth,end_time): \n", " with nc_tools.scDataset(files) as f:\n", " t = f.variables['votemper'][:end_time,depth,lon,lat]\n", " s = f.variables['vosaline'][:end_time,depth,lon,lat]\n", " ssh = f.variables['sossheig'][:end_time,lon,lat]\n", " lows = []\n", " highs = []\n", " start_point = 0\n", " interval = 9\n", " target = 'low'\n", " while (start_point + interval) < (end_time - 1):\n", " if target == 'low':\n", " low = np.argmin(ssh[start_point:start_point + interval])\n", " lows.append(low + start_point)\n", " start_point = low + start_point \n", " target = 'high'\n", " elif target == 'high':\n", " high = np.argmax(ssh[start_point:start_point + interval])\n", " highs.append(high + start_point)\n", " start_point = high + start_point \n", " target = 'low'\n", " list_of_differences = []\n", " if len(lows) > len(highs):\n", " for n in range(len(highs)):\n", " difference = ssh[highs[n]] - ssh[lows[n+1]]\n", " list_of_differences.append(np.abs(difference)) \n", " else:\n", " for n in range(len(highs)-1):\n", " difference = ssh[highs[n]] - ssh[lows[n+1]]\n", " list_of_differences.append(np.abs(difference))\n", " fig,ax = plt.subplots(1,1,figsize=(8,8))\n", " k = 0\n", " if len(lows) > len(highs):\n", " for m in highs:\n", " ax.plot(s[m], t[m], 'ro', markersize = 6*(list_of_differences[k]+1), alpha=0.7)\n", " k = k+1\n", " else:\n", " for m in highs[:-1]:\n", " ax.plot(s[m], t[m], 'ro',markersize = 6*(list_of_differences[k]+1), alpha=0.7)\n", " k = k + 1\n", " ax.plot(s[highs[-1]],t[highs[-1]],'r^',markersize=20,alpha=0.7)\n", " for n in lows:\n", " ax.plot(s[n], t[n], 'go')\n", " ax.plot(s[0],t[0],'y*', markersize = 20)\n", " ax.plot(s[:],t[:])\n", " ax.grid('on')\n", " ax.set_title('TS plot at depth=' + str(depth)+\", at lon=\" + str(lon) + \", lat=\" + str(lat))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# January 2015" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GXgzv1rpWrlFbUnOLePu3ULYEJ+Hr4cai6SMZZGNDvEpF64y8/cXfxGTk88SY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\nsyueYR6d+XhWIN0dW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Jan,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Febuary 2015" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YlFwy8439tAO83Xlnch+sGv6+bB/peUX89OjwkuuFV8KSg0uYuWomeaY8vM0j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\nbMmFCxRtZF2IkJW/knazslsiP5sL1OviH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Feb,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# March 2015" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PnZfE0l35zP9yBx/Pm4iDQ/dUZY6JDeDrOyfz7a+5vLV2P498nYqbI6yv3sn1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\nyZ1i9QrVjivQqga0wln3I8L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IX5IjfBgU7tMlLYt7k7IaE08vTue99VmAcd43TIzFz8OZ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\n7Q4m1NeDuK6B/Gd1D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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Mar,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# April 2015" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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NUUoxukNFPJ3tGTRnO/G3jXuda5TMz0dPVWTt4csMW7An2yfJSFKukCeLX6mf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Uhgcjdf3qlpwSdrD5G8r2zPmUgkrwn+3MOX/Zfu0WF6SuWkOQ0MYNw4uHNHrvT1D8TI+OT6Hr64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\n6SlV0p/8bSSshhnJQ8KYFRlAJ3+7N3Yd6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N+yotW9RTJ+N/EiGTmp4u3EyiENqOPryusL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\nb7preDlm9Azl6IWbtJ4YzcE85vkKfXGW0a1qserNpwgr785nf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Apr,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# May 2015" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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W789QIxzfdjx2VjbEWk4hTr8RAPvUVgQ5THzgyT3uJluZvO6IyXWHtvDhkRqu\njF19gCOXC3ZmsvxWwckGnYLvNx1nefi5oi6OEKIUkaD9kHq9fU2eb+nD3B2nmbDm4L3A3bdeX35+\n8meqOHtx1XIK2IQAEH7cmrG/H3igJl+/Sk4MbObNrG2n2H7sSo7r6nSKiT38cbSx4JVFEfcNVyvO\n7KwsqOVhmMf8vZVR7JJOdUKIQiJB+yGllOLdx2sxsJk30/49yaR0td++9fpy6rVTpI1J4fiHY+6l\nPJ29/RRf/vVgTb7vdKyFj5s9by6L5MadnJvJyzva8OWz/hy6dItP1xx8oOMWtsDKzuh1Cq+ydjw/\nP5xTmeY6F0KIgiBB+yGmlOLDznXo3ciLbzce47uN94+P1usUE5/150l/Q+D+YfPxLNczl62Vnkk9\nArh8K5GPV5vON97atzyDm1dlzo7TrD9wOc/HLWyBlcuSmqYx6onaKGDw7FBu3M75JkUIIR6UBO2H\nnE6nGN+1Ht0CK/HV30eYtuXEfetY6HVM7uF/b3awr/4+8kDzYAd4OfNi6+qs3H2etftMzzL2zuO+\n1KlQhreWR3I505SjxVWAlzMAV28nMbVfMGev3WbE/HCSUiTbmxCi4EjQLgV0OsUX3evTqX4Fxq85\nyNwdp+5bx0KvY0qvADrW9QBg3O8HWLgr7z27X25TnXqVnBi1ah/Rt3IOxNYWer7pHUhCchqvL9lz\n31C14sjH1Z4yNhZEnLlOo6rl+PyZ+uw4EcsHv+yToWBCiAIjQbuUsNDr+LpnAO3ruPPhr/tZEnp/\nQLbQ6/iuTyDt67gDMGrVXlZF5K13tKVex+Se/sQlpjBq5V6Tgax6eQfGPFWH7cdjmbrleJ6OWZh0\nOkVA5bJEGFO3dmvgycttqrMk7Cw/Z9GaIYQQ+UGCdiliaQzKj9Z0492VWQdkC72OH/o2oE2t8gC8\nviTSrCburFQv78g7HWux/mA0S82Y07tHsBed6lVg0t9H2HP2ep6OWZgCvZw5cvkWccYZ1l5vV5NO\n9Svw2dpDrM1h1jMhhMgrCdqljLWFnqn9gmjq48LIpZH8EXV/QLbU65jaL4iWNd0AGDF/N5sORefp\neIOaedPUx4Wxqw+YnJZTKcWEbvVwL2PDK4siuGUiSUtRC6zsTJoGUecMNxg6Y6c+f09nXlsSwd5z\nN4q4hEKIh40E7VLIxlLP9AHBBFUpy6uLI1iXRa9tS72OGQOCaVbNBYBBs0PZfjznsddZ0ekUX/Xw\nR6cUI5cMnXzhAAAgAElEQVRGmnxe7WRryZReAZy7dpsPfzXd+7wo3e2Mlr5VwMZSz7T+wbjYWzNk\nTigXb9wpquIJIR5CErRLKTsrC2YObEjdSk68uGA3/xyJuW8dS72O2YMa0dC7LAB9pu0i/HT2029m\np5KzLWOeqkvIqavM2Gr6eW+wdzleaVuDVRHn8/xMvTA421lRo7wDU9YfZcjsUBaFnCH6ZgJujtbM\nGBjM7aRUhswOI97YfC6EEA9KgnYp5mhjydxBjahe3oHhc8OyrElbWehYMLQJ/sZa5TM/bmff+dw3\n+3ZrUInH6rrz1V9HOHzJdNrSl1pXp5F3Od5ftY/TscU3ccmPzwXRu1FlDl26xXsr99Jowga6fr+N\nDQejeaVtdQ5dusmri0tGj3ghRPEnQbuUc7KzZP7QxlRxsWPonDDCTl29bx0rCx3Lnm9KnQqG1J2d\nv92a63zhSikmPF2PMrYWvLZkj8nxzBZ6HZN7BaDXKV5ZFFFsxz8ber3XZes7rfnz1UcY2b4mmqbx\n5V+HmbDmEGkarD94mS7fb71vnnMhhMgtCdqCcvZWLBjaBI8yNgycFUpkFj23rSx0rHqxGdXLOwDQ\nYfIWTuYydaeLgzWfdqvPwYs3mbLB9KQilZxt+fyZ+kSeu5EhDWtxpJSidoUyvNy2Br++1IJdo9oy\n4el693rh7zt/kxqj/+TVxRH8HnXB5ExoQgiRFQnaAgA3R2sWDmtCOXsr+s8MYf+F+5vArS30/PFK\nC7zK2QLQ+qvNnLuWc4/wzNrXcadHsCc/bj5O+On7a/WZPV6vAr0beTF1y3G2mZiEpDhxL2NDn8aV\nmTmwIVFjOtz7/tc9F3hpYQRB49bRb8Yu5mw/xfnr0llNCGEeCdriHg8nGxYOa4y9lZ5+M0KybAK3\nttCz/o1HKe9oDUCLzzcRncvUox90rkNFZ1veWBppVietDzrXwcfVnteX7CE2LjFXxyoOythYsndM\nB3zdHbG30vNZt3oMbl6V89fv8NFv+2n+2UaemPIvk9YdYe+5G5JRTQiRLQnaIgPPsnYsHNYEC52i\nz7RdnIiJu28daws9W95ujZOtJQCNJmzIVTB1tLHkq2f9OXP1Np/+aXp2LzsrC77t3YDrt5N5Z0VU\niQxqjjaWzBgYjK2VBT9sPs7wlj5sHNmKDSMfZdQTtXCwtuC7jUd58rutNP10I+//spfNh6NJTCk5\nU5YKIQqeBG1xH29XexYOa4ymafSZtoszsfc3gdtY6tk1qi3WFoZfoaBP1pucijO9Jj4uDG1Rlfk7\nz7D5sOnELXUqluG9JwzZ1ebuOG3+yRQjnmXtmNY/iMs3E3h+XjiJKalUc3NgeMtqLB3RlLD32/PV\ns/4EeDmzcvd5Bs4KpcHYdbwwP5yVu89xLT6pqE9BCFHEJGiLLFUv78j8oY1JSEmlz/SdXMjiuauN\npZ7Ij/57Xuv/8d/3UnqaY2QHX2q6O/D28iiu3zYdkAY286ZNrfKMX3OQgxdvmn2c4iSwclkm9vAn\n7PQ13l2RMSd7OXsrugd58lO/IHZ/0J5ZgxrSNbASu89c442lkQR9so4eU3ew60RsEZ6BEKIoSdAW\n2apdoQzzBjfmxp1k+kzbmeWzaxtLPYfGdbz32e+jv0hINq9J18bSMPf2tdtJvP/LPpPrK6X4snt9\nnGwteXlRBHeSSmbTcef6FRnZviarIs7z7cZjWa5jY6mntW95xj9djx3vtmXV/5rhXsaGkJNX2VqC\nOuQJIfKXBG2Ro3qeTswZ3IiYW4n0mb6LK1k8u84cuGt9sNbsZ7F+lZx4rV1Nfo+6yG+RF0yu7+Jg\nzaQe/hyLjmPcHwfMP5Fi5qU21ekWWIlJ646w2sR5J6Sk8sPm41y8kcDAZt681q5mIZVSCFHcSNAW\nJjWoXJaZAxty7tptnpu+K8umbBtLPQfH/he4fd9fS4qZyUSeb+lDYGVn3l+1l0s3TPdEf6SGG8+3\n9GHhrjN5noGsqCml+PSZejTyLsfIZZHZpoeNvplAz6k72XDwMh89WYcxT9VFr1OFXFohRHEhQVuY\npbGPC9P7N+TElXj6zQjJMjmIrVXGwF3z/T/NSt9podcxqUcAyakaby2PNKt3+MgOvtT3dOKdFXuz\nfN5eElhb6PmpXxAVnGwYPjfsvlnQDl+6xdM/bOdYdBw/9wtmUPOqRVRSIURxIUFbmK1FDVd+eq4B\nhy7dZODMkCw7ndla6Tkw9jEA0jRD5zRzgnBVV3tGdarNv0evMH/XGZPrW1nomNIrkJTUNF5bUnJz\ne5ezt2LGgIYkp6YxZE7ovZuhLUdi6P7jdpJT01g2oint6rgXcUmFEMWBBG2RK21qufNt7wZEnrvB\nkNmhWXYGs7OyuBe44xJTaDRhg1mB+7nGlWlZ040Jfxw0K0VqVVd7xnbxI+TkVb7flHWHrpKgenkH\nfnwuiBMx8by0MIL5O08zaHYolcra8suLzfGr5FTURRRCFBMStEWudfTzYHLPAEJPXWX4vLAse4vb\nWVmw/2ND4I65lUibif+Y3K9Sii+eqY+VhY43lu4x65l4twaV6BJQkSkbjpqVFrW4al7dlXFd/dhy\nJIb3f9lH8+quLBvRlIrOtkVdNCFEMSJBW+TJU/4V+aK7P/8evcKLC3ZnOQuXvbUF+4yB++SVeDp/\n+6/J/Xo42TCuqx8RZ67z0z/HTa6vlOKTrn5UdLbhlUV7cpXgpThJSE7NMJSrZQ1XHG0si7BEQoji\nSIK2yLPuQZ6Mf9qPDYeieXVxRJY1Ywdri3sTZuw7f5MeU3eY3O9T/hV50r8iX68/atbc3Y42lkzp\nFcilmwmMXrW3xKU5jY1LpM+0nfwRdZF3OtaifR13Jqw5yMZDl4u6aEKIYkaCtnggfRtX4cPOdfhz\n3yVGLovMskNYGRtLIj80BO6Qk1cZNCvE5H7HdamLi4MVry/ZY1aylgaVy/JGe8N472Xh53J/IkXk\neEwcT/+wnf0XbvJj3wa80KoaU3oFGKb5XBhRYjO/CSEKhgRt8cAGt6jKOx1r8eueC7y7Ioq0LAK3\nk50lER+0B2DT4Rj+tyA8x30621nxRXd/jkbHMfHvw2aVY8Sj1Wjq48KY3/ZzPIuJToqDBXsX4P21\nN7qPdXh/0Y7O324iPjGFRcOb8Hi9CoChP8CMAQ1xsLFgyOxQom/lbhY1IcTDS4K2yBcvtKrGq21r\nsCz8HB/+ti/LJuqy9laEjm4HwJq9l/h87aEc9/loTTeea1KZ6VtPstOMfNt6nWJyzwCsLXS8siii\n2M2QtWDvAoavHs7pG6exS2mFdvUlbqVcYGC7KzSoXDbDuh5ONswY0JBrt5MZNje8xKZsFULkLwna\nIt+81q4GIx6txvydZ/jkj4NZBm43R2t2vtcWwKze4aOeqE2VcnaMXBrJrSwSumTm4WTD58/UZ/+F\nm3y51rwaemEZvWE0CUkWOCcPxDV5JIm6A1y0GsnEXe9lub5fJSem9Aog6tx1Ri7bk2ULhhCidJGg\nLfKNUop3OvoyqLk3M7ae5Mu/DmcZuD2cbDj1WSdGd6pjcp92VhZM7BHAxRt3GPe7ebnGO9T1oF+T\nKkzfepKoGPNnHSsomqax+8w14mOewTNhNk4p3YnT/81lq49IU/GcuZF9MpkOdT147/FarNl7iYnr\nitdNiBCi8FkUdQHEw0UpxYed65CYksYPm49jY6nnlbY1HmifQVXK8kKrany/6TjtarvToa6HyW1G\nd6pNyMmrTN97i94dE3FztH6gMuTF7aQUfttzgXk7T7P/wk3sVVNu6v8izuJPknX/BerKTpVz3M+w\nR3w4ERPP95uOU9XVge5BngVddCFEMSU1bZHvlFJ80sWP7kGeTFp3hKlmjLc25dW2NalToQzvrdyb\n5UxjmdlY6vmmdyB3UuDNZZGF2rR8PCaOj1fvp/GEDby7ci+paRrjn/bjw2cTSbSflyFg21naMb7t\n+Bz3p5RiXFc/mlVz4b2VUTKfthClmARtUSB0OsXnz9TnSf+KfPrnIWZvO/lA+7Oy0DG5ZwC3ElIY\ntdK8sdi+Ho70rmXFP0dimPmAxzclJTWNtfsu0nf6TtpO/If5O0/T2rc8y0Y05c9XH6Fv4yoMbtCX\nn5/8mSpOVVAoqjhV4ecnf6Zvvb4m92+p1/Fj3yC8ytnx/Pxws9K8CiEePtI8LgqMXqeY1MOfpJRU\nxqw+gLWlnt6Ncm4KzomvhyNvPlaTCWsOsWL3ebOaiVt7WXCJsny+9hBNfFzyPY939M0EFoWcZVHI\nGS7dTKCSsy1vPeZLj2CvLJvk+9bra1aQzoqTnSWzBjak6/fbGDI7lJX/a4azndWDnoIQogSRmrYo\nUJZ6Hd/2bkBrXzdGrdrLyt0PlvhkSAsfGlUtx8e/7efctdsm11fKUON3sbfmlUURxGcxM1luaZrG\njuOxvLhgN80+28jk9Ufw9XBkev9gtrzdmhdbVy+wZ+hVXOyZ2i+Ys9du88L8rNPHCiEeXhK0RYGz\nstDx43NBNK/mypvLIvk96kKe96XXKSY+60+apvHWsqwTuWRW1t6KST39ORkbz8er9+f52DcTkpmz\n/RTtJ2+h97SdbD12hUHNvdn8ZivmDG5Euzru6HUqz/s3V6Oq5fj8mfrsOBHLB79kPSZeCPFwkuZx\nUShsLPX83D+IgTNDeXXxHiz1Oh4zoxd4VrzK2fHRk3V5e0UUs7afYkiLqia3aVbNlf8Ze6C3rOlG\n5/oVzT7egQs3mb/rNL9EnOd2Uir+nk582d3wvN7GUp+nc3hQ3Rp4cvJKPN9uPIaPmz3PP1qtSMoh\nhChcErRFobGzsmDmoIb0m7GLlxbu5uf+wbT2LZ+nfT0b7MnfBwxZ1VrWcKWGu6PJbV5rV5Ptx2N5\nb+Ve/D2d8Spnl+26iSmprN13iXk7ThN2+hrWFjqe8q/Ic02q4O/lnKcy57fX29XkxJV4Plt7iCou\n9nT0y9tNkBCi5JDmcVGoHKwtmD2oEb4ejoyYF862dNNR5oZSik+71cfB2oLXl+4h2YzsapZ6Hd/0\nCgSNbGclO3ftNl+sPUSzTzfy6uI9XIlL5P1Otdk1qi1fPutfbAI2GHroT3zWH39PZ15bEsHec6Zn\nRBNClGwStEWhc7K1ZN7gxlR1tWfonDBCTl7N037cHK2Z8HQ99p2/ybcbjpq1jVc5Oz552o/dZ67z\njXGbtDSNzYejGTonlEe+2MRP/xynQZWyzB3ciI0jWzH0EZ9i20vbxlLPtP7BuNhbM2ROKBdv3Cnq\nIgkhCpAEbVEkytpbMW9IYyo62zB4digRZ67laT8d/Tzo1qAS328+bvY+ugRU4pkGnnyz8RhD54TS\n6qvNDJwVyp6z13mxVXX+facN0/oH07KmG7pC6Fj2oNwcrZkxMJjbSakMmR2WLz3khRDFkwRtUWTc\nHK1ZMLQJLg5WDJgZwr7zeWveHfNUXdwdrRm5NNLkbFiaprHn7PV7gW39wWhsjdnTtr/bljcf86WS\ns22eylGUanmU4bs+gRy6dJNXF0dkOa+5EKLkk6AtipSHkw0LhzXB0caSfjN2cfjSrVzvo4yNJV89\n62/olPXnwSzXuZOUytLQszz13Ta6fr+Nf4/G3Hs+XdXVnifrV8DKomT/ObTyLc9HT9Zl/cFoPl2T\n9XUQQpRsJft/KfFQqORsy8JhjbGy0NF3+k6Ox8Tleh/NqrsyuHlV5uw4zb9HY+59fyk+jXG/H6Dx\nhPW8vSKKxJRUxnWpy85Rbfn1xeaMeqIWa/dfYta2U/l4RkVnQDNvBjQ1zHC2cFf2s4cJIUomCdqi\nWKjiYs/CYU0ARZ9pOzkdm/vc2m939KWamz1vLYsiNi6R4XPDePffO8zZfoqWNd1YMrwJf73Wkn5N\nvXG0sQRgaAsfOtRxZ9wfB/h7/6V8Pqui8UHnOrTydeODX/ex9WjeeucLIYonCdqi2Kjm5sCCoY1J\nSkmjz7RdnL+eu57QNpZ6JvcM4EpcImNWH+DgpZsoYMULzfiuTwMa+7igVMaOZTqdYkqvQOpXcuKV\nxRFEnr2ej2dUNCz0Or7tHUh1NwdeWBDOsejcP3IQQhRPErRFseLr4ci8IY25lZBMn2k7uXwzIVfb\n1/d05uU2NVgdeYFugZ7YWMA7K6KIy6FHta2VnukDGuLqYM2QOWGcvWo6p3lx52hjyYyBwVhb6Bk0\nO5RYM6YzFUIUfxK0RbHjV8mJOYMbERuXRJ9pO82aPzu9/7Wuhr+nE3N2nKJvbSuORsfxyqKce1S7\nOVoze1BDklJSGTQ7lBt3kh/wLIqeZ1k7pvUPIvpmIs/PCycxJeee9UKI4k+CtiiWAiuXZebAhly4\nnsBz03dxLT7J7G0t9Tom9QzgTlIqIZdSGfNkHTYeiuaTPw7kuF318o5M7RfM6dh4RswLfyhm0Aqs\nXJaJPfwJO32Nd1eYNw+5EKL4kqAtiq1GVcsxfUAwJ67E02/mrlzVfqu5OfDe47WIiklFr9MxuHlV\nZm07xbwdp3Lcrmk1F77obphB692VUQUW5MJOXWXO9pzLkl8616/Imx1qsiriPN9uPFYoxxRCFAyT\nQVspNVMpFa2U2pfuuy+VUoeUUlFKqVVKqSwTMiulOiqlDiuljiml3s3PgovSoXl1V6b2C+LwpVsM\nnBWS47PpzPo39aaui45P/jjAc00q07ZWecasPsDmw9E5bvd0oCdvtK/Jyt3nmWJmetTcmvj3ET76\nbT/vrdxbIPvP7MXW1enWoBKT1h3ht8i8T40qhCha5tS0ZwMdM323DvDTNK0+cAR4L/NGSik98D3w\nOFAH6K2UqvNApRWlUmvf8nzXpwFR524weFYot5PMC9w6nWKwnzV6neLt5VFM7hVATXdHXloYYTKJ\ny8ttqtM9yJOv1x9lefi5/DiNDH56LgiARSFn2Hjocr7vPzPDBCv1aORdjjeXRRJ+Om9pY4UQRctk\n0NY0bQtwNdN3f2uadvd/zp2AZxabNgKOaZp2QtO0JGAx0OUByytKqcfqevB1zwDCTl9l+NxwEpLN\n61TlYqtjbJe6hJ2+xoKdZ5gxIBg7Kz2DZ4cScyv7Dm5KKSY8XY/m1V14d0VUnmcjy46TnSVLhjcB\nYPDsMKJv5a6XfF5YW+j5qV8QFZxsGD734eglL0Rpkx/PtAcDf2bxfSXgbLrP54zfCZEnT/pX5Mvu\n/mw7foUX5pvfUaxrQCWeqOfBpHWHuXEnmekDgomNT2TY3LAcg7+VhY4f+gbh42bPiPnhHLmcv+Od\nG/u48EKragA0Gr+BtELIF17O3ooZAxqSnJrGkDmh3Ewo+b3khShNlDkdbZRS3sDvmqb5Zfp+NBAM\ndNMy7Ugp1R3oqGnaUOPnfkBjTdNeyuYYw4HhAO7u7kGLFy/O9cmUBHFxcTg4OBR1MUq0zWeTmb0/\niSB3PS/4W2ORw0xcd6/3rSSN0VvvUMYKPmpmS1RMKt9FJNLQQ88If2t0Kvt9XLmTxridCVgo+KCp\nDc7W+dt/86UN8cQlQxkr+KaNfb7uOzsHYlOZGJZAbRc9rzcwPELIL/I7XrjkeheugrrerVu3Dtc0\nLdjUehZ5PYBSaiDQGWibOWAbnQe80n32NH6XJU3TfgZ+BggODtZatWqV16IVa5s3b+ZhPbfC0grw\n3naSMasP8OtlZ77uGZBt0El/ve0rX2bw7DDCEyvwbs9a2Hsc57M/D9G4TkVGdvDN8Zi+9W7QY+oO\nZhyxYsnzTbCzyvOfzn2iWmr4jFrDzSQITfTgrcdq5du+s9MKKOd1hndX7mXzTTfGdql7X7a4vJLf\n8cIl17twFfX1zlOVQSnVEXgbeErTtOwejIUCNZRSVZVSVkAv4Le8FVOIjAY2r8p7j9dideQF3l4e\nZVbTcpta7vRu5MXULccJPXWV51v60DPYi283HmOFic5m9Tyd+LZ3IPsv3DCZqCW3dDpFyOi2AHy/\n6TghJ6+a2CJ/9GpUmeEtfZi38zSzC2n4mRDiwZgz5GsRsAPwVUqdU0oNAb4DHIF1Sqk9SqmfjOtW\nVEqtATB2VHsJ+As4CCzVNG1/AZ2HKIWef7Qab7SvyYrd53j/131mjal+v1MdvMra8cbSPcQnpTKu\nqx9NfVx4d2UUu07E5rhtuzrujHnKMPXl2NX783UMd3lHG2YMMLSM9Zi6gxu3C+dZ8zsda9G+jjvj\nfj9QKL3YhRAPxpze4701TaugaZqlpmmemqbN0DStuqZpXpqmBRhfI4zrXtA07Yl0267RNK2mpmnV\nNE0bX5AnIkqnl9tU53+tqrFw1xnG/n7AZCC1t7ZgYg9/zl27w/g/DmBloeOn54LwKmfH8/PDOXUl\n59nF+jf1ZtgjhilAZ+bzdJ5ta7vTM9jwRMl/7N+Fkr1Mr1NM6RVA7QpleHlhBAcv3izwYwoh8k4y\nookSTSnFW4/5MqSFIePZ52sPmwx2Db3LMbylD4tCzrLx0GWc7CyZOaAhChg8O5Trt3NOmfre47V5\n3M+DT/44wNp9+Tud5+fd6997//iUf/N139mxs7JgxoCGONhYMGR2KNG5nKRFCFF4JGiLEk8pxfud\navNck8r89M9xs7KYvdG+JrU8HHl7+V6uxifh7WrP1H7BnL12mxfm785xOJlOp5jcM4AAL2deWxJB\nxJn8TVRydPzjABy6dItpW07k676z4+Fkw4wBDbl2O5lhc8O4kySTiwhRHEnQFg8FpRRjn/LjWWMW\nsx83H89xfWsLPZN6BHDjThLv/2KYSKNR1XJ8/owh7/jd77JjY6lnWv9gyjvaMHROGGdi8y9RiaVe\nx5a3WgMwfs1B9l+4kW/7zolfJSem9Aog6vwNRi7bUyjjxoUQuSNBWzw0dDrFZ8/Up0tART5fe4iZ\nW0/muH6dimV4o70va/Ze4tc9hnzc3Rp48nKb6iwNO8dP/+Rcy3V1sGbWoIakpGkMnB1islk9Nyq7\n2PF1zwAAOn2z1ezUrQ+qQ10P3nu8Fmv2XmLiusOFckwhhPkkaIuHil6nmPisP4/7eTD29wNsOpNz\nL+zhLX0IqlKWD37dx4XrdwB4vV1NOtevwOdrD7F238Uct6/m5sDP/YI4d/VOvs9Z3TWwEu1qlweg\nzod/Fdq0msMe8aF3Iy++33S8QPKuCyHyToK2eOhY6HVM6RVI21rlmXMgKcfAo9cpJvXwJzVN463l\nkaSlaeh0iq+e9SewsjOvLdlD1LnrOR6vsY8LXz5bn10nr/LO8vydznP6gIb33vefGZJv+82JUoqx\nXfxoXt2F91ZGsdPEUDghROGRoC0eSlYWOr7v24C6LjreXh6Z43SUVVzseb9THbYdi2XujlOA4Zn1\nz/2CcbG3ZsicsHu18Ox0CajEW4/58sueC0xedyQfzwQOjTNMsvfv0SssDT1rYu38YanX8UMfw1C4\nEfPDOWliKJwQonBI0BYPLRtLPa80sKGhdzleX7Inx+FZvRt50drXjU//PMSx6DgA3BwNz6wTklIZ\nPDvU5Fze/2tVjZ7BXnyz8RhLw/IvuNpY6ln72iMAvL0iihMxcfm275w42Vkya6BhKNwQM4bCCSEK\nngRt8VCz1itmDGyIv6cTLy/azaZD0Vmup5Ti82fqY2ulZ+TSPaSkGoZ81XR35Lu+DTgaHWcyfalS\nik+e9uORGq6MWrmXrUfzbzrPWh5lGPOkYTr6NhP/yddn5zmp4mL+UDghRMGToC0eeg7WFswe3Ija\nFcrw/PzwbINp+TI2jO9aj8hzN/h+039Dxh6t6caYp+qy8VA0n/xxIMdjWeoNzfLVyzvwwvxwDl3K\nvwxjA5tXxd/TCQDf99fm235Nyc1QuJwkpqTKMDIhHpAEbVEqlLGxZO7gRvi42jN0bmi2ecY71a9A\n14CKfLvxaIYOaP2aVGFwc0PWtbvPvXM61syBDbG10jN4ViiX8zHD2C8vNr/3/rXFEfm2X1PSD4Wb\nmoeEL1HnrtNo/AZ2FdJkKEI8rCRoi1LD2c6K+UMb41nWjsGzQ9mdTSazj5/yw9XBmteX7CEh+b9m\n6NGdatO2VnnG/LafzYezbma/q6KzLTMHNuT6nWQGzw4l3sTzcHMppYj8qAMAv+y5YHJIWn56vV1N\nOt0bCpe79K013R1JS9NkCJkQD0iCtihVXB2sWTi0MW6O1gyYGcLec/dnG3Oys+TLZ+tzPCaeL9b+\nl2BEr1NM6R2Ir0cZXloYweFLt3I8ll8lJ77v04CDF2/y8qKIe8/JH5STrSUrXmgKwIj5u032bM8v\nOuMYeH9PQ/rWrK5ddmws9XT2r8if+y7m2w2MEKWRBG1R6pQvY8PCYU1wsrWk/8xdHIu+P/g+UsON\nAU2rMHPbSbYf++8ZuIO1BTMGBGNnpWfw7FBibiXmeKzWtcoztosfGw9FMyYfp/MMqlKOV9rWAKDZ\nZxvz7YbAlLvpWw1D4UK5eMP8G4buQZ7cTkplzd7Cax0Q4mEjQVuUShWdbVkwtDEWeh39ZoRwPova\n6ruP18bH1Z43l0VyMyE5w7YzBjQkNj6RYXPDMjShZ+W5JlV4vqUP83eeYfq/OadWzY032tekkrMt\nAAFj1+Xbfk1xc7RmxsBgbielMmR2mNk15waVnfFxtWeZNJELkWcStEWpVcXFnrmDGxGfmEK/6bu4\nEpex1mxrpWdSzwAu30rk498y9hqv5+nE1z0DiTx3nZFLI032in6nYy061avA+DUH87WmueVtw8Qi\ncYkpfLx6f77t15RaHmX4rk8ghy7d5NXFOQ+Fu0spxTNBnoScvMrpWEnWIkReSNAWpVrtCmWYObAh\nF27cYeCsEG4lZMxVHuDlzIutqrFi97n7Ol919PPgnY61+GPvRSaZyIKm0ykm9vAnqEpZXl+yh/DT\n+TOdp16nCB3dDoBZ207l69hwU1r5luejJ+uy/mA0o1buNWs4V7cGlVAKVuw+XwglFOLhI0FblHrB\n3uX46bkgDl28xdA59zd3v9y2Bn6VyjBq1d77nmE/39KHnsFefLfpGCtMNPvefR5cwcmGYXPD8q22\n6fWglGUAACAASURBVOZozexBhhzlz824v8WgIA1o5s3LbaqzJOwsby6PNFnjruBkS4vqrqwIPydj\ntoXIAwnaQmCoNU7qGUDIqau8tDBjT29LvY7JPQKIS0zhvZUZJwRRSjGuqx/Nqrnw7sqobMd/31XO\n3opZgxqhaRqDZoVyLT5/UoO28i3Pc00qAxD8yXqzmqvzy8gOvrzeriYrd5/njaV7TB67e5An56/f\nYedJmYhEiNySoC2E0VP+FRnbxY/1By/z9oqoDDXBGu6OvP2YL+sPRrMsLGON2spCx499DZNrPD8/\nnFMmJteo6mrPtP7BnLt+h+HzTHdkM9cnXethqVcAtJ24OV/2aa5X29Xgrcd8+XXPBX6KSiQ5h97s\nj9X1wNHaQsZsC5EHErSFSKdfkyqMbG+oNX7yx8EMterBzavSxKccH6/ez9mrtzNs52RnycwBhsk1\nBpsxuUawdzkmPutP6KlrvLU8Kt+aivd/bJgR7FTsbb7ZcDRf9mmuF1tXZ/QTtQm9lMqLC7LPU35v\nzPbeSyYnYRFCZCRBW4hMXmpTncHNqzJz20m+23js3vd359nWKcXIpfc/v/V2NUyuce7aHUbMD7+v\nU1tmT/pX5J2OtVgdeYGJ6w7nuK65rCx0/GvsUT5p3ZFss74VlGEtfehb24q/D1xmxPzwbFsRugd5\ncidZxmwLkVsStIXIRCnF+51q80wDTyauO8K8nafvLfMsa8dHT9Ul5NRVZm69f8x1o6rl+Lx7PXae\nuEqzTzfy6ZqDOSYgGfGoD70bVeb7TcdZHHImX8rvVc6Ob3oHAtDth+3cuJPzzUN+a1/Fkk+6GhLK\nDJ+XdeC+O2ZbmsiF+D979x0VxdkFcPg3u/QugoAiigUVCyCIFXuNURONvfcSYyzRRBNTjCbG2DWx\n9xZbol/svSMqgoio2HtBFBQQAdnvjyWriAXYxXqfc3IOMzvzzrueHC7zlnuzRoK2EM+hUin81qw0\ntUs48f3acNaGPtmi1KxsPup6OvH75tPPTWX6qY8r//atQvXieZi97wIBv+1kwPJQTlzPmPZTURR+\nblKSah6OfLsmnD2RUQbpf2OvvNQv6QyA109bXvtK7XYVCjCmWRn2nomiy/zDJCSlHwaXPdtCZI8E\nbSFewEitYmobH/wL2jNoxTF2phUJURSFX5qWxsbciAHLQ587d1va1ZYprX3Y9VV1OlQsyOYTN2k4\neR/tZgexOzIq3Vy5UVo5Tw8na/osOcrJG4Yp5zmtXVndzy1mBBqkzaxoUS4/45p7cfB8NJ3mHc4w\nfy17toXIOgnaQryEmbGa2R39KO5iTe/FwRy5qC0t6WBlyi+flibixn0mbX9xYpX89hZ838iTwG9q\n8XX94kTeekDHuYdoMGkvq4Kv6gK+lakRczv5YWVqROd5h7kZq385T0VRiBhRD4Ajl+69sqRoTmha\n1pUJLb0JvnSPjnPTJ6+RPdtCZJ0EbSFewdrMmPmd/clra06X+Yd1b8J1SzrT3NeVabvOvTLDma2F\nMb2rF2bf1zUZ29wLjQa+WnmMgDE7mLbrHLEPk3Gx1ZbzfJCYTOf5Gd9Ms8PCxIjN/asC8P3aEwZ7\ni8+KJt75mNLah2NXYmg351C6OXbZsy1E1kjQFiITHKxMWdStPJamRrSfc0g3D/t9I09cbM0ZtCI0\nw7zt85gYqfjM15VN/QNY0MWfonms+W3TKSr9up0R/0ZgbWbEH23LEnnrAZ8vOWqQ6l3FnK35uUlJ\nABpM2vtGSmN+VNqFP9uWJeJ6LG1nH9RtiZM920JkjQRtITIpn505i7r68zg1lXZzgrh1PxFrM2PG\ntfDi0t0EftlwMtNtKYpCNQ9HFncrz/p+VahX0pmFgRepPnYXq4Kv0sIvP7sjoxi+1jDlPNtXLEi5\ngrkAKPnDZoOVCM2KuiWdmdnej8hbcbSeFUR03CPZsy1EFknQFiILiuSxZn5nf+7GJdFhziFiEpKo\nUCg33aq4s/jgZXZnY/V3yby2jG/pzd6va9Ctiju7T0exLG3717JDl5m2+5xB+r68R0Xdzz0XBRuk\nzayqUTwPszv4cT4qjtazDhL14JHs2RYiCyRoC5FFXvntmNnBjwt34nXbmQbVLUbRPFYMXnnsldnQ\nXsTF1pyhH5XgwNCafNewBM42ZgCM2XSa9nOC9E53qlIpHPu+LgBbIm7xT8ibGZKu6uHIvE7luHL3\nIa1mBuKay1z2bAuRSRK0hciGykUcmNzah9ArMfRcFIxKUZjQ0pu78UkMX6tfXWtrM2O6BRRi79c1\nGNOsDAB7z9yh+PBNTNl+Rq8iI7YWxqzuXQmAAcuPceEVedJzSqUiDizo4s/N2ERazTxI5SIOsmdb\niEyQoC1ENtUv5czopmXYe+YOA1aEUsLFhv61i/Lvsev879h1vds3VqtoUS4/IcPr6M6N2xpJxdHb\n+X5teLYDnG+BXAys4wFAjbG7DFawJKv83e1Z2NWfOw8e6d6yZc+2EC8nQVsIPbQol59hHxVnfdgN\nhq8Np1e1wvi42TF8TbhB9loD5LI0YddX1bG3NAGgShFH/jp0hepjd9F7cfArt5s9T79aRXF3sATA\n8/tNb2RhGoBvAXsWdSuvq04me7aFeDkJ2kLoqUfVwvSuXpilQZeZsC2S8S28SUpJZcjqMIMFw4Jp\n5TxNjFTcS0hi+6Bq9KlemAPnomk27QDNph1gU/jNLNXR3jJAu387VQPfrD5ukH5mh3d+O5Z2r4Cd\nhbHs2RbiFSRoC2EAQ+oV0xX+2H7yFsM+Ks6eyCgWBxmmCAhoh7UnpmUXG73pFIPqFOPANzX5sZEn\ntx8k0mtxMLXG7WLRwUs8THr1kLexWsWhYbUAWH7kClsjbhmsr1lVKp8ty7pXwDWXObEJr7fAiRDv\nEgnaQhiAoiiM/KQUDUu7MHL9SUyN1AQUdeCX9ScNutjro9IuuuH4MZtPY2lqRKfK7uwcVJ0/2pTF\n1tyY4WvCqTR6O+O3RnIn7tFL28tjY8aCLv4AdF94hOsxL65IltNKuNiwd0gNGpR2eWN9EOJtJ0Fb\nCANRqxTGt/QioKgD3/wdRh1PJ4zVCgNXhBoks9l/ugcUol0FN6bvPseSIG3ZUCO1ioZlXFjzeWVW\n9KyIbwF7Jm8/Q6XROxj693HORcW9sL1qHo50qlQQgEqjd/Ao5c0sTAPtHz9CiBeToC2EAZkaqZne\nzhev/HaMXHeShmVcCLkcw4w95w32DEVR+LFRSWoUc+T7tSd01cf++8zf3Z7ZHf3YPqgan/m6svro\nVWqN2023BUcIOh/93Hn2Hxp5YmVqBEDAbzsN1lchhGFJ0BbCwCxNjZjXqRwFHSz4X+h1CuS2YMLW\nSMKvZaynnV3asqFlKe5sTd8lR59bq7uwoxW/fFqaA9/U5MtaRQm+dJeWMw/yyR/7WRd2Pd3bv6Io\nHPmuNgC3Hzzi142ZT8kqhHh9JGgLkQPsLExY1LU8uSxNuHI3gZRUDQNXhBp0T7SlqRFzO5XDxtyY\nLvMPcyP2+fPRDlamDKjjwYFvajHyk1LcT0yh79IQqo/dxbz9F3QFRMyM1eweXB2AGbvPc+DsHYP1\nVQhhGBK0hcghTjZmLO5aHntLUwAib8UxfuuLa29n9xnzOpcj/tFjOs87nK5e9bPMTdS0q1CAbQOr\nMaO9L842Zvz0bwQVf93OmE2nuH0/kQK5LZnS2geANrODiHrw8oVsQojXS4K2EDmooIMlC7v4Y22m\nnS+euec8B88bdh9ycWcbprUry9nbcfRZcpTkVyx6U6sU6pV0ZlXvSqzuXYnKRRyYtvsclX/bweCV\nxyjmbE3DMtoV3OVGbXtle0KI10eCthA5zDOvDXM7ldMdd55/gILji6P6SUXBiQVZcnyJ3s8IKOrI\nqE9LsffMHYavCc90UhffArmY1s6XXV9Vp7W/G+vCblB3wh7iEp+UyWwydb/e/RNCGIYEbSFeg3IF\n7ZmXFrgfJqmIj26EBg2XYi/R498eBgncLcu50bdGEf46fIU/d2WtnGeB3JaMaFKKA9/U5Ku6Hpy4\nfl/3WcSN+0zdcUbv/gkh9CdBW4jXpEbxPGA7DwDLx9WxSAkAICE5gW+3f2uQZwyq60ET77z8vvk0\na0OzXnwjl6UJfWsWZd/XNfitWWnd+bFbIvl86dGXzpkLIXKeBG0hXqPLSX9z13gWAI7JX2OSqq22\ndTnWMOlOFUVhzGdl8C9oz+CVYRy6cDdb7ZgZq2lZzo3zv3xEjWKOAKwPu0HpH7fwy4aTbzRzmhAf\nMgnaQrxGbrZuPDBay331OgBcHo3HKNUJN1s3gz3D1EjNzA6+uNqb02PRkZdmQ3sVlUphXmd/yrvb\n687N3HOeqmN2MmB56HP3hwshco4EbSFeo1G1RmFhbME94+k8VB0BIN+jOXxb5ReDPsfOwoT5nfxR\nKwqd5x0m+hU5yF9lSbfyup8LOVrSsVJBtpy4ScPJ+2g3O4jdkVFvrLynEB8SCdpCvEZtS7dlZqOZ\nFLArQJTJCFBrE5iMWmVr0MQrAG65LZjd0Y9b9xPptvCIXu0bqVUEp2VMOx8VT2FHKw4MrcU3DYpz\n5vYDOs49RP2Je1l55ArJUg9biBwjQVuI16xt6bZc7H+R1B8fc2ZEe9354sM3kWrggOfjlotJrbwJ\nvRLDgOWherWf28qUVb0qAjDsn+PcjE2kV7XC7B1Sk3HNvVAUGLwqjMG7H/LnrrNSYlOIHCBBW4g3\nyFit4tTP9XXHH03ea/Bn1C/lwrcflWBj+E1GbzqlV1t+Be3pX7soAPUm7uF+YjImRiqa+bqy8csA\nFnbxJ5+VwphNp6k4ejs//XuCK3cTDPE1hBBI0BbijTMzVhP2Y10ATt18wIDloQZ/Rtcq7nSsWICZ\ne86zKPCiXm31r+1BIUdLAMr8uEX39q4oClU9HBlczpwN/QKoX9KZRYGXqPb7TvouPUrY1Rg9v4UQ\nQoK2EG8BGzNjDg2rBcA/Idf4Y+dZg7avKArfNypJ7RJ5+OF/J9hx6laW24i4fl+3oG3jlwG68wNX\nZPwjwzOvDeNberP36xp0r1qI3aejaDx1Py1nBLL95C2DTwMI8aGQoC3EWyKPjRlbB1QF4PfNp1kX\ndt2g7atVCpNb+1Ayry19l4ZkuVRor8XB1Ju4lwPn7mBqpObANzUBWBN6/YV9dbE1Z2iDEhwYWpPv\nGpbgyt0Eui44Qp0Ju1l26LLBF98J8b6ToC3EW6SokzVLu2u3V/VdGkLwpXsGbd/CxIg5Hf3IZWFC\nl/mHuZaFJClDGxTnTtwj2s0OYuqOMzjbmDG3k5+urxfvxL/wXmszY7oFFGL3kBpMauWNuYmaoX8f\np8pvO5i8/Qx345P0/m5CfAgkaAvxlqlU2IFxzb0AaDbtAJejDbuQK09aOc+HSY/pMu8w9zOZmrRB\naRe6B7iTqtGmNe00/zDe+XPRvkIBAKqP3UVCUspL2zBWq2jinY9/+1ZhaffylM5ny/itkVQavZ3h\na8JfGviFEBK0hXgrNfN1pV8t7Srtqr/vNPj2KQ8na6a39+VcVBx9Fr+6nOd/htQvjn9BbXa0PZFR\nfDRpL0288+pKjwb8tjNTSVYURaFSYQfmdfZny4CqNPbKy/LDV6gxbhe9FgUbfIRBiPeFBG0h3lID\n63jQsLS2rrXXiC08SjHs/G/lIg782rQ0+87eYdjfxzMVbI3VKqa28cHByhRFgZTUVFrOPEiXyu4A\nRMcnsfRU1oa6PZysGfOZF/u+qcHn1YsQeD6aZtMO0GzaATaF3+SxLFoTQkeCthBvsT/alsXdQbu9\nqth3mwwewJr75adfraKsDL7K1B2ZW7Gex8aMqW18UCkKJVxsqOvpxKTtZ3TbwLZeSmHn6dtZ7kse\nazO+qleMwKE1+alxSW4/SKTX4mBqjdvFosCLPEySRWtCSNAW4i23Y1A13c9Fv91g8BzfA2oXpalP\nPsZtjeSfkKuZuqdCodwMqVeMvWfu4FsgFz828kyXRKXzvKwtcnuahYkRHSsVZNdXNfizbVlsLUwY\nvvYElUZvZ/yW00Q90C+PuhDvMgnaQrzlFEXh7KgGAKRqoNHUfQZvf3SzMlQoZM+QVWEcPB+dqft6\nVC1EXU8nft14Cs+8tqzsVYl8dua6zyuP3qHXli61SuGj0i6s6VOJlb0q4lfQnik7z1L5tx0sOHAx\n2+0K8S6ToC3EO8BIrSL8p3oAhF+7b/CsaSZGKma088PN3oIeC49w9vaDV96jKApjW3iRP5c5fZce\nJa+dGev7VaGMo1p3Tc2xu/QeGVAUhXIF7ZnVwY/tA6tRpYgDP/zvBNN3n9OrXSHeRRK0hXhHWJka\nEThUm9Dkn5BrTNp2xqDt21oYM7+zPyZGKjrNO5ypYWgbM2OmtfPlfmIyXywNwcrUiP5lTeldvTAA\n12MT6b34qMH6WMjRihntfWnklZfRG08xadsZKQkqPigStIV4h7jYmrPuiyoATNgWyargzM1BZ1Z+\newtmdyzHnbhHdFt4JFOLv0q42PDLp6UJunCX37ecRqUofF2/ON9/7AnAphM3GbTimMGCq7FaxcSW\n3nzm68qEbZGM3XJaArf4YEjQFuIdUyqfLbM7aDORfbXyGHsiowzavnd+Oya38iHsagz9l4dkasV6\n07KutC3vxozd5wm+pU2w0qWKO72qad+4Vx+9Svs5h4h/9PLkK5mlVimMaVaG1v5u/LHzHKPWn5TA\nLT4IErSFeAfV9nTih0baN9kOcw8ZvIJW3ZLOfP+xJ5tP3OKXDSczdc/3jTwp42rL7OOPuJCW2ezr\n+sXwcLICYN/ZO3Sed5iUTCZyeRWVSuGXT0vRqVJBZu+7wPdrT0ghEvHek6AtxDuqc2V32lVwA6Dx\n1P2cvR1n8PY7Vy7InH0XmL//wiuvNzVS82fbsqgU6L04mIdJj1EUhb/7VNZdc+jiXcZuiTRYHxVF\n4YdGnvSsWohFBy8x7J/jkoxFvNckaAvxDvu5SSnKu2vTitYevzvbe6Nf5LuGntTxdGLEugi2Rry6\nnKdrLgt6ljHl9K0HfPuPNsualamRbh4eYPruc2wKv2GwPiqKwjcNitOvZhH+OnyFwSuPGextXoi3\njQRtId5hiqKwuFt5HKxMAe3e6P9qXhuCWqUwqZU3pfPZ0m9ZSKaG4cs4GvFlraL8HXKNpYcuA9p5\n+O8altBd02vxUYOODCiKwsC6xfiqrgd/h1zjy+Whmc6nLsS7RIK2EO84Y7WKXYOr6479f9nOg0xW\n7soMCxMjZncsR24rE7rMP8LVey+oOvbUQrB+NYtSzcORn/4XwbEr2kDftYo7vgVy6a5pNTPQYAvT\n/tO3ZlG+/agE68Nu0GfJUYPnaxfiTZOgLcR7wMrUiKBhtQB4nKrh4yn79MpG9ixHa1Pmdy5HUspj\nOs87TOzDZEhOhl27oFs3qFIF/PygShU8fv8d1Z7dTGxWEkdrU/osOcq9+CQURWFORz9dm3fikgy6\nFew/3asWYkSTkmyNuEXPRcEG/XcQ4k2ToC3Ee8LJxoxN/QMAuBSdYNCV2gBF8mjLeV6Mjqf3pC0k\n1W8AQ4bAqVNgbQ0uLmBtjcXlyzBkCLk+bcSf7olEPXjEl8tDeZyqwc7ChFW9Kura3HTiJnP2vXqR\nW1Z1qFiQX5uWZndkFF0XHH5lnW8h3hUStIV4jxR3tmFJt/IABJ6PZtDKYwbdBlWpsAO/Od3nQAwM\nda+LxskJcuUCIyNQFDAyIsXaGpycQFHwGjOcHxzvsycyiik7tBnc/AraM7heMV2bI9efzHS+86xo\n7e/G2M+8CDwXTae5h4kz8FC8EG+CBG0h3jOVizgwrrkXAGtDrzNiXYThhqA3bqTpgt8ZcOMgqx1K\nMsnR98XXWliAoyNtFo2hqRNM2n6GXWklO3tXK4x/2qp3gFYzD3IzNtEwfXxKM19XJrXyIfjyPdrP\nCdIO6wvxDpOgLcR7qJmvqy6N6PwDF5mSyVrZL5WcDL//DnZ29LsbSrN7p5mYpxyrbD1efI+xMYqd\nHaPWT6JYHiv6Lw/l6r0EVCqFqW180l3abk4QSSmGX/HdyCsvf7QpS/i1WNrOPsi9+CSDP0OI10WC\nthDvqS5V3Pm6fnEAxm+NZFHgRf0a3L8f4uLAwgIF+PXGbirFXeWbfNU4YJn3xfdZWGB+P4ZpxVJ5\n/FjD52mruvNYm7Goq7/usrO34xix7oR+fXyB+qWcmdHel8hbcbSedZA7BtwWJ8TrJEFbiPdY7+qF\n+bJWUQCGrz3B/45dz35jixeDiYnucIeVG9FG5qQoatoUbMw0B28uGdvwGCXjvSYmuP+9hLEtvDh2\nNZaf10UAEFDUkT5pFcEAFh+8zN9HDVsE5T81izsxp6MfF6PjaTXzILfvG344Xoic9sqgrSjKXEVR\nbiuKEv7UueaKopxQFCVVURS/l9x7UVGU44qihCqKcsRQnRZCZN6AOh50D3AHoN+yEN28cpb9t0o8\njXlqCmdMn+y7/s2pAtU82hBQZQjjHZ/5tWBtDadPU6+kMz2rFUoXnAfW8Ui3f3vgimNEXL+fvT6+\nQkBRR+Z39ud6zENazAjkuoEzyAmR0zLzpj0fqP/MuXCgKbAnE/fX0Gg03hqN5oXBXQiRs4Z9VII2\n5bV5yjvNO0zwpbtZa0CjgYcPQa3WnaoWf5XR13cDYPX4yTyxT+xlJufxY6F9ySf3q9Xa+zUaBtct\nRnl3e4b9c5xTN+9jpFYxubUPZsZPfh19NHkvsQk5s2isQqHcLOrqT3RcEi1mBHLl7guSxQjxFnpl\n0NZoNHuAu8+cO6nRaE7nWK+EEAalKAqjPilFYy/t3HOzaYGcupmFt1lFAXNzeJw+UUmLmNP8eGMf\ncWoT7FISUTQaNEC1B5f50bky2620fyjw+LH2fkXBSK1iShsfbMyM6b34KPcTk8lnZ87kVukXpnVf\ndCTHqnb5FrBnSffyPEhMoeWMQF1VMiHedjk9p60BtimKEqwoSo8cfpYQ4iUURZtHvGbxPADUn7iX\ny9FZeMssXhwePMhwutPdcAbfCiLGyAwVGg7lKoRVajKeidF84VqHcDMH7X3FnuzNzmNtxtQ2Zbl8\nN4HBK7VZ0eqWdKZTpYK6aw5duMvktL3dOaGMqx3LulcgMSWVljMCOXs743cT4m2jZGb/pqIoBYF1\nGo2m1DPndwFfaTSa585XK4qST6PRXFMUJQ+wFfgi7c39edf2AHoAODk5+f71119Z+Brvjri4OKys\nrN50Nz4Y8u+dUapGwy9BiZyN0W6vmljdHDuzV//9bhcaSqHp00myt3/u538UrM48tydlOD+9EUJg\nrkKkKCqW7ppIfMdWxHp7p7tn04Vk/jqdRMtiJjRwNyY5VcPIg4lcuv9k69dAX1PKOBpl56tmyrW4\nVMYcTiRVo2FIOXPyW79b63Pl//HXK6f+vWvUqBGcmWnkHA3az1z7IxCn0WjGvupaPz8/zZEj7+e6\ntV27dlG9evU33Y0Phvx7P19qqoY6E3ZzLko7LHzs+7rYWhi//KbkZKhXTztUbmGR4WMN8JNzZebn\nLq071yn6OKttPcibdJ+Vo1pgY53+Po1GQ58lR9kScYsl3cpToVBuLtyJ5+PJe4lPejIUv2dwDdxy\nZ3ymoZyPiqPNrCASUx6zqEt5Srva5tizDE3+H3+9curfW1GUTAXtHPuTUlEUS0VRrP/7GaiLdgGb\nEOINU6kUtgyoRm5L7RYurxFbXp2f29gYBg+GmBhtAH+GAnx/cz+Nb4bqzi2yL0nza8Gcs3Tk8xXH\nM5TLVBSFMZ+VoYC9BX2XhnD7fiLuDpb80rR0uusaTTVsAZRnFXK0YkXPiliaGNFm9kGOXr6XY88S\nQh+Z2fK1DAgEiimKclVRlK6KonyqKMpVoCKwXlGUzWnX5lUUZUParU7APkVRjgGHgPUajWZTznwN\nIURWqVWKrjIYgOf3m1+dkaxBA+jXD6KiICHjfLgK+DZyAx/HajOwPVZULCtYkVbl3dh75g7D14Rn\nSKlqbWbMtHa+xD9K4fOlR0l+nEoT73y08HPVXRP7MJlBKw1fEexpbrktWNGrIvaWJrSfHcShC1lc\nYS/Ea5CZ1eOtNRqNi0ajMdZoNK4ajWaORqP5J+1nU41G46TRaOqlXXtdo9F8lPbzeY1G45X2X0mN\nRjMqp7+MECJrjNQqzoxqoDv2+G4jj1+1YrtjRxg5UrsN7NYtuHcPUlK0xykpmD64z4Sjy6h97xwA\nDzUKG4/fpLFXXv46fIU/d53L0GQxZ2t+bVqawxfvMWbTKQB+bFySInmezB2uD7vB4qDLBvjWL5bP\nzpwVPSvibGtGx7mH2H/2To4+T4iserdWXAghDM5YreL0yCepGEr/uPnVb7QNGsDmzdpc5MWLa9Ob\n3rwJcXEkuLlhPOY3pk7oQeUiuQGIjk/i2NUYAoo68Pvm06wNvZahyU988tGhYgFm7b3AhuM3sDAx\n4o82ZTE1evJravia8BwfunayMeOvHhVxs7eg8/zD7MxuMhohcoAEbSEEpkZqTv2sDdwJSY+pPnbX\nq28yNoZq1WD2bNi7Fw4fhr17iRw8GKpVw8zCjFkd/HTZzi5FJxAdl0TpfLYMXhnG4YsZh5+/bVgC\n7/x2DFkVxrmoOIo5W/NDo5Lprmn654Eczx3uaG3Ksh4VKJrHip4Lg9ly4maOPk+IzJKgLYQAwMxY\nTcSIeoA2wH427UDWGlAy5hy3MDFibqdylMpnA0DEjfuYGatwsTOj+8IjnI+KS3e9qZGaP9uWxVit\n0HtxMAlJKbT2z0/DMi7prmsxPZCUx4avCPY0e0sTlnarQIm8NvRZcpT1YTdy9HlCZIYEbSGEjoWJ\nEWE/1gXgyKV79FoUrHebtubGLOxSnqJp89OHL97Dzd4ClaLQef5hop95a85rZ87k1j6cuR3H0L+P\nA/Br09K42T/Z8nX+Tjwj15/Uu2+v7LuFMYu7+uOd344vlh3ln5CcKWYiRGZJ0BZCpGNjZkzwKmC1\nNQAAIABJREFUd7UB2HTiJsP+Oa53m/aWJizuVp4CaXut9565Q1m3XNyITaTHouAM27kCijoysLYH\na0Ovs/jgJWzMjJnS2gdj9ZO3+fkHLrLheM6//VqbGbOgiz/l3XMzcMUxVhy+kuPPFOJFJGgLITLI\nbWVK4NCaACwNuszYzfqXGnCyMWNJt/I425gBsO3kLaoWdST40j0GrTyWIc/45zWKUKOYIyPWRRBy\n+R5e+e109cGNVNrg3WfJ0deSftTS1Ih5ncsRUNSRIavDWHTwUo4/U4jnkaAthHguF1tzdgyqBsDU\nnWeZtee83m265rJgaffy2Jprs69tO3mLgKIOrA+7wZhn/jBQqRQmtPTGycaMPkuOEh33iK5V3KlZ\nPA9Ph/fa4/cQ9+gViWEMwMxYzcz2vtQukYfha8KZvVf/fw8hskqCthDihQo5WrHuiyoAjNpw0iBD\nw4UcrVjeswLqtLdl7VC5HdN3n2PpM/uw7SxMmNbWl+j4JPovDyVVA2Obe+FoZYrdU2lXu8w/nKOJ\nV/5jZqzmz7a+NCjlzMj1J/lz19kcf6YQT5OgLYR4qVL5bFnRsyIAQ1aHsdEA88jFnW34u3cl3fHR\nyzF4OFkxfG04u57ZF13a1ZYRjUuy98wdJm2LxN7ShEmtvLn/MFm3uO3QhbtM250xaUtOMDFSMaW1\nD0288zJm02kmbI18LX8wCAEStIUQmeDvbs+cjtpaBr2XHGV3ZJTebXrlt2N5jwq642v3HuJsY0bf\npSFEXE9f67tlufw093Vl8o6z7Dx1m/KFcvNlLQ/O3I6jYiFtApcxm05z4NzryWBmpFYxvoU3n/m6\nMmn7GX7bdFoCt3gtJGgLITKlVgknJrT0AqDj3EPPTY6SVeUL5WZBF38A4pMe8yjlMcZqhS7zD3Mz\nNlF3naIo/PxJKUq42NB/eShX7ibQt2YRKhbKTeiVGHzc7ABoMyuIG7EP9e5XZqhVCmOalaFNeTem\n7z7HiHURErhFjpOgLYTItE99XPmhkScAzacHEn4tVu82q3k4Mr2dLwB34pKwMDEi9mEynecfTrfA\nzMxYzfR2ZUlNK+eZ/DiVia28sTBRc/9hMpYmagBqjN3Fo5Scqwj2NJVKYdQnpehcuSDz9l/kuzXh\nGVbBC2FIErSFEFnSubI7/WoWAeDjKfuIvKX/lqv6pZyZ2NIbgGsxD3GyMSXy1gP6Lj2aLvNZgdyW\njG/hzfFrsfz0bwRONmaMa+HFuah4KhVxACAxOZVBK47p3afMUhSF7z/2pFe1wiwJuszXq8NeXXRF\niGySoC2EyLKBdYvRtrwbAHUn7OHCnXi92/zEJx+/fKqto30xOgE3ewt2nY7ih/+dSDfsXMfTiT7V\nC7Ps0GVWHrlC9WJ56FmtEFsjbtG1ijsA68JuvNYkKIqi8HX9YnxZqygrg68ycEVojqdZFR8mCdpC\niGwZ9Wlp6pV0ArRD0lfuZqyvnVVtyrsx7CNtApULd+JxzWXOkqDLzHpmT/TAOh5UKpyb79aEE3H9\nPl/VLYaPmx0rDl+he4A2cA9ZHWaQ4fvMUhSFAXU8GFyvGGtDr/PFspBX1ycXIoskaAshsm16O1/8\n0qp4BYzZyfUY/ReB9ahamD7VCwNw9d5DHK1N+WXDqXQpS43UKia39sHOwpjeS4JJSHrM5FY+KAoE\nXbhLNQ9HQDt8H5OQpHefsuLzGkX4rmEJNobfpM+S4Nc2vy4+DBK0hRDZpigKK3pWxN3BEoBKo3dw\nL1H/t8vB9YrR0i8/AFEPHmFjZsSA5aEEX3pSS9vBypQ/25bl2r2HDFpxjHx25oz5rAxhV2N1Oc5B\nG7hf9+KwbgGF+LlJSbadvE33hRlzqwuRXRK0hRB6UakUtgyoqstQNmDXQ6Ie6FfvWlEURjcrTfVi\n2jfm+4kpKAp0X3iES9FP5s99C9gz7KMSbDt5ixl7zlO/lAvtKxRgYeAlRn5SCtC+rb+OimDPal+x\nIL81K83eM1F0nneYhKScT7Uq3n8StIUQejNWqwj8ppbuuNyobRlKbmaVoijM7ViO4s7WgHZV+IPE\nZDrPO5xuyLtz5YI0LOPC75tPceDcHb5tWIISLjaM23JatyJ97v4LbIu4pVd/sqNlOTfGt/Ai6EI0\nHece4kFi8mvvg3i/SNAWQhiEuYmaYz/U1R37jtym93yySqWw7osqWJkaAZD8WMOF6Hh6LHwyV6wo\nCr81K4O7gyX9loUQk5DM1DY+PEpJZemhywys4wFAt2fe0l+XT31cmdK6LCGXY2g35xCxCRK4RfZJ\n0BZCGIytuTETa5jrjsv/sp3Yh/oFKSO1iqPD6+iONRo4dPEuQ1aF6baCWZkaMb2dLwlJj/l86VHc\n7C34uUkpDl24S0qqhrJpGdOq/b6Lh0mvf365YRkX/mxblojrsbSZfZB78a93cZx4f0jQFkIYlJ2p\nir1DagDwKCWVWuN26z0sbGKk4tTP9dOdWxt6nfFbI3XHRZ2sGd2sDMGX7vHrhlM083Wladl8TNlx\nhr5pyWAA2s8JeiPpRuuWdGZmBz/O3I6j1cyDes/7iw+TBG0hhMHlt7dgc/+qANyJe0SjKfuI17Pm\ntZmxmvCf6qU7N2XH2XRJVBp75aVTpYLM3X+BdWHX+blJKdwdLPlm9XH+6aOtKnbk0j1mGqA2eHbU\nKJaHeZ3KceluPC1nBqbLry5EZkjQFkLkiGLO1qxOK795MTqBFjMC9R6atjI1Ivi72unODfvnOPvO\nPKnuNeyjEpR1s+PrVWHciH3I1NZliXmYzMRtZ5jbSVup7NeNpwi+pH/Bk+yoXMSBBZ39uRWbSMuZ\ngVwzwN528eGQoC2EyDG+BXKxMK2K14nr9+kwN0jvPcu5rUx1w+8AKakaei8O5vRNbQ50EyMVf7Qt\ni5mxml6Lj1IgtwXDG5Zgd2QUZ27F0aNqIQCaTQvk9oM386ZbvlBuFnUrz934JFpMD+RytP7Z5MSH\nQYK2ECJHVfVwZGobHwAOX7xH94VH9M4Slt/egnVfVNEdP3iUQpf5h7l9XxuEXWzNmdzah/NRcXzz\n93HaVShAg1LO/L75NPVKOuNmr02+4j9qO8lvKEd4WbdcLO1WgbhHKbSYEcj5qLg30g/xbpGgLYTI\ncR+XyasrBrL3zB0+XxKid7Aslc9W9xYP2upgXRcc0SUxqVzEgUF1i/HvsessOHCR0c3K4GRjxpd/\nhbCsRwXdff2Xh+rVD32UdrVlWfcKJD9OpcWMgwapmCbebxK0hRCvRZvybgyuVwyAbSdv8eVfIXpX\nwqrq4cjvn5XRHR+/Fku/ZSG60pi9qxWmdok8jFx/krO345jSxoebsYmMXBfBtoHVAFgfdoO/j17V\nqx/68Mxrw189KqAo0GrmQU5cf31FTsS7R4K2EOK16VO9sK4K14bjNxm08pjetaeb++XXJVAB2Hby\nNj+viwC0yVnGNfcmr505ny85SgF7C76qV4yN4TcJPB/NH23KAjBwxbE3+pZb1MmaFT0rYmqkou3s\nIE7dvP/G+iLebhK0hRCvjaIoDPuoBK39tbW414Ze5+vVYXoX9OhXqyif+brqjucfuMjcfRcAsLUw\nZlq7stxLSKLfXyF0reJOVQ9Hfl4XgbuDJc3T7qs7Yc8bTTPq7mDJXz0qaAP3rCDO3pahcpGRBG0h\nxGulKAqjPimlC7Krgq/y7Zrjegfusc29dJnPAEasi2DziZsAlMxry8+flGL/2WgmbTvD+BZe2Jkb\n03fZUb5v5ImFiRrQ1gV/E4lX/lMgtyVLu1dAURTazAriwp3Xn3ZVvN0kaAshXjuVSpsv/BPvvAAs\nO3SFH/89oXfAXN27ErnSqo0B9FwUzLErMQC08MtPq3L5mbrzLMeuxDCxpTcX7sTz4/8iCByqLXZy\nJy6Jn/6N0KsP+irsaMXS7uVJSdXQZtZBrtyV7WDiCQnaQog3Qq1SGNvci4ZlXAC05TTXn9QrcCuK\nQtCw9MlX2s0J0gW+HxuXpFQ+GwYsD8U1lwVf1CzK6qNX2X7yFlsHaDO4zT9wkR2nXn9FsKd5OFmz\nuGt5EpIe03rWQUnAInQkaAsh3hgjtYqJLb2p6+kEwJx9Fxiz+bRegdvESMXxH59UG3uQmEL7OUHE\nJiRjZqxmWltfAHovCaZn1UL4u9vz3ZpwVCpFV8qzy/wjbzxQeua1YVFXf2ITkmkz6yC37kvKUyFB\nWwjxhhmrVUxtU5aaxfMAMG3XOSZuO6NXm9ZmxgQNe1Lf+2J0Aj0WHSEpJZX89hZMbOXNiev3GfFv\nBJNb+WBqpKLv0hDql3KmkZd2yL7y6B16J4HRVxlXOxZ09efOg0e0mSVFRoQEbSHEW8DESMWfbcsS\nUNQBgEnbz/DHzrN6telkY6Yb8gYIunCXb1Zry3nWLO7EFzWLsPzIFXZH3mZcCy9O3rjPqPUnmZT2\ntg3QYOJevfpgCGXdcjGvsz/XYxJpNzuIu1LW84MmQVsI8VYwM1Yzq4MfFQrZA/D75tPM3HNOrzb/\n2//8n79DrjFpu/Ytvn9tD6oUcWD42hPksTajWxV3Fh28xOYTN3XD6+fvxDPhqfKfb4q/uz1zOvpx\nMTqedrODiEmQwP2hkqAthHhrmBmrmdupHH4FcgHwy4ZTzNt/Qa82/d3tdUlUACZuO8PfR6+iVilM\nauVNbksT7fx2tcJ4udoyZHUYMQnJbBuofUuftP0Mhy++mYpgT6tUxIGZHfw4ezuODnMPcf8N7ikX\nb44EbSHEW8XCxIj5Xfzxyq/dc/3TvxEsPnhJrzYblnHhu4YldMcDVxwj8Fw0ua1M+aNtWW7GJvLN\n6jAmtfIBDfT7K4QCuS0Z29wLgObTA7n3FgxLV/Nw5M+2ZYm4fp9Ocw8Rp2eNcvHukaAthHjrWJka\nsairP54uNgB8tyacFYev6NVmt4BCdK5cUHfcetZBzt5+QFm3XHzX0JPtp26z/vgNfm1WmpDLMYzd\ncprPfF11K9t9ft6qd8pVQ6jt6cSU1j4cuxpLl/mHeZTy5vskXh8J2kKIt5KNmTHLulegaB4rAIas\nDuOfEP0Kewxv6En9ks6649rj9xD14BEdKhagsVdexm05jZ25Ca393Zix+zy7Tt9mRntf3fXNph3Q\n6/mG0qC0C+NbeHHk4l0mhSTqXaNcvDskaAsh3lq2Fsas6FkRdwdLAAYsP8a/x65nuz2VSmFiK2+8\n8z9Jd1pu1DYSk1P5tWlpCjta0e+vEHpULUQxJ2sGrTjG7QePOPFTPQBCr8Tocppn1q37iRT8Zj0/\n/Xsi2/1+1pYTN1l88BJf1CzKyehUei0OfuPb08TrIUFbCPFWy2VpwspeFclnZw7AF8tC2BR+M9vt\nmRmrWdDZX9cegNdPW7SJV9r58ij5MQNXhDKhpTfxSSn0/ysUM2O1bvvYiHURWSqfaWOmTas6b/9F\nfvyf/qlaAZxtzQi5HMPSQ5ep4WbErtNR9F2qf41y8faToC2EeOs5WJnyz+eVcLIxBaDX4mC2n8x+\nqlFbC2NW9KqIZVqhkKTHqTSeuo8ieawY85kXIZdjWHHkCiMal9KW8Nx5lqJO1oxuWhqAhpP3EZ/J\nRWDmJmpW9tJuO5t/4CKDV4XpHbjLuNrxQ+OSRD14xIFrKdQr6cTWCMPUKBdvNwnaQoh3Qh5rM9Z+\nXgV7SxMAui44wu7IqGy3l8/OnJW9KumOT1y/T/+/QmhYxoWuVdyZf+AipsYqmnjnZeK2SILOR9PK\n302XAKbkD5szHXzLFbRnaIPigLaqmfvQDdyJ0y+7WbvybjT3dSXxMew4dZsyrrYGq1Eu3l4StIUQ\n7wxnWzP+/aIK1mZGAHSce0ivwO2Z14bFXcvrjteEXmfy9jN806A4fgVy8c3q43SqVBA3ewu+/CuU\nu/FJLOzir7u+47zDmX5W94BCVPVw1B37jdymVzlSRVH4+ZNSuNuoSH6sIexqLLktTQxWo1y8nSRo\nCyHeKfnszNnQLwAzY+2vr45zD7Hz1O1st1elqAPjW3jpjsdvjWR92A3+aFsWS1M1g1YeY3SzMtyN\nT2LwymMARIzQLkzbExmV6a1oKpXCuOZe2Jo/KR3aZvbBbPcbtPPzfX1MyZ02+hCdtpd8VfBVvlsb\n/kZrg4ucIUFbCPHOyW9vwaYvq2JipP0V1nn+YbZGZH+Ou2lZVwbXK6Y77r88lPNR8UxpXZaLd+JZ\nFHiJoR8VZ/up28zZdwELEyM2fhkAaLeinY+Ky9RzHK1NmdrGR3d88PxdZu89n+1+A+Q2V/FH27Ko\nVUq680uDLvPTvxESuN8zErSFEO+kgg6WbOgXoAvc3RceYVP4jWy316d6YdpVcNMdt551kNxWJgyp\nX5z1x2+QqoG6nk6MXH+SSdvOUMzJmp8alwSg5rjdmd4rHVDUkV7VCuuOR64/SfAl/dKkViiUW5fx\n7b+pA9AufPt14ykJ3O8RCdpCiHdWkTxWrPuiCiZq7a+yXouPsi4se/u4FUXhp8alqJOWAQ2g7oQ9\nNPHOS11PJ37dcJKOlQrS1CcfE7ZF0mtxME3L5tNdW3z4pkzPIw+q60ExJ2vdcbNpgUTruTCtU1rf\n4h6l0LC0i+7Ne+ae84x/C4qeCMOQoC2EeKd5OFmz5vPKGKu1Qarv0hDWhl7LVltqlcLkVj7pkq9U\n/HUHwz/2xDWXOQNXhDL0oxJ8/7E27emnfx5IV/6z0LANqH5UUXBiQZYcX/LC5xirVczu6JfunO/I\nbXqt+lYUhV+alsbTxYY9Z6IY3rCEbt5/yo6zTNmuX41y8XaQoC2EeOd55rXhnz6VMUp7u/zyr1BW\nB2cv5akGDaFXYtKdCxizk7HNvYh9mEy/ZSF0qFiARV39iY57RNNpB6jn/VB3bd5Hc7gUe4ke//Z4\naeDOb2/BlNY+6c4VHrbmpfe8ipmxmhntfTFSKSwJuszcTuXIZaFd+DZuayQzdutX6lS8eRK0hRDv\nhVL5bFnZq6JuWHjQymPZKjJibqx+7vnPpgcy/GNPAs9HM25rJJUKO/C/vlXIn8uCzaGmuuuMNHmw\nSW5BQnICHf/p+NIgfF+1k4fG2586Y8KgFcf0CtyuuSz4o01ZzkXFsSjwEn/3qazL/vbrxlNZTsMq\n3i4StIUQ7w0ft1ws71GB/xZSD1kdxpKgrJX1VBSFo8PrPPezX9af5DNfV6btOsf6sBvkt7dgde9K\nxKv3prsuV0oHrFMa81jz+KVv3N9u/5Yo9Z8kK0+G882Sq/HturVZ6vOzKhVxYGiDEmwMv8nG8Bus\n+bwyxZ21c+gj1ulf6lS8ORK0hRDvFb+C9izt/iRwf/tPOAsDL2apDXtLEzb0C8hwPj7pMUcv3cMr\nvx2DVoYSdjUGcxM1lg4ruGs0J30byT2wSqlHQnIC327/9rnPuRx7GY3yiCiTUek/iO3I6ZsPstTn\nZ3ULcKeRV15+33yaE9djWdW7EhUK2QOGKXUq3gwJ2kKI906FQrlZ1LW8LnB/v/YEc7I4LOyZ1ybD\nnDPA+TvxpKZqsLcwoduCI9yIfcio2qN4bLGZWybfpbs2d/IXWKRU43Ls5ec+w81Wu8UsWXU5w731\nJu4hLpP5zZ9HURR+a1aaYk7W9FsWQnTcIxZ2KU/D0i6AdhQiu/P+4s2RoC2EeC9VLuLA3E7lUNIC\n98/rIrK8EKuRV156VC2U4fzxa7E4WJsS/yiFbguO8GmxlsxsNJNko+NcM+2a7lrH5MG4mX6csfHk\nZEb5fY2FWjvfnKgOJdp4UrpLSv2wWa90pBYmRsxs74eiKPRcFExKaipTWvvQqVJBQDvvL4H73SJB\nWwjx3qpeLA+z2j/ZWvXrxlP8sfNsltr4un5xKhfJneF82NVYnG3NiLhxn4HLj9G6ZBsWfLoAE9MH\nXDZrlv7imJ5PcqTfuAHTpkGdOrQdNJ+ZwXkpkGCCooHcJsFUK5x+5XqV33Zkqb/PcsutXaUeeesB\nQ1aFoSjwY+OSugxwg1YeY+URGSp/V0jQFkK812p7OjG9XVnd8e+bTzNpW+b3LKtVCn+28SWvrVmG\nz85FxWNtasSmEzcZu+U0bUu3ZWajmbjZOXPZrBGo7umu7Tj3EEE/T4YmTWDuXDAxgTx5aJtSgosR\ndUndX5uL/yvE/FmTqGF0X3ff9dhEflgbns1vr1XVw5HB9YqzLuwGs9LSpn5eo4iu1OjgVWEsO/T8\nIXzxdpGgLYR479Uv5ZJufnrCtkjGbTmd6fSethbGzO1cTrcP/Gn3E7Xzzn/uOsfq4Ku0Ld2Wi/0v\nkvpjKhd/aYeXq63u2pbxhQnN7wnOzmBqmr4hMzNwdkZxcGD6pglYa5J1Hy0IvMSG49lP0QrQq1oh\nPirtzOiNp9h35g4ArfzdmN7OF4Chfx/nf8eyl01OvD4StIUQH4RGXnmZ0PJJNa8pO87y26bMB+7i\nzjZMapVxYdrThv59nMMX0+cRX/N5ZSqpn6wE/6Roc06a2r+4EbUaU+c87Nk9Nt3pPkuOcuZW9leU\nK4rC7595USSPFV8sO8qVuwkA1C/lzLzO5QDotyyEjXr+cSBylgRtIcQH41MfV8Z8VkZ3PH33OUau\nP5npwN2wjEu6Yh/PSnqcSs9FwbqACKDcvMmirRMIePBk+LlBkRacMMs4T/7kJoVc9jbsDpyc7nSd\nCXuISUjKVF+fx9LUiBnt/UhJ1dBzUTAPk7RFTmoUy8O0ttophN5LjrIp/Ga2nyFylgRtIcQHpYVf\nfn75tLTueM6+C1kqYTm4XjECijq88PO78Ul0XXCYB4lpw9tr1qDWpDLrymbKxz8Zfm5YuDkHLVxe\n/CC1mgIJd1nmlL5WuPeIraQ8Ts1UX5/H3cGSSa28OXnzPkP/DtN97walXRj5SSkAei0OJvxabLaf\nIXKOBG0hxAenTXk3XVlN0Jaw/G5NeKa2V6lVClNa+5Df3lxXFvRZkbfi+GJZCCmJj2D5crCzw0zz\nmFmXN+H+6Mnq8FbuTVhjW/TFD7Ozo+L/FjKsvkf6/s8OemU/X6ZmcScG1vZgTeh15u2/qDvfrkIB\n2pbX7h3/eMo+bt1P1Os5wvAkaAshPkgdKxXU1aAGWBJ0mWH/HM9U4LazMGFmez/UiqLL6/2sXaej\nGLX2ODx8qF1kBtikJlH7wcV01/V3rcWiXCWf0wLa+xIS6OFpq8tmBnDowl3m7dcvh/jnNYpQ19OJ\nURtOEnguWnd+5CelKJLHCoDyv2wnISn7CV6E4UnQFkJ8sLoFFGJI/WK6478OX2HwqrBMlcgs4WLD\nmM/KcC3mIZUKP39+el7ILZbk9U137ouooxmuG543gNW2HhnOA6Ao8PAhy7pXSHf6p38j9BrCVqkU\nxrXwomBuC/ouPcr1mIdpj1NY90UV3XUNJu3VK8GLMCwJ2kKID1qf6kUYUPtJwFx99CqDVoRmat64\nkVdeelYtxIFz0bT2d3vuNd8Wa8h+y3y6Y5vUJAJPL8pw3SDXmmy0ds/YgEYD5uYoikLkyAZ8VdeD\nvjWKANoh7ITk7AdUazNjZnbw41FKKr0WB5OYrF2YZmas5tCwWgBcik5gyOqwbD9DGJYEbSHEB69f\nrSK6QAiwJvQ6/ZeHkpyJwD2kfnECijqwOvgq/WoWee41bQs24pzJk/3aLinxbDy7IsN1vd3qsdMq\n/5MTiYlgYQH22qFxEyMVfWsW5at6xSjvrj3XZ3uCXm/ChR2tmNDSm7CrsXy3Jly3MC2PjZnujXtV\n8FUWSWWwt4IEbSHEB09RFAbV9aDnU3nG14XdoN+yEJJSXh641SqFya18yGNjyoojVxlY5/nD3PUL\ntyBG/SShSolHd1l0cV2G6zoXaEigRV7tQUwMtGwJRkYZrnt6uLzjvEMv7eOr1PF0ol+toqwKvsqS\noCdb00rls2VqG+3e9OFrwjlw7o5ezxH6k6AthBBoA/c3DYrTuXJBAEzUKjaG3+TzpUd5lPL4pffm\nstQuTIt5mMTeM1F0D8g4zJ2sUtPU/ROSn/q1GxB/ld+v7cxwbWv3xgSbpm0ra9Lkuc9UqRTCfqwL\nwN4zd7JcN/xZ/WsVpaqHIyPXR3A+Kk53/uMyT4qmtJkVlO4z8fpJ0BZCiDSKovD9x560q+BG0uNU\nbM2N2Rpxi96Lj+rme1/EM68NvzUrw+GL93iUkkpdT6cM15w3zUXf/LV5ejC7ecxpvrx9JMO1zYp8\nRniTNuDy4r3cNmbG/FhRuzL923/C9arBrVIp/P5ZGcyM1QxccSzdnP7QBsUp62YHQM1xu/VK8CL0\nI0FbCCGeoigKIxqXoqVffmIfJuNia8aOU7fpsSj4lYG7iXc+uge4szDwErU9nXCzt9B9Zq/RBrrN\nNoWY6OiX7r4BUUf4JCYyQ3sfx3kQ+YrUpQVt1fzQyBPQ1uDWZ4uWk40ZIz8pReiVGKbtelLGVFEU\nlj41HB8wZucrpw1EzpCgLYQQz1CpFH5tWpqmZfNxIzaRQg6W7D0TRbcFR3SpP1/kv1Ke360JZ1Ir\nb935u4oJZdTa9KaT8vjxr3n61eYTzm3AK/ZahvbqTtjzyiHpzpXd8SuQCwDP7zdnOrvb83xcJi+N\nvfIyafuZdFvKzIzVHPpWu6L8QWIKPRYd0es5InskaAshxHNoh4u9aOyVl/N34inhbMP+c3foPP8Q\n8Y9e/DZrpFYxpXVZHK1M6bPkKAe+qan7LOyxBdUK2ADwRaGPOPbQCKKi4PZtlJQUVpVJxc5MnaHN\nmuN2p8tn/jwrelbU/dx1Qcbh9qwY0aQkua1MGLA8NN3oQh5rMzb0CwC0yWMmbc98iVNhGBK0hRDi\nBdQqhfEtvGhQypmIG/cp65aLQxfu0mneIeJeErjtLU2Y0d6XewlJ9F8eSsjwOrrPdl+6T+0S2vnu\nJn7duDlnMfz7L2zdinHvXgQOq/PcNgPG7NQlQHkelUrheNrCtB2nbrPiyJXsfGVAm/FtzGdenLkd\nx7gtp9N95pnXRlfOc+K2M1IV7DWToC2EEC9hpFYxubUPtUs4EXzpHpUKO3D0cgwd5gR1MIz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w//NLvJC+g99JCZ+sS0dfsj2Xwk2uy1vtUd+GqcPxGJGby8LqTEG6dM6FaPUR31VKAzfzrKrhOx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\nwV1N9ZnZe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(May,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# June 2015" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3HOM/v+1KE7geznbMGhiAo60NgTNCOBeZ9pGxqqVcmNCrCQCbjlzhnYW7SE6R\nEeVCCJEdEtoiXZ3q+DCpdxOrsgYf/s3wx2qZRoxvP8vQ2WFpnr0u7+HEzAEBRMclETgjhKhbiWle\nu2uDMgxo5QvAn7vOMTqT9bqFEELcIaEtMvRY/TJ890Ijq7I6o1cxpG0Vxj9dn/WHLtN72jau37Se\nPa1OWTem9m3K8Ss3GTInjLjEtNOijnisNk0qlgBg3rZTfLkq/UfGhBBC3CGhLTLVvVE5vnq2oVVZ\nrQ9W8nSTckzs3ZS9527w7JQtaS6Ft6zmxdfPNSLk+DXeXrgzzSVwO6OBCb2b4OlsB8DEdUeZsl6e\n4RZCiMxIaIss9Whank+fqm9VVnPUSjrV9mb2wAAuRsXxzKTNHL5oPfjsiYZlGdW1NssjLjB26b40\nl8DLuDvy/QuNLdvjVxxgQcip3OuIEEIUchLaIlt6NavIR0/UtSqrNnIFzSp78suLLUhKMc2eFn7S\neva0wW2qMKh1ZWZuPsGUVI+LzYuYh++3vrT92Rtc/rKUj1gSwbLd6T/rLYQQxZ2Etsi2/i19Gdml\ntlVZ5RHLqVPWjcUvtcTDyZbe07by74GLVnVGdqlNt4Zl+WzFARZvP8O8iHkM/WsoJ6NOotGcTJpK\nvHE7ALYGA2/+skNmTRNCiHRIaIt7MqRtFf7TuYZVmd8nq6ng6cRvL7WkurcrQ2aHsyj8zuxpBoPi\nq2cb0KJKSd79bTcjl8/hVkICpeO+xjPhZVCaS8YvwHAVe1sDpVzsGTY3nLAT1/K6e0IIUaBJaIt7\n9mqH6rzeoZpl+0pMPI//sBEvF3vmD21O8yqevPPrLquBZfZGG6b0a0o1bxdSrg/CTlfCXtfENbkL\nXgn/IUXFcMH2E+ITU/BwtsPHzYEBM0PZd+5GfnRRCCEKJAltcV/e7lyTF9tWsWzvOXuDwBkhuNgb\nCQr05/EGZRi/4gDjlu2zzJ7m5mDLrIEBGAxxeMd/yAW79wBwTm6HV8K7lPZIYHS3Ouw9d4PmlUvi\nYm+kX9A2jss85UIIAUhoiwcwokttAlv6WrbXHbzM2wt3Ym+04fsXGhPY0pefNh7nnV/vzJ7m4+bA\nG12MKGwpmfg65+xfA8A5uS21jd/Qu1lFnmpcjoXhp3mxbRVSNPSZto3zUWlnVxNCiOImy9BWSgUp\npS4ppfakKhurlNqtlNqplPpbKVU2g2NPKKUizPXCcrLhomD48Im69AyoYNlevP0sY5fuw2BQjOlW\nh/90rsGBIUlAAAAgAElEQVSSHWcZkmr2tLda92TYwxpbXYqSCa+A10cA7D9jx4CZoYx7qh7VvV34\nbs1hPnu6PlGxifSZto1rd03iIoQQxU12zrRnAo/eVfal1rqB1roRsBQYncnx7bXWjbTWfpnUEYXY\n+Kcb8HTjcpbt6ZuO8/2awyileLVDdcY/XZ8Nhy7T66c7s6e93/EFpvRtgSO16Og1gQ3/bQ+YztaH\nzA5jUp+mJCZrJq47yuQ+TTlzPZb+QSFEx6WdFlUIIYqLLENba70BuHZXWerRQc6ATBxdzP3v+UZ0\nqV/6zvY/h5gRfByAngEVmdSnKfvO36DH5M2cNc+e9kjd0nzcvR5rDlxi4rojluAOPnKV937bzWfP\n1Gfn6UhW77/IpD5N2H/+BoNnpT8tqhBCFAf3fU9bKTVOKXUa6E3GZ9oaWK2UCldKDb3f9xKFw8Te\nTelQy9uy/dFf+/gl1DTD2SN1SzNnYACXouN5ZuJmDplnT+vTvBKvtq/GgtDTLNp+hrX/aQdA2Mnr\n/LThGP1bVGLm5hPExCfz9XMNCTlxjVfmbZclPYUQxZLKzupKSilfYKnWul46+0YADlrrMensK6e1\nPquU8gb+AV4zn7mn9x5DgaEAPj4+TRcsWHAv/cgzMTExuLi45HczckVO9e3zkFj2X7sTqi82sKdF\nWSMAp6NT+DosjsQUzZtNHKjuYYPWmqA9CWw8m0RgXTtqeNjw/ibT2XhldwMG4ExMCmNaOHLgWjKz\n9yXQoowNQxrYY1Aqz/pV0BTVfkHR7Zv0q/DJq761b98+PDu3kXMitCsCy9Pbd1e9D4EYrfVXWb2f\nn5+fDgsrmOPW1q1bR7t27fK7Gbkip/qmtebpSZvZcSrSUjapdxMeq18GgNPXbtEvKITzUbFM6NWE\njrV9SExOYcjsMDYcuszUvn6U83Dkse82AlDDx4UrMQl4OtvxxyutmLn5BF+uOki/FpX46Im6qCyC\nu6j+zopqv6Do9k36VfjkVd+UUtkK7fu6PK6Uqp5qsztwIJ06zkop19vfA52BPXfXE0WPUorFL7Wk\nThk3S9lL87bz994LAKbZ04a1oIaPK0PnhPNr2GlsbQxM6NWEeuXceXX+dmITk/nr1dYAHLoYQ2Jy\nCkcvxzBicQQvt6vK0LZVmL3lJP/751C+9FEIIfJDdh75mg9sAWoqpc4opQYBnyml9iildmMK4zfM\ndcsqpZabD/UBNimldgEhwDKt9cpc6YUocJRSLHu9NVW8nC1lQ+eEs/aAaU7xki72/DykOS2rluS/\nv+1m0rqjONnZEBToT2k3BwbNDMXJ3oZFL7UAIDouCa3hz13nmLP1JCMeq8UL/hX44d8jTNt4LN02\nCCFEUZOd0eM9tdZltNa2WuvyWuvpWutntNb1zI99ddNanzXXPae17mL+/pjWuqH5q67Welxud0YU\nLEopVr/9ED5u9payATND2XDoMgAu9kam9/fniYZl+XzlAT5Zth9PJzvTrGlK0T8ohAoeTswf0tzq\ndccu3cfO05GMe6o+XeuX4ZNl+1kYejpP+yaEEPlBZkQTucpgUGwe3hFnOxtLWb+gEIKPXAHAzmjg\n2+cbEdjSl+mbjvP2wp2UcXdkxgB/rt1MIHBGKPXKuTF7YIDl+MRkzSvzthMVm8j/nm9Im+peDF+8\nmxURsqSnEKJok9AWuc7GoNg5prNVWe9p29h67CqAZfa0/z5Sk993nmPw7DCqlnJhYu8mHLoYzbC5\n4TSvUpKf+t0Zo3EuKo43f9mJ0WBgSt+mNK7owRsLdrLx8OU87ZsQQuQlCW2RJ2xtDBz65DGrshem\nbiXUvPymUopX2lfj82fqs+nwZXpN20aD8iX47JkGBB+5yru/7aJjLW9+7NXYcvyGQ5f54d/DONkZ\nCervT5VSzgydHU74yet52jchhMgrEtoiz9gZDRwYaz0j7rOTt7D91J2Qfd6/IlP6+nHAPHta8yqe\nljPwz1ce4PEGZfnq2YaW+t+uPsz6Q5dxd7JlzqBm+LjZM2BGCPvPy5KeQoiiR0Jb5CkHWxv2f2wd\n3E9P3MzuM3ee6X64jg9zBjXjcnQ8PSZtoVNtH/o2r8SUDccI2nScHk3L88mTd6YF6B8UwtnIWEq5\n2jNnUDOc7Iz0CwrhhCzpKYQoYiS0RZ5ztLNh70ePWJU98WMwe85GWbYDKnvy67AWpGjNs5M383iD\nMjxS14exy/axdPc5+jSvxKiutS31W332LwlJKVTwdGLu4ACSklPoM30bF6Li8qxfQgiR2yS0Rb5w\ntjey+0PrwWndftxkdVm7Vmk3Fr3UEi8Xe/oFhdCtYVmaVvTg7V92seXoVQa3qcLbD9ew1G/35VoA\nqnm7MmtgAJG3Euk7fRsxCbKejRCiaJDQFvnGzcGWXaPvBLfW0P3HYMtiImCaPe3XYS2oVdqVNxbs\n5JG6palY0omhc8I4cOEGr3eszrCHqgKmEeXvLNwFQIPyJfipnx8nr93i6/A4YuKT8rZzQgiRCyS0\nRb5yd7IlfFQny3ZCcgpP/LiJI5diLGWpZ08bt3w/zat44mRnQ2BQKOciYxn+WC16NasIwKLtZ5iz\n5QQALaqWZGKvJpy8kcIQWdJTCFEESGiLfFfSxZ6Q9ztatuMSU+j+4yaOpxpI5pxq9rS5W09RzduF\nmPgk+geFEHkrgXFP1qNNdS8APvhjL+vNs651quPD4Pr2bDl2ldfm7yBJlvQUQhRiEtqiQPB2c2DT\ne+0t2zcTknnix02cvHonuG/PnjaglS/BR67ibG/D4UsxDJkdRnxSCrMHBuDhZAuYRpTvPG0akd6y\nrJGPu9fln30XeXfRblJS5B63EKJwktAWBUZ5DydWv93Wsh0dl8STE4I5fe2WpcxgUIx+vA7vPlqT\nizfiAQg9cZ03F+wkRUP4qIctdZ+cEMzec6YR6f1a+PLOwzVYvP0sHy/dR3aWpBVCiIJGQlsUKNW8\nXfnz1VaW7eu3EnlqYjDnImMtZUopXm5XjS96NMDGYFpLe+XeC3z0116UgiPj7sy81vX7TZyNNl0S\nf7VDNQa1rszMzSf4dvXhPOqREELkHAltUeA0KF+CeYObWbavxCTw5ITgNM9cP+dXgSl9mmJvNP0Z\nz95ykknrj2K0MVgNbhsZHMuxyzEopRjVtTbPNi3Pd2sOE7TpeN50SAghcoiEtiiQWlXzYmLvJpbt\nS9HxPDUxmEs3rIO7Ux0f5g5uhquDEYAvVh5kUfgZSrrYs/jllpZ6Hb5ez6mrt1BKMf7p+jxatzQf\nL93Hb+Fn8qZDQgiRAyS0RYHVpX4Zq+lKz0fF8fSkzVyOjreq5+/ryW/DWuLpbAfAO7/uYt3BSzSp\n6MGH3epY6rX9ci1nI2Mx2hj4rmcjWlfz4r1Fu1m190LedEgIIR6QhLYo0Po0r8Rbne7MenbmeizP\nT9nCtZsJVvVqljbdC/dxswcgcEYoEWei6N/SF//Sd9bybvXZv1y8EYe90YYpfZvSoLw7r/28w7K+\ntxBCFGQS2qLAe6NTdXqbJ08BOHblJr2nbSPylnVwl/dwYsUbbSnr7gCYpkU9de0Wg+vbU8HT0VKv\n2adruBITj7O9kRmB/lT2cmbI7DB2nJIlPYUQBZuEtigUxj1Vn061vS3b+8/foO/0EKJiE63qeTrb\n8c/bD1HewxTSD325jvgkmDUgwKqe3yeruX4zgRJOdswZFEApV3sCZ4Ry8EI0QghRUEloi0JjWn9/\napV2tWxHnI2iX1AIN+Ksg9vZ3si/77SjoqcTAK+vvYW3m4PVwDaAxmP/ISo2EW83B+YOaoa90UDf\n6ds4dfUWQghREEloi0JlxRttcLa7c4961+lIAoNC0iwIYmc0sO4/7ahU0hTc9cason1Nbwa1rmxV\nr+FHfxMTn2Re0rMZCeYlPe8epS6EEAWBhLYoVJRS7BxjvaTn9lORDJwRyq0E6+A2GBTr/tMObyfT\nBCy1R6/ktQ7V8KvkYVUvYNxqYhOSqeHjyswBAVyNiafv9JA098yFECK/SWiLQsfWxsD+jx+1Kgs5\ncY2BM0OJTbBeyUspxRdtnSyD0xp9/A8fda+Ll4ud5Yz9VkIybb5YS1xiMo0qmJb0PH7lJoEzQrkp\nS3oKIQoQCW1RKDna2bBz9MNWZVuPXWPI7PSX4Awe3gEvF9PjYF2/38S7j9QiNjGZxhVLAHAlJp7O\n32wgISmFltW8+KFXYyLORjF0ThjxSbKkpxCiYJDQFoVWCSc7Ng/vYFW26cgVXpwTniZolVJsHdEB\nd0fTKmDvLtpNl/pl2HEqksCWvgCcunaLJ37cRFJyCo/ULc0XzzQg+MhVXpclPYUQBYSEtijUypZw\ntFoZDGD9ocu8PHc7CUnWQWu0MbBlRAfLZfGlu8/j6mBk3raTfPFMAwAOXIjmuSlbSE7RPNO0PGO6\n1WHV3osMXxwhS3oKIfKdhLYo9Kp5u7LopRZWZWsOXOK1+dtJvOsM2cnOyIZ322NnXmQkOi6JxGTN\nt6sPWRYp2X4qksAZIaSkaAa0qsybnarzW/gZPlm2X5b0FELkKwltUSQ0reTJ5D7Wz2Gv2nuRNxfs\nJPmuM+SSLvasfushjOZlPQHORcUxef1RlpgXGdl4+AovzQtHa80bHasT2NKXoODj/PDvkdzvjBBC\nZEBCWxQZj9Yrw/tdalmVLYs4z08R8WmCu2JJJ35/pRXqTm6z8fAV1h28zG/DTGftq/Ze5O2FuwAY\n/XgdnmlSnv/9c4iZwbKkpxAif0hoiyJlaNuqPOdX3qps6/lk/vvrrjTBXa+cO4teakm5EnfmJf9u\nzWFi4pP4eYjpUvmSHWcZ9fselILPn6lP5zo+fPjXPhZvlyU9hRB5T0JbFDlf9GhI7TJuVmWLd5xl\nxOLdaQaTNanoweq3H7KMIAfTCmGVSjozY4A/APO2nWL8igMYbQx837MxLauW5L+/7eaffRdzvS9C\nCJGahLYokpa91tpq28agWBh2hlF/7EkzmMzRzoYPn6jL3EHNLGXtvlzLQ9VLMaVvUwCmbjjGN/8c\nwsHWhqn9/KhXzp1Xft7O5qOypKcQIu9IaIsiyWBQHB73mGU7OUVja6P4edspxvy5N91R4K2re7Hx\n3fYAJCZrDl+K4ZG6pfm+Z2PAdOl88vqjuNgbmRnoj29JJ4bMCmPX6ci86ZQQotiT0BZFlq2NgT0f\nPWLZTkzW2BkNzN5ykrFL0398q4KnE3+/1RY3ByOv/LydyFsJPNGwLF/0MD3H/dmKA8zafAIPZzvm\nDGqGp4sdgTNCOHxRlvQUQuQ+CW1RpLnYG/lfuzsDzRKSUnCwNRAUfJzPVhxIN7hr+LgytZ8fp67e\nYujscOISk3nOrwJju9cFYMyfe1kYehof85KeRhsDfaeHcPqaLOkphMhdEtqiyPN0MPDHK60s23GJ\nKTjb2TBlwzG++vtgusHdvEpJvn6uISEnrvHOwl2kpGj6tvC1PFL27qLd/LHzLJVKOjNnUACxicmm\nJT2jZUlPIUTukdAWxULDCiUIHt6BP15pRetqXtxKTMbV3siEtUf5bs3hdI/p1rAsI7vUZlnEeT5d\nvh8wPVL2VqcaALyxYCcr95ynVmk3Zgzw53J0PP2mhxB1KzHP+iWEKF4ktEWxUa6EIw3NS2/6+3oS\nk5CEm4ORb1cfZsLa9Gc6G9ymMoEtfZm26TjTN5kmVXmjU3VebFsFgGFzt/PvgYs0qejB1L5+HLt8\nkwEzQ9Ks7S2EEDlBQlsUO452NgQF+tO4Qgli4pMo4WTLl6sOMmX90TR1lVJ88HgdHq1bmk+W7WN5\nxHkAhj9Wi77NKwEwcGYYwUeu0Lq6F9/3bMTO05HprjQmhBAPSkJbFEsu9kZmDgygXjl3YuKS8HCy\nZfyKA0zbeCxNXRuD4tsXGtGkogdv/rKT0BPXUErxcfe6PN2kHAC9p20j5Pg1Hq1Xhs+eacDGw1d4\n65e0854LIcSDkNAWxZabgy2zBwZQzduFmPgkPJ3t+GTZfmZtPpGmroOtDdP6+VG+hCODZ4Vx5FIM\nSim+frYhj9UrDcBzU7aw49R1nvOrwKiutVkecYH3F0dke2UwWfpTCJEVCW1RrJVwsmPe4Gb4lnQm\nJi4JLxc7xvy5l3nbTqap6+Fsx6yBAdjaKPoHhXApOg6lFBN6NaFtjVIAPDVxM3vORjG4TRVe71CN\nX8JO8+nyrJf0vJWQRJX3lzNkdliu9FMIUTRIaItir6SLPfMGN6OchyPRcUl4udgzcskeFoaeTlO3\ngqcTQYH+XL+VwMCZocTEJ2EwKGYE+uPv6wHA4z9s4uCFaN56uAb9W1Tip43Hmbgu7f3y1ByMNgD8\ns+8im4/I1KhCiPRJaAsBeLs58POQZni72XMzPolSrva8t3g3i8LTrubVoHwJJvRqwv7z0bwybzuJ\nySnYGBTzhzSnjnmhkke+3cDRyzcZ060uTzUux5erDjJna9qz99sMBsXCF01Lgvaatk0GsQkh0iWh\nLYRZGXdHfh7cHA8nW1Nwu9jz39928cfOs2nqtq/lzbgn67H+0GVGLjHdtzbaGPj9lVZU9nIGoNP/\n1nP6+i2+6NGATrW9Gf3HnnRf67aAyp60qe4FgN/Y1bnTSSFEoSahLUQqFTyd+HlIc1zsjdxKSMbL\nxZ63ftnJst3n09R9IaAir3eszsKwM5YJWuyMBla80QZvV3sAHvpyHRdvxPFjryY0q+zJ2wt3sWZ/\nxkt6zh4YAEB0fBI/bzuVCz0UQhRmEtpC3MXXy5mfhzTHwdZAbKIpuF9fsIOVey6kqftWp+r0aFqe\nb1cfttwDd7C1Yf1/2+NibwSg9edribyVyLT+/tQt68bL87az9djVdN9bKcW/7zwEwPtLIrgSE59L\nvRRCFEYS2kKko5q3C3MHN8NoUCQkp+DlYsdr87ezep/1WbJSivFP16dNdS9GLIlg3cFLgGkCl63v\nd7TUaz5+DbEJycwcEEAFTycGzwoj4kxUuu9dpZQLg1pXBsDvk9XZfmRMCFH0SWgLkYFapd2YM6gZ\nKSmaxGRNSWd7Xp63nbXmYL7N1sbApD5NqenjysvztrPnrCmMXeyNbEsV3B2+XocC5gwKwN3Rlv4z\nQjhyKSbd9x7Vtbbl+4/+2pfznRNCFEoS2kJkol45d2YNDCAhKYWkFI2nsx0vzgln4+HLVvVc7I3M\nHOCPh5MdgTNCLct0+rg5sOrNtgBExyXx5MRgnOyMzBvcDINS9J2+jTPX0y7pqZQiZKQp8GduPsG+\nczdyuadCiMJAQluILDSu6MGMAf7cjE8iRWs8nGwZPCuMzUetn6f2dnNg1kB/EpKS6T8jhMhbCQDU\nLO3KvMHNADh59Ra9p23Fy9WeOYMCuBmfRN/pIVyOTnvv2tvVgY+eMK3h3eX7jcQlymNgQhR3EtpC\nZIO/ryfT+/sRFZuIQuFib2TQzDC23TWgrJq3K9P6+3PmWiyDZ4VZgrZVNS++erYhAHvO3mDgjFAq\nlXRixgB/LkTF0S8ohKjYtEt69m/pi6uDaUBbv6CQXO6lEKKgk9AWIptaVvNiaj8/ImMTiE1MJi4p\nmQEzQwk/ec2qXkBlT755vhFhJ6/z1i87LXOK92ha3rIWd8iJawyZHUbdsu5M7tuUI5eiGTQzlNiE\ntGfTG99tbzrm+LV0R7ALIYoPCW0h7sFDNUqxYGgLHG1t0BpuJSTTPyiUHaeuW9Xr2qAMo7rWZsWe\nC3yybL+l/PWO1ejRtDwAwUeu8tLccFpUKcl3LzRm+6nrDJsbTkJSitVrlXCyY3KfJgAMmxvOpei4\nXO6lEKKgktAW4h41qlCCJS+3okop08xnMfFJ9AsKSfMI1+A2VRjYqjJBwcctS37efkSsdTXTzGdr\nD17mtfnbebiOD+Ofrs/6Q5d5a2HaJT0frVeGxhVLAPDw/zbIimBCFFMS2kLch4olnVj8UkvLIiHR\ncUn0mb6Nveesg3tU19p0qV+aT5btZ+nuc4DpEbGJfZpQq7QrAKv2XuTthbvo0bQC73epxbLd5xn1\ne9olPW/PlhYVm8ik9ZkvQCKEKJoktIW4TyWc7JgzqBmPNygDmMK059StHLhw5/Esg0Hxv+ca4e/r\nwdu/7LIMXHNzsGXGAH983EzTnf616xzv/rabwa2r8Er7qswPOc1nKw9YvZ+rg61lFPqXqw5y8oaM\nJheiuJHQFuIBONja8P0LjRn2UFUAbsQl8dSEzRy+GG1V56d+flTwdGTI7DDLvjLujswIDLBMd7po\n+xlG/bGHdx6uSd/mlZiy/hiT7lrSs1U1L7o1LAvAmM1x6Q5cE0IUXRLaQjwgg0Ex/LFafPJkPQBi\nE5N5+JsNHL18Z7azEk52zBwQgL2tDYEzQrl4wzSYrE5ZNyb0boKNQQHw87ZTjF22jw+fqEv3RmX5\nfOUB5m2zXtLz82fqW74fvnh3bndPCFGASGgLkUP6NK9EUKCfZbvj1+s5ceWmZbuCpxMzAv25fiuB\nATNCiYlPAkwj0j99qp6l3ozgE3y56iBfPduQDrW8GfX7Hv7cdc6y38nOyKKXTGtv/7HznDwGJkQx\nIqEtRA7qUMuHv15tbdlu99U6y5SmYJoWdWLvJhy8GM1Lc8NJTDY93vW8f0Ve61DNUm/y+qNMWHuE\nib2b4O/rydu/7GTtgTtznjet5EnnSqbL6sPmhnM+Kja3uyaEKAAktIXIYfXLu7PpvfaW7TZfrLWa\nX7xdTW/GP1WfjYevMHzRnVHibz9cg6calwPA1kbx7erDzAg+wfT+ftQq48qwueGEHL8zkUuPGnbY\n2Zj+CfeZto34JLm/LURRJ6EtRC4o7+HErjGdLVOQtv58Leci75wNP+dfgTc7VWfR9jN8888hwPQM\n9+fPNKBFlZIkp2hKudrz+coD/Bp2hlkDAijn4cigmaGWVcTsbBSLXmoJwNHLNxn9+15ZxlOIIk5C\nW4hc4u5oS/iohy2TsLT87F+rM+43OlbnOb/yfP/vEeaHnALAzmhgct+mVC3lws34JKqWcubjpftY\nufcCcwc1w83Rlv5BIZZBbvXLu/NGx+oA/BJ2mrnbTuVxL4UQeUlCW4hcZGc0sObth2hVrSRgOuO2\nG1MO3299+XnPz4x7qj4P1SjFqN/38O+Bi4Ap7GcM8MfZ3kh0XBL1y7kzcskeNh+9ypxBASgFfadt\n42qs6X74qx2qUaeMGwAf/L4nzSImQoiiQ0JbiFymlKJLs6PE2a4FoGz8VM5dt2HoX0NZuG8+E3s3\noXYZV16Zt4PdZyIB0+X1GYH+xMQnEZeYTJOKJXj3t13sOXeDWQMDiI5P4suwOK7ExGNrY+Cb5xtZ\n3u/ledutLsULIYoOCW0h8sDINSO5aPM1icr06FbZ+O9JjqvKyDUjcbY3EhToT0kXOwbODOXUVdMl\n9Hrl3JnQqwlHL8dgZzTQpKIHb/2yk9PXYgkK9OdarKZ/UAg34hKpWdqV4Y/VAuDqzQRenBMu628L\nUQRJaAuRB05FncJACWx1WUtZ6YTxXLlaEQBvVwdmDgggMVnTf0YI124mANC+ljdjn6zH1mPXKO/h\nSIPy7rw2fzsxcUm82tiegxeiGTwzjNiEZIa0qUIT86IiEWejGLE47fzlQojCTUJbiDxQ0b0iKSqS\na8bpVuVeie9Zpiqt5u3CtP5+nI2MZfCsUMuZcu9mlRj2UFV+33mOFlVKUqu0Gy/ODcdGKb55vhGh\nJ6/x8rxwUrTm6+ca4WBr+me9ZMdZgoJP5Gk/hRC5S0JbiDwwruM4nGydiLZdwln7QVb7Pl95gPof\nriIuMRl/X0++e74RO05H8saCHZYlOt99pCbdGpZl4rqjPOdXnipezny3PQ5vV3s+fao+aw9e5p2F\nu6jo6cSIx2pbXvvT5fsJPnIlT/sqhMg9EtpC5IHe9XsztdtUKrlXItlwCXzepKFvgmV/dFwStT5Y\nycd/7aNeOXc+6FqHVXsv8vFfpmevDQbFV882IMDXk7FL9/NGx+qUdFQMnBlquZ/9565zjP5jD32b\nV6JFFdNodQejgVd+3m41K5sQovCS0BYij/Su35sTb54gZUwKJ946zO8vPskHj9exqhMUfJw2X6xl\n4+HLVCnlzKwtJ/lp4zEA7I02TO3XlPKejgxfHEG/OvZ4udrTPyiEVlW9GPZQVeZtO8VXfx/kix4N\ncLE3UsLJjuQUzZDZYdxKSMqPbgshclCWoa2UClJKXVJK7UlVNlYptVsptVMp9bdSqmwGxz6qlDqo\nlDqilBqekw0XorBTSjGodWXmD2meZt/ag5c5dtm02Minyw8wM/g4YF4tLDAAWxtF0J54fujZGDcH\nW/oGbaN7o7L0alaRieuOsjziPB88XpuzkbEE+Hpy6GI0//1ttwxME6KQy86Z9kzg0bvKvtRaN9Ba\nNwKWAqPvPkgpZQNMAB4D6gA9lVJ17q4nRHHXompJtozoYFXmYGvgpXZVaWweDf7hX/toMX4N4Sev\nUcHTken9/YmK13zw+x6CAv1xMNrQZ9o2Alv68niDMoxfcYAUDe1rliL46BWe86vAst3nmbz+WH50\nUQiRQ7IMba31BuDaXWU3Um06A+l9fA8Ajmitj2mtE4AFQPcHaKsQRVYZd0cOjH3Usq52XGIKk9Yd\n5fUO1fltmGkZzvNRcTwzaQtdvt/E3nM3GFjPnoizUXy56iBzBweglKLPtG282ak67WqW4v0lEbSp\nXgp7ow2HLkbTtX4Zvlh1gHUHL2XWFCFEAXbf97SVUuOUUqeB3qRzpg2UA06n2j5jLhNCpMPB1oaj\nn3ahQXl3S9mAmaHsP3+DTe+1x8XetPjIxRtxvL8kgln74tHA6v0XmbPlJPMGNyMxOYX+QaGM6lob\nv0oejF+xn461vdl+KpKq3i7UKu3G6/N3cDzVOt9CiMJDZecel1LKF1iqta6Xzr4RgIPWesxd5T2A\nR7XWg83bfYFmWutXM3iPocBQAB8fn6YLFiy4t57kkZiYGFxcXPK7GbmiqPatMPbr85BY9l9LsWy3\nLKYBqGMAACAASURBVGukcyUjn4XEUcrJwLM1bNl4Ko4dVxRJ5n/Crcoa6exr5POQOJxtFW82cWDK\n7ngu3EzByVYRk6B5tbE90yLicbNXfNDcEUejyqceZq4w/s6yQ/pV+ORV39q3bx+utfbLql5OhHZF\nYPnd+5RSLYAPtdaPmLdHAGitx2f1fn5+fjosLCzLduWHdf9n777je7r+B46/7mdkL5Eli8RIiBFi\nl5ZSs3SgrU2Lqlb31v5K6fjqLlqldo2aNapVlNYmIUJsQmQv2Tuf+/vj6ocUNZKI8H4+Hh7yuffc\nc89JNe/cc895n61b6dChQ2U3o0LcrX2rqv16YdF+1kXEmz/bWRr46slgnvspjNb+1Rnmn0twy7b8\nvOssn20+BUCgoYBJNnEMy6qJm5WO77r4MGZ7KmcupkYN8nTgrW6BDJ+7j06BbkwfFIJOd+cF7qr6\n3+x6pF9Vz+3qm6IoNxS0b2l4XFGUupd9fAQ4dpVi+4C6iqL4KYpiATwFrLmV+wlxL5o6oBmPN7v0\nRim7oJiR80N5vWsA20+lMDc0k+qzZ/D8pFHs2vU1AMeKLemb6cfrx34nPruQFxeF8e2W76mh15Z7\nRcZlEnbuAuN61OePI4lM+fNUpfRNCHFrbmTJ12JgFxCgKEqMoijPAJ8qinJYUZQIoAvw0sWynoqi\nrAdQVbUYeAHYABwFlqqqGllB/RDirvTlE8H0bFyj1LFPfztGO+sCtqcZ+GJHDFhaUsPBiv3H5prL\njA/oQYOCNE7ZuPBWne5M2z0X50LtPfY3m0/SopYzjzfz4qtNJ9h4JPF2dkkIUQY3Mnu8v6qqNVRV\nNaqq6q2q6ixVVfuoqtrw4rKvXqqqxl4sG6eqao/Lrl2vqmo9VVVrq6r6UUV2RIi71bQBzXignmup\nY9vzLHk0bj9T/e5noYe2LadzST5bTy5Cr2rvwsNsPDApOiJt3JgQ1Ivvzv1uvn747N180CuIxt6O\nvPJzOKeSsm5fh4QQt0wyoglRBcx7uiUhnqUnw+QZLGicl8T7Ndqz2U7bLaxWYSZLo1ZjadKGw6sV\na/tqH7Rx52Pv9sw9uw6AlNxiJq86wPRBIVgZdYycH0ZGXtFt7JEQ4lZI0BaiKigsZPnO76mbk2w+\ntMGtIZFWLpgUHaN9uhJu7QZASF4iX8dsRlFVgvJTeeLCUQAirN14zrcr30dvAGBhRDJR8el8NzCE\n82m5vHzZBiVCiDuTBG0hqoJ581BOneKPqOW4F11aY90iV5tdXqTT86j/45wzOgDQPSuKcYm72G7n\njX1JIQsuPmHn6Yw859uVdxJ2ATBw3n4Ca9gzvncQW44n8+XG47e5Y0KImyFBW4g7XWws/PgjuLig\nKAq7TyzA2qQNZe+29TI/OQM8UG8Ah6xcAHgmNYJhqYeY5dKE05ZObD25yFzuE482uF4M/o3H/8GA\nlr70b+nDtC2n+fWyZWZCiDuLBG0h7nQrV4LJBEYjAApw5Ogs8+nnfLty9MiPdMiKBqBX7b586taK\nAkXP+wk76ZIZxQSP+/jVoXapapONtuavu3z9N+N7B9HM14nXlx3kaHwmQog7jwRtIe5khYWwfDlU\nq1bqsALs/fvSgoz6DUYwJ3o9/xe/A4Dprk15sM5TbLSvyTcxm2mcl8QU12bXvM2ppGw+WX+M6YNC\nsLcyMGpBKOm5hdcsL4SoHBK0hbiTRUVBQQFYWl5xSgeciZxu/uwXNJrhaYeYEL8NgDgLe0b7dmOU\nb1feTdyN68WZ5Ncyd+dZFu2NZvrgEBIzChi7+ADFJab/vEYIcXtJ0BbiTnbqlDY0fg064HTkD+bP\nTQKHMzQtkmdTwgHwKMom3NqNgbUepl7Bpc36vAqvvi77600nmbvjLJMebci2kylM3iAT04S4k0jQ\nFuJOduYMXGd/AD0qJyNnAJCpt2RwzZ68lbibXhknSTDa8UpSKH3TT/CnXU3zNbEW9vTMOA2Aa0Hp\nAL7mYBwf/3aUx5t6MePvM6wOjy3nTgkhbpUEbSHuZPn5oFx/Qw8jJo4dmQmAd2EWOuDz2C20yonj\nE/fW9E4/yeozK2mam2C+plhRaJkTR7rRhnr6/FL1pecWsfJALNZGPW8uj+BwbEa5dksIcWskaAtx\nJ7Oyuu6TtrmoWsLZyOl8Ev83AJaqiRnRv+NXmMGzvl2xUEtYEfULX8T8CcAGB39qF6Tjm5dGvMlI\nSM1qV9SZV1RCQbGJUfNDSckuKL9+CSFuiQRtIe5k/v439KR9LY6mQuZEr8fGVMzwmj1INNjSJ+ME\nUZHTGZQWyWLnBnROPo6lQU9CRj5t/KtftZ64jHyeX7ifIpmYJkSlkqAtxJ2sTh3Qle1/U6+ibOac\nW0+WzoLhNXuQqbNAAcbHb+fBrHPMrNmWAUHVSM0pIKugCF9nm6vWsycqjY9+PVqmtgghykaCthB3\nMj8/bblXQdmGphsUpDL9/AZOWTox2qcLhYoOAypTTv9KUE4SMyMzGNXen8i4TOq4XdqYxMWu9FKz\nuTvPsjT0fJnaIoS4dRK0hbiTWVhA375w4UKZq2qXE8vk2K3stPPmTc8OqIBtahKz6hbibGvJ4n3n\neeY+P/48lkT/ltquYSnZBVfs5/3eqsMciC57e4QQN0+CthB3uscf14bIi8q+debjGSd5I3EPvzjV\n4zOX5qDT4da3N3OHt6CgqIStJ5Lp08ybxXujzYH714h4BrX2NddRWGJi9E9hJGXmX+s2QogKIkFb\niDudlxeMGAEpKTc8k/y/jEk5wIC0SL5zb86CJ14CLy/qutszY0hzzqXmcD4tl44BrizZF03LWs4A\n/LQ7mkeCPc11JGYWMPqnMAqKS8rcHiHEjZOgLURVMHSoNiktJaXMVSnAh4dW0Sk3hg9SHNl4JBGA\n1v7V+axvE/aeTcPCoKORlyMRsenoLk5eXx0eV2p2+f7odMavOVLm9gghbpwEbSGqAgsL+PZbcHGB\n5ORbf+JWVUhOxlC9OlPe6k0jL0fGLt5vfkf9aFMv3ugawIbIRII8HXCxs8R02a3Coi/g5WRt/rx4\nbzQL95wrS8+EEDdBgrYQVYWbG8yeDbVqQUICSnHxzV1fVAQJCdr1s2dj41WDWcNa4GZvxTPzQjmb\nou2vPaZDbZ5q4cPivefp3tADByuDuYrCYhMX/rX71werI9l3Ng0hRMWToC1EVeLmBvPnw+jRGLOy\ntCB8veVgBQVauQsXYPRo7Xo3N0Bb0jXv6ZaoqsrQOXtJzS5AURQmPtqQB+q5MnvHWQa1rolRfynB\nS25hCfaWlwJ5sUnluZ/2E5/x37uICSHKToK2EFWNhQWMGMHhDz/U3nUXFGhD5gkJ2p/ExEtfJydr\n54cOhZUrtQltFhalqvNzsWXWsBYkZOTz9LxQ8gpLMOp1TBvYjAB3e+btPMvw+/zM5V3tLbG3MpR6\nAk/JLmD0gjDyi2RimhAVyXD9IkKIO1Ghqyv06wejRmn7bp86pe0K9s/+2/7+2uQ1P78rAvW/NfOt\nxpT+TRn9UxhjF+9n+qAQ7CwNzBnegken7WB1eCz9W/qyeG80yVkFPNXCh79OJFNsUskt1AL1wZgM\nxq06zOf9GqOUIfWqEOLa5ElbiKrOwgICAqBnTxg7Fl5/Xfu7Z0/t+HUC9j+6BHkwvncQm44mMX5t\nJKqq4u5gxZzhLcgtKGH/uQt0b+gBwJJ953n/4QbYWpb+vX/F/hjm7jxb3j0UQlwkQVsIYTakTS1G\nP1Cbn3ZH8/1f2n7bgR4OTB8cwunkbNJyCgn0sAdgzML9zB3eAmfb0r8UTFh7hJ2ny740TQhxJQna\nQohS3uwawCPBnkz+/TirDsQAcF8dFz7t05g9UWnUrH5pQ5GvN53kp2da4WhtLFXHgJl7OJ+We1vb\nXZ4KiktQyyGRjRDlTYK2EKIUnU5hct/GtPGvzpvLI9hxSntq7hvizcud67IhMpEnmnsDsPFIIucv\n5DJ7WHOsjKV/nDz4xVbyCqvmxLT3Vh1m+Nx9JEqqVnGHkaAthLiCpUHP9MEh+LvYMXpBGEfjMwF4\nqVNd+oZ4szQ0hr4hWuB+dkEYtarb8t3AZuh1lyagFZWo9J+5u8o9saqqSkMvR3afSaXLV3+z5mBc\nZTdJCDMJ2kKIq3K0NjJneAtsLQ0Mn7OPuPQ8FEXh48ca0a6OC78ciDW/3w6ZtIn767oyuU/jUnWE\nn0+vcntwK4rC0La1WP9ie/xdbXlx8QGeX7SftJzC618sRAWToC2EuCZPJ2vmPt2CnIJihs3ZS0Ze\nERYGHd8NakYdNztiL1xKqNLz2+083syLcT3ql6rjx+1RVfJp1d/VjmXPtuGNrgH8EZlAl6/+ZvPR\nxMpulrjHSdAWQvynQA8HfhgcQlRKDs8uCKWguAQHKyOzh7XAxlKPk402Ce14YhbfbD7JyPv9efYB\n/1J1vLj4AEfiMiuj+WVi0Ot4vmMdVj/fDhc7C56ZF8pbyyPIyi/7NqlC3AoJ2kKI62pbx4XP+jZh\n95k03lgWgcmk4ulkzexhLSgqNpnLfb3pJOsPxfN2t0DzO+9/9Ph2GxeuNsSsqnDyJKxbB5MmwYgR\nBH7yiZa9bdIk7fjJk+WyLemtauDpwOoX7uO5DrVZFnaebl9vY9fp1Eprj7h3SdAWQtyQR5t68Wa3\nANYcjGPyhuMABHk68t2gkFIT0MYs3M/+6HQ+fbwRnQLdStXRdOJGikouBvm8PFizRsvqNnAgTJgA\na9fCyZNYJiZqgXrtWu34wIFaubVrtesqgaVBz1vdAlk2ug1GvUL/mbuZ/PuxKjfRTlRtErSFEDfs\nuQdqM6i1L9P/Os38XWcBeKCeKx892rBUuSd/2EXMhTymDmhGi1rVSp2rO+43TKGh0KcPfPihlh/d\nzQ08PLS/HRwosbEBB4fSx5OTtQDepw/s33+benylkJrOrH+pPU809+a7raeZv0u2JhW3jwRtIcQN\nUxSFCb0b0rm+Ox+siWRDZAIAT7X05YWOdczlik0qw+fuI7+ohB+HtCDA3b5UPZ3mRaJmZ0ONGlpw\nvl6uckXRytWoAdnZWr71L7+EkspZB25jYeDTxxvTub4bH647IkPl4raRoC2EuCl6ncKU/k1p4u3E\ni4sPEHbuAgCvdanHY029zOWiUnIYtSAUS6OO+c+0xNXO8tI5WxdeafDYrTXA0VF78l64EMaPr7TA\nrdMpfPVkMH4utoxZGFalM8CJqkOCthDipllb6Jk1tDk1HK0YMW8fZ5KzURSF//VpTPOal4bD9529\nwBvLI3C1s+Rni9LrtX9xqsdUl2a31gC9Xhs2X78evvmmLF0pE3srIzOHNKfEpDJyfii5hcWV1hZx\nb5CgLYS4JdXtLJk7vCWKojBszj5SsguwMOiYNbRFqXJrD8bx2fy/8F86j7Unl5Y697l7S5Y71ru1\nBuh04O4OixZV6jtuPxdbpgxoxonELN5YFiET00SFkqAthLhltVxsmTW0OUlZ+Twzdx+5hcU42hjZ\n/lbHUuW+P5bDIr82NCpMY+HZtaXOve79IBvta95aA/R6sLGB996rtFnloE3Ge7t7IL8eiue7racr\nrR3i7idBWwhRJk19qzGlfzMOxWYwdtEBiktMeFez4Zfn7zOX8ctJ4X3/Lmy18+G+nFimnf+jVB0j\nfbuz08bz1hrg6AhJSbB5c1m6UWYj2/vzaLAnn/9xnE1HJHOaqBgStIUQZfZQA3c+fKQhm48l8f7q\nSFRVJdjHifd7ailNo2xdqFNwgee9H+KIZXV6Zp5hYtzfpeoY4Nebg1aut9YAW1uYO7dSE7AoisKn\nfRoT5OnAyz+Hcyopq9LaIu5eErSFEOViUOuajOlQm8V7o81DxM94lFA3OwmA41bVcTAV8nTN7sQb\nbBl84Qhjk8NK1fGY/2OcsnC6+Zvb20N0NJw6VeZ+lIWVUc+Mwdo2pSPnh5GRJ+lORfmSoC2EKDdv\ndA3gsaZefLbhOCvCYuD4cTbs+d583qcwk2ydBcNrdidLZ+TVpH08ln7CfN6k6BhQqxcJlvZXq/7a\n/lnnfeLEf5e7DTydrPl+UAgxF3J5cfEBSkwyMU2UHwnaQohy88+yr/vqVOetFRFsCz2NTqew7cRC\nAPbaetIj8zSnLKvxvPdDFKPj89gtNMlNMteRZLRlbMP+XNBbXus217o5HDxYnt25ZS1qOTOhd0P+\nOpHM5A3HKrs54i4iQVsIUa4sDDq+HxRCHTc7nsutyRFnH3yKspgQvw2ApdXq82j6Sf629+V9z/bo\nUFl69hesTJeGkqNsXXnatzu5iuHGb2xlBVFR5d2dWzaglS+DWvvyw19nWB0eW9nNEXcJCdpCiHLn\nYGVkzvAW2KtFDK/fl1ijHUPSIgnO1WZVL68WSI+M0yypVp/vXJpiqZoIPT6/VB0HbDwY49OFohv9\nMaUoUHRnvUP+v4eDaOnnzJvLIzgUk1HZzRF3AQnaQogKUcPRmrmZO8nVGRnm24NMnQU/nN9gPn/Q\n2o122TF85t6K1Q51sDMVEXpsbqk6ttr78pbXA5i4AaoKRmO59qGsLAw6vhvYjOq2FoxaEEpGgbzf\nFmUjQVsIUWECfKrzw6GlnLVwZJRvN5xK8vkmZhMAsRb2pOqtaJyXxBteHdlr44FLSb75/fc/VjoF\n8Il76+vfLD8f/Pwqohtl4mJnyYwhzbmQW8i08HwKi2/oVxAhrkqCthCi4gQH0zbtDJ/HbWGPrSev\ne3WkV8YpumdoS8KOWrtgZSrGsyibUT7dOG3hiE9RFvP2zy5VzUyXYH6o3uS/76Wq0OQ6ZSpJQy9H\nJvdtwokLJiasjazs5ogqTIK2EKLiBASAovBI+kneTtjNWse6/M+9NZPit1G9WEs7utfWE//CdPSo\nDK/ZgxS9FUHZ8UyP3lCqqk882lw7T/k/SVXq3WIe89ugdxNPevgZWbgnmp92yx7c4tZI0BZCVJw6\ndcDXF7KyeDY1nCGph/nBJZi1jnX4KO4vc7E/7WvSJieWJIMNI3y7k68z0C0rijcS95Sq7i2vDmy2\n873yPllZ2n3q1Lny3B2kbz0jHQJcGb8mkr1RaZXdHFEFSdAWQlQcRYGhQyEnBwX4IGEHD2VGMcFD\ny0v+WPoJdKoJl6JcfnWozdOphzho7cb7AY9gAp5POUCHrGhzdXrVxPM+DxFm7V76Prm5MGzYpSQr\ndyidovDNU03xdbbhuZ/CiE2vvE1ORNUkQVsIUbE6dwY3N8jIQI/KtzGbCc5L5CXvzvTKOIVrcR4p\nRhu8i7IYkhbJewk72eIaaJ58Njd6vbmqQp0Ba1Mxw2v24LjlxX27MzLA1RU6daqM3t00R2sjM4Y0\np7DYxLMLQskrLKnsJokqRIK2EKJiWVvDxIna03BJCdZqMbOif8ezKJtXvR7ktaS9PHnhKL+cWYlH\ncQ5Ppx3iydh9zHQJZr5zEABRkdPN1V0wWGNUTQyp+TAxOhut3kmTtPtUEXXc7PimfzCRcZm8tUL2\n4BY3ToK2EKLihYTAgAGQmAgmE84l+cw9tx49KlNcQ3g9cS/VS/IBUIBXT2+kc2YU4z3uY/aDRZQY\nizl2ZKa5ulSDNXk6PUN8u5P21GBo1qySOnbrHgx05/UuAaw5GMcPf5+p7OaIKkKCthDi9njpJejR\nAxISoKSEmkWZzD63nhSDNU/X7E6O7lLK0n+G0QPVeD5NGcmumkas1BL2XpY1LVNvRaxtdYZbhpBT\nUFwZPSqzMR1q83DjGvzv92NsPZ50/QvEPU+CthDi9tDrYfx4GDgQkpIgI4Mm+clMPb+RSCsXnvfu\nQjGXJpLZqMWM8/4Ge2MGL1o/RYzRDrfiXFZGLDCX8XKx53B8JqN/CquSSUsURWFy38bU93Bg7OID\nnEnOruwmiTucBG0hxO2j18Orr8KMGWBnB/HxdIo7zMS4bWy19+U9z/v55+2uiopa9ySvNh9PgWJg\nuHc3MpIv0EzJ4sOmDgCcScnh/roubDuZwuvLDmKqgttg2lgYmDEkBKNex8j5oWTm31n508WdRYK2\nEOL2a9YMVqyADz4AV1cGHt/KC2f/Zkm1+kyxD0Kfm0uuZQImXQledud5sdHHRFlX47lH3qbw56UM\nebI9neu7AbDleDIPN67BmoNxTPz1SJWc1OVdzYbvBjbjXGourywJr5K/fIjbQ4K2EKJyWFtDr16w\nbBksXMhrg+7ncWMaX/q2Z0WDDqS21aMatB9RDTyO8lbnBHZmKLyz/hSqqjJzSHNzVesi4unZuAZz\ndpzlu62nK6tHZdLavzof9GrA5mNJfLnxRGU3R9yhJGgLISqXokDduigP9+TTDwbSro4Ln9R8iD8C\n/FD12gQzE4U0c/6RVzrXY8X+GL7dfApFUTgxqbu5ml8j4ukU6MZnG47z877oa93tjjaodU2eauHD\n1C2nWBcRV9nNEXegm9hhXgghys/hw31ISVl5xfGBtaw5lziZz3f25Z1W+6jpoC2Hys4+SGN9Pdp5\nvcRXmyA7cTT3ef3Jtw868OKfiwDYfCyJVn7OvLPyENVsLOgS5HFb+1RWiqIw4ZEgTiZl88ayCPxc\nbAnydKzsZok7iDxpCyEqhb//p9jaBqPT2ZY6bm3I49WQ8dgYs/gybDwpea4AqGohigLDgqbRoHo4\nsw+/yJHUxjhZlfBZ52nm6/dHXyDI05Gxiw9UyfzelgY93w9qhqO1kVHzw0jNLqjsJok7iARtIUSl\nsLGpS/PmodSqNQGdzprLfxxVs0rltZDxFJZYMP3gG1w+t8ygK+b54E/wsI1l6oFx4PgpfTut44t+\n2racRSUqigJe1ax5Zt4+jsZn3uaelZ2bvRUzhoSQkl3A84v2U1RS9ZaziYohQVsIUWkURY+v72s0\nb34QW9vGpZ66veyjebnZRIYHTb1iHxB7S5X32i/DxsqBd35rQHJ2IX1CvOkX4g1AREwGAe722FoY\nGDJ7L+fTcm9nt8pFY28nPu3TiN1n0pi07khlN0fcISRoCyEq3T9P3b6+76DTWZmPBzhH4mVfelKZ\nTmeFr++7dLt/M3OGtSEtp5Bn5oaSW1jM5L6Ncba1AOC3wwl0CHClsNjE4Fl7SKmCw8yPNfVmZHs/\n5u06V2Un14nyJUFbCHFHUBQ9dnYNURSL65SzwM6uEYqio5G3I1MHNCUyLoMXFx/ApMLudy7t9rVk\n33l6N/EkITOf4XP2kV0F052+1S2Q9nVdeO+Xw4Sdq3rv6EX5kqAthLhjJCevoqQk6z/LlJRkkZy8\nyvy5U313JvQOYtPRJD5cG4lRrxD2Xmfz+QW7z/Fkcx+OxGfy7IJQCoqr1laYBr2Oqf2b4elkzbML\n9hOfIXtw38skaAsh7giqqpKaug64PBuY7opJaqCSmrq2VOazwW1qmYeRZ+84S3U7S9a8cJ/5/Lxd\n5+jf0ocdp1J5delBSqpYxjFHGyMzhzQnr7CYZxeEkV9UtX7xEOVHgrYQ4o6Qm3sEk+nSU6ROZ4Od\nXRMaNlyNnV2TUpPUTKY8cnOPlrr+ne716d7Qg0m/HuH3w/HaRK7HG5nP/7Q7mieae/NrRDwT1kZW\nuXSn9dzt+erJYCJiMnh35aEq135RPiRoCyHuCKmp61HVErQfS5b4+U0kJCQUZ+eHCAnZV2ppmKqW\nkJq6vtT1Op3CV08GE+zjxEtLwjkQfYGnWvrycOMa5jJ/HtPylM/fdY4pf566rf0rD12CPHj1oXqs\nPBDLrO1Rld0cUQkkaAsh7gjJyUtR1SLs7JoAP+Lj8yqKov2I+vfSMFUtIjl56RV1WBn1/DikOe4O\nVoyYF0p0ai5T+jfF8mIO85TsAo7EZ/JgoBtfbjzBwj3nbmcXy8ULHevQLciDj9cfZdvJ5MpujrjN\nrhu0FUWZrShKkqIohy879pmiKMcURYlQFGWVoihO17j2rKIohxRFCVcUJbQ8Gy6EuLsYjR7Urv0Z\nISGhgPdVy/yzNMzffzJGo/tVy1S3s2Tu8BaUqCrD5u4lI6+IQ+O7ms+fSc4hKSuf1v7OvP/LYX4/\nHF8R3akwOp3CF080oa6bPS8sOsC51JzKbpK4jW7kSXsu0O1fxzYCDVVVbQycAN75j+s7qqoarKpq\n8/8oI4S4xzVuvLbU0/W1/PPU3bjx2muW8Xe1Y8bg5sSk5TFqQRgqKqGXzSg/HJuJSYWGXo68uDic\nXadTy60ft4OtpYGZQ5qjKDByfmiVXMombs11g7aqqn8Daf869oeqqv/8K9nNtX4tFkKIStLSz5nP\nn2jC3qg0Xlt6kGo2Fqwa09Z8fm9UGs62FvhWt2Hk/FAOx2ZUYmtvnm91G6YNaMbp5Bxe/Vn24L5X\nlMc77aeB365xTgU2KYoSpijKqHK4lxBC3LDeTTx5t0cg6yLieXtFBE28nfjwkSDz+a3Hk6nrZoeD\nlYFhc/ZVuaHm++q4MK5Hff44ksg3m09WdnPEbaDcyLIBRVFqAetUVW34r+PjgObA4+pVKlIUxUtV\n1VhFUdzQhtTHXnxyv9o9RgGjANzd3UOWLFlyk125PbKzs7Gzs6vsZlSIu7Vv0q+qp7z7tupkIatP\nF9HJ18Cg+hZ8e6CAA0mX1jq39TRwMLkYG4PCuNZWOFlWzBzdivhvpqoqsw4Xsj22mBeCLWnucft3\nXJZ/i2XXsWPHsBt5jXzLQVtRlGHAs0AnVVWvm41fUZTxQLaqqp9fr2zz5s3V0NA7c97a1q1b6dCh\nQ2U3o0LcrX2TflU95d03VVX59Ldj/PD3GUbd78873QPxe6f0krGnWviwOjwOPxdbljzbGgcrY7nd\n/x8V9d8sv6iEp2bs5kRiFivHtCXQw6Hc7/Ff5N9i2SmKckNB+5Z+nVQUpRvwJtD7WgFbURRbRVHs\n//ka6AIcvlpZIYSoSIqi8Hb3QIa0qcmMv8/w9aaTnJjUvVSZpaHneayZFycSsxg1P7RKZR2zMur5\nYXAIdpYGRs4P5UJOYWU3SVSQG1nytRjYBQQoihKjKMozwFTAHth4cTnX9ItlPRVF+efXV3dgiuHm\nQgAAIABJREFUu6IoB4G9wK+qqv5eIb0QQojrUBSF8b2CeKK5N99sPsms7VHsHXdpcxGTCsvDYujX\n3JvdZ9J4eUl4lUp36u5gxfTBISRmFPDC4v0Uyx7cd6UbmT3eX1XVGqqqGlVV9VZVdZaqqnVUVfW5\nuJQrWFXV0RfLxqmq2uPi12dUVW1y8U+QqqofVXRnhBDiv+h0Cp883pjeTTz53+/HWB8Rz7LRbczn\nS0wq6w7G06eZN79HJvD+6sNVKl1oM99qTHqsITtOpfLx+mOV3RxRASQjmhDinqK/mJyka5A749ce\n4XRSNuN61Ae0oK3XK/x1IpmejWqwaE80X22qWrOyn2juw/D7ajF7RxTLw2IquzminEnQFkLcc4x6\nHd/2b0qHAFfeWXUIV3tL2tVxASA9t4hik4lDsRk8GOjGt5tPsmDX2Upt780a16M+bWtX591Vh4iI\nSa/s5ohyJEFbCHFPsjTomT4ohNZ+1Xlt2UEGtfY1n0vPLSI5q4C49Dxa+zvzf2siWRcRV4mtvTkG\nvY5pA5rhYmvBS0vCyS2UjGl3CwnaQoh7lpVRz49DmxPs48TYxQeYMTjEfK6Wiy2nkrLJLzLR2MuR\nV34OZ8eplEps7c2pZmvB5080ISolh0/k/fZdQ4K2EOKeZmtpYM7wFgR6OPDC4gN8+UQTAI7GZ9Kz\ncQ3Cz6dja2mgVnVbRs0P5VBM1Ul32ra2CyPa+bFg9zm2HE+q7OaIciBBWwhxz3OwMjL/6Zb4u9gy\nbtVhXn2oHgCrw+N4+j4/dp5OxdfZBicbC4bN2UtUStVJd/p61wAC3O15c3mErN++C0jQFkIItOHk\nBc+0ooaTFTP+PkOXBtrWn7N3RDGinR+bjyUR7OuECgyetYfEzPzKbfANsjLq+erJYNJzC3l31aEq\ntYRNXEmCthBCXORqb8miEa1xtrVgT1Qa1kY9AD9uj+KpFj78GhFPhwBX0nIKGTpb26u7Kmjg6cBr\nXQL47XACK/fHVnZzRBlI0BZCiMt4OFqxcEQrbCz02FjozccPxWbQpYE7K/fH8nDjGpxOzmbkvKqT\n7nRke39a1nLmgzWRnE+77nYR4g4lQVsIIf7Fx9mGRSNbo9MpVLPRNg6JjMukjpsdrfycWXUglsea\nerHvXBpjFx+oEilD9TqF+5ucJbswixafT6HWV34sPLSwspslbpIEbSGEuAo/F1sWjmgFgKJox77b\nepphbWtRx82edRHxPBbsxcYjiYxbdeenO114aCFvbRlBimE6VqaGXEhtyqi1oyRwVzEStIUQ4hrq\nuduz4JlW2Fle2qP6uYX7mdynMS52lmw5nkSPRh78HHqez/84Xoktvb5xm8eRW5iLUfWlSEnAqXgI\nRQVujNs8rrKbJm6CBG0hhPgPDb0cmfd0S2wve7/da+p2Zg9rgV6nIzw6nQ4Brkzbcpo5O6IqsaX/\nLTojGtBjX9wdo+qBghGXwteITo+v7KaJmyBBWwghrqOZbzVmDWuBlfHSj8zOX/7F3OEtyMwvJjot\nl1Z+zkxYe4TV4Xfm7GxfR19QSsjR/2U+ZqH64asbU4mtEjdLgrYQQtyA1v7VmTG4ORb6Sz82P/r1\nKDOHNCcmLY/sgmIaezvy2tKD7DmTWoktvbqPOn2EjdGGbMMfpU/kdiY+I69yGiVumgRtIYS4QffX\nc2XawGbmz7vOpBIZl8G3/YM5Gp+JhV6Hm70l7646RGHxnTWjfGCjgczoNYMaToUUKmdAKTCf23f2\nQiW2TNwMCdpCCHETHmrgzpT+Tc2fJ/16FFd7Sz56rBGh5y6QW1TC6eScO/L99sBGAzn7ylk+6dUL\nVEvzPuKXv68XdzYJ2kIIcZN6NfHk835NzJ/7fL+LrkEevN6lHum5Wpa0bzafvGOHnR8N9sLSoONc\nWg5nPu5Bp/ruN35xfj7Ex8P589rf+VUjnevdwnD9IkIIIf6tb4g3+UUlvPfLYQCaTdzImY97kJJd\nyNydZ8ktLOGjX48ydUCz69R0+znaGOnZqAarD8Txbo/62Fj8RygoLobdu2HLFggPh+ho0Om0xeuq\nCiYTQdbW8NBD0LEjtG4NBgktFUWetIUQ4hYNal2T93rWN3+u+95v/N/DDejdxBOAdRHx7Dz933tw\nl5hU3ll5iBVhMZhMty9By5MtfMgqKGb9oYSrF8jJgXnzoHt3ePVVWLcOLlwANzftj6ur+Wt9drZ2\n/tVXtfLz5kGupEqtCBK0hRCiDEa09+e1i1t5lphUXl0azuf9mtDSzxmAATP3UPQfaU51Cuw4lcJr\nyw7S74ddHI69Pft1t/Rzxt/VliV7o688uX8/9OsHU6ZoT9Pu7lqAtrXVnrJLdUCHycpKO+/urpWf\nMkW7/sCB29KXe4kEbSGEKKOxneoyuHVNAH4Jj2PtwTjmDGthPj9m4f5rXqsoCl8+0QSdAmHnLtBr\n6nbeXXWImaGLqPV1LXQTdNT6ula5pxtVFIWnWvgQeu4Cp5KytIP/BNxRoyA7G2rUAGvrm6vY2lq7\nLisLRo68FPhFuZCgLYQQ5eDDR4JodfHp+rVlB4m5kMf+9x8CYOORRLafvPYwefNazox+oDYAftVt\nWbL3HBOX60lNbYCqKpzLOFchecIfb+aNUa+wZO95MJngo49gzhxt6NvRsWyVOzpq9cydq9Urgbtc\nSNAWQohyoCgKS0a1Nm8u0vXrv7E06Fg0Utt0ZNCsPWQVXjtwvdy5Hg29HEjPK8LkNIVC3WmqFz2P\nW+H/gWogtyi33POEu9hZ8lADd1YeiKVg6jRYuVJ7Si6viWQGA3h4wKpVMHVq+dR5j5OgLYQQ5URR\nFE5/1MP8OeiDDbTxr84D9VwBGPtnLgXFV99/28Kg46sngskpKCYvow2JFuNINX6Htak5roXvgmq4\nmD+8fD3Zwpe0nEI2/h6qvZP+9zvrstLptPfd8+bJO+5yIEFbCCHKkU6ncOqj7ubPfu+s54fBIebP\nb684dM1tPOu62/N290CsTS2wK+lGtmE9qcap2Jha4lr4Fr4OfuXe3vae1ngVZrLEt2XFLdUyGMDG\nBt57T5uVLm6ZBG0hhChnBr2OYxO7mT/f9+mfzLgYuFcdiGXG32euee3QNrWo41GEc9EIDCZPsg2/\nk2r8HhtTG4IsPv/Pmei3QrdiBU+eD2W7Uy3OG+3Lte5SHB0hMRGWL6+4e9wDJGgLIUQFsDLq2f5W\nRwBScwr5/XACjVy0dKGf/HaMjZEJkJEBCRf/vvj0rdMp/DS8GzYWFniZ3kFR9VSvfpieIblEnrfg\n5SXhzD+48IqZ5flFJUTGZVxz+P2qiovhp5/ol30anWri52qB5f59KMXRERYu1O4rbokEbSGEqCDe\n1WyYM1xb+rXyQCzuNor53EvzdnPk0YHwyCPQuTP06aNN2MrOxsPRis/6hkCRH1+1O8rZl88yrV8/\n3utZn18PxfPmskjOpcdgVRJCRkoH3lySQNAHv9Hz2+3cP3kLs7dHkVd4A8F7925IT6eGoYQO2edZ\n5hRIMUqpIlk6Y/l9Q2xsID1du6+4JRK0hRCiAnUMcOO5Dtpyrk3RxdTPSQIgV2dkRNNBJHnW1CaA\npaXBxx/Dww9DWBgPN/bk0WBPvv3zJOHn0wEtkQt2q7Aqvg/f/JW4FY7HsbgfmBwp0Z9ict/G1Kxu\ny4frjtB+8p/88Ndpcgr+46l2yxbzxLOnLhwl0WjLVjtf8+kkgw2N6j9DraDRHLV0Lp9viKLA1q3l\nU9c9SIK2EEJUsLe6BeJvpw2NH7V1Mx9PMdgwyqcb+ToD2Ntry6MAxoyBsDAmPNIQd3tLXvk5nNxC\nLfhGl8zmgmEeClp9KiZM5EBRXRIz8vl5VGt+HtWaQA8HPvntGO3+9ydT/zxJZn7RlQ0LD9eynAEd\ns6JxK8rhS7cW5CrahDTX4lzsS7QtPLvXeYIXvTpxQW9Ztm+Gra12X3FLJGgLIURFy87mz02fXnE4\nOC+RcBt33vTsgHk+ub29llXstddwNBXy+RNNOJuaw8frjwLg6+hLpnEZ6YafAFDQYanWAeCLjSd4\n5edwmvg48dOIVqwc05amvtX4/I8TtPv0T77ceIL03ELtPvn52uYfFzOeGTHxv7i/OGblzEvenShB\nQQEOHZvDewk7AVjjVJemgcOZ7dyIolsNH9bWcO6c7A52iyRoCyFERdu4EXJy2LGtdODea+vJsNRD\nrHGqy1SXy3YDs7fXlkZt2kTb2i6MaOfHT7uj2XIsiY86fYSN0YYM4xLSDYvMl1SzLeGNrgH8Eh7H\ngJm7Sc4qoJlvNWYPa8G6se1oU7s6324+yX2f/sn/fj9GSmySNjR+2brsjtnR/F/CTjY6+PE/91bm\n4yNSI1h1ZqX584c17mNwrZ4UKLcQQv65Z3r6zV8rJGgLIUSFUlVYsABsbbFUS/jrxKJSp/fa1OCx\n9BN84d6SXx38L52wtdUSkqgqr3cNINDDnjeWR9Ddvx8zes2gpmNNMg2LwfZ3AB6o68OYDrX5fmAz\njsRn8ui0HRxLyASgoZcjPwxuzu8vt6djoBvT/zpNuzmHmVinC0kGm1LtGZZ2mKGph5jhEsyiapd2\nMGual8Tu4wtokqu9k99t68Vbl48Q3AxFgaKrDNeL65KgLYQQFSkzE86fBzs7AGoWZfJD9O/m00es\nXcjWGWmcl8RrXh2JsNKyp2Fnp12XmYmlQc9XTwaTmVfEOysjGNBwAGdfPotpvImo977l2Qf8+SU8\njglrj9CtoQfLnm1LsclEn+92svloovlegR4OTB3QjI2vPECPOtWY69WSTnWe5IxF6Tzj7yfspENW\nNO/XaM82W2/zcY/iHH4+u5pH008A8ItTPT697In8hqkqGMtxVvo9RIK2EEJUpLw8bThYubSUqmvW\nWYalHjJ/3ujgR4S1G/k6IyN8u5FgsNXK6/Xa9UD9Gg688lA9NkQmmmeTg5Y69e1ugYxo58fcnWeZ\nuO4oDb0cWP18O3IKS3hmXigj54eWysJWx82OL59qyoY932FQTYzx6UKecikbmgGVqTEbqVtwgTE+\nD3HSspr5nJVawlexf/J2grZs6weXpszxaXvj3w+TSfvj5HTj1wgzCdpCCFGRrK21IPWv1KXjE3bg\nXnRlSs8koy0jfLuRix5KSkptjTmotS8WBh2rw+NKXaMoCuN61mdY21rM3hHFJ78dw93BkmWj2wDa\nLmOvLj1Y+kZWVtRxseGr0+s5bunMezXalxrqtjMVMSv6N6xMxQz37U6K3urS/YDRqeHmEYNpfh2Z\n5tL0xr4feXlQsyZYWV2/rLiCBG0hhKhIDg7g46PtT/0vu08suOolh61dec3jfkw+Ptr1F9lbGekU\n6Ma6iHhKTKV/CVAUhQ96NWBw65rM+PsMkzccp3nNauZ9vlcdiGXW9qjSNwoOpkNcJGOTw1hRLYCl\nTqUzonkVZfNj9O+kGKwZ6duNfEVf6nzXrLOsOLMKgM/cW/Gp2w0MlefkQHDw9cuJq5KgLYQQFUlR\nYPDgq26UoQCHjs666mW/VQ9gyoPDSg2rA/Ru4klKdgG7Tqde5VYKE3oHMaCVL99vPc3/fj/Oh48E\n4WClDX1PXHek9L7eHTuCqvJSchjtsmN4v0Y7Iq2ql6qzSX4yX8f8Sbi1O697deTfmc9D8hL5ab/W\nh+muTXnZ68ErsqqVoqrQocO1z4v/JEFbCCEq2kMPga0t+tzcK07Zm4pYf2pZqWMeBVm0T4/ifHWv\nK8p3DHTD3tLAmoOxV72VTqcw6ZGGDGrty/S/TjPp16PsHdfZfH7QrD1EpVz8BaJ1a3B0RJ+Xyzcx\nm3AuyWeMdxcydRYUKDqWOQWQozPQLSuKtxN3s86xDl+5tbjinoHZCSyL+gXQJqf1r9Wb9KslYcnN\n1d5lt259zW+V+G8StIUQoqLZ2cEXX6AvKICsrCtONyhIZXLsFvPnBEt7cmrXY8LjTa4oa2XU0yXI\ng98OJ1xzcxCdTmHiIw0Zfl8tZm2P4uP1R9n82gPm8x0/30pGXpG2ZeagQZCeTvWSfKae30SshR1v\neHXgnIUjb3h1pJd/X45YVmdU6kGeunCUKa4hrHCsd8U9W+QmMO38HwDss61Bb//HS01gA7SNUQYO\nrLgtQO8BErSFEOJ2CAnhxMsva18nJGjB+5/JaarKE+dD6ZkYaS5+8EIxz8zbR37RlYH5kWBPsvKL\n2Xo8+Zq3UxSF/3u4AaPu92f+rnP8uC2Kr5689EtAkwl/UFxign79tNznGRk0z0vg7cQ9bHDw5287\nHz6I384ZSyce9X+Mn6o14MP4bbTNjuFtzwfYY1Pjinv2zDzDW4narPJoC0ce83uMfTYXU7NmZGj3\n6dfvZr9z4jIStIUQ4jbJDgiAX3+FcePA2VnbXzo5Wfvb2ZlpjwaYy5aYVPZEpfHsgrArnqjb1q6O\ni50Fa/41i/zfFEXhne6BPN+xNov3RrPjVCqPNb005P749zu1nbcmTtSGrouLeSY1gm6ZZ/jEvTUN\n81N4JWkfhToD73vez8tenfhf3F/4FmXyrE9Xov61vhtgdEo4T13QUq5m6y14zqcLCVhq9U+apN1P\n3DIJ2kIIcTvZ2sKjj8KKFbBpE/zyi/b3ihXwyCOc/riHuaizjQV/nUhm7KIDFJVcmgJm0Ovo2agG\nm44mknW1jUAuoygKr3cJ4OXOdVkeFkNBcQlu9tr75oiYDD769Qg0awZDh0JSEorJxOTYrXgXZvGC\n90MMTIvk6dQIANY71mZArV68nBSKDpWnfbtfsYGIAkyM20a77BhA2xTlea9OFA4ZCk1vcFmYuCYJ\n2kIIURkUBRwdtZ29HB3Ns8T1OoXQ97SJY90beTChdxB/XFxnffkyr97BnhQUm9h4JPGq1Ze+lcLL\nnevxRtcA1h9KwM3hUqCduS2KdRFx8MIL8NhjkJCAQ2Eu38X8Qbrekpe8O/Nuwi76XTgGwHkLB171\nepDWOXHEGu151qcrRf/KQW7ExLTzf1A3X5vhHubky8c1O5bt+yUACdpCCHHHcbGzJOqTHnzYuyFD\n29bine6BrD0Yx1srIjBdDNzNfKvhXc36ikQr/+X5jnUY16M+h2MzSx1/YdEBjiZkacP2w4ZBcjJB\niWeYGL+NHXbefOsawidxf9Et8wwAxYqO9Y61KdTp2WvrSav2rdA1W0etRptZ6Kw9YTteSGZ26Hxc\ndNqWonN3neOXA1ef8S5unARtIYS4AymKgk6nPX0/+0Bt8/D2B2siUVUVRVHo1cST7adSSM0uuOF6\nR97vz/heDa443v2bbaTnFcHYsTBzJtjb88TRrfRLOcy3bs3ZZufNNzGbaJ99HoDWObHoVS0g63gQ\n+5InOGeZx6iaESxUDoO9PT5TPuPH5x7AcLEfrywN52h85hX3FjdOgrYQQlQBL3Wqy7MP+LNg9zk+\nXn8UVVV5JNiTEpPK+kPxN1XXsPv8mPRowyuOB3+4UZtR3rQpLF0KY8fy4fm/CMxK4BXPjqQUwg9n\nf6NpXiJh1h6U6JZQpGhP+tWKh2BT3J5cvYlxLbNg2TJo2pRgHyem9NfeZasqPLsgTFtuJm6JBG0h\nhKgC/tkYZGibmszcFsVXm04S6OFAPXc7Fu09rwXbmzCodU0m92l8xfE6437TvrC1haFDsf51Dd/3\nqkOx0ZIxgY9hSEpkTth8auemYFL7kmacTq5uHwCuRW9hWVKf6JK0UrPEuzeqwbs9tBSp0Wm5vLY0\n3DzML26OBG0hhKgitPziQTzZ3IdvN5/ku62neLFTXY7GZ/Ljv/OK34AnWvjw5RNXJnAZ+OPuSx8M\nBvy6PcBnA1tw0MqVj9/+AccVPzP/hQ7o9Jm4FL5JunEB2fo/AfAo/Axf25ZX1DmyvT8DWvkCsOlo\nEt9tPXXT7RUStIUQokrR6RQ+frwRjwR7Mvn34yRnFdAtyIMvN57gVNKVm5Jcz+PNvPnl+fv4X59G\n7Hz7QQB2nErl280nS5Xr3qgGz7TzY+7eGDZfUHAL9Of1hy1BKcC9YAIZhiVk6tdphVPe50xy6bYo\nisKHvYO4v562X/jnf5zg7xPXTg4jrk6CthBCVDF6ncIX/ZrQLciDCWuPEOTpgI2FnjeWH7xi968b\nEezjxJMtfPF0smbbm9rSrC83XhlU3+4eiL+rLf/7/RglJpUX2gzg1Z5GdIoB98JJODjvom1gPgAP\nfvEXxxNKp2w16HVMG9AUX2dt6HzI7L2cT7syH7u4NgnaQghRBRn0Or7t35SOAa58uekEwT5OHIhO\nZ/YtDJNfzsfZhp+e0bbYHDJ7LymXzUw36nW89lAAJxKzWR2uLd96pV1/JrR2xcnCk9p8zZS+D5u3\nA+369d/sOVN6NzJ7KyOLR13aMOSJH3ZdNVWruDoJ2kIIUUVZGHR8PyiENv7VzU/Fn/9x/Iqh6ZvV\nrq4Lz7TzA6D5pE2lJrl1b+hBkKcDX206QWGxdryWo55ZQ5sTcyGPYXP2Ma5nfXo18QTgyRm7zQH+\nH15O1qx54T4A4jPyeXN5RJnaey+RoC2EEFWYlVHPzCHNaear7ahVUGzizeURtzRMfrn3H26AtVEP\nQMcvtpqP63QKb3QN4HxaHj+Hnjcfb+VfnakDmnEoNoMJayP55slg7quj7c390pJwpm05hapealNj\nbyd+GBwCwJqDcSzaE12m9t4rJGgLIUQVZ2tpYPbwFjT21jbwCD13gXk7z5a53vAPHgLgfFoeX/xx\n3Hz8gXqutKzlzJTNJ8krvDS0/VADd57rUJvFe8+z5mAcs4a2oEENBwA+23Cct1ZEmJ/OAboGeZiX\ngr276hAHz6eXuc13OwnaQghxF3CwMjL/6ZYEetgD8OG6I5xNySlTnZYGvXkf7il/nmLbSW0IXlEU\nXu8aQFJWAfN2nS11zWsP1aNFrWq8u+oQMRfymPd0S2q72gKwNDSGIbP3kJF7KbnKyPb+PNxY2+bz\nkWk7SMspLFOb73YStIUQ4i7hZGPBTyNaYWdpAKDbN3+XOYlJbVc7PnpMy542eNZe8y8CLf2c6RDg\nyvdbT5NbdOke/0yQszLqeX7hfuwsDax+oR09Lwbm3WfS6PzVX+Z6FEXh6yeDcbGzAKDZxI1lHtq/\nm0nQFkKIu4iLnSWbXtWejvOLTIz75VCZ6xzYqiZt/LX30x0+32pOQ/p6lwAy8or47WzptKQ1HK35\n8okmHE/MYvyaSOwsDUzt35T3H9ZynidnFdDh863sO5sGaIF+6xuXdgEb/VNYmdt8t5KgLYQQdxkP\nRyvzeuvFe8+z5VhSmeucPayF+eunZuymuMREQy9HejauwR9ni0otDQPoEODG8x1r83PoeVbuj0FR\nFJ5p58ey0W3MZfpN32Xe+cvO0sCud7TkLhuPJLJwz7kyt/luJEFbCCHuQj7ONiwaoa23Hj53H1Fl\nfL9tbaFn4yv3A3A0PpOJ644A8OpD9SgywbQtV6YlfaVzPVr6OTNu1WFOJWmJVlrUcmbvuE7md+8v\n/xzO5N+PoaoqNRytWfFcWwDGrTrMkTjZEezfJGgLIcRdqm0dF56+T1tv3fHzrcSm55Wpvrru9uZN\nRubtOseiPdHUdrWjnZeBhbujr6jfoNcxpX9TbCz0jFm43zzT3M3einVj2zGsbS0Avtt6moE/7qGo\nxERIzWp8+EgQAD2+3UZ2QXGZ2ny3kaAthBB3sfcfro+zrTbJ6/7JW4grY+Du19zbnDjl3VWH2Hk6\nhUdqGwH4dtPJK8q7O1jx1ZPBnEzK5v9WHzYfN+h1jO8dxPcDmwGw83QqQR9sILewmCFtavFgoBsA\nDT/YUGp9971OgrYQQtzFFEVh9fNa9rESk8pTM3aXKXArisInjzfCxc4SgAEz91BsgoGtfVkWdp7T\nV8nGdn89V17oWIdlYTEsD4spda57oxrmZWWFxSYa/N8G0nIKS71D/+oqvwzcqyRoCyHEXc7H2YaJ\nj2rLtqLTcuk/czfxGbceuO0sDcwdfllQ3Z/PkDa1sDLq+XLjiUsFc3IgIgJWruSlY3/QypDD+8sP\ncHLhKu14jvaevbarHZETumJl1EJSs4kbOZaQyR8X36F/u/kkoRdnmt/rJGgLIcQ9YGBLX/OyrXOp\nuTw1o2yBu6GXo/ndc0KOygdrIhnatha/RsRzeMMOePFF6NABnn0WPvkEw4L5TNk6HduCXMbsSif3\nuRe08y++CHv2YGvUcfTDbvRo5AFAt6+3cTQ+k25B2ue+03eRlJVfpu/B3UCCthBC3AN0OoX/9WmM\ntVGPo7WRtOzCMgfuwa1r0jXIHYC/TySTfC4ex5J8PlmxH3XfPnBzAxcX8PAADw/cqtnyddwWTtm6\n8n7DR7Xz+/bB2LHw+OMoERF8NzCESRdHBV5aEs6F3EsZ0l5YeICiyzYvuRdJ0BZCiHuEb3Ub3u4e\nSEZeEb2DPUnLLqR/GQK3oihM7tMEFyvt8/KoXDzyM9nh7M8Gv+aguzLEtMuJZWxyGCuqBbDMub4W\n1N3dITUVRoyAL79kULA7q8ZoS7/2RF0aFt97No1Pfzt2S229W0jQFkKIe8jg1jVp6efMmoNxfNav\nMakXA3dCxq0NPTuqhXwcuRJF1Z6Aj9tqs74nebQlX9Ff9ZqXksNokx3L+zXacdxS250MJyctgC9c\nCC++SNPqFoS+1/mKa2dtj2LtwbhbauvdQIK2EELcQ3Q6hcl9GlNUYmJpaAzznmlJSnYhT83YdfOB\nOz8fXnmF1hHbeTtxT6lTMRYO/OASfNXL9Kh8E7sJu5Iixvh0IUen5UrHYIAaNWD/fnjlFVwMKocn\ndKVdHZdS17+1IoIL9+jGIhK0hRDiHlPLxZY3ugby57EkopJzmH+rgXvaNAgLo9DZmZGpB+mQVXpP\n7K/cWhBjtLvqpW7FeXwTu5kzFk68X6M95pXYiqK9Aw8Lg+++w87SwOxhLcxrwwGGtq2FtcXVn+Lv\ndhK0hRDiHjSsbS2a19S20EzPLTQH7v4zb3CoPDwcFi/WJpMpCjrgi9g/cS8qnS51okdn7ZP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Jun,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# July 2015" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SFhEpMArkEsQYDwID62OMd840b490Hmz6Cs0ijl/y9Mmix5m7vR5j+8USHuRD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\nWQghqqenntIHWKWk6M8Fx8SAvz9kZ5fpnvLT235n8L6VAJwz+9As+fA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Jul,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# August 2015" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1Xp+7i5WvtqCch1O68p9XH2P0isO50UQhhCjysgxkpdREpdRFpdTuVNOClVIb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Aug,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# September 2015" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RvtNDHxuA5mhjyXsvVGTlG42oWaIAn/99gBd+3MSWY6lnZBNCiPxCgrbIlF51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gOBmSkML9eGVGUsvB4nJ72eP/+0XdvMpMyZpaeUCgeWa5pWK5/3RgFumqa9m+f1J4DHNU17SSnV\nCnhd07QnCviMwcBggJCQkAZz5sy5i9OwnWvXruHl5eWQzy4upA+kD0D6AO6uD3ZfyOSLnWk8WN6J\n52q5WvR52XW4GiEtC7pWdqZThEvO+05JSexcuo2xgU3pW92FluWceGG1Prp/rb4r9YLNz/d9N8zt\nh41nM5gao68hH1DLhYfKO1v8mVfSbvD2hhQC3Q283dQtZ3mZNSp+8w0+MTFkenvf9t5Gvwheq92T\nfqc38drx24NxVmYmxlzB3ikxkcQ6dTj+wgtWtwugdevWOzRNa1jYcbYI2qHAyrzvKaU+BvoBmYAb\n4A0s0jStb2Gf17BhQ2379u2Ftsse1q5dS6tWrRzy2cWF9IH0AUgfwN33wee/HWLCn0cY0602PRqF\nWvSZn/5ykMlr9VzTTgbFopceoE55fUTNpElon3/Os/3HsCXLixWvtuRUfDIDpm8DYN/7j+HpavvA\nbW4/aJrGkBk7+HWffn9/x9uPEOBl2R8wAKtizvHizJ28+nBlhj9axeJ6cnTqpK+/dnfP9+1RZR5k\njl91lh9bQM3Uy7e8d+nyZQIDAm6+kJICnp6wZIn17QKUUmYFbYsujyulKud62hk4mPcYTdNGaZpW\nXtO0cKAn8Kc5AVsIIUqqfz1ShRaRgfxnyT72nk20qI7hj1ahSUV/gJzL5CnpWRAfDzNnosLD+XTt\nVNyMBobP3U2LyECqlS4FQK+pm211KhZRSvHRk7Vznv/Xyq1J29cuQ9d65Zi05gi7T9vg/nFqKhjv\nfPn7zbjNuGqZzPCrWXhdRqMeuIuYOUu+ZgObgKpKqTNKqYHAJ0qpvUqpPUBb9BniKKXKKqVW2rXF\nQghRTBkNii971iXA04XBP24n1oJlS05GAxN61SPQS78sfvTidT5ZdQBmz4aMDPD0JOR6AqM9Y4k+\nk8ikNUeYP6QZAHvOJLLu8EWbntPdCvByzZndvmR3LJuPXS6kRMHe61yTkFKuDM/+48Uabm6Qdec6\nfG6k0zHxKEt8KnPVUMil/aysO47Y7cmc2eO9NE0ro2mas2nkPE3TtG6aptUyLfvqqGnaWdOxsZqm\nPZ5PHWsLup8thBD3igAvV759piFXUzPpO22LRTumBXu7Mb5nPbJv4/6w6SR/rdwE/voIHH9/Oiye\nSpcagUz48wjHLl7nqz76kqX+3221PrhZ6dEaIXSM0rfv6DllM+mZls9F9nYzbed6yfTHizWqV9cv\njxegd8J+ko3OLPGpXOBxJCdDtWrWtccCsiOaEELYWM2yPnw3oBGxV1LoP22rRTuXPRAZyLBHbt7H\nfaPKEyS465fBcXGBjAzeT9yZk1SkVdVgyvnqI79np2+1yXlY46Mnb05zGm/F2m3Q+2JA83B+2HSS\n9f9YcSWhSRNILzjZSt2UC1RPucQsvxr5r2XOlp6u11fEJGgLIYQdNAr35+u+DfjnwlUGfr/NotHv\n0NaRPFhR3yb0gmsp/l3mwZuBxN8fn9k/8b92lXKSiqx4Vc8EtuV4PJuOWndZ2lql3JyZM7gpABPX\nHLF4DXu2ke2qERHkyRvz95CYbOG69Natby7XugOFPtre7x5ItHtw/gdlLxtr08aydlhBgrYQQthJ\nq6rBfNGjHjtPJTBkxo67vkxsMCi+SIuhdKq+WclKnwgW+ZhG36bRdvO/V+YkFYk5m8i4Hvp66V5T\nN1u0ZtyWmlYKoEOdMgC0/nytVYlA3Jz1pCKXrqXxztK9hRfIj58fPPkkXLpU4GGdE4/gfiOD2X7V\n8z/g0iW9Hl9fy9phBQnaQghhRx3qlOHjrrX56/BFhs3dTdbdbDoSH4//nJ+YdOoXlCngvVumBaed\nTZfJ/f1h5kxGNgnJSSrSpmoIfh76JKoXZ+yw9enctc9Nm65k3dCYu+10IUcXrE55X15pU5klu2NZ\nvifWskqGDtWzdxWwm5n3jXQ6JR5hqU8kSQaXW9+8ckUvP3SoZZ9vJQnaQghhZz0ahfJ2h+qsiDnH\nW3kSghTINGO8QUY8/47bBMA1owvDy7UhC5Uz2nabP/eWpCKrhz8EwJpDF9lxMsFep2UWN2cjPw9t\nDsCbi2K4lmZ5QhGAoa0jiDJt53ohKfXuK/DygnHjQNMKDNy94/eTYsgzIe3KFb3cuHF6PQ4gQVsI\nIYrAoJaVeLVNJHO3n2b0igOFB27TuuzsGeMDL+9h8KXdAGzzLMP4oAb6cabRdm3PG7xmSiqy8ehl\nRpsmgnX76m/SMh17mbxuBV8erqbfH37487VW1eVkNDC2exSpGVmMWLjHskvu1avD1Kn65ihxcfne\n466TepGaKReZ6V8dLTMTl/h4PVBPnaqXdxAJ2kIIUUSGPVqFZx8I59sNx5n455GCD85el+2iX55V\nwKi4zbwRtwWAL4MbstorLGe0zaxZvNgqgnqhvry9OIaHq4Xg4qT/Ez98brQ9T8ss3/TT/8iIS0pj\nzcELVtUVEeTFqPbVWXvoIrO2nrKskurVYcEC6NZNTyRy7pyevSslBdLTUSkp9D6zjYNugezOdOfi\ngw/C/PkODdggQVsIIYqMUop3nqhB1/rl+Pz3w3y/8Xj+B+YZZeeUB4Ze2sVb5/VL5YPC2nPY1S9n\ntO2UlMjY7nXJyNJ4Y0E0695oDcCKmHPsOVP0GalyczIaWPzSAwAM+H7b3d3bz0e/pmG0iAzkw+UH\nOHHpeuEF8uPlBSNHwqpV8NZb0LKlPvrWNPD0pHOkDx4GjVnPjuJ0794OuySemwRtIYQoQgaD4tNu\ndWhbI4T3lu1n4Y4ztx+UZ5Sd1+DL0fzrgr7feNvIHpz38MsZbVcM9OStDtVZ/88lftt/PifXdaeJ\nG63a5MQW6oX65WQm6zhhg1V16ZnF6uBsVAyfd5cT/PLy84OuXWHMGH0v8d9+gyVL8BrzEZ0bhrLs\n4CWuZ9ght7cFJGgLIUQRczIaGN+rHs0jAxixcA+/7jt/8807jLLz+tfFHXRP0HcIa1q1H+dCQvVy\nCQn0bRLKQ1WC+GjlAVpVvbnWeNSiGLucz91YMEQfbe8/l8SOk/FW1VXGx50PutRi56krfP3XUVs0\n7za9G4eRmnGDTbHWTaCzFQnaQgjhAG7ORqb0a0jtcj68MmsXG4+Y1g4XMsrO7dPYv6ibrGfUalbr\nOY47lYJZs1BK8dlTdXBzNvJ/83bz1xutAFi48wz7Yi1LZGIrBoNi1iB9J7FuX22y+jJ5p6iydKhd\nhi9WH7bLudUu70Ptcj6sPZ1h1TpzW5GgLYQQDuLp6sT3AxpRKciT53/czs69J80aZee24PjPeGXp\nW3O2fuBV9v28GhISCPZ2Y3SX2kSfSWTxrrP8nym1ZYfxG8jIcuxl8gciAwkL8ACs33JVKcWHXWrh\n6+HC8LnRdtlQpneTUM5c09h5yrHzAkCCthBCOJSvhws/DmxMUClXnp0ZzUEXP7NG2dmc0PjzyOyc\n5x0aDGL79IX64zpl6FK3LBP+PELLKkE5x7y/bJ/tTsBCv/7rQQDW/3OJaCvTbvp5uvDpU3U4FHeV\n53/cTvz1gvcXv1udosriZoTFu/KZf1DEJGgLIYSDBZdyY8ZTVfFIvU6/Bs9wwsX77spnpjD/+M85\nz/ucC2TtjmMAvN+5FsGlXBk+bze//KslADM2n+Jw3FXbnYAF3JyNfNmzLgCdJ220ei1566rBfNy1\nNluOxdNh/Hp2nrLdpjKerk6Eehs4HHfNZnVaSoK2EEIUAxVWLmbGzh/JVAb6hHXknJPnXZVvlHye\n/5zbCECa0Znn5+9n+Z5YfNxNqS0vXmf2llO81CoCgLbj1pHp4MvkneuWw8vVCYBhc3dbXV+vxqEs\nfPEBjAZFj282MX3jcZvdhw72MHDysoVLy2xIgrYQQhQH0dFEXo3jx23fk2hwpm+5dly+kABnz5r9\n81zMLzxxTp8hnoHildm7mL31FM1zpbZsXPHm/fIxvxx01Nnm+PN1fcvVlTHnrZ5NDvrEsRWvtOSh\nKkG8v2w/L8/axdVUC7OC5RLioYhLSiM53bGzyJ0c+ulCCCF0U6YAUBuYduwy/b/byjN9P2bW803x\ndnM2qwoFjEnL5OCkjcReSSHU34NRi2JITMlgZLtqrP/nEm8ujGHhi83o9tUmpq4/To9GoUQGO27T\nkOBSboxsV40xvxyk21eb2Pf+Y3i6WheafDycmdKvIVPWH+PTXw5y4FwSk/vWp1rpu7vtkFuIhz7G\nPXk5meplLK/HWjLSFkKIYqZJpQC+7tuAg+euMuiH7Xc1I9rT1Ymv+9ZHAc5GA+1qluaTVQf58o9/\ncpKK/PD3SZ59IByAR8b+ZfWyK2sNfrBSzuM3bbSW3GBQDHkoglnPN+VqWiZdJm1kQX4b2Zgp2EMB\nOPwSuQRtIYQohlpXC2Zcj7psOxHPi3eZizsyuBSfPhVFzNlEgkq50qdJKF+tPcrsbad4pY2eVCSq\ngk/O8V+sPmyPUzCb0aBY/koLAJZFx7LmkHV7k+fWtFIAK15tQd0Kvrw+P5o3F+6xaFlYsGmkfeJy\nss3aZgkJ2kIIUUx1jCrL6C61WXPo4l1v1dmhThkGtqjIT5tP0ijcn5daRTBryykOxSVRq5w37y7Z\nx3fPNgRgwp9Hbt2/OyMDjhyBP/6AVavw3bFDf55PNixbqVXOh95NQgEYMH0bV5Jtt2wruJQbMwY2\n4aVWEczZdpquk/++6xGzh7MiwNPF4SNtuacthBDFWO8moVxNzeDjVQcp5ebMR0/WQillVtk321dj\nz5krjFoUw89Dm+Pt7swnqw4SHuDB1bRMpm88wdMNyjN/xxla/W8txwZWwTB/PixbpifNALhxg4pX\nr+oZrpSCjh2he3eIjLT5uY5qX41ZW/SsXW8tjmFynwY2q9vJaGBEu2o0CPNj+Lxonpiwgf89HcVj\nNUubXUdYgAcnLslIWwghRAFeeCiCoa0jmL31FJ+sOmj2MiZno4FJvevj5ebEkBk76N0klI+71uZk\nfDKapm9sUrV0qZzjJ7/1Ffz8M/j4QFCQ/hMSQoafn/7Yx0d/v1cv+OILSE216XmWcnNmcp/6gD6b\nfGl0rE3rB3i4egjLX2lBxUBPXvhpBx+tPGD2DnHhgZ6ckHvaQgghCvN626r0axrGN+uOMXmt+ckx\ngr3dmNirHqfik3ljfjQ9G1VgQq96OBv10fr/fj3E2Et/648jHuZ0+UhwvsNsdWdnCAmBwECYMQOe\ne07PRW1D7WuVpmXlQABenb2LuCTb/mEAUMHfg/lDmtGvaRhT1h2j99TNnE8s/HPCAzw5l5hql61S\nzSVBWwghSgClFO93qkmXumX57NdD/LT5pNllm1QK4M121fh1XxxT1h3jiTplmdq/IW5OBlIzb/CD\nSxi94vWtTVtW6UOh43gnJyhdGv75B15+2aYjbqUUo7vUznn+78V77ZKow9XJyAddavFlz7rsi02i\nw/j1N5O23EH2fumn4h13iVyCthBClBB6DukoHqkezDtL9vLzrrNmlx3UsiKP1y7NmF8OsunoZVpV\nDWaG90lKZaQQ7V2OoMyUnGPfK9288AqV0kfdhw7BN99Ycjp3FBrgwRuPVQVg9YE4u1wmz9a5bjmW\nvtwcP08X+k7bwoQ//uHGHSb8hQfou9TdMmmviEnQFkKIEsTZaGBi7/o0rRjA/82PZvX+OLPKKaX4\n9KkowgM9eWX2Ts5HH6Dh/GnMPfYzgZnJTAqqz/STKwD4IaA2R1x8zalUv9c9YwYctW0+6+dbVqJS\noB4kRy7cw8WraTatP7fI4FIsGdqcTlFl+fz3wzz3wzYS8kk6kh20Tzpw2ZcEbSGEKGHcnI1MfaYh\ntcp689Ksnfx9tODLutm8XJ34pm8DktOzGDovhnSDkRqZicw/voSaqZe4geKTs2sBeKRyz8Ivk4N+\nqVwpmDfP4vPJj4uTgY+66pfJUzNu8O7SvTatPy9PVye+6FGXD7vU4u8jl+kwfj278iQd8fFwxs/D\nmeMOnIwmQVsIIUogL1cnvh/QmPAAD57/YTu7zUxvWTmkFGO61GRHlicf1eoIQHqPhusAABynSURB\nVMX0RJYeW8TD107R88pBvLP0UW3/sA7mNcbfH5Yutfk67qaVAuhWvzygzyZfGXPOpvXnpZSib9Mw\nFrzYDINB0f2bTXyfJ+lIWICnQ9dqS9AWQogSys/ThZ8GNiHAy5Vnp281O91mR+80BpzZwvdBdVnq\nHXHb+9sP/QDAeq8KbPEoU3iFzs76uu6T5k+OM9dbj1ejlGkv8v/8vNfmubLzU6e8L8tfacGDlYN4\nb9l+Xp69i5RMPXCHO3ittgRtIYQowUK89d2+XIwG+n67hVPm3G89eZJRR1fTIPk8b5ZtxT+ufre8\n7aLdYNbxpQD0qNiZdGUsvE47Be0AL1f+3aE6AJevp/Pe0n02/4z8+Hq4MLV/Q0a0q8qqmHO8vymF\nQ+evEhbgSWxiitX5vy0lQVsIIUq40AAPZgxqQnrWDfpM21z42ub0dFyyMpl0+nc8tAxeqNCWq4Zb\n12Y/kBxL0+v67PRHmw0zryFp9pks1r1hBRqE6X9YLI2O5bd95+3yOXkZDIqXWkUyc1BTkjOg86QN\n7ItNRNPgdHxK4RXYo00O+VQhhBA2VSWkFD8MaEz8tXT6frsl39nPOVxcwGCgdOZ1JpxezUkXH0aU\nbXXbxLNZJ5YBcN3JlakBdQpvhKur5SdQAINBMfrJWjnP3/55L4nJ1ufINleziAD++4AbUeV9WX1A\nT2biqGVfErSFEOIeEVXBl2+facTJ+GSenb6Va2l3mBgWFpbzsFlyLCPitrDKJ4Jv8wRmA7D+8EwA\nRpd+gFPOpbgjpW6p19aqlfbmhYf0FJ4Xrqbx3+X77fZZ+fF1MzBzUBNebKXPAUhKLbo/GnKToC2E\nEPeQZhEBTO5dn72xSQz6YVv+W26Gh+tBNkMPPIMvR9Mu6RifhDS9beJZhYyr/OvoagAerNKHLPJJ\nVpKRYfegDfDaw5Up5+sOwMKdZ2yawtMcTkYDI9tVY/2I1nSuW65IPzubBG0hhLjHPFIjhLHdo9hy\nPJ6XZ+28PSGGk5OerSs+HgAFfHp2LaHpSQwt/ygnXLxvObzv2S14ZemX25+u2Pn2D4yPh06d9Hrt\nyMPFifc71cx5PmphjENGvBX8PTAazMu0ZmsStIUQ4h7UuW45/tu5FqsPXOD1+dG3b83Zvbs+49u0\nttr7RjpTTv/KDaXoGd6J4y4+txyevQxsp0dpVnhXuvlGZqZeT/fudj2fbI/UCKFtjRAAziel8tGK\nA0XyucWFBG0hhLhH9Wsaxoh2VVmyO5Z3luZJvBEZCX36wMWLObmzK6clMOvEMjKUkR7hnTiaK3C7\naVksOrYIgKEV2nLZ6KaXu3gR+vaFiNvXe9vLu51q4uGiL0Obs+006/+5WGSf7WgStIUQ4h72UqtI\nhjwUwYzNp/js10O3vjlkCFSpAhcu5ATuamnxzD6xNGfEnXsP8vopF+iZoI9sG1R7Fi0uDqpWhRde\nKLLzASjn686wR6rkPH9zYcydJ93dYyRoCyHEPW5ku6r0bhLK5LVH+fqvXIk93Nxg0iSoXBnOn8+5\nVF4lLYHZJ5ahoehZsRNHPQJzinwc+1fO4zea9oOJE/V6itizzcOpVlqfzX72SgpjVh0s8jY4ggRt\nIYS4xyml+KBzLTpGleWTVQeZteXUzTf9/GDaNOjXDy5dgrg4yMigcloCc04sxaBpDKnTl4Ou/pCR\ngYqLY/u6zwBY4BnBloQbd/hU+3I2Ghj95M282z9tPsmmo5cd0paiJEFbCCHuA0aDYmz3KNpUC+bf\nP8fcmqPazQ1eew3mzIEnn4TERLh4kcgzh5mzYzpOWZn0Du3A/kxXePJJAn+axoRe9QDoMWUzVx20\nZrlBmB+9GofmPB+5cA/J6ff2ZXIJ2kIIcZ9wNhqY3Kc+jcL9GT53N38ezJOLOyICRo2C9eth5kz4\n+GMqjXyV/5a7jKufD71bDmXfMy9BRAQdo8pSP1S/391o9OpbJ7kVoZHtqhLg6QLAqfjk2+/b32Mk\naAshxH3EzdnItGcaUr2MNy/O2MnmY/lcUnZy0gN4mzbQvj3ujWsz56UWeLgY6T11C3vPJgIwZ3Az\nQM93Pf6PI0V5Gjl8PVxyEoo4GxXf/32C7SfiHdKWoiBBWwgh7jOl3Jz54bnGVPD3YNAP24k5k1ho\nmbAAT+a+0AwvVyd6T93MnjNXcHEysHr4QwCMW32YQ+fNSw1qa0/WK0fTSv4AuDkZGbFgj74TnKbB\n5cuwaxds3qz/ji/ZAV2CthBC3If8PV2YMbAJvh7O9P9uC/+YkYu7gr8HcwY3xdvdmT7fbmH36StE\nBnvxelt9+dVjX6zLf9tUO1NK8WEXfVKat7sTxy5dZ9zYhdC+PbRrBy+9BMOG6b8fe0x/7bvv9DXm\nJYwEbSGEuE+V9tFzcTsZDfSdtoXT8YXn4q7g78HcF5rh5+FCv2+3sPNUAkNbR1LKVd/C9Kmv/7Z3\ns/MVGezFkJaViEtKIzwlnqnx7uxyDYSQEAgMvPkTEqIvbfvqK+jcWZ98l+WY3NiWkKAthBD3sfBA\nT34a2JjUjBv0nbaFC4Xl4kbf3GTO4Kb4e7nQf9pWdp5KYMPINgDsPZvEvG2n7d3s26WmMnTVN4Qm\nx5NsdME/K5URFR8jzWC89TilwN0dSpcGLy/47DMYPhxSCz/v4kCCthBC3Oeqlfbm+wGNuHg1jX7T\ntnIluYBc3CZlfd2ZO7gZQaVc6T9tK4cvXGXWoCYAjFi4x6xRu81kZcHIkbhtXM9/L/zNBRcvwtMS\n+cfNn/FBDe9cztUVypSBjRth5MgSMeKWoC2EEIJ6oX5M7d+Q45eu8+z0bVw3Y1vQ0j5uzBnclBAf\nN575bitGg6JrPT1lZctP15CeWUQbr8yfDxs2QOnStLp+hg6JR9jjHkTj67F8HViXGLfAO5dVSh91\nb9ig11PMSdAWQggBQPPIQCb0rkfM2UQG/7TdrEllId5uzHm+KWV83Hh2+ja61i+f896wubvt2Vzd\nxYswfjwEBOgBGHjn/N+4aDdIU0YCMlN4o1xr0lUB4U4pvfz48cV+cpoEbSGEEDkeq1maz56qw8Yj\nl3ll9i4y8+bizkewtxtzBjejvJ87g37cxphu+kzuFTHn+ONAXCGlrbRsGWRk6Je6TUIyk3n9wlai\nPUJofv0sB90CmBRYv+B6XF31epYts297rVRo0FZKfaeUuqCU2pvrtQ+UUnuUUruVUr8ppcrmU66C\nUmqNUmq/UmqfUuo1WzdeCCGE7XWtX573O9Xk9/1xjFiwhxtm7HYWVMqV2YObEubvyTtL9tEpSg8L\nA3/YTpwZk9ssomkwbx74+Nz2Vr/4fdROucBGz3I8fPUEk4LqccDVv+D6fHz0+ooxc0ba3wPt8rz2\nmaZpdTRNqwssB97Jp1wm8H+aptUAmgJDlVI1rGmsEEKIovHMA+G83rYKi3adZeaBdLO2KQ30cmXW\n802oGOjJL/vO57zecswasm7YYZvT+Hh985R8sowZ0Rgdu56LTh54ZWXgm5XGG+Vak1FQ2HNz0+sr\nxhuwFBq0NU1bB8TneS0p11NP4Lb/GpqmndM0bafp8VXgAFDOqtYKIYQoMkNbR/J8y4r8cSqTcb8f\nNqtMgJcrs55vSmSQV85r6Vk3+GTVAds38NQpfctV073svOqkXqR//F6W+UTQKfEIe92DmBIYdef6\nlNLrO3nS9m21EWXOX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Sep,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# October 2015" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XWpr7ebB0QC1srfS0nxzGhnMJ2X7JViGEyGwS2nlIMTd75vQMICEpmY5TthN5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Oct,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# November 2015" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YU+VvKSTYCyGEcIkjOcU8uTiRIdGB/OXS3jy/bBe5xRX8e9ogPNwaDj85ReXM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Nov,599,125,6,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# December 2015" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/HMynUnNswXx1h0YSzP+BhLMQQlwGtNY8tWY3iZl5ttf+74YO3De4DQDRGWZb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\nt4wPtiXw17l8WrnaEToliB4+Df+1j5BbpmDMknDUWh1rQ7rX2A/5lq8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e6lLje8uyzKK/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\ncjbAhvAUv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_TS_with_scaled_markers(Dec,599,125,5,96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# T-S plot maker without scaled markers" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def make_TS(files,lon,lat, depth,): \n", " with nc_tools.scDataset(files) as f:\n", " t = f.variables['votemper'][:168,depth,lon,lat]\n", " s = f.variables['vosaline'][:168,depth,lon,lat]\n", " ssh = f.variables['sossheig'][:168,lon,lat]\n", " lows = []\n", " highs = []\n", " start_point = 0\n", " interval = 9\n", " target = 'low'\n", " while start_point + interval < 167:\n", " if target == 'low':\n", " low = np.argmin(ssh[start_point:start_point + interval])\n", " lows.append(low + start_point)\n", " start_point = low + start_point \n", " target = 'high'\n", " elif target == 'high':\n", " high = np.argmax(ssh[start_point:start_point + interval])\n", " highs.append(high + start_point)\n", " start_point = high + start_point \n", " target = 'low'\n", " fig,ax = plt.subplots(1,1,figsize=(8,8))\n", " for m in highs:\n", " ax.plot(s[m], t[m], 'ro')\n", " for n in lows:\n", " ax.plot(s[n], t[n], 'go')\n", " ax.plot(s[0],t[0],'y*', markersize = 20)\n", " ax.plot(s[:],t[:])\n", " ax.grid('on')\n", " ax.set_title('TS plot at depth=' + str(depth)+\", at lon=\" + str(lon) + \", lat=\" + str(lat))" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hAdCnTx8+/PBDDh48yPPPP88bb7xBVFQUvXv3LtH9GGMYPnw4r7zySolu1xmu\nuCzPXUR8sGrwiIiPbRJgDTBURBrZlnUHIoG4so6zMF4ebrRtfJafthzEc1IdQqaEsGDTAqfW9fP2\nYM7IcMKb1uKhT+JZc0AvNVFKVQ3hjcLxdCveELkebh50a3Rpt8ft2bNnzi1wFyxYkJPQw8PDWbt2\nLW5ubvj4+BAaGsq0adPo06dPsfbTp08fFi5cCMDSpUs5dcoabr1fv358/vnnHD1qnak+efIke/fu\nzXc7JckVTfp3A+eBHwF32+PzQBPgUeBPYIOIJAILgP8aY+a7IM4CLdi0gK/2PQq4Uz2jH3vP7GXs\nt2OdTvq+3h58NCKcHs1rM3NTGp/GFH6Zn1JKVXQ9gnpQz7d4t8cN9AukR5Dzt8c9d+4cQUFBOdPk\nyZN59913+eijj+jYsSPz58/n7bffBsDb25vg4GAiIiIAq4k/MTGRDh06FCvW5557jpUrV9KuXTu+\n/PJLGjduDEDbtm158cUX6d+/Px07duTqq6/m0KFDxdpHUYmrL3EoKWFhYSY2NrbM9hcyJYS9Z/ZS\nL/UFPE0jDns9TqbbMZoENGHPg3uc3k5Keia3vf0zm49n8vItHRjSvXHpBa0KpR3Fyg89FuVHcTvt\n2d/33d7U2Kk88tMjReq8V92zOpP7T2Zc2LgixVFZZL+f9sdCROKMMWHObqO8ddqrMPadse6ad8bj\nU9yMPw1TP8A/4yb2nU4o0nZ8PN2Z2NmbvpfX5cmvNjF/3Z6SD1YppcqR0Z1H06VBF7zdnbs9rre7\nN10bdGVU59K5PW5VoQm/mBoHWDXxVPdNHPSeQKrbn9RKH0vjzLfZcvBskbbl5S5MvbsrV7UJ5Jn/\n/clHa3aXRshKKVUueLp7snToUsIbhVPds+Db41b3rE54o3C+H/o9nu6lc3vcqkITfjG91O+lnA9q\nptsxjnpN4my1Kfi6N+bG91bz2g/bSEl3/vIRbw93PhjahQHt6vOfb7cwY2XZXKahlFKu4Oflx7Jh\ny5jcfzLNajbD19MXb3dvBMHb3RtfT1+aXdaMyf0ns2zYMvy89Pa4l6q8XZZXYQztMBSAp5Y9xb4z\n+2hcszEv9RvB9c2v4eXvt/Jh1E6+33SIl2/pQK8WdZzappeHG+8O6cyDi+N56futpGdlMSEy7+hO\nSilVERhjsC7AcszT3ZNxYeMY23Us6xLWEXMghsS0RPy9/AlvFE5EUESB61cVJdXXThP+JRjaYWhO\n4rf3+m1ISSLMAAAgAElEQVSd+GfnRjz55SaGzlzPwC5BPH19Gy7zLXwYXk93N94eHIqHu/D6D9vJ\nyDRM7NeyNMJXSqlS4+Pjw4kTJ6hdu3ahSVtE6Bnck57BPcsouorDGMOJEyfw8fG55G1pwi8lPZvX\n4YcH+/DurzuYtmIXUduP8uyNbbmpU8NCP/we7m5MviMUdxEm//wXGVmGh65qqb90lVIVRlBQEAkJ\nCRw7pncJvVQ+Pj4EBQVd8nY04ZciH093Hr2mNTd0bMj/fbmJBxbH8+VvB3jxn+0JrlVwRxV3N+GN\n2zvh7ia8s2wHmVlZ/Lv/5U4l/Zg9J/k0Zj8v/LM9Pp4F35BBKaVKg6enJ02bNnV1GMqOdtorA20a\n1ODLe3vy3I1tidlzkv5vrWTGyl1kZGYVuJ67m/DawI7cGd6Y95fv5NWl2wo9l5ORmcXjX2zks7gE\n3lm2oyRfhlJKqQpMa/hlxN1NGNmrKf3b1efZrzfz0vdb+eK3BMb2aUaNrPyTuJub8NI/2+PhJkxb\nuYv0TMMzN7TJt6b/WVwCu44l07q+P9NW7uL6jg1o11BH61dKqapOa/hlrFHNaswcHsb7Q7qQkWV4\n+NM/eGTFed5ZtoPjSakO13FzE56/uR0je4Uwe81uJn3zp8Oa/vm0TKb88hddGtdk8dgILqvuxWOf\nbyy0JUEppVTlpwnfBUSE6zs24OeH+jBvVDhN/N2Y/PNf9Hz1Vx797A+HA/eICM/e0JYxvZsyd91e\nnv56M1m5WgbmrN3DkbOpPD6gNTWre/HCze348+BZZqzSgXyUUqqq0yZ9FxIR+rSqS1aYD0Ftw5i7\ndg+fxyXwWVwCEc1qMapXU/q1CcTdTXLKP3ldGzzc3fgwaieZWYaXb+mAm5tw+lwaH0T9zZWt69G9\nWW0Aru3QgGvaBfLWL39xTbtAmtXVgSuUUqqq0hp+OdGinh8v/LM90U/044lrW7P/5HnGzo+j75tR\nzFmzm3Rbs7yI8Ng1lzPxyhYsjtnPo59vJDPL8GHUTpJSM3hswOUXbfeFm9vj7eHG/325KU+LgFJK\nqapDE345E1Ddk3FXNGfFo5F8MLQL9fy9mfTtFm5+bw2bD5wBrKT/cP/LeeiqVnzxWwJDZ0Yza/Vu\nbgltROv6NS7aXr0aPjxzfVs27D7Jwg37XPGSlFJKlQOa8MspD3c3ruvQgM/v7cnUu7pwLCmVm99f\nw6tLL4zR/8BVLXn0msuJ3nWSjKz8R+S7PSyIXi1q8+rSbRw6c74sX4ZSSqlyQhN+BTCgfQN+eegK\nbusSxNQVO7n27VWs33UCgP5tA3PKvfbDtpymf3siwiu3dCQzy/DUV5tLbFxmpZRSFYcm/AoioLon\nr93WkQX3dCcjK4tB06N56qtNvPz9Vvy8PbivbwuWbj7Mvxb8RlpG3qTfuHZ1Hunfil+3HeWbPw66\n4BUopZRyJU34FUyvFnX48cE+3POPpizasI/l248xtk8z/n3N5fznpnb8tOUI934cR2pG3lvzjuzV\nlE7BNfnPt1s4kc81/0oppSonTfgVUHUvD56+oS1fTujFuD7NuKe3NV718J4hvPjP9izbdpRx8+Ny\nzvVnc3cTXh/YkcSUdJ7/bosrQldKKeUimvArsNDgmjxxXRuqe10YTuGuiCa8emsHVvx1jDHzYjmf\ndnHSv7y+PxMiW/C/+IP8uu1IWYeslFLKRTThV0KDwxvzxm2dWP33cUbNieFcWsZFyyf0bU6rQD+e\n+moziSnpLopSKaVUWdKEX0nd1jWIyXd0Yv3uE4z4KIbk1AtJ39vDndcGduTw2RRe+2GbC6NUSilV\nVjThV2K3dA5iyuDOxO09xfDZGy6qzXdufBkjezbl4+h9bNh90oVRKqWUKgua8Cu5mzo15N07OxO/\n/zTDZm/grF3S//c1rQi6rBqPf7ExTwc/pZRSlYsm/Crgug4NeH9oFzYfOMNdM9dz5pyV9Kt7efDq\nrR3ZfTyZt5ftcHGUSimlSpMm/Crimnb1mXpXV7YdSmTIzGhOJacB8I+WdbgjLIjpK3fljNWvlFKq\n8tGEX4X0axPItGFd2XE0iSEz1+cMvvPUdW2p5evFY59vdDg0r1JKqYpPE34V0/fyeswcFsauY0kM\nmbGe40mpBFT35IWb27Hl0FlmrNrl6hCVUkqVAk34VVCfVnX5aEQ39p08x+Dp0Rw9m8KA9g24tn19\npvyyg53HklwdolJKqRKmCb+K6tmiDh+N7MbB0+cZPD2aw2dS+M/N7fDxcOOJLzaRlaV31FNKqcpE\nE34VFtGsNnNHhXPkbAqDp68jI9Pw9A1t2bDnJAs27HN1eEoppUqQJvwqrltILebf050TSWkMmr6O\nHs1q848WdXj1+60cOH3e1eEppZQqIZrwFV0aX8bH93TnzLl0Bk+PZkJkc7IMPP3VJozRpn2llKoM\nNOErADoF12ThmAiSUjP492d/cEdYEMu3H+ObPw66OjSllFIlQBO+ytG+UQCLxkRwPj2T7zcfpmZ1\nTyZ982fO9fpKKaUqLk346iJtG9Zg0dgIsrIMp8+lc+pcOv/5dourw1JKKXWJNOGrPFrXr8HisRHU\n8fMG4Js/DrJs6xEXR6WUUupSaMJXDrUM9OeTcRHU8vUCYPTc2Itur6uUUqpi0YSv8tW8rh9f3Nsz\n5/ndsza4MBqllFKXQhO+KlDTOr6sfLQvAPH7TzNTx9pXSqkKSRO+KlTj2tX5+aE+ALy4ZCvrdp5w\ncURKKaWKShO+ckrLQH/evL0TAHfOiCZ2z0kXR6SUUqooNOErp93WNYgrWtW1Hk9dx/pdWtNXSqmK\nQhO+KpJ37uyc8/juWRtYu/O4C6NRSinlLE34qkgCqnky7e6uAKRlZjFqTgyrd2jSV0qp8k4Tviqy\na9rV57oO9QHIyoJRc2OI2n7UxVEppZQqiCZ8VSyTbmpHQDVPgmtVo3ldP8bOi+PXbToan1JKlVea\n8FWx1PP34Zkb2rLzWDLXta/P5fX9GTc/jp/+POzq0JRSSjmgCV8V28Aujejdsg5TV+zk9ds60q5h\nABMW/MbSTYdcHZpSSqlcyjzhi8hgEVklImdFJCPXsqkikpRrMiLycFnHqQonIrx8SwcM8OrSbcwb\nHU6n4Jrct+h3dh5LcnV4Siml7Liihn8K+AB4MPcCY8x4Y4xf9gTcAmQAi8s4RuWk4FrVeaT/5az4\n6xh/7D/N3FHhvHl7R5rX9XN1aEoppeyUecI3xvxojFkEODMo+zjgW2PMwVIOS12CuyIaE1jDm6kr\nduLn7cEtnYNcHZJSSqlcxBjjmh2LRAK/GGM88lleH9gPXG+M+SmfMmOBsQCBgYFdFy+umA0BSUlJ\n+PlV7Brx97vT+HR7OpN6+BAS4O7qcIqtMhyLykKPRfmhx6L8sD8Wffv2jTPGhDm7rsNkW06MBvYB\nP+dXwBgzHZgOEBYWZiIjI8smshIWFRVFRY09W9eIdJa++isxSZcx4uYurg6n2CrDsags9FiUH3os\nyo9LORblspe+iLgBY4DpxlVNEKpI/H08uSuiCUs3H2LP8WRXh6OUUiqXcpnwgQFAA2C2qwNRzhvZ\nKwQPdzemr3Kme4ZSSqmy5IrL8txFxAfwsj33sU1iV2wc8KUx5lhZx6eKr56/DwO7BPF5XAJHE1Nc\nHY5SSik7rqjh3w2cB34E3G2PzwNNAESkEXA9MNUFsalLNLZPM9Izs5izZo+rQ1FKKWXHFZflzTHG\niINpj235AWOMhzFmRVnHpi5d0zq+XNu+PvOj95KYku7qcJRSStmU13P4qgIbf0VzElMyWLRhn6tD\nUUopZaMJX5W4jkE16dm8NrNW7yY1I9PV4SillEITviol469ozpGzqfzvdx0kUSmlygNN+KpU9G5Z\nh3YNazB15U6ysnQoBaWUcjVN+KpUiAjjrmjOrmPJ/LTliKvDUUqpKk8Tvio117WvT3CtakxdsRMd\nMFEppVxLE74qNR7ubozt3Yz4/adZv/ukq8NRSqkqTRO+KlW3hwVT29eLqSt2ujoUpZSq0jThq1Ll\n4+nOiJ4hRG0/xtZDZ10djlJKVVma8FWpG9YjBF8vd6ZpLV8ppVxGE74qdQHVPbkzvDHfbjzE/pPn\nXB2OUkpVSZrwVZkY3bspbgKzVu92dShKKVUlacJXZaJBQDVuDm3E4ph9nExOc3U4SilV5WjCV2Vm\n/BXNSEnPYu7aPa4ORSmlqhxN+KrMtKjnz1VtApm7bg/n0jJcHY5SSlUpmvBVmbo3shmnz6XzScx+\nV4eilFJViiZ8Vaa6NqlFt5DLmLlqN+mZWa4ORymlqgxN+KrMjb+iOQdOn+e7jXrrXKWUKiua8FWZ\n63t5PVoF+jFtxS69qY5SSpURTfiqzLm5CeP6NGfb4USith9zdThKKVUlaMJXLnFTaEMaBvjwoQ63\nq5RSZUITvnIJT3c3RvduxobdJ4nbe8rV4SilVKWnCV+5zOBuwQRU89Rb5yqlVBnQhK9cxtfbg+E9\nmvDzliP8fTTR1eEopVSlpglfudTwniH4eLoxbcUuV4eilFKVmiZ85VK1/by5IyyYr+MPcOjMeVeH\no5RSlZYmfOVyY3o3I8vAbL11rlJKlRpN+MrlgmtV54aODVi4fh9nzqW7OhyllKqUNOGrcmFcn+Yk\np2Xy8fq9rg5FKaUqJU34qlxo27AGV7Sqy0drdpOSnunqcJRSqtLRhK/KjfFXNOd4UhqfxyW4OhSl\nlKp0NOGrciOiWS06BddkxqpdZGbpTXWUUqokacJX5YaIcO8Vzdh74hxLNx9ydThKKVWpaMJX5crV\nbevTrI4vU1fs1FvnKqVUCdKEr8oVdzdhbJ9mbD5wljV/n3B1OEopVWlowlflzi1dGlHP31tvqqOU\nUiVIE74qd7w93Bn1j6as/vs4mxLOuDocpZSqFDThq3JpSPfG+Ht7MHWl1vKVUqokaMJX5VINH0+G\nRjRh6aZD7D2R7OpwlFKqwtOEr8qtUb1C8HBzY/pKvXWuUkpdKk34qtyqV8OHgV0b8VlcAscSU10d\njlJKVWia8FW5NqZ3M9Izs/hojd46VymlLoUmfFWuNavrx4B29ZkfvVdr+UopdQk04aty74GrWpKR\naRgyI1qTvlJKFZMmfFXuta5fg49GdiPh1HlN+kopVUya8FWFENGs9kVJ/3iSJn2llCoKTfiqwoho\nVpvZI6ykf+d0TfpKKVUUmvBVhdKj+YWkrzV9pZRyniZ8VeFkJ/19J89p0ldKKSeVecIXkcEiskpE\nzopIhoPlzUXkKxE5Y5uiRcSzrONU5VuP5rX5aEQ4+06eY+iM9Zr0lVKqEE4lfBHpKyIvicjPIrJJ\nRHaIyHoRmS8i40SkfhH2eQr4AHjQwX7qAquAP4DGQC3gPiCzCNtXVUR2TX/vyWSGzljPCU36SimV\nr3wTvohUE5HHRGQP8DNwC3AciAL+B2wCGgCvAvtE5BsR6VbYDo0xPxpjFgGOBkh/GNhnjJlkjDlj\njMk0xsQaY7KK+sJU1dCzeZ2cpD9Ek75SSuVLjDGOF4gcBnYAc4CvjDEn892ISA/gDmAE8IQxZmqh\nOxaJBH4xxnjYzYsG9gPVgR5AAvCaMWZBPtsYC4wFCAwM7Lp48eLCdlsuJSUl4efn5+owKrQtJzKZ\nEpdCverCY+HVqOElxdqOHovyQ49F+aHHovywPxZ9+/aNM8aEObtuQQm/lzFmTVECEZEaQGNjzGYn\nykaSN+H/DTQFBgFfA32Bb4GrjDGrC9peWFiYiY2NLUq45UZUVBSRkZGuDqPCW/v3cUbNjaFJLV8W\njulObT/vIm9Dj0X5ocei/NBjUX7YHwsRKVLCz7dJv6jJ3rbOWWeSfQESgXXGmM+NMRnGmJ+BH4Cb\nLmGbqoro2aIOs4bbzunP1OZ9pZSyV9A5fH9bR70rCigTaSvjW0LxxAOOmhwcN0MolUsvW9LffVyT\nvlJK2Suol/4DwFBgQwFlooE7gYnO7lBE3EXEB/CyPfexTQJMAyJE5J8i4iYifYH+WM37SjmlVwur\nI1920j+ZnObqkJRSyuUKSvi3A+8aY87nV8AYkwK8h9Vhz1l3A+eBHwF32+PzQBNjTDQwBHgNq3n/\nXWC4MWZdEbav1EVJf8iMaE36Sqkqr6CE3xKIc2IbvwGtnN2hMWaOMUYcTHtsyz8zxlxujPE1xrQ3\nxnzm7LaVspfdvP/3sbN0eeUjPCbVJGRKCAs2ObzoQymlKrWCEn4G4MwId57owDiqnNqb8iPHvV/E\nZARSL/VF9p8+xdhvx2rSV0pVOQUl/D+BK53YxpXAlpIJR6mS9dSypzhj1pPq9hdepinBKQtJSfPg\nqWVPuTo0pZQqUwUl/DnA/SLSK78CItITa+jb2SUcl1IlYt+ZfQCIudBYFZyykITTp1wVklJKuURB\nCX8GsAxYLiLzRGSoiPQWkX+IyBARmQsst5WZURbBKlVUjQMag/HAyzQl2T0qZ35QykJOaUc+pVQV\nUtDAO1lY4+c/hdVsPx9rHP0VwMe2eU8Bt5r8hutTysVe6vcSNdzbIHhyzn0d+32G5izr/MLPmvSV\nUlVGgXfLM8ZkGWPeMMYEYfXEv9I2tTLGBBtj3tQb26jybGiHoQxr+wwAabKD4Jo1eeb20znLNekr\npaoKj8KLWIwxfwN/l2IsSpUK76xW1PY9yu6nD2ON7wRDOmTSYdKPZGQZOr/wM78/czWX+Xq5OFKl\nlCo9BQ2t+2hRh8wVkZ4icu2lh6VUyflj/2k6BgXkJHuAal7ubH1hAJdVtzrzaU1fKVXZFdSkfxWQ\nICIzRKS/7U54FxFLWxF5RERigG+A4t2XVKlSkJSawd/HkugYVDPPMk93N+KevpomtasDVtI/m6bd\nUZRSlVNBnfauAW4GLsNK5KdEZK+IxInIWhHZApwFNgHjgC+AZsaY78sgbqWcsvnAGYyBTsEBDpe7\nuQlR/46kQyNr+cRfz3E0MaUsQ1RKqTJRWKe9lcaY24AGwK1Y1+bHAjuwxsJ/FAg1xrQyxrxqjDlb\nyvEqVSQJp6xbQZw+l55vGRHh2/v/Qe+WdQAIf2kZh87kewsJpZSqkApM+NmMMaeMMf8zxjxnjBln\njBlujHnIGDPVGLOptINUqrj6twukc+OaPPr5Rr6ISyiw7PzR3Qmv7w5Aj1d+Zd+Jc2URolJKlQmn\nEr5SFVUNH08+Ht2diGa1eOSzP5i7dk+B5SeE+jC4WzAAfd5Yzt9HE8sgSqWUKn2a8FWl5+vtwazh\n3bi6bSDPffMn7/26g4LGinp1YEfu+UdTAK6avJLNB86UVahKKVVqNOGrKsHH050Phnbhls6NePOn\nv3h16bYCk/7TN7RlYr+WANzw7mpi95wsq1CVUqpUaMJXVYanuxv/vb0Td0c0YdrKXTz51WYys/JP\n+g9f3Yonrm0NwG1T17Hyr2NlFapSSpU4TfiqSnFzE56/uR0TIpuzaMM+HvwknvTM/EeHHndFc56/\nuR0Aw2ZvYOmmQ2UVqlJKlagiJXwR6Wsbge8dEQmyzYsQkcDSCU+pkiciPDagNY8PaM23fxxk3Pw4\nUtIz8y0/rEcIrw3sAMC9C37j09j9ZRWqUkqVGKcSvojUEZGVwC/AA8C/gHq2xROAZ0onPKVKz72R\nzXnhn+1Zvv0oIz7aQFJqRr5lB3VrzFuDOgHw2OcbmbV6d1mFqZRSJcLZGv47QCDQAQjh4uFzfwKu\nLtmwlCobd0c04a07QonZc4qhM6JJKmBo3Vs6B/HekM4AvPDdFt76+a+yClMppS6Zswn/OuBJY8wW\nIPc34n4gqESjUqoM/bNzI6bd1ZWthxN5ZcN5jp7Nf2jdGzo2ZOpdXQB4e9kOJn3zZ4G9/ZVSqrxw\nNuG7A6n5LKsF6ODjqkK7qm0gc0Z04/h5w21T17H/ZP6j7A1o34Dpd3cFYM7aPTz86R9kFdDbXyml\nygNnE/4a4F6xv7/ohZr+CCCqBGNSyiV6tqjDY918OHM+ndunritwlL3+7eozc1gYAF/9foAx82IL\n7O2vlFKu5mzC/z+gNxAPPI2V7IeJyE9ApG2eUhVe85rufDIugowswx3TogscZe+qtoHMGm4l/WXb\njjJ0xvoCe/srpZQrOXvznHigO/AXVi99AUYCiUAPY8zWUotQqTLWun4NPh/fg2qe7tw5PZoNu/Mf\nZa9fm8Ccmv6GPSe59YO1JKbkf2c+pZRylUITvlhqA3uMMbcbY2oBHsaYmsaYgbaOfEpVKiF1fPls\nfA/q1vBm2Oz1RG0/mm/Zq9peSPpbDp3lhndXcyIpvy4vSinlGs7U8D2Aw0Df7BnGGD1ZqSq9hjWr\n8dm4HjSv68eYebEs2Zj/KHtXtQ1khi3p7z1xjgFvr+Lg6fNlFapSShWq0IRvjEnHuvTOq/TDUap8\nqe3nzcIxEXQKqsn9i37j05j8R9m72i7pH0tM5ZopK9l1LKmsQlVKqQI522nvv8D/iUjN0gxGqfIo\noJon80aH06tFHR77ouBR9q5uG5hzyV5iSgYD3l6lt9dVSpULzib8CKAxsE9EfhKR+SIyz26aW4ox\nKuVy1b08mDk8jGvb1+eF77Yw5Ze/8h1wp3+7+jlJPy0jixveXV1gxz+llCoLzib8FsBe4E/A3/a8\nZa5JqUrN28Odd+/szG1dg5jyyw5eXLLVqaQPcMe0dSzfln/HP6WUKm0ezhQyxvQo7UCUqgg83N14\nfWBH/Lw9mLV6N4kp6bxya0fc3SRP2eykP3Z+HAAj58Tw9uBQbg5tVNZhK6VU0W6Pq5QCNzfhuRvb\nMrFfSz6NTWDiot9Jy3B84Ur/dvWZZlfTf2BxPPOj95ZVqEoplcOpGr6IPF9YGWPMs5cejlIVg4jw\n8NWtqOHjwYtLtpKclsGHQ7tSzcs9T9lrbEl/nK2m/8zXmzl7Pp0Jkc25eLRqpZQqPU4lfGCMg3kB\ngA+QZJs04asq557ezfDz9uCJrzYxfPYGZo4Io4aPZ55y17Srz9S7ujL+Yyvpv/Hjdk4lp/HkdW1w\nc3A6QCmlSpqzQ+s2cDBVxxqMZzdwU6lGqVQ5Nji8Me8M7sxv+04xZEY0J5PTHJYb0N5K+tn5febq\n3Tz8aXy+pwOUUqokXdI5fGPMCmAy8EHJhKNUxXRjp4bMGBbGjiNJ3DFtHYfPOL5j9ID29flgaBc8\nbFn/6/iDjJ4bQ1JqRlmGq5Sqgkqi094RoG0JbEepCq1v63rMHRXO4TMp3DZ1LXtPJDssN6B9A94b\n0jkn6a/acZw7p0dzXMffV0qVIqcSvoi4OZh8RKQz1rn7baUbplIVQ0Sz2iwc052k1Axun7qO7YcT\nHZYb0L4B7955IelvOnCGgR/m/yNBKaUulbM1/AwgPdeUDMQCzYH7SiU6pSqgjkE1+XScNXTFoOnr\n+GP/aYflru1gJX13N8HdTTh0OoWBH67VoXiVUqXC2YQ/wcE0CugPNDbGRJdOeEpVTK0C/fl8fE/8\nfTwYMiOadTtPOCx3bYcGvHdnZwB8vd3JyDIMmraO1TuOl2W4SqkqwNle+lONMdNyTXONMcuMMXri\nUSkHGteuzmfjetKwZjVGfLSBX7cdcVguO+mfTcnA38eDy3y9GDlnA9/8cbCMI1ZKVWbOnsM/JyJh\n+SzrLCLnSjYspSqH+gE+fDKuB60C/Rk7Ly7fJJ7dvH/wdArVvdxpFejPxEW/F3hnPqWUKgpnm/R9\nCijrDeQdXkwpBUAtXy8WjulOlyaX8cDi31m4fp/DctfZkv7OY8m4uwm9W9bhhe+28MrS/G/So5RS\nzsp3pD0RaQgE2c1q62AYUB9gJNad9JRS+fD38WTeqHDu/TiOJ7/aRFJqOmP7NM9T7roODTAGJi7+\nnU5BAdzSuRHTVuziWGIqrw3siKe73v5CKVU8BQ2tOwZ4DjC2aZaDMgKkAeNKPjSlKhcfT3em3R3G\nQ5/G8/L320hMyeDhq1vlGU//+o4NACvpu7sJ465oxrQVuziRlMYHQ7vg6+3siNhKKXVBQd8c04Hv\nsJL6Bqya/OZcZdKA3caYpNIJT6nKxcvDjXcGd8bf24N3f/2bxJQMnr2hbZ7x9K/v2ACD4YHF8QA8\nfX0bXv5+K0NmRDN7RDdq+3m7InylVAWWb8I3xhwCDgGISBtgj/bIV+rSubsJr9zaAX8fD2as2k1i\nSgavDeyAR67m+hs6NgSsW+oKwluDQnns843cNnUd80aFE1yruivCV0pVUM5elrfdGJMqloYi0iz3\n5OwORWSwiKwSkbMikpFr2QgRyRKRJLtpUVFflFLlnYjw5HVtePjqVnzxWwL3Lfyd1IzMPOVu6NiQ\nKYNCidt3igXR+5g+LIyTyWnc+uFathw864LIlVIVlbOX5XmIyFvAaWA/sMPB5KxTWDfbeTCf5buM\nMX52051F2LZSlyQt03DV5BU897/NnDmfXqr7EhEm9mvJcze25Yc/D3PP3FjOpeW9ic6NnS4k/feX\n/83cUeF4uAmDpq1j7U4doEcp5Rxnu/w+CQzCStICPIw12t4aYA8w0NkdGmN+NMYsAnYVKVKlyoCn\nG4QG12Tuur1c+WYUn8XuJyurdC+JG9mrKW/c1pE1fx/n7lkbHP7QyE76sXtO8vL3W5k/ujv1A3wY\nMTuGJRsPlWp8SqnKwdmEPwSYBMyzPV9tG22vD7AeuLoEYwoWkcMisl9EFotI0xLctlIFEhHeuK0j\nz93YltPn03n0843cPm0dfx4s3fHtbw8L5v0hXdiYcDrfO+fd2Kkhbw/uTOyekzz51SbmjgqnY1AA\n9y36jblr95RqfEqpik+cGdDDNpLeNcaYVSJyHrjBGLPMtuwa4GNjTN0i7VgkEvjFGONhN68ZVkfC\nv4F6wKvAP4BOxpg8txETkbHAWIDAwMCuixcvLkoI5UZSUhJ+fn6uDkNx8bHYfjKT9+NTOJtmNWtd\n2diDW1t64euZZzyKErPpWAbv/p5KLR/h0W4+1K6W9zd59KEMpv2RSqvL3Livsw+zN6fy+9FMbmjm\nyY8miSEAACAASURBVMCWnnku86uo9P+i/NBjUX7YH4u+ffvGGWMcjoLriLMJfxfwkDHmfyKyFVhk\njHnetmws8IoxpnZRgnaU8B2U8cTqN3BT9g+M/ISFhZnY2NiihFBuREVFERkZ6eowFHmPxeEzKYz/\nOI542x3vavt68X/XtmZgl6A8l9KVlJg9Jxn1UQw1qnny8T3daVrHN0+Zb/44yIOLf6dbSC1mDg/j\n5e+3smjDfu4IC+LlW/L2+K+I9P+i/NBjUX7YHwsRKVLCd/ZbYSXQy/Z4NvC0iMwWkQ+B/2Jdr18a\nsn+NVI4qi6pwrLHwIxjSvTEAJ5LTSr2Zv1tILRaNjeB8eia3T13H1kN5e+Pf1Kkhbw0KJWbPSe6Z\nG8szN7RlYr+WfBqbwLj5cZxPy9vjXylVtTmb8J8GstvL38Qaga8TcAXWD4D7nN2hiLiLiA/gZXvu\nY5tERK4XkSDb41pYvfmPA3r7XeUy3h7uvHxLB14b2AEvW805bu8pbnx3dan15m/fKIBPx/XI6Y3/\n275TecrcHNooJ+mPmhPD+Cua8eI/2/Pr9qMMnRnNqeS0Eo9LKVVxFZrwRcQDCAQSAIzlFWNMV2NM\nW2PMA8aYxCLs827gPPAj1k13ztumJkAk1qh+ScCfQC3gah3JT5UHg7o15tPxPWgQ4AOAr5cH86NL\nrzd/i/9n777ja7z+AI5/zs1eEoSYSexNEGKLvXeNillqr6J+FG1V6VC1R+3aVEutGrFih9h7xl4h\nMmXe5/fH1Uua4CJB4vt+ve7LfZ7nPM89j7yS7z3nOed7MtvzR4/yZLCzpN2cg+y9lHgK3r9B3/+q\nIeg3L5WdGT6lOHU7lE9m7uPW4yfJWichROplSgtfD+wHiifHB2qatkDTNJXEK1DTtC81TcumaZqd\npmlZNU37RNO0C8nxuUIkB4+cTqzrW4lyuTMQFh1HSdf0ZE9vk2Ld/Dkz2LKyR3lyprel8/xDbDl9\nN1GZ54N+lwWHqZI/E4s+K8v9sGiaT9/LubuSoEcIYULA1zRNj2HUvHPKV0eID5+zvRWLu3jRtVIu\nAq4FY2GmY0jdAgQGRaRIN39mB8M4gkLZ0tFzyRHWHL2VqEwTj+z82sqDg1cf0mXBYQpnS8cfPcoD\n0HLmfg5eeZhs9RFCpE6mPsP/BvhaKZU/JSsjRGphbqZjRMPCTGrjwenbISzYG8gvLUvQvpxbinTz\nO9lasqSrF2XdM/DFymMsOpB4ReqmJQ1B3z/wEfUn7+ZJTDx/9qxAJgcr2s/zZ9OpxL0DQoiPh6kB\nvx+QETijlLrwNBe+3/OvFKyjEB+sJh7ZWd2rItYWZnRbdJi8Lg6s7VMJt4y2yd7Nb29lzvzOZahR\nMDMj15xi+s5Lico0LZmdld3LodcbWvZ/H7vNH93LUyRbOnotCWBxEl8UhBAfB1MD/k1gO/AHEPB0\n+9Z/XkJ8lAplTce6PpWomNeZkWtO8fu+QJZ0Lce4T4oneze/tYUZM9qVpolHNn7edJ4f/znHf3Np\nlHbLwMb+lalTNAvjNp+n77KjTGjlgXeBzIxYc4pft15IdI4QIu17YdKb58kCNkK8nKOtBfM6lmGi\n7wUmb7/EubthzGxfmu2DvPl163kWHbjG+hN3kiVpj4WZjgmtPLC3MmfmrsuER8fyXeOiCa7paGPB\n1E9LUjVfJr5Ze5pm0/fyQ/PiZLSzZPK2izwIi2Z0kyJpIkGPEMI0r/3brpTKpJQqpZSySYkKCZFa\n6XSKgbULMLuDJ4FBETScvBu/iw/4tnGRZO/m1+kU3zctSo+qeVh84DoDVx4jNl6foIxSilZlcrK+\nXyWyOtrQY3EANpZmdK2Ui2X+1+m55AhRsZKgR4iPhckBXyn1mVIqELgLHAIKPd2/QinVO2WqJ8SH\nT6/XGL3+DIsOXCPkSSy1Crvwd5+KuGawpe+yo/RacoQsjtas6lEhWbv5lVIMrVeQIXULsObYbXou\nTjqA58lkz+reFehSKRcL919jz6UgfLxc8T17j7azD3A/NOptbl8IkUqYFPCVUv2BGcAKoD4JU93u\nw7CanhAfpTi9xv7LDxm55hRlx/jyxYpj3A2NYlXPCgypW4BtZ+9T69ddbDx1h5aeOdk+yDtZR/P3\n8s7L6CZF8D17j88WHCIiOi5RGStzM0Y2LMz8zmV4EBbNqoCbVMzjzNk7YTSYsofDgY/e5r9ACJEK\nmNrC7w+M0jTtf4Dvf46dBwoka62ESEUszXWs6V2Rr+oXxFynWH30Fm1nH6TG+F3o9RpzOnrimsGW\nPkuP0mtJALF6PaOaFE3Wbv725d2Z0LoEB68+wmfOQR5HJp1Wt1qBzPwzoDJlc2Vgz6UgsjhaExuv\np82sAyzYe1UG8wmRhpka8LPx4nz2cYBt8lRHiNTJ0lxHtyp52DbIm8YlsgFw/VEkv2y5QKf5/qSz\nsaBEDkf+OXWX2hP8WH/iNkWzOyZrN3+zkjmY7lOKM7dDaTPrAPfDku6qz+xgze+dy/JV/YLcDI4k\nLl7DxtKMb9edYeDK47LwjhBplKkB/wqGdemTUgk4mzzVESJ1y+JozeRPS7Ls83LkdzGsWa3XYPfF\nII7fDEHT4FFEjLG1/ygyxtjN3y4ZuvnrFMnC/M5luP4oklYz93MzODLJcjqdoluVPPzZswLO9paE\nRRkeA6w+eovmM/Zx/WHS5wkhUi9TA/4U4Cul1GAg59N9TkopH2AQMDklKidEalU+T0Y29KvMiAaF\nsLcyx0ynKJItHVXzZ0I9HQGz8eRdPL/3ZcWh6zjaWvBdMnXzV8zrzKIuXjyKiKHlzP1cfvDitaeK\n53Bifb/KtCiVw7jv7J1QGk7ZzY7z91/7s4UQHy6TAr6maTOAMcBo4PLT3VuBOcDPmqb9njLVEyL1\nsjDT0bVybrYPrkqTEtk4fTuUi/fCGN2kKCMaFDKW+9+fJ3EfuoFNp+5QJFu6ZOnmL+2WnuXdyhMb\nr6fVzJd/cbC3Mmd8qxJMamOY2w8QGhXHZwsOMcn3YrKvAiiEeD9MnpanadpoDM/ymwNdgRZAzqf7\nhRAvkNnBml9be/BHj/Kks7FgxJpT7LrwgG2DqhoXuAHosfgIuYZt5De/K1QtkOmtu/kNC+hUwNrC\njDazDrxyJH4Tj+xs7FcZj5xOAGgaTPC9wOcLDyfrYkBCiPfjtRLvaJoWrGna35qmzdM0bY2maYkX\n6BZCJKmMewbW963EqMZFOHbjMXUn+rHt7H1Oj6rDmt4VjeV+2nSOsmO2MeiP41TK68zqXhXfuJs/\nl7MdK3uUJ5O9Fe3n+uN34cFLy7tmtOWPHuXpXS2P8dHDtnP3aTJ1jyyzK0Qq9zqJd9Irpb5WSq1X\nSgU8/XekUipDSlZQiLTE3ExHxwru7BjsTVOP7MzcdZka43dx41Ekl8bU48s6z2a4+p69R7dFAXT5\n/TBl3DPQ0zvPG3XzZ3eyYUX38rg729H198NsOnXnpeUtzHR8WacgS7p44ZLOCoDAh5E0nbaXtcdv\nv/nNCyHeK1MT73hheHY/GMM0vICn/34JXH56XAhhImd7K8a1LMGfPSuQ0d6SvsuO0mGeP7ULu7B5\nQBWK53AEDNP9XDPYMGfPVWbsvEwGO0usLcz4ff/rdfNncrBiebdyFMvhSK8lR1gVcPOV51TI68w/\n/atQs5ALAFGxevotO8ro9WcSpfEVQnz4TG3hTwNOY3hm31TTtG6apjXFMGL/zNPjQojXVNotPWv7\nVGJ006Kcvh1KvUm7+ePwDRZ+VtbQ2tcMreuRDQoxtF5B4vUakU/nyT+MiHmtbn5HGwsWdSlLxbzO\nDP7jOAv2Xn3lORnsLJndoTTfNSnCv2vzzN1zFZ85B3kQFv1W9y6EeLdMDfhFgB81TUvwV+Xp9o9P\njwsh3oCZTtG+nBs7BnvT0jMHc/depfYEP7I72bCubyVypLfh23VnOHkzhJU9yvNHj/J8UjoH1haG\nX9+Aa8E0mLyH3kuPvLKb39bSnDkdPalTxIVv151hyraLr8yup5SiQ3l3NvavTL7MhtwC/lcfUXei\nH0euByfPf4IQIsWZGvDPAZlecCwTcDF5qiPExyuDnSU/NC/O6l4VyepozYAVxxj59ynGNivGl3UK\nsPXMPWpP8ON+aDS/tCzB4RG1+LF5MXJnsgNgw4k7lBi1hd5Ljry0y93K3IxpbUvRvFR2xm+9wA//\nnDMppW7BLOlY26cSPl6ugKGHofn0fSw6cE1S8gqRCpga8AcAXyulmiildABKKZ1SqikwAuiXUhUU\n4mPjkdOJ1b0q8kPzYly8F0aTaXt5EBbN0s+9yO5kQ++lR+i95AjRsfG0KevK9kHebPmiCuVzZwRg\nw8k75Bv+D53n+3PtYUSSn2FupuOXT0rQsbwbs/yu8NXqk8SbMBbAxtKMMc2KMbNdaeO+kWtOMfiP\nE7LUrhAfOFMD/mIgI/AXEKWUugdEAX8+3b9QKXX931fKVFWIj4dOp/i0rCs7BnvTpkxOft8fSI/F\nAeTNcQfs17L+5HVKj1nN0PUrAcjv4sCybuU4/31dahbKDMCO8w+oOm4n9Sbt5q8jNxPlyNfpFN82\nLkKfanlZ5n+D/suPmjwYr27RLOwbWp0y7ukB+PPITepM9OPGI0nJK8SHytzEcksA6bMT4h1zsrVk\nTLNitCnjSq9lO1l90JYoXV7CLabgENeI5Xvycfr6ahZ0qE9GeyuszM2Y07EMIZGxfLnqOFvO3OPs\nnVAGrjzO13+fpolHNlp55qR4DkeUUiilGFynAA7W5vzwzzkiY+KZ7lMKawuzV9Ytm5MNy7uVZ/qO\nS4zfeoFrDyOp/PMOFn5Wlir5X/QEUAjxvpgU8DVNG5rSFRFCvFixHI7cMB9AkEVe0sd2wlk/kCe6\nIzxRhzl53YPaE/wY3bQo9YtlBcDR1oJZHTw5dSuEEWtOcezGY8Kj41hy8DpLDl6nYBYHWnnmpFnJ\n7KS3s6R71Tw4WFswfM1JOs7zZ05HTxysLV5ZLzOdom+NfFTIm5EWM/YD0GGeP4Nq5ad3tbzo/h3a\nL4R4714r054Q4v25HnqNCHNfbll357H5Iiz1ubHRe6InhocRMfRacoTeS4/wMPzZdLmi2R35q2cF\nfv6kOBntLAEw1ymiYuP5bv0ZvMZuo/fSI+y68IDWZXIysbUHAdeCaTfnIMERMSbXrbRbBo5/U5sa\nBQ2PE8ZvvUCzGfsIi5KUvEJ8KF4n015jpdR8pdQWpZTff18pWUkhBLg6GkbHayqCEIsV3LLuwkOL\nGejMnj0333DiDt6/7GTjyWfZ9HQ6RaunS/B2KO+GXtMIj46jS6VctPVyZe+lIDrO86fyT9u5/CCC\nkQ0Lc/ZuGK1+28+90CiT6+doY8Gcjp783KI4AMdvPKbYt1u4eC8smf4HhBBvw9RMe98Ba4BSQBhw\nK4mXECIFjakxBlsLW+O2pqLR2+zgu1bmTGrjQcEsDgCERcXRa8kROs/3T9Daf34JXtcMtszdc5WT\nt0KY36kMU9uWJE9me6Zsv8i3606j12tcvB9Oy5n7X2sgnlKKVmVysm1QVeO+WhP8+OvIqzP7CSFS\nlqkt/O7At5qmldA0rYWmaZ/+95WSlRRCgE8xH2Y1moWboxsKhZujG7MazaJDCR+aeGTnn/6VWdC5\nDJ5uhpHzO84/oPT3viw+cC3BdYpmd2RVD0M3f2BQBC1m7OPQ1UdMbVuK3UOq0b9GPlzSWQNw/VEk\nVcbteO1Wep5M9pz/vi4NixvGFAxceZzO8/2Jk5S8Qrw3pgb8eGB/SlZECPFqPsV8CBwQiP4bPYED\nAvEp5mM8ppTCu0BmVvWswOpeFcjlbEjIM2LNKdyHbuD4jcfGss938/+7BG+N8Ts5cOUR/arnw29I\nNUY2LAwYlsmtNcGPkzdNX6UPDAl+prYtxaz2hjn7O84/IO/wfwgKl5S8QrwPr5NLv1MK1kMIkYxK\nuqZnx2BvNg+oYtzXZNpe8g//hzO3ny1z+99u/sF/HKflb/s5dzeULpVysW1QVeNgv0ZT9yQYG2Cq\n2kWy4D+8hnHb83tfdr1imV4hRPIzKeBrmjYGuKuUOqGUmqyU+u4/r1EpXE8hxBsokMWBwB8b8Ptn\nZQGIiddTf/JuGk/dw/7LD40pcf/bzf/vErzO9lb4D69JpwruAPRacoQhq46/dj0yO1hzZWx9mnhk\nA6DjPH++WHEMliwBd3fQ6Qz/LlmSHLcthEiCqYP2WgF9MSyS4wN8nsRLCPGBqpo/ExfH1OPzyrkA\nOHEzhE9nH6DZ9H1sOnUXvV57YTf/6qO3+LphYZZ3KwfAysM3yT1sw2tN2wPDY4RJbUqy8OmXj9VH\nb+F+0omI2/cMzw2uXYNu3SToC5FCTO3SHwf8DWTSNC2jpmlZ//PKloJ1FEIkAwszHcMbFGbTgGer\n3h278ZgeiwOoOWEXKw/dIDou/oXd/A7W5hwdWQsAvQYlR29ly+m7r12PKvkzceLb2sbtIgNXcTh7\nIcNGZCQMH/72NyuESMTUgJ8emKlp2qOUrIwQIuUVzJKOjf0rM6hWfuMa91ceRDDkzxNU+XkHs/wu\nEx4dl2Q3/0TfCxz8qgYu6awA6LYogIErjhES+XoJdtJZWxD4cyManjWk8Pik3Th+rtLBcPC6LMch\nREowNeD/DVRKyYoIId4dCzMdfWvkY0O/yhTNng4AJ1sL0ttaMnbjOSr8sI1xm8/xMCImUTd/g8m7\nGVAzPzULuQDw19Fb1J64ix3n779eJVxdmbr2Z+auMgwBml6+FSX7LkHv6pas9yqEMDA14K8GOiql\npiqlmiulqv/3lZKVFEKkjEJZ07G6V0UG1cpPRHQcQeHR9PTOQ8W8zkzfeZlKP21nxJqThDyJTdDN\nP+yvkwSFRxu/LNwLjabz/EP8b9UJQk1NpztmDNjaUuPyIfyntgMg2NaR3G2mvlaGPyGEaUwN+KsA\nd6DX0/e+/3ltTYnKCSFS3r+t/bV9KpHF0ZoZOy9jbqZjVY8KNC+VnZWHbuL9yw76LD0CYOzmv/Eo\nktPPTfEDWHH4BnUn+LHnYtCrP9jHB2bNAjc3MkeGcGV5H1zMDYl5vMZuI+BeXLLfqxAfM1MDfqFX\nvAqnSO2EEO/M8639Tafu0H3RYarmz8Se/1Xj8yq52Xn+AQ2n7KHjfH9yONmwfZA37cu58fyCeFkd\nrTEzU7Sbe5ARa04SEf2KoO3jA4GBoNejC7zKwe8b0a9GPgCmHI1m4IpjKXfDQnxkTJ2Hf/5Vr5Su\nqBAi5T3f2ndJZ02PxUcYveEs3avkYe/Q6gypW4Czd8JoO+cgHeYdpHzujKzpXZFSrk4A3AmJIiQy\nlvbl3Fhy8Dp1J/lx4MrD16rDwFr5+bNnBcAwPsB96AZi4iQlrxBv63VWyzNXSnVWSk1TSq1VSuV5\nur+ZUipfylVRCPGuFcqajjW9KzLwaWu/9oRd7Dh3n55V87Dnf9UY26wYj5/E0nPJEQYsP8YnpXPy\nfdOiAIRGxbHowDVmt/dEpxRtZh1g1LrTPImJN/nzS7ulZ0bNZwsF5R/xD5cfhCf7fQrxMTE18U5u\n4CwwGSgBNAAcnx6uBXyVIrUTQrw3FmY6+j1t7WdzsmHAimO0nnWAwIcRtPVyZfsgb6a1LYWdlTlf\nrT7J5G0X6eWdx3h+14WH6VopF+3LuTF/byD1J+8m4JrpM3ttzBWBPzYwLgZUY/wulh6UKXtCvClT\nW/iTgYdALsAbeO6pHTuBKolPEUKkBf8+2x/brBgX7oXRYPIeRq07TURMHA2KZ2Vtn4os6epFfhcH\npu+8jIOVufHckX+f5sydUEY0KERMnJ5PZu5n7MazRMWa3tpf1bMCY5oZeg++Wn2SljP3Jfs9CvEx\nMDXgewPfa5oWBGj/OXYXyJqclRJCfBhi4/UER8RgplO09XJlxyBv2pTJyYJ9gVT/ZRd/BhjWua+Y\n15nFXb1Y16cSVfJnSnCNgGvBjN14lvJ5MtKgWFZm+V2h4ZQ9CVbvexUfLzd8B1YF4FBgMO5DNxD+\nqgGBQogETA34sYDFC45lBUJfcEwIkYoNWHGMkqO34j50Ay1n7uN+WDRjmhXj794VyZHehkF/HKfl\nzP3GFfiK5XBkmk8pdg72NibmAUMq3lUBNzlw5SGNS2QjLCqW5jP2MW7zOaLjTGvt581sz/nv6xq3\ni36zmSPXg5P3hoVIw0wN+L7AUKWU3XP7NKWUOdAb2JTsNRNCvHc9qz57Jn8oMJg6E/1wH7qBYX+d\nZHDtAoxpVpQrQRE0nLKbb/4+RcgTQ9Idd2c75nT0ZF4nzwTXCwqPYe3x2zjaWFAwiwPTdlymydS9\nnLoVYlJ9rMzNCPyxAU2frrrXfPo+JvpeSKa7FSJtMzXgfwnkBC4CszF06w8FjgG5AVntQog0qGh2\nRwJ/bMClMfWMz9EBTt8Opd3cgwxffQoAeytzft9/jeq/7GTl4Rvo9YYnf9ULujCtbSnjeZkcDDn4\nL9wL5+ydUHKktyHwYQRNp+1lou8FYuNNm343sU1JZrYrbXjvexGvsb7GpX6FEEkzdR5+IIbR+UsA\nD+AWUADYDJTWNO1WSlVQCPH+mZvp8PFyI/DHBpz9ri4/tShmPPYoIobQKMPz9IcRMQxZdQKP77YY\nW+0NimdlQE3DzN2O5d34sXkxcjvbodfgZvAT4uI14vQaE30v0mz6Xs7fDTOpTnWLZuHgVzUAQ2rf\nXMM28iAsOlnuV9M0fvznHPP3Xk2W6wnxITB/0QGlVBXgiKZp4QCapj3A0NIXQnzEbCzNaF3GldZl\nXHkcGcP6E3cYvf4M0c8lxwmNiqPhlD0ATG1bkp7eebh4L5zxWy8wp4MnWwdWZcvpu8zcdZnjN591\n55+6FUqjKXvoXzMfBU1osbuks+bK2PqU+n4rjyNjKTPGl3mdPKle0OWV576MUoqZuy4DcOPRExqW\nyEop1/RvdU0h3reXtfB3IClzhRAv4WRrSbtybpz/vh77hlZnWL2CONkmHN/bZ+lRCozYRHh0HDql\n6LfsKJfuh1OvWFbW9K7I0q5eVM7nbCwfE69n3ObzjDkYxaX7r27t63SKY1/XpufTHACfLTjM/1ad\neOt72zSgMgDz9l6l+fR9jNlwhjgTHzkI8SF6WcBXLzn2xpRSbZRSu5VSoUqpF86rUUr9pJTSlFLt\nUqIeQojklc3Jhu5V83Ds69ps+aIKvavlSXB814UHxOs1ImLi6brwEPF6DaUUFfI6s6iLF+v7VqJR\niWxkc7Tmh+bFuBepp/7kPcz2u0K8/tWt/f/VLcjK7uUBwyI+7kM3mDwmICkFs6Rjfd9nq4LP3n2V\nTvMPERwR88bXFOJ9Mjm1bjIKBqYDA15UQClVFqgH3HlXlRJCJJ/8Lg58WacgV3+oz6oe5RMk4wFD\nN/mBKw+Ng/vAMEBwyqcl2TesBp+WdWVMJRuq5MvEmI1naf3bfq4GRbzyc8vmysDxb2obt31mH3yr\n+yia3ZG/elUwbu+5FESjqXuM0xCFSE1e+Az/qfpKqYKmXEjTtIUmltsMoJTyTuq4UsoKmAt0A5aZ\nck0hxIdJKYWnewZOjqpDcEQMLWbu48oDQ+D2mXMQl3RWNPXIThOP7BTK6oBSzzoWnax0zO5QmtVH\nb/HN2tPUm+TH0LoF6VDeHZ3uxR2QjjYWBP7YgHGbz1Ehj/MLy5mqlGt6VnQrR+tZBwDDQMPmM/Yy\n7pMSNCqR7a2vL8S78qqA/7WJ19EAkwK+Cb4Ftmuatv/5X34hROqW3s6S7YO8OX83jC9XHefEzRDu\nhUbzm98VfvO7Qr7M9jQtmZ3GJbKRM4Nh4RylFM1L5aBCHmf+9+cJvl13hk2n7zLukxLGMi/yZR2T\n2iom8cqdkcVdvGg319BjEBWrp++yo5y6FcKQugUxe8kXECE+FOpFc1eVUnqgGnDYlAtpmvbq/raE\n1/cGfDVNM39unyewHPDQNC1cKRUIjNA0bfELrtENQ08ALi4upZcvX/46VfhghIeHY29v/76rIZCf\nxbuiaRoH7sSz4nwMj6MNf4Oy2CnuRhje53XSUSpjPJXc7EhnqYzn+N2KY9lZwzP01gUs8c5pzrts\nGBy7H8fEIwmn/hXJqKNnCWvsLdNu0Jffiw/H8z+LatWqBWia5vmKU4xeFfDLaZrmnyy1THx9b54L\n+EopSyAAGPxct38gLwn4z/P09NQOHzbpu8kHZ+fOnXh7e7/vagjkZ/GuhUXFMnnbRebvDcTOypw2\nZXNib2nOuhO3uXAvHDOdoko+Z5p4ZKdWYRfsrMy5GRzJ//48wd5LD6mcz5mfWhQnm5PNO6vzplN3\n6LH4iHHbwkyR1dGG39qXplDWdO+sHu+S/F58OJ7/WSilXivgv49Bey+SDSgCLFFKBSmlgjBk95uh\nlFryfqsmhEgJDtYWDG9QmH/6V6Zw1nT8tusKm07f5YfmxRld0YbPK+fm/N0wBqw4huf3vvRbdpT7\nYdEs7uLF6KZFCbgWTJ0Jfqw8fOOdZdqrWzQrk9p4GLcViqjYeJpP38f6E7ffSR2EeBPvPOArpcyU\nUtaA5dNt66fbNwBXDJn8/n3dBr4C+r3regoh3p18Lg4s/dyLKZ+W5GF4DC1m7GNzYCxdK+diz/+q\ns7J7eZqVys7O8/dpPn0fPnMOksfZjn/6V6ZQtnQMWXWCLr8f5l5o1DupbxOP7Pz8SXHAkDegUNZ0\nFM6Wjj5LjzJu87kEsw+E+FC8MOBrmqZLoe789sATDGl5zZ6+fwLk1DTt5vMvIB4I1jTtYQrUQwjx\nAVFK0ahENrYNqkr3qrnZfzuOar/sZOH+QEq5OjG2WTH2D6vB8PqFuHg/nLZzDtJ/+TG6VsrFyIaF\n2Xc5iNoT/Fhz9NY7ae238szJqMZFAEOOgXK5M9CmTE6m7bhMzyUBRMjyveID885b+JqmLdA0TSXx\nCkyirLspz++FEGmHnZU5w+oVYnRFG0rkcOLbdWdoNHUvhwIfYWdlzudVcrN7SDVGNy1KUHg0pG5w\n/AAAIABJREFU3RYF8MfhG/Ssmhd3ZzsGrDhGj8UByZZX/2U6VnBnUK38AEzbcRmPnE6MbFiYrWfu\n0XLmfm4/fpLidRDCVB/SM3whhDDKZq9jUZeyTPcpRUhkDC1n7mfgimPcD4vC2sKM9uXc2DHYm/Et\nSxAbr2eC7wWCI2LIm9meLWfuUXvCrnfyTL1vjXx8VjEXAEP/OknfLW3QO03jclAIjafu5cj14BSv\ngxCmkIAvhPhgKaWoXywrvoOq0ss7D+tO3KbGL7uYu+cqcfF6LMx0tCidg61fVGWGTykcrM25dD8c\nTYPgyFj6LD1K76VHeJTC6XDzuB8lynwvAJljvuZOxFXuWA5ETyRtZh3g72OyoKh4/yTgCyE+eLaW\n5gypW5DNA6pQ0i09o9efocHkPRy8Yhjeo9Mp6hXLyvq+lVjQuQxl3J+tbLfhxB0q/LiNzafvplj9\nhm8bzj2LH4zbWWN+ISouike2wyiZ04n+y4/JYD7x3knAF0KkGrkz2fN75zLMbFea8Og4Ws86QP/l\nR42j85VSeBfIzB89KrCiWzmq5M8EGDLjdV8UQKf5/oRExiZ7va6HXAfgnuVw475s0TO4FRLEoi5e\nfFpWBvOJ908CvhAiVVFKUbdoFnwHVqVv9bz8c/Iu1X/ZyWy/KwlWx/PKnZGFn5VlbZ+K1CiYGYCd\n5x9Q4rstrDh0PVnr5OroCkCU2XHuWg417s8ePY/HkTGMbVbMOJiv5sQNuI/3QDdKh/tEd5aclDQj\n4t2QgC+ESJVsLM0YVLsAW76oQtlcGRiz8Sz1J+1m3+WgBOWK53BibqcybP2iCnkzG1KS/u/Pk7gP\n3cDp2yHJUpcxNcZga2HI7R9tdoo7Vv2Nx8qO3cb9sGi6VMpFu6rh3AqOIf7BYCz0+bkWco1u67pJ\n0BfvhAR8IUSq5u5sx7xOZZjTwZOouHjazj5In6VHuBuSMAlPPhcHfAdWxXdgFeO+BpP3UGaMLxfv\nhb1VHXyK+TCr0SzcHN1QKLKmj6Nn3WfX9Bq7jduPn7Dw3P+4YzUQvYrCJXoMlvEFiYyNZPi24S+5\nuhDJQwK+ECLVU0pRs7ALW7+oyoCa+dh65h7Vx+9k5q7LxMTpE5TNm9mBwB8bMLNdaQAehEVTa4If\n7ece5OTNN2/x+xTzIXBAIPpv9AQOCOR/3m34s2d54/EKP27ndnAMcbqb3LUaTLx6ROaYkZjrsxvH\nANx+/IRdFx68cR2EeBkJ+EKINMPawowBNfOz9YuqVMiTkR//OUe9SX7suRiUqGzdolk4N7ouzUtl\nB2D3xSAaTd1Dh3n++F99ZCi0ZAm4u4NOZ/h3yet1vZd2y8DiLl7G7WzRs7HQu6FXIdy3/BrQ4xIz\nClf7ogD8uvUCHef58/36M29y+0K8lAR8IUSa45rRljkdyzCvkydxeo12cw/Sa0lAosx31hZm/NrK\ngz96lCejnSUAfhce0Oq3/bT87m92fj8N7do10DS4dg26dXvtoF8pnzO/tS9t3M4WPQ1LfX7idHe5\nbzUKM82JrHGjCYuKZVi9ggDM2XM10VgEId6WBHwhRJpVvaALmwdUYVCt/Gw/d58a43cxbcclouPi\nE5Qr456B3f+rRsfybsZ9hyLN6dRkOI06TsQ3T1nDzshIGP76z9vrFMnC1LYljdtZo3/FJr4kWdPH\n0rlaHA9CLOixOAAHawt+/8zwWW1nH+RxZMomDBIfFwn4Qog0zdrCjL418rH1i6pUzufMuM3nqTdx\nd6Jn5baW5oxqUpSln3uRI70NAI5Pwnho60jXT75mWJ3eRJlbwvU3m9LXsHg2JrZ+tqxu5pjRTK2+\nj2/rtOanFsXZe+khX646TuW8zvh4Gab5eXy3VZL1iGQjAV8I8VHImcGWWR08WdC5DBrQcZ4/3Rcd\n5mZwZIJyFfI4s2lAFT69tIcQGwes4mKpEHicZR71aNp+PJeLeL5xHZqWzM64p8vqAvRZepTFB67R\nonQOhtQtwN/HbvPTpnOMaVbMWKb+5N1v/HlCPE8CvhDio+JdIDObBlTmyzoF8LsQRM1fdzFl20Wi\nYp9189tbmfNDs6IsXPM90eYWHHAtSpG7l7jp5ELjRl+/VW78lp45GftcQB+x5hSTfC/Ss2oeOpR3\n4ze/K8zbc5UL39cD4NzdMGb5XX7zGxbiKQn4QoiPjpW5Gb2r5cV3UFWqFcjM+K0XqDvRjx3n7j8r\n5ONDlZF92LT1J1qc2s7pLHkxs7FGMzen//JjDPvrRIIvCa+jrZcroxoXMW5P8L3A13+fZmTDwtQr\nmoXRG86w5cxddgz2BmDsxnOcupU8SYLEx0sCvhDio5XdyYYZ7UqzqEtZdDpF5wWH6Pr7YW48etrN\n7+OD48WzjNs4kbkdPbG0tSEyxhDkl/nfoOm0vVx+EP5Gn92xgjvD6xcybi86cI0By4/x0yfFKeOW\ngYErjnMn5Ak/P30E0HDKHkKjkn8dAPHxkIAvhPjoVc6XiU39qzC0XkH2XTZ080/0vZCgBV+jkAtb\nv6hCU49sxn3n7obReMqeN+7i/7xKbr6sU8C4veHkHXosCmBCGw/cMtrSfWEAxbI7UimvMwDFv90i\ng/jEG5OAL4QQgKW5jh5V87BtUFVqFnZhou9Fak/ww/fMPWMZJ1tLJrYpycx2pY3z9iNi4t+qi793\ntbz0q5HPuL3v8kO6LzrM+FYlsLMyp9N8f35o/uyZf7u5B9/iLsXHTAK+EEI8J6ujDdPalmJJVy8s\nzXV0XXiYzxYc4trDCGOZukWzsOWLKjQoltW47226+AfWyk/3qrmN26duhdJ32VFGNy1KZEw8nRcc\nYmDjUMDwhcB9dD9ZcEe8Ngn4QgiRhIp5nfmnf2WG1y/EwSsPqTXBj1+3nOfJ02f4Ge2tmOZTiimf\nlsTJ1gIwdPE3mLz7jbr4h9UrRKcK7sbtaw8jGfbXSQbWys/VoDB+2nD72dK7EXXo9+cKCfritUjA\nF0KIF7Aw0/F5ldxsH+xN3SJZmLz9ErUm7GLz6btomuFZeqMS2djyRRVqFXYBICpWT//lxxj65+t3\n8X/buAhtyuQ0bgeFRzN+ywXirf0wj89PlpgfjcccorozfMOqZLhL8bGQgC+EEK/gks6ayZ+WZNnn\n5bC1NKP7ogA6zT/E1SBDN39mB2tmPZcvH2D5oRsUHLnptafT/diiOI1KPBsYGB4dhxZZgWjd6cSF\nH3eV1fWEySTgCyGEicrnyciGfpUZ2bAwAdeCqTPBj3GbzxEZEweAg7U5VfJnSnBOwyl7KDd2W6KM\nfi8z5dOSeBd4dh2FBVb6IuiJSFS24zx/Aq49esM7Eh8TCfhCCPEaLMx0dKmUi+2DqtKgeFam7bhM\nrV/9WHLwOmFRcXjnz8TVH+rzU4tnI+vvhkZR6acddJznz/7LD42PA15mQeeyeOR0Mm4rdOiwS7Js\nuzn+nL0T+vY3J9I0CfhCCPEGMqezZkJrD1Z2L4+DtTkj1pwC4Mj1YPQatC7jyt6h1SmXO4PxnF0X\nHvDp7APUnbibZf7XjQMAX2RN74q4ZbR9ZV2exMbTfq6/8RGDEEmRgC+EEG+hbK4MrO9biT7V8gKw\n/sQd8ny1kdVHb5LN0Zpln5fj+6ZFE5xz/l4Yw/46SbkftvHDP2df2t2/68tq2FmavbIeQeHRtJtz\nkDshT97uhkSaJQFfCCHekrmZjsF1CuA/vAY2Fobg/MWK4+QathG/i0H4eLni92W1BK11BytzSrul\nZ87uq1T5eQfdFx1+YXf/6e/qJth2f0Gr/9bjJ7Sf68+jiJhkvDuRVkjAF0KIZJLZwZqzo+uysnt5\n476O8/zx/N6Xu6FR7BjkzYgGhvz5YdFxbD93n987l6VH1Tz4X33Ep7MPUG9S0t39gT82ePb+YSSV\n8zknWYdL98PpOM+fMMm7L/5DAr4QQiSzsrkycHlsfUY2LAzAw4gYWv22n9xfbSRHelu2D6pqLNtu\n7kEy2Fmyf1gNfm5RHKXUC7v7r/5Q3/h+98UgWnnmSPLzT94Koevvh994NT+RNknAF0KIFGCmU3Sp\nlIuAETVp8tyCOz0WB1B9/C6szJ/9+f1+w1nKfO9LY49sbOxXiZXdy1Mxb8ZE3f0AF8fUM5638vBN\nennnSfLzD159RJ+lR4iN16fQHYrURgK+EEKkoIz2VkxqU5JjX9difqcyuKSzAiA6LmEgDouOo+DI\nTQRHxlI2Vwam+5Rm95Bqibr7B6w4luC86TsvJ1hm93m+Z+8zZNUJWWFPABLwhRDinXCytaRawcwc\n/KomR0fWokfVPFhbGP4E53K2w0ynAKj9NHUvQDYnG4bULZigu3/DiTuJrj1m41kmtvZI8nNXH73F\nt+tOmzT3X6RtEvCFEOIdS29nydB6BfEbUo1OFdy5FfwEM6UonzsjZjpF90UBDFh+lJBIw8A7awsz\nWpXJaezur18sS6JrDlhxjHmdPJP8vIX7r/Hr1gspek/iwycBXwgh3pPMDtZ827gIO770plnJ7PgH\nPjJOqVtz7Da1Juxi+7l7xvJKKWN3/76h1elY3i3B9T5bcJi5HZMO+lO2X2LO7ispdzPigycBXwgh\n3rPsTjb89ElxfAdWpV7RrChD7z73w6L5bMFhvvzjOKH/mWaXzcmGUU2Kcm50XeytzI37u/x+mJwZ\nbJL8nO83nGXloRspdh/iwyYBXwghPhC5nO2Y/GlJ/ulfmdpPl9sF+CPgJt7jduKXxMp41hZmnBpV\nJ0F3/o1HL862N/SvE/xzMvE4AJH2ScAXQogPTMEs6ZjVwZO/e1c0Jth5FBFDh3n+DFl1nPDouETn\nVC/owuwOSXfnP0+vQf/lx9h9UZbV/dhIwBdCiA9UiZxOLOrixYpu5SiewxEwzL0v+s1m9lwMSlS+\nVmEXvqpf8JXXjYnX021hAAHXgpO9zuLDJQFfCCE+cF65M/J374os6FzGuK/d3IOUGeNLxH9a+92q\n5KFZyeyvvOaT2HhazNgny+p+RCTgCyFEKqCUwrtAZq7+UJ8JrUsA8CAsmiLfbOanTecSzLOf0NqD\n49/UxtaEVfbqTdrNT5vOEf80Oc+jiJhXLtsrUicJ+EIIkYoopWhWMgeXx9antWdOAGbsvEyuYRvZ\nce6+sZyjjQV7/1fdmNDnZWbsvEytCbu4HxpF9fE7KfT1piTHCYjUTQK+EEKkQmY6xU+fFOf417X5\nN6Z3XnCIwl9vMj6bT29nycGvaph0vSsPIij3wzbsLA1T/Ip+szlF6i3eHwn4QgiRijnaWnDlhwbM\neTpCPzLG8Gy+3ZyDnL4dgrO9Ff4mBn29BrceP5vSN3nbxRSps3g/JOALIUQaULOwCye+rU2D4lkB\n2HMpiAaT99B7yRFCo+LYP6x6gvKZHaxeec1ft15IsDyvSN0k4AshRBqRztqCaW1LMa+TJzYWhgF7\nG07eoeavu/hl8wWWfu5lLHs/LJpazyX3eZFKP+1ALwvvpAkS8IUQIo2pXtCF/cOqJ5ie9+eRm3Sc\n50/NQs+C/NYz98Bmf5LX8HRLb3z/2eZIomJl5H5qJwFfCCHSICdbSya09mBmu9I421sCEBuv4Xv2\nXsKCT8oTbX4w0fmHrwUnSO9bcOQmLt0PT9E6i5QlAV8IIdKwukWzsOWLqsZn+6gwolXCpXKt4ryI\nVokH6G05cw8nWwvjds1fd/HH4RsJ5vyL1EMCvhBCpHEZ7CyZ1rYUU9uWJF7TsNTcCTfbyhPdcWMZ\nKy0f8YSgkbDr/nFkwlX6vlx1goErk87nLz5s7zzgK6XaKKV2K6VClVJx/znWUil1SikV/PS1RylV\n9V3XUQgh0qKGxbNhlmksT3QB2MfXQmFBsPl843EzHFGYAbEvvgjw97FbNJqyh1O3QlK4xiI5vY8W\nfjAwHRiQxLEDQC1N09IDGYHJwEallNM7rJ8QQqRZY2oPJcJuAkEWv2Chd8Ux7lNCzdb+p5RFkuf+\nq0N5dyJj4mg+fR8L9l6VLv5U4p0HfE3TNmuatgy4ksSxG5qm/btQswLiAVsg5zusohBCpFk+xXyY\n1XgWzhmvcse6F1G6k6SLb0yMSvQn+YUW7AtkYuuSVMrnzLfrztB9UQCPI2NSsNYiOXxwz/CVUq5K\nqcdADLAKWK5p2sn3XC0hhEgzfIr5EDggkN9bTCbCbhxBFhMx11zQE2XyNT6dfYDxLUswokEhdpy/\nT4PJewi49igFay3elnpfXTFKKW/AV9M08xcctwNaAlaapv32gjLdgG4ALi4upZcvX55CtU1Z4eHh\n2Nvbv+9qCORn8SGRn8W74XvPlzlX5/DwiUaW+EGYxRV5rfPn1rblWpieGceieRil0TyvBfVzW6BT\nr160R7y+538vqlWrFqBpmqep536wAf+5cmeALzRNe+lKDp6entrhw4eTsYbvzs6dO/H29n7f1RDI\nz+JDIj+Ld0/TNJb6X2fMhrNEvsYSuadH1SFe0/jqr5OsP3GHyvmc+bWVB5lMSN8rXs/zvxdKqdcK\n+B9cl34SzIF877sSQgiR1iml8PFyY3WvimRJZ23yeUW+2cyVBxFM+bQkPzQvhv/VR9SbtJvdFx+k\nYG3F63of0/LMlFLWgOXTbeunL6WU6qCUyquU0imlHJRSXwOuwPZ3XU8hhPhYFcjiwJ+9KpAnk53J\n5zSdtpep2y/RyjMna/tUIr2tBR3m+fPzpnPExutTsLbCVO+jhd8eeAJsBsyevn8CuAH5gW1AGIZR\n/FWBBpqmnXkP9RRCiI9WdicbVvWoQMkg00fvj996gY7z/MnqZM3aPpVoVTon03deps2sA7Lq3gfg\nfUzLW6BpmkriFahp2ghN09w0TbPTNC2Tpmk1NE3b9q7rKIQQAtLbWbJk0RCqX/I3+Zw9l4JoNXM/\nj5/E8NMnxZnUxoPzd8NoNGUPF+6FpWBtxaukhmf4Qggh3hPbrC78tnoMn5zcCkDpm2ewjXny0nPO\n3Q2j2bR9nLsbShOP7PzdpyIWZjrazTnI9YfS0n9fJOALIYR4sTFj0FmYM27jJHrtX0lAjsKYaa9+\nJn83NIqWM/az91IQeTLZs7irFzHxetrOOcDdENPn+4vkIwFfCCHEi/n4cH7wYJSbG0N2L+LrI38Q\nZmXaYL6w6Dg6zffnryM3ye/iwO+dy/I4MhafOQd4GB6dwhUX/yUBXwghxEvdr1kTAgNBr+ezLQuY\n/GlJLMxMS6wTG68xcOVxpm6/SPEcjszt6MnN4Cd0mOdPyJOXL9IjkpcEfCGEEK+lcYlszO9UFjtL\nM5PP+WXLBb5afZIy7hmY2b40F+6F0WXBISJjXr7Mbly8nug405MAiReTgC+EEOK1VcrnzPJu5Ulv\n+/KV9Z63/NAN7oRGUa1AZia2LsmR68F0XxTw0oA+e/dVCozYxNA/T8iqfG9JAr4QQog3UiyHI6t7\nVTQ5hW7fannJ7mQDQIPiWfmxRXF2Xwyi37KjxL0gOU+V/M6A4ctCrmEbuR8mA/7elAR8IYQQb8zd\n2Y4N/SqR1fHVqXgnb7/E2I1njS31Vp45+aZRYTafvseQVSfQ6xO34Itkc+TQ8JrG7bJjtnHubmjy\n3cBHRAK+EEKIt5LZwZotX1Qxtt5fZpbfFXIN22hs0XeumItBtfLz19FbfLP2dJLd9pkcrDg9qo7x\n+nUn7iY4IiZ5b+IjIAFfCCHEW3OwtmD74Komd+/nHf4P235bBECf6nnpXiU3iw5c4+fN55Msb2dl\nzo7B3uR2NkwJLDl6qwzme00S8IUQQiQLK3MzHG1MH8TX5WoGin+1jov3wxlaryBtvVyZsfMy03Zc\nSrK8pbkO34FVcba3BKDAiE0S9F+DBHwhhBDJpluV3OhMmKJfIP1JAEL1OmpP8OOLFcfoXiU3TTyy\nMW7zeRbuD0zyPJ1OcXhErWfXGbFJVuMzkQR8IYQQyaaVZ06mti2FpdnLw8v54GJ0zDXduL3m2G2q\njtuJvZU5pd3S8/Xfp3H/oRW6UTrcJ7qz5OSSBOdfGlPP+L7NrAPJexNplAR8IYQQyap+sazM61QG\nG4uXJ+ZZeLUHc0+MT7BvycHrnL37ED0RaCHtsI4vx7WQa3Rb1y1B0Dc303F0pKGlH3AtmHl7rib/\njaQxEvCFEEIku0r5nFn6uddLs/Fp6JhYsT3r+1ZKsD8yWocOOxRmZI4ZjnV8KSJjIxm+bXiCcunt\nLI3nfrf+DKduhST/jaQhEvCFEEKkiJKu6Vndu+JLg/7JsMx8u3Ebu770fuG0PpeY77CKL8L1kOuJ\njhXN7sh3TYoA0HDKHsKjX56q92MmAV8IIUSyOXWqBTt3KuPr9tl0fFuuE5a6F2fIO3zZil//6saX\nHp+Qwz7prvksMT/halMlyWMdyrvjlSsDAEW/2SwpeF9AAr4QQohkkzv3j9jZeaDTPVtCN5PtPcZV\n7YqZenHr++/LbTlyvxzDvIaSz+k0AOb//ZLw6MsXdtsv+7yc8X2n+Yfe4g7SLgn4Qgghko2tbT48\nPQ/j7j4Knc6Gf8OMo9VjJlf3eem5C8/05vTDUgzxGkshl9vE6a2J0h0D3WNjmYZT9nDmduLUujqd\n4uS3tQHYdeEBKw/dSL6bSiMk4AshhEhWSpnh6joIT8/j2NkVN7b27Swi+K1Wi5eeO/3Y/zDLvIu1\n/brQqEQ2rPUedPQqQb2iWYxl6k/ezbkSFUCnA3d3WGIYve9gbcGGfoZBfEP+PMGVB+Epc4OplAR8\nIYQQKeLf1r6r6zB0OsPiOlZm0cyp3YRyWXe+8LzPFt3k3J0wJrb2oGXpHPy+/xo5M9jyS8sSxjJ1\n6w3nrLMbXLsG3boZg36RbI5806gwANXH75JMfM+RgC+EECLFKGWGvX1RlLI07jPXxdOt+HhquK5/\n4XmNpu7h+qNIfmpRnA7l3Zjld4XjNx7jt+5rY5l6n03lpEseiIyE4c+m7HWumIuSrk6AIROfMJCA\nL4QQIkU9eLCa+PiwBPt0SqNdoZk0zrPshedV+2UnQeHRjGpchG5PF9eZ4laZC+OaGss06jSJE1ny\nwvWEU/b+6lnB+L730iPJdCepmwR8IYQQKUbTNB4+XA88P1VOh05ng1I6mudbgk/B31AknQ+/7qTd\nhEbFMaxeQfrXyMcfxWsxqMEXXBzXxFimcceJBJSsmuA8pRSnRtUBYMOJO6w9fju5by3VkYAvhBAi\nxURGnkGvf2Lc1ulssbcvQdGif2NvXwKdzo5a7uvoX+o7rM0jE53/KCKG1r/tJzpOzxe18jM0yxPW\nFa5KryZDOfdLM2O5FrUGs+9yUIJz7a3MWdunIgD9lh3lxqPE1/+YSMAXQgiRYh4+3IimxfNvqz5X\nrtGULn2YDBlqUbr0IeP0PY/MRxhZ7iuypotJdI1zd8P4fOFh4uL19BjwCaOyRrI1f3m6NR/ByVWD\njOXazj7IjnP3E5xbPIcTw+oVBKDyzzuI13+8SXkk4AshhEgxDx6sRNNisbcvgafncXLmHIhShtDz\n3+l72e2vMMZ7EmXdMyS6zu6LQfzvz5NomkbH/i35qUUxducpzedD5nNoeE1juc4LDrHhxJ0E53av\nmoe8me0BKDvGNwXv9sMmAV8IIUSKsbDIQp484yhd+jC2tvmSLPPv9L3cuX/G2d6BxV29aFk6R6Jy\nfx65ybjN5wFoXcaVia09OBQYTLdFh9k52NtYrvfSI4kS72z9wpCW92FEDI4jmyS55G5aJwFfCCFE\niilefF2CVv2L/NvaL158HZbmOn7+pDjD6xdKVG76zsvM32vIt9/EIzvT2pbi1K0Qei89YnxeD4bE\nO3OfWzJ36amlPLTvDUD62G7cCo5OtORuWicBXwghxAdHKcXnVXIzt6NnomOj1p3h72O3AKhbNAuz\nOnhy6X44g/84zsLPyhrLjV5/hglbL6BpGsO3DSc8/hra09kA2aPnEBkTk2jJ3bRMAr4QQogPVo1C\nLmwekHiVvP7Lj3HipiHHfrUCmZnfqQw3g5/wzdrTLOnqZSw3adtFRq8/y/XHhnn6kWZ7jMcyxQxP\ncsndtEoCvhBCiA9agSwOBIyomWh/46l70T8dde+VOyOtK4Vw9WEQreeuhfQTjeXm7b2KqxoGmo5H\nFr8Z99vqy+Bq+UnK38AHQgK+EEKID15GeyvOf1830f5PZx8A4IvVq5i/3Z4Y7qPTnIgLbs9j2+/w\nyBVDmzI54UkFXOKGoSeCCN0e9IQTa3Ye8/AOSa6+lxZJwBdCCJEqWJmbcXls/QT7Dl59xOID11h7\ndRwAlpobOqwwJyMOkf3YeHsgy280pl6pJ1jHlcdNP4ZI813osKepR04y2lnTY3EAIZGx7+OW3ikJ\n+EIIIVINM53i0ph6CfaNWHOKB6GWBFlMTFgWJ1yif+BOsBULL3WkqVckKrYI9bL+gqONBY9DcjLd\npxS3H0UwsPt49DqzBMvtpjUS8IUQQqQq5mY6Tj/Nk/+vTDHDgDgidfsS7DfDgazRv5IpdCVrzv/O\npDYlOXbjMSFPYtl76SH6zVuIQ7EtezGmlWuZaLndtEQCvhBCiFTHzsoc34EJF8xxjh1MjC6QeILR\nSKKL/nFPZu68TPNS2Y272lyyNb4fX6U9O3J7JlpuN62QgC+EECJVypvZnql75ybY5xTXlngVhsKC\nSN2hROecuRPKysM3jdvxOrMExzu3/Jab6TIlWm43LZCAL4QQItVquHcNnx7blGCfpeYKgI2+JHct\nBxNPSILj3gUyYWWuI521uXFfzYsHje8r9ZxPVK48KVjr90MCvhBCiNTL1ZUfNk/FISo80SGFOZZa\nLswyTsXWSm/cv/P8A0q6OhEaFWfc55vPi+4H/zRuF2w5kYjoONISCfhCCCFSrzFjwNaWE5PaJHk4\nQ2xv9s+L5M+c4dhaPuu+P3DlUaKyv3m1AP1C43aRbzYTF69PVC61koAvhBAi9fLxgVmzUG5unJrY\nKski5ZuMYe/81fztFvzq6+k68Nh8qXGz+oR1yVXT904CvhBCiNTNxwcCA7GPiuDy2PpLwrd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.lines as mlines\n", "depth = 6\n", "lon = 599\n", "lat = 125\n", "with nc_tools.scDataset(Jun) as f:\n", " t = f.variables['votemper'][:168,depth,lon,lat]\n", " s = f.variables['vosaline'][:168,depth,lon,lat]\n", " ssh = f.variables['sossheig'][:168,lon,lat]\n", " lows = []\n", " highs = []\n", " start_point = 0\n", " interval = 9\n", " target = 'low'\n", " while start_point + interval < 167:\n", " if target == 'low':\n", " low = np.argmin(ssh[start_point:start_point + interval])\n", " lows.append(low + start_point)\n", " start_point = low + start_point \n", " target = 'high'\n", " elif target == 'high':\n", " high = np.argmax(ssh[start_point:start_point + interval])\n", " highs.append(high + start_point)\n", " start_point = high + start_point \n", " target = 'low'\n", " fig,ax = plt.subplots(1,1,figsize=(8,8))\n", " for m in highs:\n", " ax.plot(s[m], t[m], 'ro')\n", " for n in lows:\n", " ax.plot(s[n], t[n], 'go')\n", " ax.plot(s[0],t[0],'y*', markersize = 20)\n", " ax.plot(s[:],t[:])\n", " ax.grid('on')\n", " ax.set_title('TS plot at depth=' + str(depth)+\", at lon=\" + str(lon) + \", lat=\" + str(lat), fontsize=16)\n", " ax.set_ylabel('Temperature (C)', fontsize=15)\n", " ax.set_xlabel('Salinity (g/kg)', fontsize=15)\n", " ax.tick_params(labelsize=13)\n", " start = mlines.Line2D([], [], color='yellow', marker='*',\n", " markersize=15, label='Start')\n", " high_point = mlines.Line2D([], [], color='red', marker='o',\n", " markersize=15, label='High Tide')\n", " low_point = mlines.Line2D([], [], color='green', marker='o',\n", " markersize=15, label = 'Low Tide')\n", " plt.legend(handles=[start, high_point, low_point])\n", "\n", " #plt.savefig('Jun-TS-DeepBay.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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uMD8qiab1gn2+NVgVDhcUM+mDKLLzipgxIZJXv9tCanY+b1w7gDpBvr+AiRK1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\nzModx3jq862cKK/muet6M3FoxGlzRQshhGheEtTiLCvSjvLkZ1sxWzR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fwYzRfYkI8++9yGO+3JAGwMWd/fdM9GMUziIi1UjKwVxGz1xOZHgIc8b2o16t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\nERE5Hu2P9cOevCIe+2gdK3dUHGc+v0c7fn9xD4erEhGRYKV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